{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ " \n", "
\n", "\n", "# Analysing flight safety data with Python\n", "\n", "###### Jesús Martos & Alejandro Sáez" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Scared to flight?\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Sometimes things go wrong...\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## But it does not always end up that bad..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
\n", "\n", "[https://www.ainonline.com/aviation-news/2011-11-02/warsaw-airport-reopens-after-lot-gear-landing](https://www.ainonline.com/aviation-news/2011-11-02/warsaw-airport-reopens-after-lot-gear-landing)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
\n", "\n", "[https://www.thesun.co.uk/news/4543186/bird-strike-boeing-737-sudan/](https://www.thesun.co.uk/news/4543186/bird-strike-boeing-737-sudan/)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
\n", "\n", "[https://en.wikipedia.org/wiki/US_Airways_Flight_1549](https://en.wikipedia.org/wiki/US_Airways_Flight_1549)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Analysing flight safety data with Python\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Who are these guys?\n", "\n", "\n", "##### Jesús Martos & Alex Sáez\n", "* Aerospace engineers\n", "* AeroPython\n", "* Passionate about scientific programming and data analysis\n", "* Helicopter Simulators / Aircraft Flight Test \n", "\n", "
\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Data Source\n", "\n", "\n", "\n", "__National Transportation Safety Board__\n", "* determining the probable cause of accidents\n", "* promoting transportation safety\n", "* assisting victims of transportation accidents and their families\n", "\n", "\n", "**AND THEY PUBLISH RAW DATA!**: http://www.ntsb.gov/_layouts/ntsb.aviation/index.aspx\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "\n", "import sqlite3\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import matplotlib as mpl\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from cartopy.feature import NaturalEarthFeature\n", "\n", "from ipywidgets import interact\n", "from IPython import display\n", "\n", "from flight_safety.queries import (get_events_accidents, \n", " get_aircrafts_accidents, get_occurrences_accidents,\n", " get_seq_of_events_accidents, get_flight_time_accidents,get_events_all, get_aircrafts_all,\n", " get_flight_crew_accidents)\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "mpl.rcParams['figure.figsize'] = 10, 6\n", "\n", "mpl.rcParams['font.size'] = 20\n", "\n", "con = sqlite3.connect('data/avall.db')\n", "\n", "events = get_events_accidents(con)\n", "\n", "aircraft = get_aircrafts_accidents(con)\n", "\n", "occurrences = get_occurrences_accidents(con)\n", "\n", "seq_of_events = get_seq_of_events_accidents(con)\n", "\n", "flight_time = get_flight_time_accidents(con)\n", "\n", "events_all = get_events_all(con)\n", "\n", "aircraft_all = get_aircrafts_all(con)\n", "\n", "aircraft_events_all = pd.merge(aircraft_all, events_all, right_index = True, left_on ='ev_id')\n", "\n", "cond_incid = aircraft_events_all['ev_type'] == 'INC'\n", "cond_accd = aircraft_events_all['ev_type'] == 'ACC'\n", "cond_far = aircraft_events_all.far_part.isin(['121 ', '125 '])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sOeh0WtxuN1VVleTlZZOdnUlBQf4R51VWtod16zZx2WUXM3Cgf7lfplvNY4/9\nlg8+eJ+GhgaysrLIyEhk8uQj5ef37z/AZ5+tQBTV3H777WRlZQXuZ5vNxnPPPcucOVcwevTo3vX3\ns2zZZ4F6ufLyvUiSTFFREbW1tdhsNgYPzueXv7zlhBMebrebysoqnE4na9asRxTVCILI6NFjkCSJ\nnJwcBg0adNaer88//5xdu3b2Kn0KgF+047777iI6OuqE258LDIZ6PvxwCSCQnZ1BTU0tgiASHBzc\nqxwVRmxsPDExMURERBATE0N0dHSgVkWhfzh06BCvvPIywcHB7N9/gJSUJA4dqqO7u5vIyAgyM9N7\nBX5k5s+/k7i4s5sS2190dHSyY0cJBkMjbrcbh8NFQcEg5s49sk8gQF1dHUuXLsVk6uCaa65AEIRe\noZWtFBQMYe7cawL3ncfjoaOjA7PZTE1NNZWVFahUItHRkSQlxbNpUzEajYYxY0ayZcuOgDy1Tqfh\nooumEBsbi0olYrfbAwqqGo2mVwxoLa2tbQwalM+oUSNO653hj+S3UFFRSUNDE6NGFTFs2JDjbrN0\n6ZfY7R5uv/123nzzdfLzs5g0aUJguV8x9iUEQcXw4YO4/PJZpzwuBYXzifb2DurrGxgxovC8tn2D\ng2MVR+tM+aGj1YcsyzidThobmzh0yEBtrQGHw8mECZOZPHlyvxgaHo8Hg8GAwWBg7949+HweRo0q\nPO2Xu8LZp6mpmXff/RBBEAkNDSE4OARRFNFoNL11Q/6cYK/XR1xcDBERYZSXV1BTU8uAAQNJSkqi\ntLSEyy+fSUFBfm8qo7/uRZZl9u8/gMlkIigoiM7OLvbu3Y8gCGg0OkRRoLu7G51OGxAO8Xp9vb2+\nQBDUSJKXSZPGsmXLDtLTM+nqamPChLHk5eUet07gaHz44WIiI2O55JJLef3119iyZTNXXz2HuXOv\nOGa9QElJKd99t5lhw4Zz+eWzD5v1ttlshISEIAgCNpuNF154lptvvo7U1GRkWWbLlq3s3XsQk6mz\n1wn1pwA2Ntbxy1/efJia5PGoqanl448/7f3llzf2G1oqJk+ewrRp0/q1fqi9vZ2XX16IJPkO+7vf\nmZYCSo3nCw6Hg2++WcOhQwaSk9OYN28eRqMRu91OWloaMTExF8Skx8+Ff//7XQyGei699FKsmije\nePcD4lQ9RAWrSE1NISoqkiuvnH2uh3lGmExm9u2roKGhifp6I7m5A7jllluO+M5t2LABg+EgF100\nlfXrN1OjuKn4AAAgAElEQVRTU4fP5wVEHnnkUTQaDatXf0tJSQmy7CM7O5P09FQGDMglJib6mIpn\nPp//2fT5fOdddNntdrNx4xbKyyu56675gXO0262HKQ9KksRf/tLX2N3f0/Hyy2dd0CUGCgoXAoqj\n1Q8czdE6Gl9/vYqysr0kJaWiVqtJTk6iurqmt7h/PDExMcTFxZ3BDJiRpUs/JSUljqSkRDo7u9Dp\n/H0U8vJyT/f0FM4CfXKlDoczoDooCCJhYaEEBekOczDsdjtNTUbWrFnPjh3f097uF8B4+OH7T+g8\nyLJMT08PHo8XWZaJiAgPOPler5fublugmXB9fSORkREAvP32+4Gmwo8++sAx1XSOh8vlYsuWrZSW\n7gNkcnOzuOoqv8HX2GiktbWV4cOHHlYA3+csLlv2Nb/61QPHlLmXJIk333wDu92fpuaX7ddyzTXz\n+qRUEQQBq9XKiy++yIABmVxzzak3v3U4HAiCwAsv/B0QepsgywQFhaDX65kzZw55eXlnNLHx+eef\nU1KynaysDKZOnYxKJdLa6heAMRjqufLK2edNVMtut/P++5+QmZnDrFmXXJB9kn6urC2t5rY/vkKo\nu5P4MA2FaZE8fP9dpyRmcbb4/vtdrFq1hri4WGbPviyggHs6eDweXnnlTUaOHMusWf8XlZEkiT/+\n8Q8UFPgnhbZt20VhYRFXXXU1KpWqt7H5BsrLd3HppRcTGRkZeN9diLhcLozGZlavXk96ehZTpkxF\nq9Xy6qv/oLBwEKNGjTji+ezp6aGkpBSjsRm328OMGdPP6H+hoKBwYhRHqx84WUcL4PPPl1NVdQhZ\n9qJSCXg83kAaWEREBPHxSUyYMIGcnJPPo3c6nbS1tdHS0sL69X5Vtri4WHbv3g3ISJK3d8Yuivj4\neIYMOfvS1Qr9j8lk5o9//DPV1TWMHz+OefOuOitFza2tbbz11r97f8lH7aV1KjQ2NhEUFITJZEIU\nRVwuNytWfIPH4wNkLrlkBvn5eVRX11JeXoHb7WP48KJAzd2x8Hq9dHZ2olb7e1D1RbvAP/NcVlbG\n2rWryc3NYOTIIuLjjy8VbrfbsVq7KSvbw5gxow5zbmRZxmKx8vrrb+HxSFRXVxMUFER6ehqCoOaR\nRx4lIuL0jLY+uW1Z9jvDoiggSTLHaiZ6tjhaGwWfz4co+tOmKir2s3FjMUOGFHLxxReflXH5C5d9\np+zAtba24nQ6SU9P/4+L5kuSxFdfreDfy9ZgstvJKxyNRqNl5tjBzCzKOdfDA/xpph988DGiqEaW\nZbRaDcnJSURGhpOWlkpeXs5J1xUbDPUsW/Y1Y8dOZNSoUXz00SJGjx7D0KFDMRqNfPbZp0yYMIqU\nlGS++24DNTV1qNX+jIGoqAhmz55FcvKF5Vxs27aTJUs+p6mpKRClDAoKwu32cdlls/H5fNTUVNPQ\nYGDcuJFMnDj+XA9ZQUGhF8XR6gfq6krCs7JGWX7/+8cBmDRp3GFF/j/k0KE6vv76WyyWbvR6HQ8+\n+KuAQyVJEqWlu/nuu414vTJ6fTALFiwgOjr6sH3IssyhQ4f46quv2LhxAwMH5pOQEEdcXAx791YS\nGhrBnDlzsFqtrFy5Eln2BYwoWfbx5JOP/scZIz8XJEnim2++paxsD/fff+8pp/OdLB6Ph9LSPYwe\nffw0VEmScLlcaLVaVCrVMZv9bdiwiS1bdiIIIunp6TQ1NaDXB1FVdYD4+ESqqioZOXIMV155ZaAw\n/XRZu3YN27dvJT4+lrFjR/5IZfJIdu0q45tvvgUIyE9rNCpycjLw+SQGDRrIZ58t44orLqegIB+1\nWs3evRUsX/4N/iiXmkcffYywsNNL77PZbPz1r/+LLHt7/yKQlpbClVfO/slm3H0+H6+88gY2Ww+y\nLPPoo/+FJEm8+OLLCIJIXFwckiQwY8bFATGS/qSpqYlPPvkEi8WEJEmkpaUzatRohg8fjiT5Hdv0\n9HRqamro6upCFEWCgoLQarU0NzezdesWwsND0etDaW1tRRBEnnnmmZ99CuOOHTvYsmULXV3tmO0u\nLPoEBo+bgkoUuGZEKkkR/SOK1Gxx0mhykBqlP6N9dnWZ+Oc/30QUNb2KeAJ5eXkcOuSvUQ0JCUar\n1RAVFUlyciIhISHIskx3t4329g4aG424XB4KC0eg0WjYvr0Yn8+L3e7v0SgIamTZy/z5vwyIBfUp\njx2rb9WFQGdnF4sXf8bmzVuIi0sgPr4v80UkLi6W4GAtI0cWkZGR9rMUwlJQuJBRHK1+4LHHfp3y\n/POvNv7hD39Aln1MnDiacePGYLFYsVgsREZGEh0ddZhD1dRkJCYmmuDgYFatWtNbtJzBe+8tIiMj\njerquoDi2+DBgwH/R3X37jLMZjM6nb8PVWVlFfPn30FychKSJLF27XqsVr8qncvlBiA2NoqYmGgK\nCvIPazCsoHCmbN26g+++20BfnzJBEAkPD6OoaCiDBw8KOApGYzMff7yUhoYm4uPjqa6uJjg4FJ1O\ng0ajZdCgwVxxxRUkJZ35TPPixYspLy/jqqsuZ/DgghOu31eTJYr+FMaJE6cwfPhwFi1ahNnc1Vs7\nJfHoow+yb18lK1euZsSIQnbtKic1NZ277rrrjPr/SJLEn//8Z1yuHiZNGkdeXi7vvPM+sixzzz13\nnDASd7q0t3fgcrlwOBy9ogMNCIKIzWYlISEBm81OUFAwI0aMZMiQIWdFIVCWZTZs2MC6dd/h87n7\nGjsyZcoENm7cSnR0HGlpaZSXlwIi4eEhZGVlUFa2F1mWSE5OJiMjhcjISIYNG0JV1UG++GIFoqhh\n+PBCxo0bR0rKkZLYFzqyLLN3714WLlxIXV0N48aNIS8vh8GjxuNQBZ+RQ/T997vYtWsPoaH++tH2\nbherSmuIi41h4IjR3DZ96Bk5Wx6Pp1c51sSmTVuZNu1iRo8eTU9PDzabDZfLRXt7O01NjfT09CAI\nAmFhYeh0QbS3t9PYaCA4WE9aWgojRxYGJJirq2soKdlNamrSzzaiI8syDocjIP5ksVhxOBxkZKQr\nAjMKCucpiqPVD3z00esxN998b8eHH35Ifn4+K1Z8iSgKhIaGER0dTVdXFy6Xk9tuu5GoqMjDtpVl\nmT//+TkEQR0wYgRBPExdrY8333yDhgYDsiz3RqiksxrVOBO2VHdQ3WYjNz6UibkXhsqVwqkjyzIm\nkxm1Wk1zcwvV1TXs3l2BIIi9kVR/w2hRVDN16nR27NjKzJnTePXVt3A4nAwfXojBYGD06NHccccd\nJ2XIe71e1q9fz8aN64mMjCQ2No6amlpCQ0MJDQ3GbrdjNpsICwvhgQfuPanz8Hg8vPvuh7S1daBS\naXn66adRq9WYTCbefPN1wsL0WCxWsrMz2bu3iqFDh1NUVERubv/UPtpsNj755GMMhjokyQvIDBiQ\ny9ChQ/o9PbSjo7O31uojRFFNWloGYWHhvQ3FzbS1tRIREcH1199AYmLiWY0KmUwmFi78W68gi9+g\n7u7uDji3oqghKSmBceNGEhoaSnBwMNHRUTQ2GgkNDTlqxK+7u5sPP1xMZ2cXoqjmN7955Ihebhc6\nXq+XhQsX0tLShE6n4e67f3nGtVhms4VXXnkDUVQzZsw4MjIy0Gq1fLi9nrfW7AZLM7FSB3/9w0NM\nG5J+xufQ1WXitdfe5o477g40d8/MzOTgwYO43W6ys7MPq0FdtGgRLS0NzJ17xXlRd6agoKAABNqW\nREVFHmHDeL1ewsMTFUfrTLnsshkRK1d+Z3Y4HMcM2y9b9gW1tQfIzs4kOjqKAQPyCA8PY/36jWzZ\nsh1RVPP4478LKMgdC5/PR0VFBZ9+ugSfz8XF827BaIe8+FDyYoNwu/2zwj6fhF4fxIED1RiNzTQ1\ntTBx4piTbuR6Jmyp7uB7gynwe1RGlOJs/QfR1/DZZLJQV1fHgQPVxMcnMXnyVPbtK+Xaa6+isdGI\n2+2io6OTxkYjBkMjubn5ZGdnk5+ff8w0PEmSeO21f+L1OiksHEpOTjYdHR0sWfI5IJCU5E+rmTp1\nEgAhISGn5ChYrd288cbbeDwSISGhDB48uLfX2TYqKioAifz8Qdx88839cKWOpKqqig8++DcPPXQf\nn3yyFKOxhbi4GG666brTTk38IT6fj7/85UVEUYVWG8TYsePOWr3VyWKxWHjxxRd6J49kZFlCliVG\njSoiMzOD/PxTf2e1tbWza1cZpaV7uffeX5GcnNz/Az8HdHV18eyzf6W5uZn09NRAI9r+6LW2ZMnn\n1NQYeOKJJw9zcEoMJq58/CU4uJHouHj+9fzvGJqTeoZn4n+Wlyz5ApVKh8vlwu32kJeXy8aN68jN\nzcFobCEjI4vExCSSkpJwuVx89tlSpkwZ+7ONWCkoKJzfyLLM5s3FfP99KXa7vfev/2djzJw5nbi4\nGCRJ4tAhAxUVVTzxxFOKo9UfCIIgH2/skiRRVVWF2WympaWZ/fsr0Ou1dHR0IooacnJyuf32X570\n8QwGA//90ltsO9CIXh+EAAxODGFwWgw2mw1ZBkGAvLx8qqtrkGUfw4cP/kl6Z/y7uA6zwxP4HanX\ncPuEzLN+XIWzi9frF2s4lrS50+nEbncEZnW6u7v57LPl6PXhzJs3jy+++Jzs7BQKC4cdtl1fKm1z\ncwutre0cOtTAggX3ER4efoST5PF4eOGF50hPTyExMQ6NRoPJZGbv3kocDifgj571SaWnpiZy6603\nnZIj4XA42LNnL52dXZSW7kYUtTzxxO8IDg7uVTfUnNUoz6uv/gOjsTGQRicIAgMG5DJv3tVntF+f\nz8fy5V/T2tpOR0cHaWnZLFiwoJ9Gffp4PB5WrlyJSqUiPDyc8vJyjMYGZNnHQw/9+oSTT32YzRYM\nhnosFgvFxTtQqXTMnz+fxMTEs3wGPw1Op5NVq1aybt1aNBo1Cxbc1W+KcbIs89xLr7O/xcWjD/+G\nkRn+CGBf9Hjl+o3kDhnKwKwUxg47so/e6VJdXcOSJcsoKhpJdHQMMTExLF++jKSkeNxuN1lZ6fh8\nPozGVtra2snNzWLAgFxFRVdBQeGc4PP5+OtfXwyI+rjdHvwtE/xCUqLo76eXnJxMQcEg8vPzSUpK\nUhyt/uBEjtaPsVqt7N+/H6PRSFJSEjk5OWg0GrRaba/xaCI6Ovq4ede3/ms7Gw+0I7sdyJKXqUMy\n+eCe8bhcLlpaWtBqtSQlJdHT08OKFStQqXzMnn1Jf5zucVEiWj9P1q/fSHHxDmRZJi4uhri4WLKy\nMhk4cACCIPD88y8hCGr89Vqg1+sZM2YckyZNZtWqlZSUfM/IkcOYPHlCYMbc6XSydOmX1Nc3odWq\nGTNmBBs3FvdGXLR4PBIPP/zwYYp+GzZsYNGiD5k4cRIhIcEkJCQSFxdHcnIyLpeLqKgoOjo6cDqd\nfP31V9jtVpKT/U2S+wrkf0hjYxMqlQq9Xk9Y2OHNdFeuXM2uXXsQRRW/+tX9x5Sb70/Ky8v59NPF\n+Hx9kxVyv6QI+3w+Xn75NXp67IiihgcffIiYmJgzH3A/snPnTpYvX9abHu1FrVYzYcJYCgoGBmpx\n+mhv76C1tQ2LxUJ9fRPt7Z1kZeUSHR1NZmYmOTk5F3Q9qsvlorS0lLy8PFpaWvjss08ZMCCb8vK9\ngMCDD95HaGjoGR3Dny5q4evvtvDs0p04EoYTEpfC278oRG1pYNOmDcTERHD55bP6JaJ6NIzGZlpa\nWgM9suLjE7Bau+ns7GDs2EKmT596Vo6roKCg0J8Yjc2UlJRRWVlFXt5Abr75FqCvJ6biaJ0xp+po\nHY3//d8/Y7f3BBqV6nR6Ro0aTWhoKLm5uUfMzC7aXs+Tn5cHfk/NCOamkQnMGjUQn8/Htm3bqKjY\nR1hYGE1NjQwYkMWsWTNOOI7+UJhSarR+ftjtdhYv/gyLxYrN1nef+iOn4JcAnzv3WhITExEEgdjY\nWNRqNSUlJSxb9hkgEB4eTlhYMNdfP5eSklKKi78PNCduaGhgzZrVNDX5o7QajRqrtYcFC+4NCBps\n3ryZzZs3EhSkp62tDbVazdNP/+GYUTZZllm2bBmlpSVIksT06ZMYP35MYLkkSfzv/77QKzstIcsy\nc+fOISkpkaioyN4ayucBGDlyLHPnzj3LV9lPcXEx3333LXfffXu/1GD2NagGeP31t3G5vPzud78/\nIxGPs4HJZGLdunWEh4ej0+lob29n9+4yJMlLQkI8MTFR6PV6du8ux+eTGDx4GFFRUSQmJjJo0KDz\n7nxOl/379/OPf/yDmpqD5ObmEhkZiSz7fvDMyfzud6evHtvYaGTz5mKam9tQqVTUS7Esq/VBUBje\n5gNMjDRzxaQhjBkzkszMjJ/MYW1v76CtrZ329naio6PJy8s56UbjCgoKCucD7723iKamVu68824y\nMzMVR6u/6A9Hq7S0lJaWFmJiYjAY6igv392bOiQyadKUw5oz9rFoez2f7KynZMt3hFtrCNWJjMyI\nJTMxisTEOIYMGYQgCERFRZ5UAXGzxclnuxrxSfJJSwT3l/SvwoWDP83Pb6Rt27YDk6mbZ57576Ou\nK8sydrud4OBgZFnmpZcWYrNZyc7OY86cOYiiyO7du3uFNbpITk4hPT2dnp6ewEuqj7KyMj777FNk\nWWbOnCtxu92MHz8+YGDLsozL5UKn0x22XW1tLe+88y+MxiYiIyO4445b0euDiI2NwePxsGbNeioq\nqnojchKS5BfymD59MuvWbUQUtdx5511kZmaezct62DUrLi5m8+YNhIQE0dLSetp1OC6Xi+rqWr74\nYjmCIBIdHcd99/3qgpKB7u7uxmq10tnZicPhl/LOycn52Ylc1NTUsHbtWior92G1WklKSuCmm+YR\nGxvLzp0lRESEk5GRTlzc6U1e7d9/gKVLv0AUNWRn5zB8eCGFhYXsqjdzyY13EeLrJjE9g/lzp3Dz\nNbP7+ewUFBQUfjp8Pt9PpsbZ3d2NzycRGRnRW0+6jEOHGrn88jlMmDBBcbT6g/5wtH5Md3c3HR0d\nZGVlHXMdWZZ5/LXP+eLLL8hLiWLsrCspiNEwsSDlCIXDk2FnnYmtNR29Yt0wPieW0ZnHNmZOxzFT\nuHBxuVyUle1hzZr1iKK/301+/kDy8weSk3NyzVF9Pl9vLrNIe3s777zzL1JSErBYLBiNLRQVjeLa\na+cB/vu7uroal8tFfn4+Go2Guro6Skq+p6enh4iICJKTU0hKSkKn02EymXj77bexWq3cdtttDBs2\nLND81uPx8Nhjj2GxdGG1djN9+nS8XjdTp04kMzMdm62HqqoD7NxZis8HI0eOwuGws3r1Grq6Ovl/\n/+/P/aYyeLI0NjbyxhuvoddreOCB+075o+GP2D0PiIiiiqlTpzNt2jRFCvoEdHd309PTQ2Rk5Fl3\nSJ1OJ2VlZXzzzdcBpc4+YZCBA/OZO/eKk64JPNaklyzLbNq0hc2btyGKGn796/uJj48/bNtHnvoj\nyZkZXD17JsmRShRJQUHhwqOx0cjq1evo6jLhdruRJAmdTsMDD9x7xoJBR8NisbJ//wHWrl0PCGRk\npBMdHUlMTDSrV3/HsGFF3HDDjeeVo/XzyPvoJ8LCwo6bF+/1enn33XcI6zYxZXwRmYOLCNLrGTk4\nlajjODt7mywcbLORFx/KkJTD5ZFTo/SoRCHgOKVGHf+D22hy4JNkZMAnyTSaHIqj9TPF4/Hw3HML\ncThchIVFcvPNN5Obm3vKRvsP1/d6vdhsNqqqbERHRzN37nUUFRUFlu/cuZPi4o04HHZaWycyY8YM\nPvzwfcaOHUFeXhpmsxWD4SBffvl57xYC4GPkyGEcOlTFmjWrCAkJ58477yQiIoKFCxdiNBrx+Xyk\npqZSXl7Orl0lrFixCoDQ0FAyMtJpaGhg69YtPPDAg6jVGiorK85JWlpqaiozZ17C6tWr+MtfXgDg\nwQd/ddK1OaIo8vjjD/PGG++QkZHLjBknTh3+T6empoZ77rmboCAd8+cvIK1oGttqOxmXHRMQiegv\niouLWbny615JfwCZu+/+JWaz5ZTVFk806bV58zaysvK4/fbbj/rMjijIRacTFCdLQUHhvMHlcgHg\ndLqwWv1941JTU2htbTtqWvPatetJTc0kKSmN5uZ6PB43oij2W/pzn6pydXUt1dV1SJJEbu4Arrzy\nGqKi/P1y29raMBgMjBo1lssuu7xfjtufKI7WKfCnP/0Jn8/F7bffghgadVLpe3ubLKzd3wZAfZdf\nmvKHzlZSRBDXjEg96VTA1Cg9ogA9NhsHdm3Dbh3F6MzRx91G4cJkw4bN9PQ4Uau1PPXUU8esizoV\nkpKSePLJpwJKfkfrQWG3O1Cp1AwZMgTwK2lu2LCZe++9K6A+dumlF6NSqXA4HMiyHIhiHTxYzeLF\nn/PCC88iCCqeeurpw6S+hw0bxrBhw5BlGbfbjdlsxmg0otEEY7PZqKmp4e9/f4nBg4eQlpZ2xud7\nOkyePJm8vDz++c9X8Hpdp1yzYrV2YzJZSE31nnhlBbKysrjhhhv55JNPCE4bzC1vbcPtldCqRT68\ne1y/OlurVq38gZPlJzhYf1pRtONNelVU7EcQVFx//fXHnBgpLCzi448/5LLLZp1VVU0FBQWFE2E0\nNrN+/WaMxhYAtFotERGRSJJMS8tyZBnmz7+d2NgY3G43O3fuYvfuvZjNFnJyBrJp0wZuvfV6UlPP\nvGF9Q0MjTU3N7Nq1G6fTRUxMHAMHFnD77RcRFxd3hN2SnZ3NuHHjzvi4ZwvF0ToFLr30Ur7+egXv\nvvsBIPPrXy/A1t2JWQ49aiNPgINttiN+/ziqlRQRdEIHy2azUVl5gB07SnhvfSUqUSAsSCQ8Oo6/\nfA6uPavRarVcddUcdu/eQ1eXmfvuu1v5gF+gVFZWsXNnGY8//juSkvpHUrqP4xmVEyZMIDs7G5VK\nRVxcHABjxoyhvLwMrfb/HL0+4/HHTkheXi5PPPEwixYtpqHByJIli4mPT0Cn0xETE0NQUBDZ2dkI\ngoBOpyMhIYGEhIRAVK2zs5PrrrsOSZLP6b2bmJjI7bffwbvvvs2rr75FZmYaEyeOJyoqktraQxQX\nb2fAgDzGjh11xLY2m42QkDDmzbvuHIz8wkMURW644QacTidVJhm3V0KSweOV2Fbb2W+Olsfjobq6\nmrS05B9ESwX+/vfXAJnf//63p7S/42UjtLa2kZaWcdxIaHS0X5HzQlZqVFBQuLCRZZnS0t2sX7+F\nqVMv4rbb7kKtVgfeS7Is88orr9DS0oBWq6W4eDs7d5aSk5PH3LnXYTabaWxsRJalo6oMnwoOh4Nv\nvllNVVU1ERFRzJt3IykpKRe86NIFX6NVYjCdUppJU1MTRqORESNGnFIKlizLeL1eLBYLL7/8Mj6f\nu28cyLLMb3/7IG1tHbz//iLmz7+T6Gj/WH4Y0QKYMTD+CEfrRFRX17Bo0RK0Wj2S5KOkEzpbjGjV\nIirR37ot2msmJiaGsWPHcvBgNV6vk9jYGGbPvoSysj2MGFFIVlbmKR1X4dxgMNSzdOmXXHfdTQwY\nMOCcjcPr9fI///P/UVa2m6FDC7jrrttOSuClD7PZgtHYTGdnJ01NzdTWGkhISOT++/8Lk8lEc3Mz\n+fn5RzyHXq+Xuro6srKyznltk9fr5dVXX6W9vRUAl8tJbe0h7HY78+ZdxdChQzAY6pk58yK+/XYt\nOp2O1tZ2CgqGMWnSpHM69guREoOJW97ahscroTlOROvgwYO8+eabFBYOD0j6nghJkvjjH5/B63Ui\niiIxMTF0dHQgCAK33XYzaWmn3hT4WDVaVVUHWbFiNZMmTWb06NGB3mQ+ny8QSf7yyy/ZubOYq6+e\nQ15e7jEj1m63m6YmIzU1h0hOTkKlUmGxWNm3r4Ibbrg2EE1WUFBQOBVaW9vYvv17OjrMXH31NQG1\n4R/z8ccfUVGxD1mWKCgYwsUXX4zT6aSiooJ9+8oxm03MmDGFsWP/L7tKkiSam1tJTk7E6XTS2tpG\nW1sHPp+/P2hCQjzZ2Vm43W6qq2vZt68Sg6GRAQMG/v/snXd8FHX+/58zm7Kpm957D4QEkpBQQ1VA\nEVRERQV7OXu589T73Ve96p0NPdsJFkQBkSJFEJBO6J2QQBLSSO/ZbLLZNvP7I7BHIKEGEnSejweP\nB7s7+5nPZ7M783m9K2PGjLUaei8HpepgNyEIgry3qP6Sw0y2bdvGunVrAYE///nPF1TKxcXFfPPN\nHKA91MnOzh6z2XIq/MTC8OFD8PDwICDAn08/nU1Tq5FbH3iUMG8X6433fDlaZ3L2TbugoJD58xeh\n1xvIK6nGySeQ6ffcxpEGARnQ1tdiNhrZt/4n3Ix1ODg4ERwcjCiKNDQ0IAgCgtBuYY+MDGPgwGR8\nfX2t3bWdnZ2sN/fw8DCgPT63pqa2W9y/CpfHl1/OxdnZnfvvv7+np0JJSQnOzs7MnPk+CQkx3HLL\npcc/19XVU1JyktWr1zF9+oPExMTw8ccfUVVVyTPPPHfOBXXdunX8+99vMXTocN54441uWsnl037D\nqMDNrb0xdHV1NdXVVWzdupXGxrpTrSHsT8W2C7i7e/Pcc89d91a4nuJCxjNJknjzzTcoKirk2Wef\nJyUl5aLHfuWVV2hqqsfT053TTS8nTbqJfv36dtf0rXM8cOAQeXkFFBWVkJ4+hNTUVF577VW8vb24\n//4HKS8v54MPZlJSUkx4eCg33jiWG24YjSiKNDY2UVFRQWVlDYWFxQiCCAhER0cjSRIeHh7s3bsX\ni8VEYKA/4eEhDB6cjp2dXbeuQ0FB4deH2Wxm5cqfKSurIiVlIIMHDz5vpIssy+Tk5ODt7Y2rqytb\nt27lwIG9JCX1ITY2BkdHB6qqqjEYjGg0Go4cOUpOTi56vZ7IyHDKyirw8fHD398fGxtbJEmioOAE\nbm5O6HQtqFT2pKYOJCEhoVtSJHqb0LqudwI7C+ouOcxk2LBhpKenYzKZLmoj5OrqiiRJmM0mQMJk\nMmxSV48AACAASURBVHDnndMICQlh1aqf2LFjL+7ubjQ1NVPbKrM1rwmnvcfx9PWzJkcnBGou6MU6\nO7E6XK7iwI5MRNGWtBtvYdlnCwmuq2Ph+j34BgSxd9M6yupbMQt2PJoRxdGjJlQqETs7O5588ilc\nXFxwdHTEZDJRUlLCX//6Vxobm0lOTrGGs5w4UUp+fv4pK0U0KpUNWVnZyLKMk5MDzz//1EX/LRS6\nD5PJwvjx43vk3IWFhcycOZO//vWvuLq6EhISgiRJCILI4cNHL0torV+/iby8fAShvephTEwMU6fe\nib29fYfGyAC7d+9my5ZNpKYOwGjUs3HjRkaNGtVdy7ssRFHsYOkLCwsjLCyMpKT+7Nmzh927d9LY\n2IggqBAEkUmTJiki6wpICXU/73VcFEVSUlIBgeTk5Esae8SIEWzevB5RtEGSzEyfPo2QkK5zAbdv\n30V4eCj+/n5dHtP1HAeQkjKAY8dyWbhwCRqNhr59E9BoNOTn5zN+/HhKS0sJCQlh/fpfqKioZc6c\nBfj4+KBWO+Dm5o6PTyBeXv5ERkbi5uaGr68vKpWKBQvm4+PjTVVVJeXl7f9sbGwYOnTwJc1TQUHh\n+uK0c+TMkGODwcDWrdupr2/E3V2DnZ0tQUGB2NvbExgYcE548sKFS2lu1vPMMxfXwkQQBGJiYsjO\nzmbevG/x8nLjvvvuxM1NQ11dPbNnz0WvNyAI7Uamvn37ceutU1iwYB4ajSd33z39HCFnNBr58ccf\nsbeHGTM6Lxj0a+FX4dG6UJhJd2A0Gqmursbb29v6xZRlmdraWiwWC+7u7szefpK3PppFeoiagWMm\nkBbmTv9AZ+sXTJIkysrKCQjwp1pnIqugjCh/D8L93DuUed+7cR2WxhqmjhnEuHHj+G5/NW+/9Xe8\nnG1Q24hU6QWMDj48NHk0f5lxg3Xsuro6vLy8zvlRybJMS0tLl/kC9fX1lJaWYjabWb16NW1tLQQE\n+NKvX18SE9stDKeFqcFg4Kef1lBaWsZzzz15VT7r3zKyLPPuu//hySefxdPT85qf/9ChQ+h0OoYM\nGWINi/3hhx84cuQAGRlDGDZsyGWP/eWXc6mqquPNN//SaV7K6VBFi8XAY489xM6du8nKOkZSUjJT\npky5kmVddQwGA83NzXh6eio5N1eB2tpaPvvsM2xsbHjssces+U2XyrZt2/h+6VLqW0x4OtnywtMP\ndxoOW1FRiSiKfPHFXBwc7MnIGEpKyoBORjw/q1at4ZdfNqLVtjJ79uwuC6s0NDRgMpkoLS1l06aN\nNDbW4+LigiCAs7MjTk7ONDQ0Ul/fiCxLWCwWJk++icDAANzd3U4ZQwTlu6egcB1TWlpGVlYOFRVV\nmEwmdLoW7O3tkCQZk8mEh4c7FosZrVZn9crX1zfQ0qJDFG2ZMOEmzGYzP/20AlFUYWPTblBKSUli\n9OgRHD6chV6vZ8uW7QiCiCCo+NOf/t8FxVZBQQGrV6/C1lYgPT2FmJj2Cq2yLLNixSrUaleGDBlK\nUVERoaGh1oIVp3tsXmsUj1Y3khLqznePDLpqpYDPxM7OjqCgjjH8giB0CHtKD/fAWFdGhWDHrtVL\nydLXEhPeXuM/NjaSTZu2IQgCbRbI1YpUV1YwYvxNPDZxcIfEagcnJzRyE3q9HldXV+LcaxFDU6hs\nawOVLeqoGJztbJk84n+J+KIodhnTKgjCBZOyT29ckpOTqa+vZ//+/WzatIMdO/YwefJNfPPNPARB\ntPabEQQVpaXlBAUFnGry3Gu+09c1Op0Oo9HIDz8sJCQkFHt7e6KjowkJCbkm509KSurw+Jdf1lFe\nXswjj9yPj8/lx0zv33+Qiooqtm/fweuv/5mkpP7ceuttVivWvn37WL58OZJkIiNjKF5eniQmJnD4\ncBYHD+6jrU3Pvffed0Vru5rY29v3yA3l14osyzQ2NmJvb09bWxuvvfYaeXnHGTp0uDXf6XIwugSw\ncF8Vvi4qPJ1s0Ekdb4GyLLNt23a2bt2JIAikpAzk+PFcfv75F/r3T7yg1bW1tZWdO/fg7OxESUkp\nubkFGAxmXnnllS5F1uuvv05LixaDwYQoioSHB/PEEw912ZdRkiSADsVilKJHCgrXLyaTia1bMzl2\nrIC0tEGkpg7Bzs4OFxcXjMb2cuk2NjYcPXoUSZKIj4+nrq4Ok8mEl5cXubm5REVF4eXldaq4xYFT\nnvNcBEHgwIEsDh/OITg4FC8vT6Kj4/Dw8MDR0emCoXq5ubksWfID48aNJjY22rrXa2trY+3aDRw9\nmkdiYhIffvg+ACNHjrG2NVHuie1c1x6t3jZ3s9nMU7//E5VaPd7OtgyIDee++6ZTWVnJ5s2bKC09\nSUxMLOuzK9iyL4twHyfG3jmDIVHeDAxzp6KpjZziKjYtX0ywrw8xMbF8//331NZWM+WhZ2lxi8Td\n0Y6GVuNVF5anOXr0KD/9tIK2tlZaW1tpaNBiZ2eDKIpUVVXh5eVBdHQUjz320FWfy28FnU7HBx98\nSkCAHz4+3pSX1/DUU8/0iGt93bq17N27m4SEOAYOTEGjcb2scfLzT/DjjysZNSqDoKBAZs+egyja\n4u8fgMViwmDQ09DQwJgxIxg0KM36vrKyCr7++ltEUcXw4SO54YYbumtpCr2I8vJyfvxxKVVVlfz+\n9y+zbNkyjh/PAWRcXFwoKiqkoaGJWbO+uOieZp3x8cZ8/jlvHa7lu4gOD2RkciyPTB2HIAiUlJxk\n16691NdrGTPmBhITExFFkZKSEmbN+oyXXnr6ghuH/PwTfP/9YkTRjkmTJpOQkHDe3Ifc3Fy++GIW\nxcWFaLU6mpt1TJhwIwEB/gwbNpjAwO6tOKqgoNB7kCSJjRu3cOjQUSIiopk0adIVGZLORJZlKioq\nrA4Bk8l0Sa1KysrK2Lp1KydPFjF58oQOxYIkSeLrr+cRGBjCmDFjeeeddwgI8GfMmLGEhoZ2S57V\nldDbPFqK0LpGWCwWGhoa8PLy4odfdvD2J58z/IZx+IeGc9uAQFpqytixYw+lpRUYjWYcHR1ZsWIF\n/v4++Pr6c9ddd/fYJlOSJE6cOMHbb/8Li8WMWq2murqGysoqdDodffvGERYWyjPP/A5X164bPitc\nPIWFRQQHB53Kx1hEQkIyaWlpF35jN3B2DHhdXR379u1j795d3HTTWGJjL78SYnV1DbNmfXXGMwL3\n338PAQH+tLW14eDg0ME72tzczIcffgoICIKKmJg4pk+fftnnV+h9GAwG3njjdUQRzGaJ22+fwsqV\nyxk+PJ2UlAG8//4nqFS2jB8/wRpVEBAQcFmGh9NVDQ2tLRhLDnJLkBFvZ1tUKhU+Pj4MGJBCWloa\nKpXKet0LDg7miy++wM3Nkdtvn3TBcyxYsAhHRzfuuusuAI4fP86cOXPQarW89dZbHYRiY2Mjb731\nTywWC7ffPoW+ffuSl5fHsmVLmTbtdsLCQi95jQoKCr0fnU7Hrl17KSur4Z577sXFpWf3Ti0tLWzf\nvp2GhnoKC09gNBoYMWIoiYkJ5xiYamvrmDXrG1xcXAkLC2f06NE9kurQFb1NaF3XoYPdSXNzM8BV\n+7KrVCo8PT05cuQIR7asYlC4B5NHptJQkse82atwdtYwbNhwzOZdVFaWo9c3Ex8fjY+PD05OLtbm\nsT2BKIpER0fz6qt/YuHCBezcu4/aplbULu5kZAwhM3MXYWFhFBYWkZTUr8fm+WsiPDzM+v8RI4ax\naNFy+vVr/2yrq9vbBQQEBFwVy1F+fj7FxcWMHTsWAE9PT2688Ub69evHV1/NJiDA/7J/J25uGqZN\nm0pgYAB2dnZYLBZr4YjOylS7uLjw8ssvoNe38e67H/D111/h7+9vnZvC9c/SpUvJz8/HbLbQp08c\n//nPh6SkJJKamkx5eQWCAB4eGg4e3MOhQ3spKytnyJAMJkyY0OWYXVUu7BhuPobkEDcsFguCIFiF\n2+myxcuX/4jB0EZy8kBuvPFG5s6dw8GDh+nfP/G862lrM2JjY0Sr1VJRUcH8+d8iSSaGDh3awVpt\nNBpZsmQxNjYibm4uHD2aRWxsLAMGDGDVqhVXFKqroKDQO9Hr9Rw4cJg9ew4QFRXDHXdM7XGRBe15\nsFu2bGTYsHRmzLgbFxfnLo1Znp4eDBuWRn5+AYcPHyA+Pr5XCa3ehiK0TrF06VJ8fX0ZN27cVRm/\nrq6OJUuWYDDomDLlZpqbddQc28eBA4eZNOk2a/WslStXADKSJFFeXoWNjZpHH/1dtzetvRzCw8MJ\n6JPO4TUH8Hb1oqS8EvvsE7i4uLBv335aWnT4+HhfcoUuhfOj1+vR6XT8859/x9bWBh+f9jjs+vpG\ngoND8fX1IzAwkPj4+G7L1dBoNOfk3vn7+9O3bz9yco6TlnZuo96Lwc7OjoiIcOvji6nOZ2triyiK\nuLi4EBcXw9q1P5OamoqbW+c5LArXF66ursTExDBu3Hg++eRj6uvr8Pb2wt7ensjICF599SXr97C2\nto65c7+3NrjujNNeq67afpxd1fD0d7CoqIgvv5wNgCxbuO22W1i5ci3Hjx8nNjaWe+65j6VLF+Ht\n7d1lSJ8sy9YKm0OHDkWn02GxSMTH92XKlCkdmoBu3LgRMPHaay8hyzI7duzmD397l6JmmQQfu191\nFS4Fhd8asixz6NARtm7dQXh4FPff/1Cv2NdBewjzmjU/M3DgADIyLtz/URAEhg8fikqlwtnZg/j4\n+Gswy+sXRWidYsaMGezdu5d3332323rgnE5K3LVrJ9XVlTg5OdLY2MCiRctxcXElOTmV559/yVqI\nQq/X4+DgyO7duxk0aBDffDOXgIBzS3P2JI0OgRhjbqAsbzNubu4IDo7QrCcwMJCfflpDQUERL730\nLMnJ/ZWNQjfh6urKkCEDiY6Oxt/f1yqmWlpaOHmyjLq6OjIzN7Fu3RoGDx5KWlraFX1n9u/fz6ef\nfsLIkSO5++5pxMXFWV9zc3NHr2+44jVdKm1tbRgMBjw83BEEGywWyzWfg8LVITU1lcGDB7Nx40Yq\nKyuxs7MlOzuXIUOq8ff3QxAEKioqmTPnOyQJbrvtDvz8ujbmXE7bD4CvvvoSWbYgyzBt2hRsbGww\nm8306RNBXFwcgiAwduw45syZz4wZd3Xaa3DLlkxKSk6SljaIiIgI9Ho9tra29OvX75yQ2N27d/DY\nYw9YqwVqwuLxGyDgaWjDzcePvNo2EgKVZHIFheuddsPKZoqKypk+/cFeI7CgPRdr6dJFjB8/mujo\nqIt+nyRJ7Ny5h7Y2I+vXr+fGG2+8irO8vlGE1hkkJSURFBR0RSJLq9WSlZXFrl270Gq1mM1tZGQM\nIS0tiQ0bNiOKdtxyyySSk5OtQqTdCppHaGgogwcPZuLEifTp06dXVpIaEu2Dk3cQetvx6Aq24u1m\nT0VDJS0tLXh4uCOKKj777Et8fDzx9PTg979/nvLyCvz8fHvleq4HvL29GDky45znnZyciItrz5ca\nMmQQZWXlrFu3iby8PGJiYggJCcHX1/eSRFdraysLFszHzU1DSUkxn376CR988CHQbgg4diyHAQP6\ndM/CLgEnJydeeeUl3nrrXRob6/jTn/7Eiy++SHR0dK8yRChcOj4+PgAMHz6cRYsWcexYDiaTkS+/\nnMvtt0+iqamJ9es3IQgqRNEGe3v781Y6HRThiZ2NaG37MSji4kJaVCqRm2+eQFxcDLa2tmRm7qC+\nvp4TJ06Ql5fH9u3byczchq2taE0qLyk5yYIFizGbLdja2iEIAkOHDuOBBx4EwMHBgcTEc0MNLRYL\narW6Q05rXrUOF3ePDo8v1H9RQUGhd3PyZCkbNmxBEGy5//4Hr6iYz9Vg9+5dpKUlW0u2XwwGg4G5\ncxdgMFgAGb2+9epN8FeAUgyjm5AkiW3btrFx43pMJiOyLNHcrMPBwQF7ezXOzi6kpg4kLi6OgICA\nDu81Go0sWvQDU6fe2ePVWi6GM/Mfwl1k/vjHP1JdXUlMTCSHDx/F3d0Ng8GI0WjgL3/5fyxduoJ+\n/foyceIERWxdZUwmE4cPZ1FVVUNJSRmtrXqio2MZM2YMHh4eGAwGRLG9sXVXLF68iMOHjxAXF8fU\nqVOxsbGhsLCQZcuWEhERzJgxI3v077hhwyZ2796HJEF6+hDGjx+vNAi+jjldKKigoIBPP/2YgoJC\nHB0diIiIYNKk8cTFxbJ27Xo0Glf8/Pw4fDgLNzdv7rnnni6/h13laJ2Pf/zj7wwcmMjQoYPZs2cf\nX331Lfb2auzt1Wg0zsgytLXpKSoqYdKkCSQl9WPJkhX075/KqFGjUKvVCIJwUSWNjUYjf/vbmzz+\n+IN4eLTPL6usifXHqq3HjInzUYSWgsJ1SnFxCRs2bKWtzciIEaPo3793Rvn8+9//5L777uyynURn\nrF27Hkmy4aabbqa4uJjIyMhz1qbT6ZBluUfyz3pbMQxFaF0msixz8uRJiouLyc3Npbi4EKPRgMVi\nwdHRGYPBQHZ2Nq2trQQEBHLvvfcwbtz4Hpvv1eT9999n7txv8Pf3IzY2ml279qJW2yMIAr/73SMc\nOHAYgJdffv66EJK/JlpbW/nqq29pampGEERsbW2QJBk7O1ucnV2Ii4tn7NgbOvUOaLVa8vPzOXBg\nPw0NtYwZM8LqQetpjEYjb7/9AaKoAkQEQeCRRx7Fzc0NBwcHRXhdB5w4cYJly36ksbEBkJFlTlU1\ndcJsNtPUVM9TTz2Kl5cnx47lolKpSExMwGKx8PXX8xg37maioy/eCnshNm7cyOLFP/Dcc7/js89m\nc+hQFlFRYZSVVRESEkxERBgbN25h3Ljx6PUt+Pn5I4oqdLpmKirKefXVP51Tyt1sNmM2m63Pm0wm\n8vPzWbBgAbIscfvtNxMb+781ZJU1kVetI9rHWRFZCgrXIYWFRWRm7qKhQcvAgens27cPW1tbVCqR\n22+fco6hvScxm8389a9v8sc/PndJkSFLliwnICCMUaNGdfq6JEm8+eabyLLE88+/gLu7OyaT6bwG\n3u6ktwktZTdykZxpIU0OcWPBgvlkZx9BlmUKCorQ6Vrp27cv8fHxPPjgg8iyTHV1NStWrMDDwwO9\nvq2nl3DVeOGFF0hOTua77+ZSV9fIiBEZODo609TUyLZtO3FycuKppx5VRFYP4OjoyL33tpeZdnV1\nQRTbm063tLTQ2NjE/PmLSUrqbw3fAqiqquLjjz9CrbYjLCyYAQP6EBMT1auscaIoMnp0BmazmS1b\nMhk+fAhff/0FRqMRGxs7Jk++lf79+/f0NBW6oLy8nDlzvkaSjKeKYUTRt288ZrOZefMW4eysQZYt\nfPnld9jZ2SLLoNE4k5iYgEqlIj09hZ9+WsGQIcNISUnplu/mpk2b2LdvP3l5+YSHh7Fv3wFycvJQ\nq9W0tbXx88/rCA4Opm/fvtTV1eLs7MKECRMoLCwkLy8PW1tbZFnmyJEj5OXlUlBQQGtrC2azGVG0\n4eWXX2bdunXk5+dgsRjw9fU5p6hGQqBGEVgKCtcxa9duoKGhmZSUFI4cOcKhQ4cICvLH1taOi3EO\ntLa2olarr0nUiI2NDc7OLjQ0NFo9611hNpvJysqmqakJJydHNm5cT0ZGRqfXXlEUefHFF3nvvXf5\n4IOZTJ8+g7lzvyEkJJSHH374ai2n16J4tC6CzOPlTP/PGtoaqxDKDvPkbSPxcWi3TqalpaNWq9Fq\nm9i6dRt//OMfr8mcehtVVVVs3LgBtdoBURSJj4+npqaGFSuWI0kmHB3VvPzyixiNxmtm1VA4PzU1\ntXzzzfe88sprHTxABoOBt976B25uLjzyyP29PtxTlmUqK6tYsmQ5TU1aQCAgIJgnnnhCyd/qRZSW\nlvK3v/0VHx9vHBwcaG1tJTY2kilTJgPtf8fNm7eSmbkbJydX4uPj2Lt3D8888xxfffUFQUF+jBgx\nDC8vT2RZJjc3n/37D1JVVc9TTz2Nq+vlNdM+jdls5v/+7/8QRYkXXniK99//CEdHZ/Ly8nF2diU1\nNYWqqkpsbVVs2bIVo9HMn/70//D396ekpITy8jIqKyuws7MhMbEPERHhuLu7UVBQyPffL0WtVhMa\nGsT48WO7rSmpgoJC76K5uZnCwmLa2trYt+8ATU2ttLW1cc8996LValm3bi1hYWGYzWZGjBhJbGys\n9b11dXV88MH7pKSkMnnyrddkvkuXLsHDw+m8lYRLS8tYtmwVvr6B+Pr60tamJzk5xdrXsCskSUKn\n0+Hq6srRo0cpKiri5ptv7u4lnENv82gpQqsLzGYzRUVFeHt7c9/zf+ZknZbSwhMI3tE8Pn0qf3uw\n6x4uv0V27drFihVLARAEkQkTJuLr68urr76KWm3Dww/fz7p1GwCRceNGk5IyQNkE9zCSJDF37gKG\nDRt1Tp+2yspKPvnkP0yf3nl1td5AYWERixb9iMnUXoFQliVAJjIynIKCEhwdnenTpw9DhgzF21vp\nSdTT7Nixg9dee5XBgwfy8MP3Y2Nj06FXVEtLCx988Bnp6UOYMGEChw4dQq/XM3ToUOsG5O67b+vQ\nY+677xZQXFxKYGAoTzzxxEXNw2w209DQwI7jZWw+mEe0px1+DhJ6fRs5OdlIkhmQeOSRB3B3d2PO\nnO+QZYE+fWKIiAgnIMCfgoJCvv12ATY29oBMenoKfn6+eHt74eXl2euNEwoKClefRYt+JC+vAFmW\nEUVbZFlClk3cddcUTCYza9ZsYPjwkaSkpGBvb09JSQlffDELEPjLX/56TeZ4/Phxtm7dyL33Tu3y\nmHnzfiAhYQDp6enXZE5XSm8TWkroYCfU19fzwQczaW7W0tysI8jNg6yyRmz73IBrdAq3jR7U01Ps\ndQwYMIDly5dRXFyAJLX3XAoPDycjYzibNm3k88+/pKmpmcDAAH7++RcqKiq55Zabenrav2lEUUQU\nBXbt2kVRUSGxsXGEhYWxZcsWBg8ejEbj1qs3jPPmLUQQbPD19SY9PZW+feMRBIGSkpOcOFFERkY6\n9fUNfP75Z7zwwkudNkRWuHZ4e3szfPhwJMnE3O+XM2T8LVjs2/DXtOcvOTk5ERISRFhYGCqVCi8v\nL959921WrFiGnZ09siyd8lj+j379EigqKqG8vJS6ujoKtLC7qKHTIhiyLPPPf/6THTt20NDcTI1e\nQLBzwN3Hl1cfv4uje3cBMs8//xSffPI5VVXV+Pr68OijD56zloiIcF577Q8UFhbR3KwjOVkJU1VQ\nUOjIxInjycrKZu3aDQQEeHHyZBlPPPEwnp7t1UW9vDz54YelrFmzmpiYWI4fz0GWJTQaDQUFBURE\nRFz1OYaEhFBZWXVOJVedTkdzs46CgiIKC4uIiro2vbJkWUar1aJWq8mqbL3koka9EcWjBdTU1GA0\nGsnM3EZISCirV69GliUmTLgJV1dXwsLCOFZr/FX8wa8mxcXFvPHG63h4aHB2duONN94A4MiRI6xY\nsYJFixYSEBCAh4cbzzzzO+zt7SgtLWP06JE9OOvfNm+/PZP8/AJCQkIQBIGpU+/G3d2doKAgVq9e\nTWNjNbfddktPT7NTtNpmmpt1XTaPhfbwyFmz5vDccy/i5eV1DWen0Bn/mreO7xcuQKOGQeMm4enr\nx+3J7eEnpQ16jmRupF9MLBkZGWRmZvLJJx/h5eXBM8/8jrq6OmJios4pOFFaWsY33yygvsXIlvx6\nmu18sIsewvwnhne4Vs/58Rc+nfkWw0aOIDJ1GI2yGsliobWpgXFp8QwMcz9v2XgFBQWF7mbZspVk\nZ+cSHh5JZGQwqakD2LlzNwaDwIQJ1yZy6t133+aOO27pEGHw/vsf0dZmYtCgwajVDgQHB3dr8aGu\nOHLkCD/8sJDqZgPrbdOxqNSdNp4/H4pH6xogyzI6nQ5nZ2d0Oh0///wz+/fvY9Kkyfj6+lJXV8fx\n48e4777pABw9ehRbW1tSUwfi6elJREQEXl5eHaz5KU5OisC6AKGhocyc+QHvvfcukmRmzpw5PPDA\nAyQmJhIXF0d9fR05OTmUlJSyfPlPgAhIjBo1Qtnc9BBPP/0477zzIY6OLowaNYrg4GDc3d3R6/Wk\npqby0UcfUFNTi7d37xMprq4uHfoQdcYXX8wB2n/jI0aMuBbTUuiCf367mpmzvyXK2x6LJGCxmLFI\nMgcKKtl5OI/KkiL2H87hs3+3V2eNiIhg+PARlJeXEBjo36WgDgwMYNzkWzmhEwlsbGPVD99T0ljb\noVHxnsI63vxuLRMm3o1XXAJNgCC0J4O7e/sQ5N7eF0u5DikoKFxLbrppHEePHqeoqJChQ1MQBIHq\n6lr8/UOv2RySk1PZunW7NV8WwMvLm6FDR9C3b99rNg+AhIQE1Go1b337M00bF6FOvhXBwbnTxvMW\niwWj0Wjta9hb+VUIrc2bN7N69Sp8fHyprq6msLAALy8vnnzyKRYuXAhIpyoALsfW1o5Ro0bRr9//\nmkiOHDmyx+b+a0Oj0fDGG28ya9YsCgsLrRZiOzs73nnnXfbs2cP8+d9hNkuoVO2vVVZW4e/v19NT\n/03i4OBARsYQDh7MYvv2bfj7++Pu7s7f//43/Pz8kWUJBwf1hQfqhbS0tDB4cBrbtu0mJyeHlJSU\nXtcs8rfE4iVLiPK2x8FWZPRdD1KUfYhdv6zG3cWZQxUGDJKIqInhcJWB6pxFHDy4H1mWOhTLOHo0\nh5iYqA4FdSq1BnZWy5QWHudQ5hZONlhwCPe1Niquqanh9394hRhPTwKi46zvE4BgD0cGRXhawxcV\nFBQUriUWiwVZligpKbP2nNLpWjpUAr7aJCcns2vXdqD9Onvo0BFaWvTXxIN1NoIgEB0dzWPTNWxq\ndAMH504bzzc0NDBz5vv065dIeHg4BoMBLy8vli5dcs3nfCF+FUJLo9HQ3KxDpbJBq20iLi6etLQ0\n+vTpw5///Gelp841RhAEHnvsMQwGQwcLsSAIpKWlsXXrFg4fPkRwcCAgK1UIe5gRI4YzYsRw043w\n1gAAIABJREFUduzYxZdfzmbUqDGYzSaqqirw9va6bsRJQUEhFRWV1kbNubl5mExmXF1dyc09ruRo\n9TATJ0zgv/OW4OmkYv4XX+Lv483EUcNJGzKSxxdmI5ol6w3V1jOGqqoqqqqqWLp0JZJkORUOIvHs\ns7/rcM0obdBTnJvDzs2bKa43kj72Ft6YMYQ4Lzt27tzJR7O/pqw4j2DRgkrVfi8QAJUoEO3jTGmD\nHkARWwoKCtcUWZZZunQFyckDCQmpZd68hTzxxMPExUWzdesW4uOvTV6Us7Mzra16ampqWbNmPW1t\nZu67b0aP7s3So3xY+OLELlN2XFxcuOuuu4mJiTlVLGkmoqhi0qRJPTTjrlFytBSuKZIkkZmZybJl\nSwkM9MPNTUNhYRGPPvognp4eZGVlExERppQ/7gHmzPmO0tIy2rehEBUVweDBaYSEBPfsxC6A2Wwm\nM3MHhw8fIylpAMHBwZSWlrJlywaGDk0nM3MPQ4cOv2bx7gpdM2drHqsOlnDzgFBmDIuyPn9mn8LT\nN9T6+nq+/HI2arUtlZXV2NioeOyxB1GpVOzevZfKyir690+koqGF9TmVHN6xlboWM7cMScTXSYVW\n24S7fyDlrZB9LJeo/ml4+gcR6OZAqKcTDrYim3NrsEgyKlHg9uSg61psVTS1UdqgJ8jd4bpeh4LC\nb4XS0nKWLVvNCy+8hCiK/Otf/+S++6ai0bjy0UezePzxJ/Hw8Lhq529paWHjxo2Ehoaydu0aGhsb\nGD16LCNGjOjVhbA6w2QysXPnTvr374+rq2uvytFShJbCNaWhoYH3338Xi8VETU0den0bFosZFxcn\nZFnG2dmZBx64l8jICARBUHImegBZlvnxx5UMHJhCUNC16WLf1tZGQ0MjBoMBk8mEKIoIgoDFYsHB\nwZG2Nj12dna4urri7OxEa6seo9FIXV09mzdn4unpy6233oqzszMlJSXMmvVfbrppLIcOZSGK9kRH\nR3fZxV6hdyFJErm5ucyb9y0ODnaMHTuKTZu2YWenpqGhHkmSOHDgEABTpkzBzc2NY2V1VEsujB2Y\nwJ413zNjxt0YbRxZcaQKs9TxPqESBKakBFHaoGfHiVpk2k0LZzYKjvd3va7ESkVTG0v2l/5qRKOC\nwm+BjRs3Y2+vYcyYMWi1Wj766AOef/53CILA8uWriIiIY+DAgVft/CUlJXz77VyOHz9GbGwsTz/9\n7BX3I+wNKMUwFH7TuLu7c9ttU1i6dDE+Pl6o1fbExMSg1Tbx/fdLKCsrY+jQQSxcuISQkCCmT7+n\np6f8m0MQhGtWaVCWZTZt2sqePQdxdXXFxcUVOzs7dLpmCgsL0WjcEASBgAB/zGYLNTVVGAxGHB0d\nsLdX4+joxOjRN5KQkGAVZitWLGfSpPEcPXqMiopqQLD2CZNlGbPZjK2t7TVZn8Kls2rVKnbv3glA\nfHw/jhzJJSEhiQkTbjqVzyAjiiImkwl7e3ug3TKbl5fH0aMHUKvt8PPzZU9RAxbpXGOcJMtWz49K\nFLBIMqIocLS8idOHZ1domXIesdLbvEelDXoskowMWKT29fWGeSkoKHSNTtdCa2t7H0gXFxdMJpP1\n/pSQEM8vv2wlOTkZlUp1Vc6/Zs0a9PpWbrrpZu666+6rcg4FRWgp9AADBgygT58+rFu3jk8//YRj\nx3IZOXIY//3vB7zxxj/473+/wsWlPS/o73//N0899ThubppOx+ptGx6Fi6elpYXDh7MoKirnxRd/\nb73RqFQqCgsLmTPnKwyG9vyZsrJSYmPjGT16DMHBwV3Gjs+ZM4eKijL69r2bZct+AmQEQcWaNWtY\nsmYT69ZvJDLYj0/efxs/P6UAS29k9OjRJCYm4uXldU5e3YkTJ2hsbGTlyuX4+voxbtx4zGYz8+Z9\ni4+PJ/369WHChJEAONi2e0WRZURBAAGkUx6f09eL25PbPVvNbSaOlDVZz3M+sdIbvUdnisbT61NQ\nUOjd2Nvbo1Z39CCdNhi6u7sjCBLZ2dn069ev28/9zTdziI+P56677vpVeLF6M0rooEKPUlBQwMyZ\nM9HptISHB2MwGGlp0VNf30BeXj4ZGcPw9vbgyScfO+e9vXHDo3BhiotLmDfvB9rL+wtERUWj17dS\nU1OFxSIBMq6uGlJSBuLs7MyWLZtoamq0hhTeccddJCYmnjNubm4u3377DQEBPtx//720trbS0tLK\nmjXrOHKskE1ZJ3G0U+Hk6kKMjxsfv/vWdReH/ltFr9djsVjIzMxk3bp12NqKJCTE09ZmpKC8hpMV\n1Tzz5CMkRAYCHa8NgiAwKtYbT2f7Lo0yFU1tLN5XiuXUPUUlCh08WmcadM4OORwc6cXAsJ5v/aEY\nnRQUri8+//xrJky4hZiYGCorK5k3by6PPDKdWbPmIAgqGhsbEAQVf/jDy91WlEqWZWpqavjkk4+5\n9977eqSy4NVGCR1UUDiDiIgIPvzwQ0pKSvjxxx+pqakiPj6GyMhwnnrqRTIzdxIQ4MeNN54gKiqy\nw3vPFy5zrTcdyianc5qatBQUFBIdHYmzszPbtm1n27bd2Ns7IYrg7OyIh4cTUVH98PX1wd7eHkmS\nmDdvIb/8spbXX3+TAQMG0NTURG1tLSaTifDw8A7nkGWZN954HVmWsLUVGD/+BgAcHR1xdHTkvvum\nsXr3MXyHSRgNetYvXkBJQxvz58/j1ltvUwqv9FJyc3NZt24NZrOZ5mYtgiAQHByKt7cXLS06YmKi\n8AyOoGF/Ka6SzOYSPZ5ebfhr1B2uDcgyepOEv0bd5W/TX6NmSkoQORVaoGOO1tkGnREx3uf1HvXU\nteB861NQUOhdNDVpqaurJyiovWF7Tk4OAQG+ZGVl4+MTwPTp02lubuadd95m+fLl3HNP96RR5OTk\nsHjxYv785/+7aiGJCh1RhJZCryAkJIRnn32WzZs38+2337B7937690+ioaGRX3Yepur/3mPioy/w\n1Kj/VSrrKlzmWnu6FM9a1+Tl5bNmzS+nHgmIoi2yLJGQEE1ycn+8vDwxGAx88808tFodCQnxqNX2\nFBeXkpQ0wHojcHNzw83NrdNzGI1GoL30d0bGCHx9z+0/0j82jIL9pQDY24iEe9qRm3ucNbuzqcC9\n0/KxCj3LkiVLaGlpYuzYUfTv3w+ttpmTJ0uJiwtHkiQiI8PJqurc2HI5oXRdCZWzDTp6k2QNOTxb\nTCnXAgUFhQtRVVXN0qUrycgYaQ2PTkpK4uOPN3PyZBlTp04D2vO2Xn31NSwWS7edOz4+ntdee00R\nWdcQRWgp9Cri4+MJDQ1hxIgh2Nvb86eZ3+Du2Uxrqx6zJPPxxnyr2Dozx+LMDc+lJIZ3h/X5ShLR\nf+2esNTUZJKT+7Nq1RqOHDmGn58Xd9wx2dqYEaCtzYBW20xbm5H9+48AMrt27WHw4GHnjFdYWMjW\nrVu59957rTeKQ4cOIYoW4uNjycnJpaGhCUdHNXZ2dpw4UUhhYTEpKf2htIriglI8VQY8nNTUNLfx\n7DtfY5d4E3Y2It89MkgRW72Iu+++my+/nM369Vs4fPgo3t4e+Pn5kpTUzxryGeQudCqouro2XCoV\nTW00t5kQReGc/K6LEWVKUQoFBYUzqaio5PvvlzJhwkT69+9vfV6SJIxGI2azheDg/7VUUau75/rR\n0NDAsWPHGDx4sCKyrjGK0FLoVfj4+DB48DCys7O577670bcZsXN0wfnUxvzsUs2dbXjO5+k6c+PV\nXdbny01E/y1Yv1tbW5k//weqq+sJCvJj2rSp5zQQ12hceemlZ5FlmaysbJYvX8WECTeRkZFBS0uL\nNbSvtbWVr7/+Cnt7NYIgUFdXh4eHBwkJCdTX12NjY0NYWCyyLNPa2opO10pdXTOiaMuBA1nIsoyh\nvgqprRWLxYiuzYCtUYskg8kssbOg7poLrc76Rym0ExYWxuuvv4nFYqGiooLMzEw2bNjGL79sIikp\ngYkTJ5xXUF1sKF1Xxo4zf5+iIJAQqLlg2ffeUpRi1ao1jBw5/KKbdDc0NFJScpK6ujp27NhNQEAA\nd989BQeHqzf/1tZWtFotLi4uODo6YjQasbOzU1p6KPxqqaysYvHiFdx886Rz8oxramqIiAjD3t6e\n7777jhkzZnTLOauqqigrKyMmJoa+fft2y5gKl4YitBR6Hf369WPz5g3s3XuA5IxRHNu/i2GT2kuP\nXswtuLPNV2eiprusz5drPe/N1u8r8bSdLtm+fftOTp48idksMWPGNIYPH3reTZQgCNbmyIIg8847\n/0ajcefxxx/HyckJQRC4+eaJDBgwgBUrlrN37x7uuec+4uPjGT9+/DnjSZLE+vUbaG7WEhDgx8iR\no4mNjeXzzz9DliWiQgPY1BKCrQC2NiKDIjwv7UO6QvYVN3Dv7J0YzZLiUesClUqFSqUiNDSU0NBQ\namtr+fDDmXh7e1mPuZLcpPMZO878fUqyjIva9oLn6S5P2uVSVlbB0aPZHDhwmP37D/Lww/fj739u\ndc3W1lZyco5TW1tPSclJGhubkeX2qoyiaEt9fQNGo6nbhVZbWxvNzc2UlBTT1qZHo9GQn5/H6cJW\nNjY2pKWlKxZ3hV8dZrOZxYuXc8MN4zst5qTT6ZBlCQ8PDZmZu5g/fx7Tpl1ZXlZFRQWfffYpoaFh\nJCcnX9FYCpePIrQUeh0+Pj6AyLp16xk0aAQBUQ9YX5uaGtzl+87k7M1XZ6KmO63Pl7PZ6y3W77O5\nXE+bLMusXr3W2kwW4K677mDYsCEX3bdKo3HlxRef5r33PiI/vxAvL0/+9a9/clqfJSYOwGg0cuzY\nUUBiy5YtBAYGdlqeVhRF/vCHP2Bra4ubmxu2trbIssyzzz7Pvn37sLGxYdyUfuw9qe0Rj9LOgjqM\nZqlHPWrXG15eXtx++x2sWrWCsrIKJk+++Yo25eczdpz9+3SwFdlT1HBBAdVTRSmKi0v44YdllJVV\nUFBQQGxsFPPn/8D48Tfg6+uDp6cHer2e9977CEEQSUoagI+PH3FxicTExPDmm29gsRi55ZYJJCYm\ndOvcLBYLJ06coKysFA8PNwID/fDwcEcURWRZpq2tDbVazbZtO5EkSRFaCr86Nm3aiq9vYIdwwTMp\nLy+jsLAIWbbB2VlDTk42ra2tF+2VPk1ZWRlHjhzhhhtuwMfHh0ceebRDKKLCtUcRWgq9EkEAbZuZ\ntXuPE5c62Pp8nc7QbeF9PW197unzd8WletpkWaaiooL33vsP7u7uhIWFcOedUy67KXB7/o1MZGQo\ndXWN5OWdQBDA1VWDwWBgwYJ5uLg4YWNjQ2lpEZmZmUyYMKHTsQICAjo8FgQBLy8vxo0bZ30uPerc\n4hnXgkERntjZiJjMUo941K5X+vfvjyAIvPLKywwZko6fn+9lj3U+Y8eZv08HW5FNx2swSxLmNj2x\ndk14uahJT0/t8RYB5eUVZGcfIyvrGNOm3Yerqyt/+ctfcHR0xM3Nk+XL1yBJJn7/+2cpKytHFG0Z\nOXIUo0ePto5hNpuxt7dHrzfh4NB916Hy8nKMRgNFRUUIAiQkxOHu3tGYIAgCDg4OaLXN2NnZKSJL\n4VeFLMts27adgoJSHnro4S6Pi4yMYt++fUyZcgeyLDN79uxL8ijLssycOV9TUHACQRC58cYbEUVR\nEVm9AKWPlkKv5IsvZiN7B1MrdmxUHOLhyG0DAi9rzOuh8MTZc8zMryW/WkeUjzNDo7wuPMBZZJU1\nkVetI9rHmYTAzps+dzaHS/Fo/f3v/2bnzt2YzSY+//xjgoODLjj+6TX6udpTXV2DJEl8+eU39OuX\nQFbWMQShPfQPZEAmMDAQk8mEi4sTa9duICsrh4kTb+a2224nNbXnN7uXi5KjdXmYzWZefvn3ODqq\nee21319RXs/FXBc2HKvmYEkdy7/5gqZWidBAX9L8bRg1ahharZaxY0f3mEBYt24DJ06UMn36dLy8\n/neNKC8v57PPPkWSjEyZcitxcTGnWif8gMUiIooCpaWlCIKAm5s7en0zTz/92GUbSM6mtbWFHTt2\noFIJxMXFotG4WseW5fb+ZlVV1dTV1WOxWDh5sgxnZxcyMjLOyeNUULgeaW1tZdWqdej1Ju6+e1qn\nkRf19fUsXPg9dnb2WCxm7rnn3otuObJ//362b99OdXUVkyffyvLlyxg1ajQZGRnX7T2xO1D6aCko\nXAQNDQ0ERfalVtfx+Wify2/ad7VDeq5UyJ0tcKJ8nDlW2QzA3uIGgEsSW1llTaw/Vg1ASX0rwEWJ\nrUvxtO3YsQuAgQNTeOSRBwgI8D/v2GevMdFZz7oVyxFFFWq1A9nZ+QiCgCS1l7MVBEhLG4i3txeF\nhcUUFpYQHR3LQw89yg033HBRn0NvJiXUXRFYl4HJZMLJyRFZtlBaWnZBcX8+Lva6IAgikgRNPgNI\nGjsE+/zVfPLJLLKzc6iurmX69GmXPYfLoaWlhZkzP8bFxYX09GEdRBaAh4cHN988kfz8fH7+eT2x\nsdEcO5aLs7Mj2dl5gIwgqJBlibq6Km677ZZuEzhGo5GDBw8RFhZMSEhwByFcUVGBTqfD1dWVvLxC\n+vTpi42NDe7uXkiS9JveICr8etBqm1mwYDGRkbFMmza+y9+W0WhEq22mqiqXwYNTmT17Fg899HCH\nyrxnY7FYmD17FmVlJwGRmJhYoqOjefPNv1yl1ShcCYrQUuh1yLJMc3MTAyL9OXmkCsupSoOpoe4X\n7ZW51lQ0tbFoXymS3F6h7I6US68geHbIXkFNS4fXj1U2MzTKq1NB19lzedUdVWpete6iP7+L3Xym\npaWSmppstVR3VtnxzCawO/KqWP7VZ5hatZhFNbsCvEmPDiQqKor169ej0TgzZcpk/Px8+eSTWYDI\nnj0H6du3HzExCUycePt5b0AKvw0aGxsBePrpJ3B17Z7vg9lsZteuPRiNRqKjowgK+p/nPN7flazS\nBlqNEg7uPtw1OBqvwb4kJh5i5sz3WLHiJ6KiIhg8OL1b5nIxbNu2A5XKjvj4RNLS0s55Xa1Wk56e\njq+vL8eOHWX+/EWYTDLR0TGMGzcJe3t77O3tAVi5cgVr1mwkKyuHhIR44uJirkjw5ObmYjC0Ehyc\ndI630dXVlaysnFNhUQI6nY6IiAg8PDwu+3wKCr2J0tIyli1bxcCBgxkxYsR5j/Xz8+Pll1/m44//\nQ1JSIh4epXz66UfceOMEEhMTEUURo9FIQUEBzc3NrFy5AldXDU1NjYwaNZZhw4Z1mxda4eqgCC2F\nXodWq8XR0ZEQLxemJNtetXC/M8PqgEsOsTuTfcUNSKdCWSVZZl9xAxMTz+/dgY7C5JzkezsVRr1k\nPVZtq+o0rA/oNNQv2sfZ6smCdm9gd3jdTues6E3SOWLvzHmMiPFmU24NFklG11jP+28vRW+ykHuy\nAXNLI/Yxw/jo5edIj/SmqKiIX35Zy7PPPoFO18K8eT8QFRXL6NFj8PX1xc7O7py5WCwWvvvuO8LC\nwsjIyLjktSj0PBaLhcbGRtzc3C4p9K62tpbY2Cg0mnNDcTrjfN97g8FAWVk5mZm7cHFxx9fXj5Ur\n12FjIzJ27AjCwkLx16iZOjAUXW4qNnIdXmitlRAjIyMZPXoUc+Z8S//+iVe1JPqZNDU1M3nybRes\nJhYaGsq0afdhNBpJSEjo1LJ+6623cfPNE9mzZw/792exa9c+Jk++CQ+Py/O2hoaGYjKZOHjwMElJ\n/Tr8bR0cHIiMjKCqqobIyCj8/M6tiqigcL1SW1vH4sUrmDhx8kWXU29paaG2thY/Px+CggIIDg5i\n/fpNrFixjKioGHJysiksLCQ8PBxBEAgKCmL69OmnCocp9HYUoaXQ68jOzqa5uT1k7mqF+3UWVnfm\n/88UW+cTF6fRGcznfdwZnYmmM0P2ciq0HClrsh7vr1Gf4/XKqdDSpDdZ+4uZJZmVh8uZmBhAQqCG\nJr3JmuPl6WzP4n2lWOT/eQgvNhTxtGcqu0KLdOr8ADZniL2dBXXWeVgkmQMnG7FIMq3NTaxcuJDy\nJhN4R+E4bBKCjS1JQRrSI70BCAoKIi6uD//5z38RBBUTJ07q1Ep/JqIootFolJvNdUhjYyPZ2dn8\n/PMqHBzU2NnZo1arrU073d098PPzw9VVQ2NjAxaLBY3GDScnJzQaDTt37iQuLuyC55Flmd1Hcnn7\nm5/w9PTA0cGBO4YnMDSlfQO0f/9BtmzZgY+PH/HxiQwbNgxBEBg5ciR79+5l8+ZMQkNDEAQBf42a\nV564m8OHs/j++3mEhkZw55130qdPHz7++BNKS0/yySez0WhciIuLYciQQVctDC4//wRFRSVMmDDp\ngscKgkCfPn0ueJytrS1Dhgxh8ODB7Nq1i7lzv2fEiCEkJiZc8jpcXFyIiopi7949mEymDkJLFEUi\nIsJwcXGmuLgYX9/LL2aioHCtkWWZ+voG7OxsO0RXyLLMiRMFrF69nlGjxpKQcOHKnU1NTciyzJ49\ne0hIiLMaQYKCApgxYxqtra3k5xdQVXWSEyckampqSUsbSEVFRafGR4XeiSK0FHodmZnbGD580FU9\nx9lhdWe/dlponRZDpwWEAJ0WiEgIcKVK29bh8YXorLrfwDD3DuNmV2itQizev31MURCwyDKC8L/X\nz6TVaOGHvScZHefDwVNi5+DJRupbTVaRBe15XxoH2wt68M7+DM7EIslszq2hprmN0y8LtG/u6luM\nSJLEljU/U+WagEvfeCxnDHHXwBDr/21sbHjyyacoKCjA29sbjebCXkVBEJg8efIFj1PoXRQXFzN7\n9ueEhQVz++03ExMTTVVVu9FDFEVEUUSr1VJTU0tjYxXOzk7Isi2NjdVUVxvR6VoICwugf/9ze9Gc\nzcaNW5j/ywEO6jyR6tsQmorQVpRycOcObGxUiKItDz30aIfNvlar5ejRoyQlJbFy5XIOH84iKamf\ndX79+yfSr19fvv76O/Ly8oiJieGOO+4A4OjRo9x//wwaGxsYNSqDhx9+wPre7qKsrIKfflrHiBGj\n8fb27taxof13NWjQIEJCQli9ehU7d+6lT5924XgpOVynPXtdhTV5e3tRVFTMnj27iYmJxcXFRQmB\nUujVyLLM0qUrOHYsH1m28OCD9+Hu7sbJk6VkZu7GbJaYPPl2YmNjL2q8+fPnU1ZWgiCITJ16rtGk\nqKgEnU6Hh4cHkZERGAwmbrjhRoKCLj8nVeHaowgthV6H0WggNjbmqp7j7LC6s187zWkxdJquSp6f\nFiuXEn54oT5a/ho1UzppvIzQPhEZAakT8XN6nnnVug5CrqUTL1tWubbTuZ4ZanX2Z3D2ec4UmNAu\nBG1UAgazTHN9LeWVddjEpuFgq+K1m/uwOquCCQn+3JMe0vF9okhUVFSXn5fCrwNnZ+d2D5G/j/V3\nfnaJdi8vTyIiwq/4XMeO5TNt6p3sXV16qoz+AF58OJ0gtRGLxYKfn18Hb8uePXtYsWIZ0G5trqys\nZtWqX2hoaGD48KHWY1UqFampA9iwYT1BQUHWXjd9+/bl66/n8I9//J0jR47x73/PZMqUyQwenNZp\n4+BLpb3p6Y/07ZvIyJEjr3i88xEQEMBDDz1MeXk5Gzdu5L///YonnnjookM8VSoVHh6enDhRSHR0\nZKeVIZOT+1NRUcmJE3kYDEaGDRve3ctQUOgWdu7cw4YNmwkKCmX69PvZsWMHixatoK1NT1BQCBkZ\no+nTp89Fe38XLlzI/2fvvcOjOM/9/Xt2tdJqteq994YkBEJUUQUYIzC2ATfsYMc2LomdOHGak/M9\nsZOcX05OyknsxCdObMc2jguYjqkGJGyqAFEkVFHvWvWy0rb5/bHsokUSiCIEYu7r4kLanXnn3dHu\nznze53k+T01NBZGR4QQFBVJQUEJbWzsTJoxHEAQ2bNhCX5+J0NAwoqMTWLZsJa6urjfksCoxOkhC\nS+K2Izg4hPr6Bnx9Ry4l7HJh1P/n/sKjvxgSuRTRGqy5cGKg6zXVd13N3W+wupLqVq1VXF2tvYFl\nrhYhd3nUDaCtR0dde6/NsQertbKMIxMExgW44OPsQHFj16Bi1SiKGA3muTVWV6EzivSVnqTVP4ZV\nU+8dILAk7i48PT0RBDnHj59k3rwrF4rfKHK5QHv5Of797OJh2ehv27aF2bOnceTICaZPn86iRYvI\nzc1lw4YvqKys4f77l1jrwsaPT0Sjaebtt//KvHnz8fb2RhRFxo0bxyeffIooimi1Wnbt2sUHH3zK\nnDkzmDZt8g2lExoMBvR6w7DH6O3tpbS0lJ6eHpRKJXK5HI1GQ0pKyrAspAVBIDAwkCeeeIJ33/0n\nJSWlxMZGD+vYgiCQkJDAmTOnqaqqJjg4aMBNolwuJyjI3HA8P7+IsrIyenp68Pb2llKC+3EntCYZ\nqxiNRnbu3Mu5c+eZMmUG9957LwqFgpgYc7sEo9F4zZHYAwf2c+zYERwdlZSVVaPTwaRJk8jPz+fQ\noXdxc3PG3t6JZ599RnLhHANIQkvitmP8+GSysr666Sk3l3O5MBpMJF3etHSoGq3rZagatKF6WQW5\nO1p6RFx17OZuHctTgqyuf4PRZzCx/kQVEd5qJoW6D1oHptWbBhWEnmoHalq1NumI/akpyuX84a8I\ncHahqr2O3oI6HvjrODa/NHN4J0diTBMVFTliY/f09HDixCk6OrpYsGA8icO00VcqHcnM/BofH39c\nXFwQBIGkpCQSExM5cOAAH374KUuX3kN4eBiCIDB//lxiYqLIzj7F4cOtNDY288gjj5GYmIggCKhU\nKpYvX878+fP55z//QVNTM/ffn3Hdr0upVHLfI4/y33/6B5WCPyZH1wHiURRFKioq2L9/HzU11QQG\n+uHq6kJvby9Go4kLF0o5d+4sKpWKJUuW4uXlddVVclEUcXf3oLa2dthCC8wpwYmJSZw+fRqdTk9k\nZPigxzIY9Oj1epqaGvDz86G4uBAvLy/pJpNr72socXPZu/cAPT0Gfv7z/4dSaXveLanFoSBQAAAg\nAElEQVTO10pQUDBz5szj+PFDdHd30tLSzMSJE5k0aRLNzc2cOXOG2NhY6f0/RpCElsRtR1RUFFu2\nbLwlx9qdV095cw9hnioWJQye2nMlMXQjq4y5Ne0cL2/BYBRJCHCxMaYYrH7LMg9vZ4cBkanBcHE0\nr7LlX6zjGupmSgQuNHVRrulmbqw3nb16ZDJzWqIlenf5ObCYY7iqFLR06zi6awvefgFUVlbTWl9N\nd6sGo9KD2opakDdi1OtRxc3idHU7r3yWw58fnXjN50ti7LB48WLy88/c1DF7e3s5cyaXqqoaamrq\niI9P4MUXXxp2HVNJSQkZGUt499138PUNxGQyWdPkBEEgPT2d4OBgtm/fSl/fbjw93VmwYC7BwUEE\nBwfR19fHP//5IXv37qa+vp6JEyfi6ekJgKurKxMmTESrbRvWXPr6+jAajWi1vXh4uFs/u3XtvXxx\ntASDUs07f3+L5m4jDm7evJSRSqiHEm9vH0pKSmhr0zBtWioPP3zfgFQ/g8FASUkptbW1vP32X5HL\n5UycOImAgABCQ0PRarU0NDRgb2+Pt7c3paWlnDp1ApkMHn74geH+Oaw4ODiQmprK6dM5NDQ0DkgT\nBXBzc0MUTSgUdgQE+NPd3UN29nGSkpJQqYbXvHU0uBWRpqGuBRJXxhJRdnR0vKF0u/r6RtLT7xkg\nsm6E6Ohoenp6OHgwE6NRpKOjnf3797NgwQI8PT1JT0+/aceSGH0koSVx23Hs2DF0Ot2IH2d3Xr21\nIbDl/6HE1uXk1rSzv6AREZALAisu65t1tQtwf9dDsG1IXNfeaxY7goBJHFi/NVgK4GDMjPKyuUhz\nsceXaYgIlFEUOVDYhEkUEYAIbzVhniqqW7XWbSyRvczCJmskq6OlifLTh8np0KJw88Mgc6BbdOOh\nFavRq7zZk1eHqbcbwc4s/DKLmq46d4mxTVBQEMePH75p4+n1ev74x7fw8PDhnnvuYcmSgGvuy/TO\nO+8gigamTJlEUVEJx48fZ/r06TbbREdH873vvUJTUxP5+fm89dY7+Pp689BDD+Lv78d3v7uG2tp6\nTp48xVtvHSQ5eQILFizE2dmZjo52PD0H7/nV09NDU5MGNzc3vvxyNwUFRWg0GqKjYzEYdMTFRSGX\ny8mrbuXTncfR2bshk7sjCBq8aOX0qaNMXnU/LS31BAV5s3JlxpC1VHZ2dsTFxRAXF0NKykR0Oh3F\nxRfIy8vhq692o1Q64OvrjVbbS0tLG35+PsydO90axbse5HI5MTExnD17BpPJhKenh7WHF5gjA/7+\nftTVNXDq1BnrOens7LpthdatijRdrZZXwhZRFMnK+prDh08AIuPHJ7BkyaJrfu+KosjJkzk0NDSh\nVquvvsM1IggCjo6W98vVM1Qk7lwkoSVx29HY2EB0dMRVt7vR1cTy5p4r/j7UsQCryAKzQMkqamJO\njLfVsOJqF+DBXA9LGruI8FZb9xUEAR8XJYkBLgOMN8qaeyhtGtw5UQDS43xo7urjQlMXwkXzDJkg\n4O5kj6arb8j9LCJMBEo13ZRruq1NmBHAdHFe1u1EkcbyYuobWhCjZqPzisDOzQ9ntRvPLJ7GpFB3\nHvjrN5yuvpQCMTfm5julSdxZFBQUEBISePUNh4HRaGTr1h2EhUXy0EMP2zhWiqL5/drU1ISzs/MV\nV6XT09Opra3goYceZN++TJqaGgfdTi6X4+fnhyAI6PV68vLy2LhxGytWLMPX1wdRFCkqKsNoNHDy\n5HFyc8/x3e++TF5eHm5uTkyaNHGACFq3bhO1tQ2IogGZzI6+PgOPPLIKOzs7Pv30E9rbO1GplLR0\n60AUURvbMOhEPFztiImN4YmMNFJShtezpz9ubuZz5eMz8p9JZ2cXAgODKS0t48KFMmbMmGpzHnp7\ne4mKikalUtHd3Y1KpcLLa3jtJ0aDWxVpulotr8QlWlvbOHToCC0tXfzkJz+jvr6ejz76gPT02VbD\nGlEUMRqNQzpoGo1G6usb2bcvE4NB5MUXvzsiLQjOnj3DnDkzmDRpIk1NGjZu3M748eOl2sQxiCS0\nJG470tPns3bthxQWFg9ZD5Bb086BwiZE8fpXE8M8VdZIluX3/vTvn5VV1ITBZI70eKodBqw/NXSY\nxZXlgti/n9RgF+DBXA+jfNQ2+4qiSENHL80XhVH/+rDUUHfKNV0MYQZITZvW5rU5KuRo9cYhRZbv\nRUFniWhZjm+8+LxRFK2LbkaDgfbmRo7v2Y5vcBhOzmrsfKOwS75Ue/KbB5KsdSObX5rJK5/lkFnU\nxNwYbylt8CZgERB3ImYhUsj06VdutDtcdu36CpPJjqeeWm29edLr9ezcuZMTJ47j6upOR0c7QUFB\nrFnz3JDjBAQEcPjwQQC02l5CQq7sgOnr68s999zD3Llz2bt3D+vXb2XKlImUlJQyb958YmJiyMrK\n5OzZ07S1tfHkk0/x61//iq1bv+TBB22tnM31YArq6uoAmDx5Mj4+PmzcuIHIyCg0mkYiIkJ4ZdkS\nHq9soFUnw9nRHp0oEOHrdsfcfNfV1RIdHYFSqRy0/uTChWKcnJyZPHnyKMzu2riVkaaR6ic5VjAY\nDGzduoOqqlqSk1PIyHjwYp++L1myZCEGg5Hjx09QXFxKU5OG7u5u5s2bRUrKBJvFl7q6erZu3Yko\nCqSmTiEtLW1E6qS0Wi3FxUX4+k5BqVQSHBxEamoyx44d5b77rt4bT+LOQhJaErcdPj4+zJw5m+Li\nEhuh1V/49BcE17uaaEkTHKxGq39UyiaCA0OKFcs8HBWXvphFsPndgsV44/Iard159YOOu7+fqFyR\nEkRpUxcyQYZJNA3YXgQbkQWg1RsHbGdBLgjWaBxgFbAymQAiNmYXrQ11fLNrG3JBwGAScXb34HhW\nJl2CE26As4OcD56eOsB4QBJXN5ddu3YSGRlFTMzItkEYCY4cOYJeryU6+sbNMFpaWiksvMCPf/xT\n7OzsMBqNdHd309bWxokT2ZhMBpycVHznO99Bq9VecSyFQoFK5UhBQRHV1TWMH586rDnY29uzZMlS\nUlIm8dFH75OSMp6srP34+/uzYsVK0tJm4u/vjyiKeHh4sH79ZmJjY4iPj7WK5QUL5vLXv75DZGQM\nEyZMZMKECeh0OkRRRKfT8atfvY7BYCA4OJi0tJHtMThSdHS009fXi4+P96CLBPHxsRw6dJTu7i50\nOt1t35BVijSNLmaxcgFnZzUXLpSh08GPfvRT62LL9u3bMBp1VFXVcODAN0RFxZCQMAFfX1+ys4+z\nbt1mcnMLeO65p6xjZmZ+jUrlwpo1a0Z0IcvR0ZHk5ImYTJeu387Ozmg0dSN2TInRQxJaErcl3t7e\nHDqURV9fHw4ODkMKHzDnOl/vauJQNVmX1zYNB8uqZnWr1tLqCgFzJGowPNUOJAW6WeeeXd5KxWDp\ni/1cBo0mkf0FjQPEnuWScC2Z3s5KBWGeKuL9L6UmJga64ql2sN48lDZ1WevHKvJzKTp1lKZOA4lR\nAVyorOerzKP0+kzGLSiBHy+K5bvzpD5Yt4JJk1Jxd7cVswaD2fa7uLgYNzc3KisrSUlJGXbfo1vF\n4cPf0NbWzNGjx0lLm371Ha6Am5srMpnA4cOHmTt3Lu+99x55ebn8+c9/4ec//wXFxcVERETg6Oho\nbaA7FC0tLZw/X4hWqyM6OpaQkGtrQ+Dn54fBINLU1ExfXy+1tbVERkYSEBAAmL+nfv3r33D+/Hne\neutNfH29+MlPXsHBwYGsrK85deo0+/ZlEh8fz4MPLkcQBJYsWcLu3btJTk4mO/sEkyffmQsWRqOR\nU6dO2Rh7DIarqzMgUFFRTnT07b+IIEWaRo9t23bS02PAaNTj5eXDAw88YBVZ9fX1F6P+crq79bzy\nyqs2n/+IiAgCAgLZvftLTCaTNWoVERFOVtYhMjMzmT179oh9d/b19VFUlM+3vvUIYBaN+/ZlkZEh\nRbPGIpLQkrgtCQsLIyIimnfe+RepCzI409CL3mi+WbGYOljSp+bFel/Txc7imAfYiIz+WNJCDBax\nNQwmBF9K4blaSkldey9fnKzCJJpFksXl73KclXa4KBXUtF1aje/Q6gdsZzGusET6ZIJAjK+aHp0R\nncFE/WXmGXJBYHGi36Cvvf/Nw9HSZgD6ero5ffQwSoX5Jqm9WUN4gBffnC1HnZKAUiFjWoTnMM+U\nxI0yWB5/VlYWf/nLX+jp6eHZZ5+lrq6G2NhYXFxcRmGGQyMIcgRBTk7O2RsWWhUVlfT09FhT7uLi\n4lCpVAiCgFKpJClp+C0i0tLSiIqKwt7e/opGGr29vXR3d+Ph4YEgCOh0OlpaWjh48CBabTf5+YVk\nZCwjNXVgRMze3h6lUsmJEydYuHA+f/jDXwCzM19YWAhyuQydro/9+/fx7W8/DUB5eRmFhUVMmzaV\nwsKiOzJt1GAwYG+vID4+dsht5HI54eFh9Pb20draOeR2EhIANTX1rFjxMBEREcjlcpsUP5VKxYQJ\nE0lISCAmJmbA56Wnp4e9e/dYf7aYXUydmkpcXAxbtnyJnZ0ds2bdvAbaoihSUFBAdHQ0e/fuISoq\nHA8Pd3p6eti+fRfBweFMmDDhph1P4vZBEloStyUymYz773+Ah57LYuuJtzCaQGknkDJ3IX4h4cyL\n9b6unlZ17b1suBgZAzhf2zHAMRDMYmNCsJs1mjMcGjv7rPteLaXkREWrtb7KUkwNlyJTAIIAU8I8\nyCy85NInEwQivJ0GpAaq7OXWdERL6l9JY5e1dm1zTg0VF2vCZILA3GGKUx9nBypbelA4KFHZy+jo\nNaLVi9S26/HSnOPhtMkkLIq9aiNYiZFn3rx5+Pv7o9frSUpKst546HQ69u7di1qtZsaMGdfcXPNm\n873vfY/333+fG80MM9dl7GLVqm8RHx8PwOzZs697PEEQ8PO7suvoqVOn2Lx5AwCurm4oFAq6ujrR\narUUFRUTERHGlCnTmTJlypCr4U1NTYSEhNDR0YWjo9fF9EADHh6eFy3dtbS1tbF27Vp+8IMfkJiY\nRHFxMe3t7ahUSjo6Oq1Nk+8UFAoFer3BxjJ/MFxcXOjursfO7vaKwt4IUrPhkWHZsnvZs2cHGk0L\nLi4ufOc7L+Ho6EhzczN1dXVkZGSgVCo5WdE6oFn5V199RVtbK15ebuzdewBBEJk9exYeHu64urqw\nZMki1q79nOjo6Kt+JwyXs2fPsmHDehISkrhwoYinn34CgKNHj2Nvr2bRokU35TgStx+S0JK4bREE\ngXNuM2ku3ESklz0TZy/AKzAEb2cHPNUOnKxo5UJTF4kBLoM2Gx4MS0qgBaMocrKiFb3RRLSP2mYc\ni3C6fE7hXk6Ee6o4VtpCl85gfS7a55IF7NVSSrr7DAMeEzBHwubEXBKR1a1amzTJhAAX0uPM0QyL\n2JLLBOL9Xahr76W4sQtRHOiEFeiuorKlB5GL/UX6pTNe6UbA/uINjyCTkTRzHqcP7sfR3hxNdA+O\n483fvj6ke5PErUUmkzFu3LgBjxuNRk6fzkGn0zFp0qRRF1oKhYLY2Fi6u5utj1n6RrXrZVe9KTWZ\nTBw8+A3Z2TkYjVhF1s3CYDBQVVWFXq8nKirKZqW8u7sbgLi4aGJjo/H09ECtdmL9+i0sWLAIb29v\nYmNjrygmZs2axd69e+jt7cPRUcnzzz9NeXklmzZtw8nJhYiIaHJyTlNZWc6PfvQjXnjhBZRKJTqd\njrKyCmpqau84oSWTyfDy8ubs2TycnFR4eXni4TH4woxcLsdgGLqm9E5CajY8ckRGRhAZGYEoivz2\nt3+iubmZyspKdu78kvDwELZu3YTMxZ93vi6jV67GJSKZT9ZMZ1KoO9OmTcPR0ZHc3HPI5Y78+98f\n09HRyerVjwPg6enBokXpfPzxR3z3uy/j6OhIY2Mjra2txMYOHZW9nLa2Nvbs2U1YWDiBgYEYjSJ1\ndZV861uPWD/DTk5OiOKVo+gSdzbSHZLEbY1O7oh99AxMLScQRXMutQB8cbLaKkAaOnpp1+ptGv4O\nRX+nKDBHjS5ctEm3uABaxNblzoCR3momhbpbLdzHB7uhMxhp7OwbINKuxuW9sFJD3bG3kw+4wWzu\n6rOmS1oEFZhry8YHudlYzm88VW11LLSINstzQzlk9b8RkAkC4wJcbNIpg9wdsZMJGIwi5745QJ9R\npM8gotWZWP7UdyWRdQfg6OjIL37xHxQWFtLQ0DAiPWGulbNnz9DUVE9NTQPd3d20trbR0tVHq50r\niTPno7CTszwlCF9ne/r6+pDJZGYh1t7BuXN5aDSdrFnzoo2V++WIokhbWxvd3d00Npqt2pVKJTEx\nMTQ0NJCdfdxa0xYWFkZoaBjt7e2cOHGcrq4OQCAuLgGDQc+8eekEBAQwefJk4uPjOXv2LHv3ZqJW\nq5g7dya1tbVER8cPKnQH41e/+jUAb7zxSz766BOmTZuCTGbHvHkzycjI4L/+6zcYjSZqa2vYv38/\ny5evwNHRkZ/+9KesX78ZlUpJRsYiEhIuiUytVktVVTVqtRp/f79B0wvb2zuwt1fg4OBASckFAgL8\nb9n7Ydy4cbS3t6HV9lJcXEJgYAD+/j7I5ebvEJPJRFdXNw0NjbS3dwLXbld/uyE1Gx55BEEgJCSI\ntWs/wGDQ88wzT+Dr64NG08zfPtpIhKyB4sZKDKHjOVrazKRQd3x8fFi4cCELFy6kr6+P3t5eSkoK\n6e7uxsnJ3LctPj6WsrIKjhw5Qnp6Omq1+pr7e27cuIGyslJaW9s4duwIvr4erFhxv80iQ29vL4Ig\nXUfHMtJfV+K2JsrbiSIxlMquVhyOHmdpWNSAeiOAkxWtRHirB72I/etQGR29BuzlMmZFezHO34Ue\nnRGVvZzGzj4bwVPc2GUVTJb/ixu7rEIqt6adrKImmjr7rmotf6VI0eVjWwwoLt8/q6jJWpPR3xnw\n8rGzy1tt0g/dVfYo7GQ0d/VZo2uDpTPa3AiIIudq2smt7SDCywl3lYLGzj4mBLthbycn6Sevkpmd\ny4n9u7ig0dFluLPqRO527O3tRz2aZWHFipUIgoBWq0WhUBAcHMwP//IpBZl7GTdjHq1NzWzYep6+\nxkpkMhl6vR6FQoGDgxKl0pFVqx63MQMRRZH6+nry8vJob2+nu7uL9vY2enq6UKlU+Pr6IJMJtLS0\n8sUX63B1dSY0NBgnJzWRkcE4OMgpKyvExUXNQw8tw9/fj7Kycj755AsEQWDGjDRycnJwdXUlJiaG\n9PR00tLSKCsrY+vWzQiCnOTk5Gs+D+npC/jqq73s2LEXURSJiIhAJpPR3d3D9OnTaW7WUF1dza5d\nu/D09EShsKOhoQkHB3s2bNjG9u27+Pa3n8Db24sDBw5SUVF70X1Rz4wZUxg/PtF6fg4fPkZ2dg4m\nkwml0oH29i7S0lKZPXvmTfu7XglBEHBzc8fNzWxiUlpaxrFjp3BwsEcQBHp7+1CpVHR1dWObRH3n\nIjUbvjU8/vjDdHd3Ww0v/vjHt+jr06P2DOKCwQvCQ1HYDV5HXFRUdNEl1Bej0da4KjDQn4qKBsBc\n92XpxdWfzs5OnJ0HNiI3LyC1IIpGlEoZ6enzCAwMsFkA6ezsJCcnl2efff6GXr/E7Y0ktCRua/a+\nOpeFf8wkvyuEjtpK2psbcfUcaAQgwqCrhRaRBaAzmthXYF7ZtrsokHycbYVW//Q/MAsiiyjKrWm3\n7m9hqFXKa0kZadfqySpqGrDt5c6HlnS/wcbuf0EXBGjpMa+8WV7bYNG2uvZeOnv1yPpF+MyHEq1R\nPjBH+ubH+RDk7sL/Zu5GqzMhM+lwbLkADN7nTOL2Izw8fLSnYCUwcGCz4scfuJet35wic+tGGjUt\nfOexB7l/2WL8/PyGNIAwGAw0Nzezffs2Wlo0JCXFERjoiUoVhKOjioAAP5vUP1EUravWVzOUCA8P\nw8fHi5SUqURHD3yfOzg4XHQGvI+4uLjrciibNWsW06ZN49ChQ3z00Uf09ZnTlX/5y1+iVCoJDAxE\nqVTi5OSEi4sLzz33HB999CHZ2cdZvfopmpqaWLv2c+zs7Ojp0fLCC9/B39+fqqoq1q//nOLiUgwG\nAy0tbahUal566fvIZDLy8/PZsmUjkydPuuY53wwcHVUkJCRgMpnQansQRfON7Ej0LBpNJAv4W4Mg\nCKjVanJyzrBjx17kcju+//0f4OXlxeIHB9Zo9ScxMZHAwGAmThyHi4utYOrp6aGtbeg67dbWVtau\nXcsLL7xg046gr6+Pd975P5KSYpk1K23I/Wtr6/HzC8Dbe+QbhkuMHpLQkrjt2fvqXP57Rz5vbezh\nq+07WbBkMa5eA8XWYP2qLCLrciwCaXKY+Yu3f9RqKIobuwY8NtQq5dVSRg6VaKxGG/3TE/tvO9Rq\naP+xDSaR3Xn1PDUjzHpBv9DUZSMec2s7aOzsI6+2A9PFKNzcGG+ruBsOxY1diNoOvNQOeDpBqMrI\nl5/8g2dW3jus/SUkrkZqmAd/+t4qPl77AdFR3iybO8VaiG6OePRam4uaTCaysrI4duwwggCJifE8\n+uj9V71Rt9yQDZfIyHCOHTtCcnLyoKvWBQUF1NbWkJBw/WluCoWCuXPnkpycTF1dHe+99x7jxo0j\nNDSUxMRE7O3tkclkmEwmXn/9dVJTU3nggeXExcURHx9PamoqOp0ONzc365ghISG88MJ3yMvLw87O\nDhcXF/Ly8nj//ff53ve+h4+PD05OTle1vB9pZDIZTk6jn8o6kkgW8LeGxsYm9u49gIuLO88995z1\n8zAp1P2KRk2CIBAQEEhhYQmLF9saUqhUKmva8eUYDAYqKiqIjo4mNzeX5uZm6uvrqK+vIyQkjK6u\njiFFll6vZ+PGbbi4qCkrK6W5uRlPT8m1d6wiCS2JO4KfZZhrEd7famTX5s0sfehhnFwv3VhY+lVd\nnlLnorQbILYur1/qH7W6Eleq2bqcK6WM1LX3cvIyN0PL2rplW8vrsBhjOCpk1tTCIHdHG8v5dq2e\nzTk1PDAxEH9XJY4KmY3QarosPdJoEjlW1mKt5xoOKns5//vhRiqatTS19xCjNpJ6MS1JQuJm0Vl5\nnh9829wP51//epfg4FA6OtoRBIH6+nrGj0/Gzc2dgoJ8nJzsWb36Udzd3a4+8HWSnj6H0tIyCgsL\nB7Vrv//++2/asdzd3dm0aSPl5RcoLy8FTIAMQRAQBBkvvvgdgoKCmDNnjo1l/1ApTRUVFWRnZ1Nf\nXwOYbfWnTJmKIAg4OzvT29t7R1rFS0hcTldXF59+uoHFi+9j8uTJ1/Se1mq11NZW8+ijDyKKItXV\nNbS1tVNdXUttbT3z5y8YsE93dzdffPEFvb2duLu70dnZgouLE+PHxxAY6E17ewerVj1MbW0dJpNI\nUJC5l15xcQlHjx6nqqoOEBBFE0uX3i8ZYYxxJKElccfws4x4Fib48eAPK6kuySc8YQJ29g7IZDJE\n4PAFjXVb2cX+Wt9OCx9Qo3UlW/hrqasaKh2vulWLo0JmNa64vFdXdat2QG+uSf3MMACb1MA5/aJP\nlt8vp3+frf7zVMhllDYNjMR1DeJ6aMFRIcfFUWEjzioqq6irqqKrrZmm8gruff77vPr88iHHkJC4\nVhoaGqiurmDZsgUoFArCwkKora1HrVYjiiYMBgMNDY3odD3MmTOVyMiIERcJhYXF1NU1UV5ePqjQ\nutk8/vgTaDSai325slAoFNTV1REaGoqnpydr1qwZ9lgHDuynrq4Kf39/GhqaSExMZOnSpQAXI1nC\nVe3WJSTuBHJzz6PV9hEUFHTN+65bt46Kigo2b96GVtvH2bO5yGTmvlyrVz9pY+8uiiJ5eXns2rWD\n+PhI5s7NwGAwUF/fwJ49+8nLKyQgwI/p06fg4+PNb3/7JwBUKiVhYSHk55cgiiaCg8O4cKGEJUuW\nXrMwlLjzkISWxB3FpFB3Xlq5gH98sJZDB4/g6ubKjLmzcfH0wcnlkvAxiSL7L9ZTfTtt8NqUy0XV\ncOqqrhT9suzfP1Jk188p0ILVyc8kIlx8Tf0dEy3GFpa0w+LGLpvfc2s7Bhw70G3wFCB3lcLaeHm4\nzIj0xFPtYD0XTVVlNOUepaBZxOQUjeusOXz7kQeu6PgmIXEtmEwmtm7dwqxZ06yGHc7OzsTG2qbr\nhYWF3rI5ZWZ+TX5+CatXP2WTljeSODg4EBgYSGBg4DU1Wx6MJ598ijNnzmAymZgwYYJN6qPZ2MMZ\nURz+94KExO1KamoKMpmMTz5ZS0BAMI899tiwxYufnx/l5eUoFPYEBQWRkbGUZcuW4eDgwG9/+/+R\nn5/Pa6+9RmtrK//7v39EFI1MnZrK4cPZHD9+mtbWVjSaJjSaZlQqJ1QqJ6KjIy86FIrIZPYkJaWg\nVqtJTU1Do9Hg6enJ008/Lbn23iUId+oXrSAI4p06d4kbo6+vj+/++BdkZp+lwzMRtYMcZW8jEyck\nEJ86DTvFpaJUmSCwcpCGxHXtvaw/UWWNLPm5KInwVnPkggYRcyrf9Egvaw3XcMgub7Xub2GocS4X\neYdKNJQ0dhHloybCWz1kREsmM/ew6q+b/FyUzI7xto7X3NVnY9oR5+c8oMHx5fi5KLG3k9lE6o6d\nLeSzTbuR6Xrwc3NmyZMvX7GoWELiWjEYDBQWFvL11wdxdLTjoYcevG1Wd9ev30Rvr5GCggJeffVH\ngxp43IkYjUb+8pf/5b777iEoaGy8JonrZyw1VDaZTPzf/73PqlXfIiAgYFj7WNpAdHR0EBpqu5Cz\nY8cOnJycUCqVZGbu59ixY8TExKDRaMjLO8/Eicl4e3sTHOyPp6cnO3d+ha+vL4888gA7dnzF/Pn3\nkJCQYK0tlbg1CIKAKIq3x4UESWhJ3KGYTCaycit45m87MToH0J75Ho4+YUR4CMxfsgSVs1ksDCV0\nPjxcTptWb/OYn4sSTVffdTeXrGvvtenvBUMLvdyadoobu6hv70V3maVsaqg7EXrz9FgAACAASURB\nVN7qAdG26lYtnb16cmvarWIuKdCVeH8XG2HmqXawSftTO9hdMVUQYEakF0HujuTXmaNlfXUl5Bw5\nypNPfpvQ0NDbxhZcYmwgiiJZWVkcOfIN3t6epKQkExcXc9uILDDXfWzcuJWcnDOEh0fx5JNP2aQR\n3alkZ2dz7txJHnvsodGeisQoMxYbKh85cpz6+lZWrVo1rO0rKyt5991/APDKKz+01kuJokhxcTHf\n//73GT8+gblz0xAEGYcOHaWkpJyQkCAyMhZy5sw5mptbMZlEVq58GIDdu3eSmjqZ9PT5Qx63sbER\nH5+Bpl4SN87tJrSkuKXEHYlMJmNqlC+/uT+BvTUyNmXJkUdM4UJLNVE5R0iYs9ja52owV8DOQdwI\nGzp6bWqlrvWC4++qZF6sNwcKmzCJ5rTAcC+nAdsNZhPfn5LGLmsqocUAw+JcVdfeS35dh7XBMEB+\nXYc1NdBoElE72NHQb7zuQUSWXBAQBKwXWEeFjA2nqtEbjFQU5HL0m8OsuncOUVFR13QOJMY2+fn5\nHDiwnzVrnrtu8W0ymdix40uqqsp56qlVuLndnimoarWa1atX8cAD9/HVVwdYu/YD3N098fLyQqPR\n4OvrS2BgEElJSdd8Lpqbm8nLy6OoqBCdrg9fXz/GjUsgLi5uRMWmKIp8881BliwZWOAvcfcxFhsq\np6ZO5K23/jFsJz9XV1dmzpxNQECAtTefKIqsX7+er78+iLe3J/b2Cg4dOs5rr/0QV1cXNm/egZ2d\ngr1795OaOpU1a+6loqKCuLg4gKv21DMYDBQXF+Pm5mZjCy8xNpGElsQdi0qlYlXGHFYBsY49nO12\nYlZIArWHv2BJvCfNfQwpmILcHano5yAI5l5cJypaifNzvqaUwf4kBrpS06altKkbvdFEaVMXFc3d\nNiuFg9nE9yfKR21T72Ux9kgMdLX2Zcmv6+B8XQe5Ne30vy8TgTBPFWGeKoobu7AbwgxjxSRz0bAl\nalbdquX4VzsoL6ukvtOIGDETdfys6zoHN4pWqyUzM5NFixaNub46dzqCINDQ0GBtNHw9nD59moqK\nUlatWnlHpNS4uDizfPkyTCYTJSUX6OzsIjo6GI2mmXPnTrJnz078/QO5555F+Pv7X3EsURTZt28f\n2dlHSUiIZcKEeNzd3aipqWXLlo3U1EwlNTV1xGrCqqqqsLOTSSmDEsDYbKgsl8sJDQ3i/fff5Zln\n1lzV0c/V1ZV77rnH5jGj0UhRUSEPP/wIhYWFvP/+e3h4uNHR0UlrayspKZOYOnUaRUVFzJ07F3t7\ne6vIGg52dnakpQ3dX0tibCGlDkqMObZt20pNTTmrV69CEATa2zvYuXM3GRn32jQk3JxTM0BsWZgf\n5zMsy/fL6d8fy8Ll6YtDRbQsxhgR3mqOljbbWMlfnoI4WD2YhaRAV9LjfAY91lCW9GeKKnj59be4\n0GGHc+r9ONjJ+PS56aNSi9Xe3k52djbz58+/rVLJJG4cvV7P+++/R3JyHMnJN2b2cLvQ0dHJiROn\n6OrS88gjj1xx29zcXDIz9/LooytwcrKNdpeXV3D48HGamsxF9XK5nIyMpYSFhd20z8G2bVtxcOCK\nTVQl7i7GUo3W2bO5bNu2E4DOzk6cnJx57bVfDNoDb7iUlZXxn//5n0ycmMDTT6/mnXc+4Omn10hN\nhm9jpNRBCYkRZt68dP7nf35LU5MGHx9vDAYDOTm5lJZWIggCc+bMICVlAg9MNK/qDiZ8ihu7rkto\nlQyjqXFioCvtWj0nK1qtQklpJ+P5OZGDOheCeSW8f1pH/5VImSAggrU27Hxth9VSXqs3IYDV4MPX\n5ZJQ639h3bFhPVOjg7hn+sOIwIqUoFEzvHB1dWXBAim1aSxy5MgRVCoF48dQDzYXF2cmT07hvfc+\n5uTJkwQFBaFWqwcIKTDf/Pn5+Q76XFhYKGFhoej1etra2mloaOTjjz9EJpOjUNjh4+OLn18A48eP\nx9fX18aWvbGxkU8++YTW1hYEAUQR/Pz8ef75560iLTc3l/Pnz/HMM98auZMhcccxlhoqh4QEs2jR\nfI4fP0lOzml0Oj1VVVWMGzfuusfMz89n3Lh4Wlvb+cMf/oK9vSNeXl5X31FC4iKS0JIYc6jVau69\ndwlffrmH1asfvdj53Z/nn/8OTU1NbNmymYKCYp5+2nzDYUn36+/MF+2jvq5jR/mobSJagW6OpEV5\nDbiQ2dtdukkSgJRQc3pDdat2UCv2yxsZB7k7sjwliOpWLTqDkYL6Trr6DGZHQi7VdnX26pHJBEwm\nc2PSgroOjpY2W+vXlqcEUV7byJ4TxTzx4k946b6xEWWQuD2pq6sjPj52zEUqnZ2dWblyGcePn+TQ\noSw6O7tQq51JSEiySQWMjo5m//69LFmyaMixFAoF3t5eeHt74efni0rliE6nR6PRUFdXz7///RFG\noxFPT2/GjUtAo2kiPz8PT083FAp3kqem8Y/3P0bT2cOvf/0GRqMBuVyOp6c7K1feP6jIu5sZSxGd\nux03N1dSU1NITU1h5szpfPbZhhtOw83IyMDBwZ6srCy6ujp45JEnxtz3l8TIIgktiTHJ5MmTyck5\nxdmzuUycmIyzs5qOjg5iYmJ44IEH2bz5C0wmk7UGaFGCH4FujldsRjwcLCYWFqv2/v2x+l/QdQaj\n9XGZTKCzV8/mnBqbxsMWQjxUTIswF/VaHKIEAZS9rTi5eVJUUUNPZwfdbS0U5+USHh1F8e56artN\nePoHE586jWBvs5hs6dFZxzWaRA6VaMgvqaShQ8cfDjVR0p3Dnx+deF2vXULiahgMBpqbm0d7GiNC\nUFCgtfZJFEXq6urJy8vn73//G+npCwkNDWXnzp2MGxc77DG9vMyfe5XKfBMZFRXJrFlptLW109LS\nQl5eAa6uzjz33JM4OjpaI+IJGasQjQbuiXEjzNcNOzu7UXcO/fTTdcTFxTJx4pWNAm4lY9F170a4\n00WnKIrk5xdSW1tHdnYOs2fPvaG0QQtpaTORyeTs3r2LkJCQmzBTibsJSWhJjEkUCgVpaTPZt283\nEycm4+HhRlVVFaGhoURFReHu7kVBQRHjxl0qYL1SM+JrIS3Ky0Zgge0FHbCprTKJIudq2geM01hV\njrO7J5Ex5rH2nqtCbzRHphoqy9m5bSeOCoHG8mJ0CjWmziacfYJICPSkpkvk+IUWXKrbKCko4JGn\nnqKhqoaSwkICAgMJi09EJpNR06bF2dMHNx9/mvt62Hy6linhnqyaKl1MJG4+SUlJnDx5dLSnMeJY\nougBAf4kJyexb18WX3+dSWJiLDNnzrjh8d3cXHFzcyUiwrYZe38Xub6+PgorG4gPu7JBx0giiiK7\ndu1FEATKyqopK6siK+swU6dOYvr0KaM2Lwtj0XXvehkLorOpScOmTdsQBDkgUllZxX//92/56U9/\nhouLy3WP29HRwa5dO5k2bRqurrenS6rE7YsktCTGLHFxcezatYPMzINMnDiezZt30NDQgK+vL1Om\nTGX//j1ER0fekpXe/hf0y+nv6dLaUMeB7VtQ2svRdBkwmSBzmxp3L2/K8s/iqFKROmcB/uFRJMaE\nUFVVjVbmRE97O94PvsHzc6P4WUY8Jytaefzdo+h0ekqPrWP9n39DVRfoo+ZjX57LQ3ZGvKKTQRAQ\nBIHw8GDqNdU4+Mfw/jelktCSuOl0dXWxd+9uFiwYHTfL0cLHx5vHHlt5S47Vv3az4NRxGnXNLJ2R\niJ2d+VLf19dHfn4hEyaMvyXzaW/vYN26Tbi4uPHqq6+iVqtpaWlhx45t+Pp6DxCKt5qx6Lp3vYwF\n0enj481rr71Ka2sbfX19/PWv7/DNN0d49tk1NyS0fHx8+N3v/ucmzlTibkJyHZQYExw8eBCVSkVq\naqrN452dnezZs5vS0mKWLVvMli1fcvZsHq+99gveeustZs+eyoMPLhvx+Q1lcgFmR0GTKCKKIrmH\nM9m98QsIm45jXBpyRxdMvV0Y2hswdLZg6GjER96Nu6sTnV3ddPeZUCpktLrFowxJwt5OxqdrpjEp\n1J2TFa0cLW1mUpAzxsYSzve4cLCyh3mRrmRuX4dWZsfEmXORyWS0NtaxYcte9LH34qy0J/dX9474\nOZG4s+ifajsYvb29vPnmm6Snpw/4HHZ3d/PJJ/8mJMSX2bNnjvRU72os6V/axioO7dtHSsp4Fi0y\nN079/PONXLhQys9//qNbMpezZ3PZuHE7Dz30iM17Ii8vj61bN/Hii0/j4OBwS+YyFCOVLjeaaXjX\nc+yxENHqz44duzl9Ope0tNnce690PbubkFwHJSRGAJVKNehNoLOzMytWrOTUqVNs2bKTe+6ZT21t\nPefPn0etdiI7+zTjxycSGRkxovOz9L/6Kr+Blu5LdVJeagf0pSfZeTCb1l6RGq099rOewd4rFDdH\nBW1aPTKlGnulGnvfSAC6tR109naDsxG5kxvNJcdw8DJHoPQGk1lchbpb/wEQ7UsasObicROCXuCx\nV39NaFQNXgHBuPv446PopeDIZwhpj3OyonXUXAclbj+am5t5880/88IL38HPz4+SkhLkcjmtcneO\nljYzLcKTosM7KSg4z6OPPmqz75kzZ9i5czvJyeMkW/FbgMVFThfgxLGsTE6dOsP06VNwdlZz4ULp\niPXoGozx4xPp6+sjLy/XRmjFx8dz8OBBDh06Qnr63Fs2n8EYCde90RQt13tsyzXqTq7R6o9Op0cm\nkzNr1vVH0EVRpLq6msDAQKmno8R1M6aElkajwdPTU3KEuQu5fAXdgk6n47/+67/44Q9/SG1tEtXV\nNbz88vN8+OFnvPTSy+j1er744nMWLUonLi5mRN87/q5KFsT78sXJakyi2Za99Uwm+3ftxNXVA5/x\n99DW548TAvPjfdlxrm7QceSOLsgdL6VBqBLnW39W2MmsxhlX4m9ZZQhGHXZ2l9Im7e0ElArzxcQi\n1iQkANzc3Bg/fgIVFRW8+eZfsLOTo/QO453jGuRBiQhdTdxrn8+SJUsJDg5Go9HQ0NBAbm4uFRWl\nPPbYCnx8pL4ztxJ7e3vuv38xGzZs55133ueRR5YjCDLkcoHe3t5b1iw6JWUCx46dorq6mqAgc6N0\nmUzGgw8+yIcfvsf06VNxdBxbKXujmYZ3I8ceC1bvoihy8mQOx46dID4+4YZcNl988QXc3Nx47bWf\nS7VZEtfNmBJaMplMElkSNoiiiFKp5He/+y12dnZMmJBAQIA/iYlxnDlzhvvuu4/Vq7/Nxx9/xKZN\n2/j+918cUftjf1clKyeZVw01ZQX8cd06Jk+eyu9+9zubFJq/HSjBcKbWZl8BrD1y5DKBZ2eG4+yo\nwF1lT25tOwKwfJj9rw4V1SEzaDm8axsZq81xromzF1D27tsYOzVMizAX7FvSD6dFeErC6y7m9OnT\ndHZ2oFRGkJo6GRDJKu/BvaMQTbM7MoOODkcPlixZyp49e8jJOUFAgB8REaEsWjRr1NPD7lZiYqKZ\nP38W+/Z9w8cfr0Mms8Pd3YeNG7fx2GMrb8n1Ui6XM316Kps3b+TZZ5+zCjw/Pz+Skibw97//i4AA\nX9LSplldG+90RrP2626vO2tsbOLLL/cQFhbJE09cf8+4zMxMwsLCWLw4QxJZEjeEVKMlMebp6Ojg\nrbfeRKvt5LHHHiIiIpyuri4++2wDEyZMtqYW/PGPvyc1dTwTJozH3t5+ROdUV1fP7373JzSaVtav\n/2JAWoLFzEJvMCGXy1g5KYgVKebV4JshfBL/cxf1mWuZkxzK5EWXatS++uBNGrsE/vXOXwHMhhoG\nE/Z2Mv5zaQKtPTpJdN2F1NXVUVFRwbRp06yPHS1uYNWft4OzD/YKO/797DTCnUX+/ve/8dxzT0r9\nmm4TdDodb7/9HgsX3ktycjJyuZy///3/SEqKITU15ZbMQa/X8/bb/8TeXsXzz79gfW+IokhnZydF\nRUXs3r3DmlnQvxmzKIpoNM1cuFCKr68P4eFht2TON8qdVqM1FhBFke3bdwL2PPzwIzc0VmtrKz09\nPQQGjg3xfzdxu9VoSUJL4q5Aq9Wyc+cOcnPP4ujoQGJiPOPGxfPuux8xcWIqy5cvp66ujk2bNqFS\n2TF//lxrD5uRQBRFnnrqOVQqFz744INBtxnJaNJzH51gx7E81MW7CPFzZd5DTyIIAprqCjZu2YUp\neSVLI+1Zv2M/urZGZNo2FP7RKGNmYq+QWw03JO5u+r9HU0Lc2Lp1KwqFkXnz5oz21CT6kZ19isbG\ndlauNLsfNjc38+6777By5TICAm6N/bvRaGT37n2cOZPH008/S1hYmM3z5eXl7Nmzm76+bhIT4wkM\nDMBgMLBu3UZOnz6Lt7cv48bFM3PmFBITx92SOUvcORQVFbN+/SZ8fQN5+ulnrnuhp66ujoMHs1iy\nZClqtfomz3JoRFGksrKS4OBgqR7sBrndhJb015S4K3B0dGT58hU89dQzREXFc/ToSYqKiomKCicn\n5wQNDQ34+/vz5JNP4uLiyT/+8QG9vb0jNh9BEJg1K40rLRZMCnXnu/OiRkTQPD8nEgdXb2rqm6iv\nrMRkMjdQVnt4Ya8wR/PWb92JU3cNSlGLzDMYZVcN+uZqdAYTG09V3/Q5Sdx5WN6j/gotb7/9N2pq\nKpg8edJoT0viMqKiIiguLqCzsxMAT09PMjLuY9u2XRiNxqvsfXOQy+VkZNyDh4cL69ato66ujo6O\nDuvzYWFhrFnzHDNmzEGrNbFjxz62bNlJVVU9qalTWbhwIVOnTqekpPSWzFfizsFoNFJSUopMpmDJ\nkqXXLbJ0Oh1///v/cf78eZuo6q2iuroavV5/y48rMbKMqRotCYmrERISQkhICLNnz2br1q34+Xkh\nl8v52c9+xr/+9S+cnJyIiorm1KlsWlvb8Pf3G7G5LF16LwcOfI3BYLD2ublVTAp1Z93z0/mRy48p\nO7SNvONHSZwynbbGOrR9egTAMWE+616YzrGyFr45XUDW1s+Qq8wmHFIsWaI/27dvIzExmsmTJ0l1\nsrch7u5uJCXFs3fvHpYvXwFAYmIi27ZtZcuWL1m+fORbXFiIjIzgo48+p7a2Br1MgWPEFB67byGT\nQt0RBIFJk8xCffHiDOs+X3yxnrNnTzNxYgr79+8lLy+fiIgwlErlDb3fLAtd0nv2ziY7+yQ5OWfx\n8wsiIuL6HYS7uroAgVdfffWWG7QIgkBamuTKOhaRhJbEXYmnpyfp6el8+ulali5dxOnTuXR3d+Pk\n5IS3tzcymR3vv/8xzzzzLfz8fEdkDkajyIwZM0Zl5QzMYusPj03hkeYusrJ3om1vxmAw0OcWjiWr\nPzXMgzgve6aGe3CsvI2OnC9RuPmx/IVfjMqcJW4/qqqq6OhoZdKkB6Ub1tuYWbNm8I9/fEhVVRXB\nwcEIgkB7ezuffnqIuLhoxo2LvyXzSE5OIi7uFJUNbeATwPaDZ9je4My/n7VNRxYEAYPBwKeffkpX\nVxsgEBISwoIFi8jJOcuOHXsxmUSCgwOwt7fH1dUZvV5PUlICnp4eALS0tKLT6Whv76ClpRWlUomT\nkwqtVkt3dw/Hj59EFEV+/OPvj3hdrsTIIZPJ6OzsxGC4lGnR1tZGb28vfn7DXyz18PDgjTfeGIkp\nStzFyF9//fXRnsN18cYbb7x+p85d4vZg3bp1nD59iieeeJSuri4++OAj5s2bh7u7O9Onz8DR0YkN\nGzbR1dVJdHTkTT/+vn2ZTJiQarU8Hg0C3BzpMQhcqNVQnX+G8qICZBHTkatc8Vbb8/gkP/7nf35H\nj6aWSGUPsQnjiRAaCVTLiI6Olm6sJThz5gyuro5ERISP9lQkroBcLsfBwZ6jR7OZOHEigiAwf/58\nHByUFBQUkJKSfEvm4eSkAkSOny/HJyKekrJKTO7hBHuomBLuYd2us7OTzz//HEEw8NhjKzh16gwp\nKalERkYyadIkZs+ey/TpM3Bycsbb2w9BsKO1tZ28vAL27cvk5MnTFBZeoL29m6qqOtzcvOjp6aOy\nsgYnJzdcXNwZNy6RiopKOjvbCQ8Pk2pj7kBqaurYtGk74eHRLFu2DB8fH44fP86nn37MkSOHiY6O\nGdQ1sLu7m4aGBslRcAzyxhtv8Prrr982ilmKaEnctdjb25OfX8Q///kvFiyYx8mTZ2hoaCAkJASl\nUsmsWbPo6+sjK2s/oiiSkbHoph3bZDJRVlbJsmUrb9qY18Mnxyr500cb0ebtQ7RzwDN5KYJXMN5q\ne7L/YyFbt27FaNRRVVXByy9/H29vb375y0LOnDlDbW0tzz333KjOX2J0aW5u5tSpE8yaNXW0pyIx\nDJKSEjh69ASFhYXExcUhk8mYN28eb775ZxoaGvH19bkl85g2bQqVjW18vO0A7W3gKRcIsutEo9HQ\n2dmJSqXi7bf/RmrqeObNm41MJiM8PIRjx46xcOFCwBzxUiqVJCQkDBhfFMVhLwK5ubmxZ88uTpzI\nYdq0yTf1dUqMHBpNM7/97e/p6eklI+M+Hn74YQBqamrYv38v3/7242zatN2mDrq4uJjDhw8TGxuL\nl5cXO3fu5KWXXpIWDCVGFEloSdy1PPnkk3h4eFBWVsrmzV/i4KDg97//byIiovnhD38IwPz582lo\naODMmTx8fLxvmh1ye3sHDg6Ot9TVaDB25tbh4BuJQ0Accnsls6K9WPvMpZvmRYsWsWvXTnQ6HV1d\nXXh7e/PGG29w+PBhdu/eTWNjIydOnGDx4sXSxeouo6ioiC++WMesWVOJj48d7elIDAOZTMaSJffw\n0UdreeihRxg/fjyenp4sWXIfa9d+TlLSOBYunDfikR2FQsHjK5Zg0BvZfziHFP96ju7IYtcnbdTU\n1ODs7MLEiYmkp8+xzmX+/Dl88MEnF/shTsDNzW3I75xr+S6KiYnBaDSyZcsGQCQqypy9cC2us3er\nnfpoIYoihw4dwc7OgYcffpDFixcD5gXMLVs2k54+C1EU6e7uwd//kqtmcXExPT3duLm5ERUVxcsv\nvzxaL0HiLkISWhJ3LYIgsGyZuQi8qKiIzz77hDlz0sjLK+TChQtERkYiCAKPP/44ra2t/Otf76FU\nKm+KtXBPjxaVavQbSS5O9OfrYo3N7/1xcHDgl798nb/97a/WWrILFy7w1Vdf4enpiUajITw8XBJZ\ndyH//vfHBAb63LJeTBI3B3NTYNuIz5QpU0hKSuKzzz7jm28OM3v2zFsylycfXUZ6Wgq1tXVE3JeG\nXC6ns7MTBweHAbWxarWaJ554hIMHD/HPfx7BZBLx9w9k+fIVODs739A84uLiyM4O5sCBw+zffxCV\nypFXXvnusPata+9l46lqa4Pg5SlBoya2zp3Lo7j4wi01N7nV5OXls2XLlwiCHT/96Ws2fa5yc3NR\nKAQSE8dx6tRpoqNjUSgU1uczMjIGG1JCYkSREpIlJDCvar700vcoKLiAn583ZWVlNs+7u7vzxBOr\n2bfvIJWVVTd8vL6+XlQq1Q2Pc33H7uPcuXPs37+fnnO7ybA7R7jmCA+6lBPYW0Z5ebmN5bOvry+/\n+tWvCQkJASAwMJCAgACqq6v5/PPPiYqKuqJNvcTYo6KiAoVCxmOPPTTaU5G4DgIC/AZ8/5hbYCzn\nyJGTVhv4W0FwcBBTp07G29sLDw93QkNDhjQgcnNzZdmyDF5++XlWr34UDw81n3/+2Q1b1AuCwOrV\nT/If//H/8PMLJCQkmI6OTjo7O9m7dz/l5RVD7lvdqsVoEhEBo0mkulV7Q3O5EbKyvubkyRxEUaSv\nr2/U5nEjiKLItm07KCsrt3lMq9WSn1/Ili07mDx5Oq+88oMBzYQ1Gg3+/r4IgkBZWQXh4dfvQCgh\ncbOQGhZLSPRj9+5daLVaFi/OwMHBYcDzpaWlrFv3KStW3HdxZfj6OH36LBUVDTz66KM3Mt1rwmg0\nsmvXTs6cycHJyZGmJg0gACIpKcn4+vpQU1PHqVOnOXcun1//+tdoNBp8fX1JTh5YKN/c3MwHH3yA\nh4cH+/fv4/e//wMGgwF/f/9Rc1KUuDV8/vlneHo6k5Y2bbSnInEd5OcXsndvJvPn30NqaqrNc2+9\n9RYKhciTTz4+SrMbPiaTifXrN6FSubJo0b03xdhAp9Px5Zfbyck5haWRxYoV9xETEz3o9qMV0TKZ\nTDYpnlqtls8/38DatZ8wb95cOjo6+M1v/vOOc1PU6/WsWfP/s3ffAVHc6ePH37vLLr33XpSmYAEU\nwYIFe0nUmGgSkxhNvRTvUi6X5H6X3Pdyd7mUa+nVGHtPiCWJvaOIKCoivcNSls72+f1BQsKBCspS\ndF7/sTM784zC7jzz+Xye5yk8PT0ICRlMXV0Dzc0tSCQSHBwcGTMmnvj4+E7fe/nyZdas+Yp582Zy\n9OgpnnrqmQF3/aKb198aFotTB02spqaG06dPoVKpuOeexeIUq35u+vQZ19weFBTEtGkzSU5OualE\ny2AwUF1dfcPvP1Og4mRuNWOCnLvU0FgQBL755htSU0/h6+tDZWU1CQlTMBgMHD9+lPT0i+j1etzd\n3Xj55efZvHkHSUk7OHLkKPX1jSxbtozHHnus3Re7s7Mzzz33HElJSXh4eNDQ0MCaNWuIiYlhypQp\nWFpair/vt6Bjx46Rm5tNYuKDfR2K6AaFh4fi6OjA1q3folLVMHXqtLZts2fP5scfd/VhdF0nlUq5\n8845fPnlGlJSUpgyZcpNH1OhUFBf34AgCLi6OjF6dHS7JOvjjz+nqkrF/PlzGDIkDE97CxZE+fT6\nGq2//e1tvLw8CQkZTElJGVlZ2ej1emxsbEhJScPKypKkpF0sXHhnr8RzPYIgIAjCVdf/CYJAbW0d\nly5dJjQ0hKNHT6BUVrF06YPExMRgb29/3aQpODgYmUxOUtIeHnpouZhkifoFMdEysffffx+ZTIq5\neesffFFREd8dSUHvNoT4YLcu3SSL+ofS0lLKy8vx8fHhhx92U1/fgJ3dAzAcaQAAIABJREFUja0N\nsLW1oaKijLNnzzJy5MhuvfdMgYr7PjuJVm9EYSZl7YoxhDiZUVBQgMFgoKWlBXNz83bHPXPmDOfO\nnUUqNWPIkOGkp5/nyJGDLF36EOHh4WRkZFBTU83+/cc4ezadsLDBDB0axowZU9i16wc2b95ISUkx\nL7zwYoenxuPHjychIQE7Ozsefvhhampq+MMfXkKhMOfNN98USybfQgwGAwcO7GXFigf6bOqrqGd4\neLizbNl9vPfeZ0yYkNA2gt/U1DSgblBbWtSo1dpuf45eS0JCAoWFeUyYMJbQ0F+SLK1WS3V1LVKp\njO3bv21rmuxpb9FrCVZDQwNXrmQjkUgpLS2jrKwCkCCVKpBIYPbsecTExFBUVMSxYwf7RaJVVVXN\n55+vQq83kpg4kYaGRsaPj8fc3JyKCiXFxSV8//0+qqqqUalqWbHiUZYvfwyZTNat9icymYznnnue\nL7/8Ai8vLxNekUjUdWKiZWLPPfdcuxuSr7buZPP+k5RxFKmuhWlTp1Ggt2NmhCcvzeqdhpGiGyOT\nydDpdLi5uREcHMbRoyeYNWva9d/YieDgwRiNenbs2NHtG4STudVodAY0FblIG4v417tHCXGRExjo\nh9FoJCsrh5oaFQ8/vILo6NZpQdHR0YSEhGBhYYFCoeDChQuABLlcjr+/P/7+/kDrU8WioiIyMzMp\nKqokOzuTJ55YweLFC1m7dhPvvPMWw4ePYPDgYEJDQ7GwsMDBwQGNRsP+/fvZvn07b7zxBi+//Ao6\nnU5Msm4xKpUKjUZzww8YRP2LlZUVXl7u7Nixg3vuuQcAHx8ftm8v6VaJ9L5SXV3Dpk3bGTcuAScn\np+u/oYsCAgJYvvxR1qz5ComEthGturp6rKysaGlpXf/U2fRyU2ppaeHLL9cRHBxKYuIMzp07R01N\nDRMmTCAmJqbt8x0gIyODvXt/6DDFsLcYjUaam5vZsGELJSUVBAeHYDQK7N9/7Kf4LlNbW4+ZmYJB\ngwZz112LuXjxIvb29iQmJt7wee3s7Hj22ZU9dRki0U0TEy0T+9+nvnYRE6m+YEDa0ogueT37q7PB\n3osPK+cDiMlWP+bu7o67e+si7dzcHAICbvyJmUQiYc6cGRw+nNztG5oxQc4INQWECnmMmhrHkglD\nCfF1a/sy1ev1/Pe/H6NW/7IYWiKRYGdn1/bzE088cdW4/Pz82gpf7Nz5HVu3fktY2GAWLJiHvb0d\nxcUlbN68AWtrO2bOnMnQoUNRKpUcPLgfJydHbG1t251LdOsoLi5GIpGybdu3LFgwr9/fiIuuLyRk\nMPv3H2372d7eHldXd1JSUhk1KroPI7s6QRCoqFCyY8d3REaOYPz48T1+Di8vL+69dynr168lI+MK\nGo2GiooqJkyYRHNzM7W1yl7//ddotBgMBhYsWAi0jrxdTXh4OOPGjefAgcMkJIzDzKx3b/dOnDjJ\nJ598hVJZyQsvvMjs2bPbtv3pT38kNzefiooqtm7d1vbd1dla4JuRmZmJs7MzLi4uPXpckag7xESr\nl40NdsfGMwid3oja8lGM1fkIOjWGqgI2nlJgaynv8robUd+oqKigoaEeb++Y6+98DcOGRXD+/EV2\n7drJrFmzu/ylHe3vyO/iXZBbuDF9YnyHKStbtnxDevol5sy5+Skjs2bN5vz582RnZ3Po0C4eeGAx\no0fHYGNjQ0lJKampJ9m58zsWLFjIa6/9Ga1Wi1arveaT3u6uLxP1HxERESgUCjZsWE9mZhZhYSF9\nHZLoJjk7O7aNaEPruqfFi5fw8ccf0NLSQmzsqF4fubmelJRUfvzxIBcuXMTbO8Bk5/Hx8eE3v3ma\n9PR0LC0tCQsLQ6FQkJycjEpVYbLzdkYQBC5evISlpXWX3zN//gLeeedtTp48zSOPPISbm6sJI/yF\nwWAgOzufyZMTueeee3BwcGi33dXVHZ1OQ0iIaR8s5+XlkZOTI5Z1F/UpMdHqZdH+jqxdMYaTudVk\nVXixI80fXcZe/BrSKD99gX/UTcXSxoa1K8aIN6H9lIODA5aWFnh7d29E63+bWkokEhYtupM1azZy\n9qwXUVFd60ckCAJ2tBDs69shyVIqK8nNLeAPf3iZyMjILsd2teRHIpEwfPhwtm3bitFoYOfO72lp\nUSOTyTAY9DQ1NSORSGlsbOTs2bP861//Qq/X8dvf/o7CwgLU6tYy9qGhYfj6+pKlMnRYXyb+ng8c\nZmZmDBkyBCsra4qLi8VE6xagUCjQ6bTtXnN0dGTZshUcO3aUVavWcc89C3BwuPmKfj3l7Nl0Fi1a\nzLhxZSYZzfo1KysrYmNj272WmXmZiIjOqxD2tEuXLvPdd7txcXGmoqKGp57qepNde3t7Fi26m+ef\nf47s7ByefPIRk49S6vV6vvxyDQ4OrixevLjdej9BEPjoow+pqqqkuLgEtVrL1q1bWbTING0iJk+e\njF6vN8mxRaKuEhOtPhDt79h2c1la28KZy0ai4seRdT6N9MI0zELiOZlbLd6A9lPm5ubMnj2PDRu2\ncffdd16158uvXa0EsIWFBZMmjefQoeMMHz68S2XRa2trKSkpZP786R22HT58DKlURmRkZJdHyFLy\na1jw8nsI9t5Yu3h1mvzce+99SCQSbG1tsbW1RavVUlFRgaura9u0jB9++J6AAD+srS0oKMjC2tqK\noKBB1Nc3cODAD9TU1FMu90ajcUWQmqHTG8Xf8wHIYDBw5sxpoqJuvnG3qO/Z2tpSX1/f4XV3d3cW\nLFjI999/z549P7J48V19EF1HRqMRlaqO8PBwhg0b1icxVFdXk5xcS3h4qEnP09TUxI4d3yGVyhk1\naixDhw7F2rrrI1oAkZGRvPHGX/nzn//Mhx9+RmBgAC4uziaJFyA3Nw9LS1uWLl3a7jtIp9Oxbt06\nSkoKWb78ARwdHfjuuz00NzebJI4LFy7g7OyMp6enSY4vEnWVmGj1sd/PDOeuI84cOXCYKssAFL7h\nyM2kjAky3QehqCOlUomdnR0WFl2rHDVs2DC0Wi1btiTh4GDLtGmTrzkto7Omlj+PRgUGBnDgwGH+\n/Oc/88QTT+Dm5tZh8bJaraahoYFDhw5x/nwaCQnxHSqD1dbWUVdXh4ODfbfWDpzMrUZTV4WZjcdV\nk5/Q0I43FD8vPv+5WeigQYPZv38/Go2G6dOnIJfL2/YdPTqad9/9L5LKy8hyzqL1isbCxRNHKwUv\nb09HAjRp9KQV1TLC1wFrczMEYGGUj5iI9TNSqZS4uHixSfUtwt7eDoNBT3l5OR4eHh22JyYm8u9/\n/5PS0jK8vPr2pjU7O4eMjCsYja3VVX/9GdObnJ1duHLlkknPodfr2bhxO+PHT2Lq1Kk3tR4sJiaG\nESNGUFiYR1raeRITJ/VgpO1duZJDQEBgh3iVSiUqVSUvvfQ7ZDIZtbV1FBaW8NxzL/Z4DE1NTaxb\nt46xY8fi7e3NiBEjevwcva2xsZGGhgYxcRyAxESrj0X7O7Lhz0+wPy0bfx9vVM1ace1KHzhx4gSj\nR4/u1odYTEwMI0eOJDU1lfXrtzJ//mx8fX06/UL0cbREJpW0jWj5OFq2bZNKpcyePYMvvvia99//\nDx4eXixevITKykpycrKpr2/gypXLqNUtnDlzltmzpxMfH9vhHO+//wkSiZS5c7u3NitukAuOUTPR\n6Y0dkvyGhgb27NlNc3MzNTo5lRIH7pwUy+ig1lEso9HIW2/9g+bmRoxGyM/Px8HBgYMHj5CYOImG\nhkaKioqxsrIkMnIowWo1zk75ZBSkMXNKPK+uO4yxMBWpmQJ1fQ1Sv2iycs1pyTqOwj2YLSlDWfXA\nSIZ522JjY9Ot6xKZhkQiYf78BXz//XdMmNDX0YhulkQiYfz4MXzxxadMnDiFuLi4dp9hMpmMESOi\nOH78FHfddUefxZmXl8/33x9k4sTJxMaO79OCO9HR0VRWlpns+AaDgW+/3YWLi/tNJ1k/i4yMQKlU\ncurUGZMmWj4+Xpw/n4lGM6Hd2j4bGxvq6hq4cOESOp2OffsOMW5cQo+v/ysoKGDDhnU4ONihUqko\nLy8jODi42yOB/Y3BYMBoNPZ1GKIbIBmoTyUlEokwUGMX3XrS09PZt+9HjEYDPj6euLm5Mnp0dLsv\nyP9do9UZo9HIiRPJHD58Em9vT0JDB6FQKAgLC0Gj0VJU1LouprMnuf/5zwfs3XuI7dt3dDspudoa\nrYKCAj7//FMk5uakFaqoqKpF2aBn7Xv/IC7EA0EQ+O67JE6dSv7pWlv/Ji0tLfHycqe+vgGpVIEg\nGImMHI5cLicrKwsvLy8yZQH8dfUuAhrPYW1thU7dwqXL2ejdwjE0qbAKT8DC1Z9ZTkqG2rTw5JNP\nduuaRKbT3NzMv/71Dr/9rfh/cqtQKiv5+usNDB8exdy589pt0+v1/Otf7zJz5mSCggJ7Na6iomIK\nC4vIyspl2LBoxo4d26vn70x9fT3vv/8fnn328R6vPFhRoWTLlm/w8vLj7rvv7tFqgQaDgXfffYfF\ni+802fRBQRDYs2cvV67k8fzzL7SLPzMzk9TUVFSqGiZOnMSQIT0//Xjz5s3Y25sTEOBPSspZMjKu\n8NxzL3YoyDHQ6HQ61q9fzwMPPNDXofR7EokEQRD6TUlccURLJOoBkZGRREREUF5eTklJCampZygs\nLGbGjCnY2rb2HOpKU0upVMrYsXGMHRvXYZulpeU1F6Tb2zsQGzumS+u8/tev1w3+mr+/P7/73fP8\n4b31pGZnojV3xNzRgeS8auJCPJBIJMydO49x48Zjb//LlEWj0ch///tvLCwseeyx9jcj8fHxADgV\nqLBy9yfPoAdBAgojigmTURgNqNO/x8zGCblMwpK5U7HT1SAIAlu2bCY6OoagoKBuX6Oo5+h0uhv6\nPRP1X25urjz99GN8/PGXxMSMaje6b2ZmxsKFi9i0aT2JiQkMGRLWKzGVlpaxZcu3xMTEMmpUfI82\nJb4ZdnZ2WFvbUFpajrd3z0zlEgSBjIxM9u07zIwZs02y/kwmkxEUFER+fkG7RKu6ugZzc0WPzBqQ\nSCRMmZLA2bPnuHz5MhEREW3bQkNDO52G3pPy83NZvHg+Li7OuLq6kJOTf0s0V5fL5SxevLivwxDd\nADHREol6iEQiwdPTE09PT4YPH86hQ4f47LOvCQryZ9iwoQQE+Ju070pzcwtarbbH1844ODiwYuli\nDmgCUPw0vXB8WPuKi46O7ZM0mUzGM8+sxGg0XvWao/0d2fhkAltTB3Vco5U4st0arY8/3klqaip2\ndq2FOETdo9PpePvtt5gwIaHdiEBLSwuWlpbXeGfnLly4gJ+fT0+GKOoHFAoF0dEjOHUqmTvuaD8F\n2cvLi+HDo9i79xCBgf439HvTFWq1mvT0i9TV1VNToyI0NJxp026sMbwpBQQEUlJS2iOJliAIbN68\nnZYWPXffvYSAgICbD/AqNBpthxkRO3YkUVFRyfPPP9Nh7e+NUCgU3H//PWzbtgOFQkFISO9VJ7Ww\nsGirNGhhYYGnpxs//PA9c+bM7bUYTKUn/m9EvU9MtEQiE5DL5SQmJjJmzBjS09PZu/cIgnAQLy8P\nhg0bip+fb6fvEwSBqqpqnJ2dOhTEuBaDwYBeb+D3v/9929O7oqIimpqa8PT0xN7+5koz/7otQVfX\nEEql0utew9VG0v7Xgw8+yIEDB7C1taWmpqbbTZ5vdzKZDDMzMy5dusQPP/zAvHnzGDlyJG+//TZP\nP/10t6fVnDp1knnzOla9FA184eGhrFmzucPr+fn5HD9+DGtraw4fPs706VN67Jx6vZ7z5y9w4cJl\nKioqCQsLx8vLGxsb5w6l1fsLNzd3yssLb/o4zc3N1Nc3kJ2dz8svv2qyBBZAq9Vy+fJFwsNbp38a\njUb+9re3sbGxQxCkfPjhpzzyyLIeGQHy8/Nl/vzZbN68genTZxEdHW3yz2y9Xk9dXW27mR+tlXL7\nbj1fT9JqtWKyNQCJiZZIZEI2NjbExcUxevRolEol+fn57NixGycne+LiRuHq6oqdXevUwvr6BjZv\n3k5FRRWCYASMvPTSc9edomU0GlmzZiNOTq5YWVmh0+loamri008/xdnZmTFjxuDp6YmdnV276X3d\n1dWkyBQsLCyYPHky77//HsePH+eNN/5q8ikotxKpVMoLL7yIIAjs3bsXFxcXpFIptra2FBQUdCvR\namxspKWlGU/PjhXqRAOfg4M9Wq2Guro66uvr8fVtfSgUEhLCokV3o1Ao2LPnux49544d3yEIciZO\nTCQgIKDfNUjujKenJ6dPn7jhhz56vZ7c3Dy2b9+FjY0NM2fONmmSBa0P38rLy/nyy6+ZP38uOTn5\nSKUKYmPjsbCw4J13/sGKFQ/12Pn8/f24775FrF69nitXMlmy5F6TJVvV1dX8+9//AowIgvDTeudT\nZGbmMHfuQpOcszep1WouXrxIdLRp+6CJep6YaIlEvUAmk7VNK4yJiSE9PZ2TJ89QVaXExcUJiUSC\nUllFRMQwJk+ezunTp8nNzWHt2k3Mnz+nbZ1XZ5qbmykpKUMikfL222+i0+mws3PA0lJBVVU5+/b9\ngJ2dLRUVSiQSGffdd/+ATFLMzc2ZPHkKxcUlnfb9EV2fRCJh6tSpbT/7+/t1++autrYWKytLcUTx\nFiWRSAgM9Of999/n3Lk0Xn31j219+SIjI8nJyenRAg21tXVcuZLDCy+81KeVBLvL19eXlhYtx48n\nM3bsmG69t7i4lPXrt6DT6bn77sXdai5/M5ycnCgrq0CjUbN//xE8PX344x//H3K5HEEQGDVqNLW1\n9T1aoc/d3Y2VK5/kk09WcfbsWaKionrs2L+mULQWXYqLi8bc3JysrBzOncvgkUceuyXWaFlYWIhJ\n1gAlJloiUS+Ty+VERUURFRWFTqcjOzsbgMGDB7fNnR8yZAiCIHDw4EFWr97AokV3XrVPl42NDb/7\n3W+ora3D2toKhUJBU1MzZmZm2NhYt03f02q1vPXWv1i79ms8PDx54oknB9zN8rBhw7CxsR5wcfcX\ngiCgUqk4dSoZg8GAs7Nzt9ZPGAwGdu3aSUzMwO9LI7q6iRPH8d57n6BSqVCr1e227dmzhzPnLxKZ\nr7pmBdVraWhoICcnj/z8IvLzC0lImHzNh0n9kVQqJTo6hoMH93Y70Tp27CRz5tyBv78/zs691zPT\n0dGRpKTvUKvV1NfX4+zs3DZjQiKR4OcXQHV1dY8V+PiZXC7nrrvuYP36rW0PHHuara0tbm5uhISE\nIJVKuXz5CqGhYbdEkgVQWlpKcnIy8+fP7+tQRN0kJloiUR+Sy+WEh4d3uk0ikTBp0iQcHR3ZuHE7\n9957F87OTp3ua2FhgYfHLzc8nU29USgUvPzyCyQl7ebixcs0NDQMqCfI0HpzM3nyFHbt2kloaOiA\nuznrawUFBWzbthVHRyeys7N45JFHu/ze+vp63nnnbRwdbYmKEhOtW5mTkyOLFt2Jn58PP/64h4aG\nBuLjW6eXBcVM5L2dyfifz8fa1pYFUT5dSra0Wi1nzqSRlZVLdXUNwcFhBAcPYd68hQO2x9GkSZO4\nePEC589fYNiwiOu/4SdNTc24urr2apL1axYWFlhYdPw/k8lkHDhwuFvX0lXu7m6MHBlBWtpZkzXd\nDQwMYtWqr/Hw8CA0dDAffvg52dnZrFy50iTn6001NTWUlZmud5vIdLq+2l4kEvWJESNGkJg4nTVr\nNpGRkXlTVQUlEgkzZ05FEIQBW547MDAQnU5HaWlpX4cy4Pj7+7Ns2cMsW7aMv/zljW5VNzM3Nycg\nIBCtVo9GozFdkKJ+ITw8lIceuo+lS++hrKyADRs2IAgCOU0KNBau1FZXYjAKFKtarnmclpYWmpqa\nWLt2M0plLVOnzuS3v32eRYsWERMTM2CTLGh98HPPPYvZt+8wBoOhy+9zcnKgsrLShJHdmNDQUJqa\nmnu8cu3PgoMHk5l52STHBpg8eQoymQKlsho7Ozt8fX1wcHBg/fr15ObmYjAYaGlpaatKOFAYjUbc\n3NzEXpIDlDiiJRINAFFRUbi6uvLtt9/w448Hkcvl+Pl5M2bMqKuOcl3NlSvZeHn5mHzhtak4Ozsj\nkUgG3GhcfyCRSNpK8Xd3+qW5uTnLli3jT3/6f3z99XoeeWSZKUIU9TMuLs7ceecc1q3bzObNm/Dz\nDqW+JJuSfCe8A4Lwcez8c6S+voHDh49x6VImMpkZI0dGMWvW7Ftu2q+7uztOTi7k5uYRHDy4S++p\nqqrG1bXGxJH9oqsFOyIjI9m6dTOpqWlER//Ss+znNh03+3/n6elBdXUVSqUSNze3mzpWZ8rKyggK\nGkx29mVqampobGxg3bo1jB4dQ0bGRQBqalSMHTuWJUvu7fHzm0JKfg27jp9nkD3cN7vn/81Epicm\nWiLRAOHr68uTT/6G+vp6tFotFy9e5KuvNqBQyHF0tMXHxxu1Wou5uYKJE8df9TgFBUVER8d0q3x8\nf1JRUUFAQCDOzs4YjUYyMjIICQnp0BtGZBphYeFcupTOG2+8BQg8+eSjODp2rzy8aGBpHblZwN69\nB8lLOcQbv11O2rmz7aYNqtVqDh48SlVVNRqNloaGRiIjh/PSS68MiCqCN2P48BHk5OR3OdGqqKig\nquowiYmJJo6stXjNP//5Lk8++Rvc3d2vuW/rd4KUtLT0tkTrwIHDnDhxGqlUwlNPPXpTTY1/TtRM\nNWJmY2PD4cOHMRh0JCX9gIuLG3V19UgkMvR6LTKZDJ1ON2DWbZ0pULHglQ/QlV7GbuwSwiJUfVb5\nV3TjxERLJBpAJBJJW0+siRMnkpCQgFKp5PPPP6eoqAIAo1HP8OGRV735bWpq6vWnyj9/sfbEeevq\n6oiLG4NCoUCn07Fp00aWL1+Bn5/fTR9bdH2tTbENxMREERk5VEyybhNyuZypUyexfv0WSjJScDEz\n0KgspkJtR15ePsnJqYSHD2Xq1FnI5XI8PDy6PT1ZEATKysqwtrbGxsZmwExv9vLy4syZ5C7vP3fu\nLHJySkwY0S/27NlDVVVVp2uyOuPl5cW5c2epra3DwcGevLxC7r57Cd98s52aGhUGgxF7+xufTWBv\nb0thYeF1k74b4e7uzooVK9iz5zs8PNyQSMyZOnUa+fn5HDiwH1tba9zdPRg/fkKPn9sUTuZWg4MP\nUms39IbWn8VEa+AREy2RaACTSCS4u7vz8ssvA61PL9999x1SUlKZPDmhw42KIAhcuZKDXG7NqFGj\nTBZXSUkJKSmn8fcPYMSIERw+fJjGxkYiIyPb5pvL5fJuj0IJgsDQoUPbnpDL5XJef/3PprgE0VXk\n5uYCkJAwrss3b6Jbg5mZGYsXL2T16nVUVqrYtWvfT9OY/bnjjgVXLezTVefOnWPr1s2AgFRqxmuv\nvT4gphr6+fnR3KxGqay8anXYXyssLMbXt3ceDNXV1WJjY92lwkHNzc0UFBRQVVVNZWUlDg72NDc3\n4+Pjg4uLK1u3JiEI4OrqwF13zb+h6ed1dfUmK+qQnZ1NdHQ0ycknKCkpxcvLn1WrVjFz5gwcHR05\nceI4gwcP5h//+DvOzk6EhQ1hzpy5/fZ3bEyQM1ZO7uj0RuRmUsYE9U3xFNHNERMtkegW4uDgwEsv\n/YFNmzaxd+9Bpk+f0m5762iWlPHjrz618GYIgkBhYSFfffUFw4YNYdu2zYSFhZGaega1Wo2TkxN7\n9uzGYDAybdo0Jkzo3pPFXbt2UV5exvLlK0wSv+j6li9fzkcffcjbb/8bd3c3vL29mDlzWr+9WRH1\nLDMzMyZPTmDjxh08++xvb+hmu6qqiqNHjzBo0OB2PaSGDBlCbe1UtFotQ4cOHTC/UxKJhDFj4tm7\n9yCLFy+85rRspbKSvLxCZs/unTLdJSWllJSUodVqr/tgRKvVIpVKqKqqpLxciY+PNzqdHjMzMx5/\n/AkANBoNCxcu4PLlLF54YSUODvZdjsVoNAJSJk+efDOX1ClBEHjttf+Hl5c3v/nNU+zfvx+9Xo+D\ngz12dvY4OTmRkJCAVqtFJpMyZEgwJ0+eZNy48W3rVvubaH9H1q4Yw8ncasYEOYujWQPUwFykIRKJ\nrsrKyop77rmH/PwS9u07+NOXWyu1WoNEQo+WFdbpdBQWFlJRUcG6devYsmUDzs4OpKVdYMKEiQCo\nVCpaWprJyclh1KjRPP3004wbN+6axz1ToOL9A9mcKVC1vTZu3DgWL16CIAgolcoeuwZR1/n5+fHw\nw8u5cOEy+/Yd4syZtAFzQyy6ebt2fc/69Vuxs3NAoVBcd39BEKioqECpVHLhwgW++WYHn332Mc3N\ndWzevLHdeh2FQsHEiROZNm0a3t7epryMm2IwGNp9rgKMHTsWmcyCEyeuPYXw4sUMfH39e22dkEpV\nw9ChQ7s0e8Dc3JzTp1OoqFBSXl5Oauo5goPbt9EwNzfnr3/9G2q1jq++WtutWNLTLyKRSE1y7bm5\nudjY2DJ79pyfqqsuY/DgwTg42HH6dDJqtYblyx/Bzs6e48dP8Mknq7CwMO/3FQij/R35zaTBYpI1\ngIkjWiLRLcjS0pJHH32MTz/9BDjMlCkTgdZGoc7Orl26QbqehoYGkpKSyMzMBPQ4OjoRGhrEHXcs\nIzk5BaXyJJWVVbz11pv4+XlhZ2eDn58PZWXlrFr1BU8//WyHL9zGxkbKysooaZFz3/P/h8TSDpth\n01izPJaYACfs7e1paWlh586dpKSk8Nprr930dYi6T6vVYmlpicFgQCqVUlRUjK+vT1+HJeoFERFD\nCAkZTHLyGY4cOcLEiRPbttXX1yORSBAEgQMH9pOdnYXRKPDzAI+TkwODBgVy//13U1tbi0ZjGJBJ\nekFBAQqFAh+fX37nZTIZ8+bN46OP3mf06JirJjYGg4HCwsJeiVMQBCZOnERoaGiX1rtZWlqybNky\nMjIuMXjwIFJS0liw4O4O+w0dOpTHHnuczz77mPXrN7No0XzMzK5uwJSxAAAgAElEQVR+O9nS0sKR\nI8e5eDGTRYvu7vFCTC0tLXz++ackJLSuW/6Zl5cXQUEBmJnJOHjwKPv27aOkpISgoCCUSiUNDY3s\n2bOHpUuX9mg8ol+UlZVhMBja/a3cbsRESyS6RVlZWREcHML586ltiZa/vx9mZhLS09MZMeLGm842\nNDTw8ccfEhjog8Gg4cEH78PHx6tte3T0CA4ePEJ1dRnPPPNou8Ru+PBISkq+Zv/+/cjlcqqrq9Bo\n1Dg4ODJ8+AiKioo4XW9LU/55rGxtEYzN/O0vuxnqZU9tbR329raAhD/96bUbjl90cwIDA/nd754j\nNDSUd999l6+/3sjzzz/dIwm8qH/z929dW+Tu7s7q1evRaDR4e3uTlpZGYWEeUqkUnU7HiBERLFo0\nD6lUipOTY4eEqqysnLy8fNRq9YBb6xcUFNTp605OTnh4eJGVlcOQIWGd7uPm5kptbbMpw2uTk5PD\nuXNpzJgxo8vvqa6uJjc3G3PzGWi1+k6bC8tkMiIiIrC1deDChcs0N69lxoxpeHv/sm9paRmffbaK\nyMih5OcXExQ0mGef/Z1J+qbl5ORgNBooKMinrq6urWBUcXExFy9mcOpUClFRw0hOPom7uztSqRRP\nT3diYsbc1Peg6PqcnZ2vmYTfDmQD9Ynw66+//tpAjV0k6i15eXnU1laxZ89eAgL8cHBwwNnZkd27\nvycsLPyGp3B8+umnVFWVs3z5g0yYMBY7u/YLrc+cSaOgoBhnZydGjIjscJPl4eFGRUUpFhZm+Ph4\nEBDgw5UrV0hLO4e1tTU56adpxgwfHy9m3TkPs5oCrMzNkclkGAzan9aJTBmQT8NvBXK5HG9vbyws\nLJg0aRJFRcWcPXsWOzubfrveQdQ1ZXVqLpc3IJVIsLW4+g2Subk5Q4aEkp2dRXFxIX5+Htxxx2zi\n40cTFzeaQYMCsba2wsrKstO/002btqHTGYiMjLypkuH9jVyuYPfu3cTGxnS47hMnTvHjjwcIDQ0j\nODjY5LFYWlri4eGBr69vl99jb29PdvYVtFoNYWERDB7cecl6qVRKfHw8RUXFnDx5mpKSUmpqVPj7\n+/LVV2s5evQ4jY1qmps1LFu2nLi4eJM8iCkuLmb16lUIAri4uDFq1Ki2G3uj0YiDgyNNTc2YmcnQ\naLRotTq8vLwpLCxk7969yGQygoODB2xfyf5OJpP1+vf066+/zmuvvfZ6r570Gm7vNFMkusVFRUWR\nmpqCRCJlzZpNPPTQvfj5+TJmTBRffvk5c+feQWhoaLv3NDc3k5KSgr29PT4+Pjg5ObX7oBQEAbnc\njNGjY6563lOnUrn33vvZs2cXRUXF+Pm1/6L38vLEy6v9k9KAAH+UykqKiopZunAqK1bcT0mtGh9H\nSxqGOrJlyzeoVFVotTpmz56L0WgcMOWfb3X33Xcf+/btY8OGbfzmN4/cVPlnUd8pq1OzLbUYg1FA\nJpW065PVGRsbG2bOnNrh9a7cWJmbW7B06cN4eHjcVMz9TXBwMC0tGs6fv8Dw4b8U+mhqauLUqVTm\nz7+LDz/8gJMnk3n11VdN2v/P0tKSYcOGdes9Z86koNPpkUikODs7s2PHDoYMGUJISEinx3/44YcZ\nN24cLS0tJCXtYMyYUZSXKwEpU6Ykcscdd/TQ1XRUU1PDJ598hEQi5amnnsHLy6vd9sGDB1NUVISv\nrwdnz55HIpHg6elOU1MDUVExaLU6tm7dir+/P3PmzDFZnABZWVnY29ubpFGzqH8TEy2R6Bbm4uLC\nCy/8nvPnz1NXV8f27bvw9vZg3ryZKBQK3nzzbyQkTGLx4sXo9XpOnz5NcvIJrK0tqK2tw9zcAoXC\nnLlz72ibLrN79y6yCkuw9RtMWZ260xuxkSMj2Lv3RzQaTZenDbSWqnfD3f2XLyIvh9anjJ72wbz0\n0u+orKyisrKK99//GDMzM5N+iYu6zszMjOnTp1NdXcWuXd+zZMmivg5JdAOKVS0YjAICYDAKFKta\nrplo3SiVqpbGxiYcHG69HmytrSckaDTatteqqqpJStpFc7OalJTT6PU6DAYNmzdvZsmSJSZ94l9b\nW4tSqew0UeqMl5c3gYF+DBoUwI4d26moqCA2Nvaq+5ubmxMZGcmJEyeIiRlBVlYOEokUBwdnpk2b\n1lOX0UF2dvZPI1kCjz/+eIck62eRkZGkpJzCzEyGQmHBtGmzqKurIygoEKWyHHNzea9MeS4tLb3t\np9DdrsSqgyLRLU4mkzFy5EgmTpzIypW/IyMji1Wr1jB0aDiJiRPJzr7MW2/9g//8559UVZUSGhpE\nVVUNVla2ODraMXJkBBs3ruPUqVPs2LGdYympOMckUmSwYVtqMWV16g7njI0dhaenC+PHx3YYubpR\nUqkUe3s7Ll26TG5u69qOixcvtqtaJupb8+cvID+/iCNHjvV1KKIb4ONoiUwqQQLIpBJ8HE0znWrP\nnr2MHz9xwK3N6qo5c+Zy6VJmW0W7TZu2Ex4+nPvuu5/g4BDMzS1YufJJKipKSE1NNWksrdPnup7Q\n1tfX4+fnQ3T0SJYsmY+bmytOTk5det/p02e4fDmXp59eyYMPPkh5efnNhH5VeXl5fPXVlwA88shj\nV02yoPVh48MPr2DChIkEBQ0iPDycsrIyPvnkE1xcHLj//ntISTltkjh/LSEhgcDAQJOfR9T/iImW\nSHQbkclkKBQKKiqq+fvf36WpqZmxY2O56645LF9+P3K5Gamp51m48G40Gg2nTqXx44/7cXKyJylp\nB2fOnGbivAVI5ebtnnr/L7lczsyZUxkxonvTVq6nqamZrKwcJkwYh1bbyO7dSfz9738lLy+vR88j\nujGt06Ck5Obm93UoohvgaW/Bgigf4ga5XHfa4I3Ky8tHpaonPj6+x4/dm7Kzs9FqtZ1uGzVqFA4O\nLmzblsShQ0cwGAQmTpxIaGgo5eXlODs7Ym1tzezZ09i5MwmdTmeyOJ2cnMjJyeHw4UOo1R0fiv2v\n2loVx46dRKmsIiDAHxcXBz788IPrvi8oKIjQ0KHcf/9S3NzcMBgMJithv3Hjeqqqqnn22d/i53ft\nxs8tLS1kZWVRVlaCTGbkww8/pKFBxeOPP8QjjyzD09MDtbqFlpaO32MiUU8QxzFFotuIRCLh1Vf/\nSHl5OSdOnMDFxYW0tLMkJ6cQGRlBUVEJ8fHjiYiIQKfTUVJSQnLyUfz8fIiMHMquXT8Q6GbHudLG\ntnUcpnrq3RlnZydeeeWFtp/1ej2XLl1m8+b1TJo0lVGjRvVaLKKOzMzMSEycyr59e8jOzmHw4EF9\nHZKomzztLUySYEFrz71vvtnNPffcO+DXV2o0mquur5JIJCxatIhDhw7R2NjAihWPtk0PzMvLQ6Fo\nvXZfXx98fDw4ffq0SRNPqVTK9u3bGTo04rqjiA0NjRw6dAyJRMJTTz3GpEkT2LIlCUEQrjnFMTg4\nuF2BD3d39x6L/9dKS0tRKqv4059eu24/SI1Gw9tvv4VG04yvrzdFRSWAwLJlD7cVYPH398PJyYGK\nigoCAgJuOK6f+0kOGiR+5onaE0e0RKLbkIeHB/Pnz2f8+PFUVlbS1KTh7Nl05HIZZ86kIJFIiIqK\nIiEhAVtbe4KCAhk5cjgvvrgSb0crkz/17iozMzOGDYvg/vvv4cCBveTm5vZZLKJWAQEBnD6dxgcf\nfEpubl6fTu0sq1NzOl/V6fRWUe9LSzuPr2/AVcujDyRDhw69ZuJhZmbGlClTuOOOO9tNvUtMTGTo\n0KFtP0+aNIGjRw93aIDck2JjY5k7dx5paWnX3XfJkiUkJSUhCDI++eRLzp1LByQUFBSYLL7ucHd3\nJzZ2dJf+vQoKCtBqW6irayAt7SJ2do7Y2NhTU6MCoLCwiO+/34uvrxclJSU3FdepU6dYvfqrmzpG\nT2tpaWHr1q0m/d3qrvLycoqLi9u9plKpqK2t7aOITE9MtESi29xjjz3OSy/9gVmz5hAePpxnnnm2\nbZudnR2LFi1m27bvUKlqTVoh62Y4OjpgNOr5+uuvKS0t7etwbmt+fn5s2rSJpUuXsW/fUXbu/L5t\nrUpv+rmC3vHsSraeKWpLtsTkq2/U1dVz7Ngppk+f3teh9CkbGxuamn7po+Xu7oZGo77qNMSeolKp\n2LXrOwwGwzX3c3Jywt3dnTfffBNbW0ekUhlGo5YvvviMtWvXkJ+fb9I4r2fdurWsW7eOioqK6+57\n8eJFmpvVPPnkU7z66h9ZseIRdDod9vb2GI1G3nvvEz7/fDVpaRduuvplTEwMK1f+9qaO0dNaG1ZP\n7HaD6EuXLrF7906TxFRTU/NTwZhfnD17lhdffJGtW7ea5Jx9TZw6KBLd5ry9vQGIi4vrdHtQUBDB\nwWEcOHCEkNgJXCitp7JBjSDQrgR0WZ2aYlULPo6WfTLK1djYiL+/H6tXf8msWXO7XdZY1HNsbGyI\nj49n1KhRbNmyhY8++oKFC+fh6WnaUt46nY7S0jKUyipOXynhdHY5+VcykcskSMomMH1SPN9nqrpc\nvlzUc9LSzjFiRDSurq59HUqf8vLyori4FKPRiCAIpKScxdHR2eSFQWbNmoWnp2eXp2xKpVLMzMzY\ns+dHXnjhWSwtraioqGDTpvUsXHg3QUFBvd4f6ezZs1y5kkFkZDi7d+/Ez8/vmtMHVaoaZDIZrq6u\nuLi4YDAYMBoNmJnJ0Ov1uLm5Ym1th1RqdtNT/szNzTskEH3NysrqhtbJeXt7m2zN2pAhQzq8Nnny\nZCZNmtQnD+R6g2SgVuySSCTCQI1dJBpojh49yoak3fiMn9vudQkQN8gFH0fLbvXfMYXc3DwCAwMo\nLi7h66834uDgSEhIKHl5+Tg6OqDT6bCzs8fV1ZXo6Ohbqklqf3fq1CkOHtzH0KEhTJqU0KM3aIIg\nUF5egUpVyw8/HMDZ2RVPT08q1Gb8ZU8WmqYGzO2ceG6sK+fOp+EVPQErO3sAIr3tmRwm9rUxNb1e\nz6effsVddy2+bvGC28GqVV/S0tJIXV09bm4e3HHHndddb9STdDodOTk5DB48+Jolx7Ozs0lKSkIu\nh+XLHwAgMzOLH344wKRJib26Jrauro733vs3S5feg5OTI2+++U+kUjmLFy8hPDy83b7btm3l3Lk0\nHnjgIczNzfHx8WnbduDAAZKTj+PoaEdRUTFRUbGMHDlSrAjYyw4cOICzs7NJHohKJBIEQejdpwDX\nII5oiUSi69LpdBQoVfj8z+syqQRLuZSTudXoja0PPkzZf+dqyurUVEsdsKzX4OvrgyAY8PZ2x9ZW\ngVJZwpCoEVS3GBDU9fz4426OHj1EQEAQCQkT230Ji0xj9OjRREREsHbtGpKSdjNnzoxrTmf5uQrb\nuXPp2Nra4uXlQUNDY7tWAUajkaysHI4ePYlOZ8DBwYG5c+8kIiKibZ+Ro1WczK1mTJAz0f6OvP1x\nC1u3bSR20hQ8/AdxobQOZYOGCC87IrztTfcPcJtLTj6Nm5uXmGT95L777icvLw9nZ+deTbB+plar\nefvttwgPD2PevNY1ZDKZDEtLy3ajMoMHD2bhwoX85z//bCuGERoajJOTIxs2bKOpqYmJEyeaPN5L\nly6xYcN64uOjcXV1QRAEhgwJ4+LFDDZv3kBISBixsWNwdXXFzMyMkSOjUChaE6z/HWWaNGkSkZGR\n7NixA6lUwfjx42/7UdabUVVVhYuLS7ff5+3t3e0pjQOVOKIlEomu68KFC2zY+QM2Q3+pjBXkakOg\nsxUHMysx/PS3+HP/nc5GtEw1tfDntTi/Hk2zkeqwsbFBIpG0227QqvHVlzNjUhxXrmRz6NBxoqNH\n3/brRnqLTqdj3bp1aLVNJCZOxMPjl8pkWq2WjIxMMjOzyc7OBSRtI1+tn/UCMTEjGDQokMzMbDIz\ns3FwcGLSpMmEhoZ26Utbr9cz66FnCIyIJDBiZLtKahH2eqIGeeLoeOs10e1LRUXF7Nixi8ceexJ7\nezGZ7Q8aGxt55523mDZtImfPnqe5WY3RaMBohPvuW4qvr2/bvjk5Obz77lu88soL7f42mpqa+OKL\ntdx771KTPawyGo0cO3aMvXv3Ym2t4De/ebTd33lxcQnJySlcvnyFESOiSU9PR6Ew55VXXuny8W+X\nm31TMBqNpKamEhMT09ehtNPfRrTEREskEl1XUVER27dvJm7WnWQpGwl2syHC2579l5Wkl9S17edu\nZ0FCiGunSZapphaezldxIqcKgV+mMo4KcOzS9itXstiy5RsUCiteeumlflvs41ZiNBo5deoUhw8f\nwNPTjSFDwigqKuHChQz8/QMZOTIKFxcX7OzssLS0RCKR0NLSQkFBAUqlkrS0VMLDhxIbG4udnV23\nz//frzZz+HwGHr7+XDh5GJ1Gg62rJ1J1A1H+ToweHUVi4iQTXPntR6/X8+WXa0hMnNnp2gxR39m1\naydKZSkLF85rmz6YkZHJgQPHePzxJ7G2tm7bd8eO7Tg6WjN6dHS7Yxw/noxabWT27Dk9Ht/p06c5\nfvwoOp0af38/YmNjcHX9ZeSksbGRkydPk5JynjvuuJPIyEiqqqrw8PDo9tRktVpNcnIyEyZM6PV1\nZ6Ke198SLTGV7wWCIHDlypW+DkMkumH79+9HqVQS5m7N/JHeV51m5WZr3mkCVaxqwWAUrtnk+Eb5\nOFoik0raRtP+t6/XtbaHhAQzY0YiWm0z//d/fzZp41BRK6lUypgxY1i58jmGDBnBhQtZWFk5sHLl\ncyxd+gARERF4eHhgZWXVdtNjaWlJWFgYEyZM4JlnVjJ16tQbSrIAHr/3TmJD/Dl/8jhXlBrSs4o5\nU23O+GnzGTZsJKmp51m9eh0lJWU9edm3HUEQSErajYeHT4c1NLeK1NTUflU6uzumT5+BpaUt69dv\nQaPRABAeHoqbmxM7d+5sV5jA3t6B/PzCDsdQKOTXrWIIkJmZyTvvvN2lfQHq6+s5ePAAsbEjefLJ\nR5gzZ0a7JKulpYUnnljJ119vwNXVheDgYORyOZ6enjeUKJWXl7Nly2YaGhq6/V6R6HrERKsX6HQ6\n1q5de8tWVBHd+qZOnYpUKqOysqrd6+GedsikrV9sMqmEcM/Ob36vlwzdDE97i2v29bre9qioETz4\n4H34+HiQnZ3dY3GJrk2hUBAdHc2DDz7EtGnTeq04iVwu5/nHHuTQho95629/Zd5v3+RfLz7Ki/dO\npaamBrncgpISJfv2HeiVeG5FgiDw44/7aWnRs2DBwlt2lCA4OHjATj2TyWTcffc9eHj48NFHX3Lx\nYgYAU6dOpqGhhi+++LytVUZERAQ5OXmkZuS2a41QW1uHre31H3hkZWVRV1dLVVXVdffVaDSsWvUl\n0dGRDB8e2eF3RxAEPvzwcxwcHLn//gd46qlnsLW17e7lA/Dpp59SVFRETU0NdXX17UbxRKKeIhbD\n6AUKhYLXX3+9r8MQiW7Y2bNnCQjw7VCe29PegoVRPtdde/VzsmOq8u+e9hbXPOb1tnt7e+Lp6d6l\nGwHRrePeWD/ujW0t0FBUVERJSRHjxk1AEARSU0/1cXQDkyAIHDx4mJKSSh5+ePk1q9oNZHV1ddTU\n1NzwTX5/oNVqmTNnLtHRMaxe/SVubq64urqwePFC0tMvsnr1lyQkTCYuLo7ICXN48W8fMfeBFZjJ\npCyI8sHW1oampqZ2x6yqqqKwsBCdTkdsbCwAM2bMICoqCrlcjk6n6zBFWxAEmpqaKCoq4uTJk3h7\nuxEXN/qqcdvZ2VBSUtau8fON8PBwp6mpiaioKFavXn3d/fV6PWq1WqxYa2IZGRl4eHjg6Oh4/Z0H\ngIH5KEYkEvWKxsZGkpKSOHHiKLNmdV4wwtPeglEBjtdNnrq6X18JCPDj0qWLfR2GqI/4+Pjw1FPP\nkJiYyMiRI1Eo+ldPnIFAEAT27z9Efn4ZDz20zOS9ofqSnZ1dWw/CgUiv1/PGG3/hnXfewc3NjRkz\nZrN27WYMBgNSqZThwyN56KF7OXz4AHl5eZQY7ChR1pJ/OR29wUixqgVra2vy8/PYuXNn20Oqy5cv\nk5+f3+7fxszMDC8vL06fPk15eXm7ONLT03nxxef597/f5eTJIwQGejFt2uSrxi2RSLjvvnsYPnwo\nly5duuHrb25uRqfTExYW1mFbTU1NhzihNbk2dWNpEVy+nHFLPfQUi2H0kerqapycnG7ZKRWigU8Q\nBN588+80NdWzePFCgoJu7T4jRqORv//9n4wblyBWIbzNXbp0iTNnTnLXXXf0dSgDRmVlFfv2HUSr\nFXjggQextOy56cEi00hOTmbnzu+YOXMWOTk5lJaW4OvrweTJCdjZtY7U5eXls2PHLkpUar4pkGHW\npGTUEB9eWbGAEF839uz5kfp6NUuXPnDdZsg/37M1NDS0rbF89dVXKSjI5eOP/9Ot+6G8vHw2bNjO\nK6/88YYaBRuNRjIzMzusH8zMzOTjjz/CxsaaP//5L90+rqjv9bdiGLfmmH4/V1NTw3/+82/i4uKZ\nMWNGX4cjEnXq2LFjNDU18OyzT9wWc9elUimhoYP44IP3cHd3Z8SIEX0dkqgX1NW1Vs38denxyspK\nLC1v3dGYnqTT6Th48AgZGVmMHz+R2NjY695wi/qH2NhYoqOjkUql1NXVMXLkSMrLy/niizXcf//d\nuLg4ExgYwPTpk9m+/Vsims+jkVkR5TeK3du2URs3iri4WD744HOampq6VKBmw4YNZGRcZPz4BLy8\nvHB1debOO2d0+6GzVqsDJOh0um4nWkajkZSUlA6jWaWlpaxduxpLSytiY+O6dUxRz9mzZw8qlYol\nS5b0dSg9Qpw62AccHR2ZPr11zrJI1B81Nzfz448/4OLiiJWVVV+H02vmz5/Hyy8/x549O/s6FFEv\nKSwspKioqO1ntVrNvn0/MnLksD6MamBoaGjgq6/WodEIPPPMb4mPjxeTrAHGzMwMg8HAiRPH+fbb\nb0hISCA+fjynT6e27TNkSBivvPIiK59aQaiXA99v/QpBkJCRkcPKlS9y5coVvv32W643yyglJYVL\nl86zdOndGI3NHDq0j8pKJQ4O3e9dFxIymOHDw/ngg/fIzc1tt+3IkSN8910ShYWFtLS0tItLq9Wy\nevVqkpK2c/78+XbvO3fuHEajHplMQnLyCXGaYB/x8PBApVL1dRg9RhzR6gMSiYT4+Pjr7ygS9TK9\nXs/mzZvJysrExcWeadMm31bTWwVBID39Eu7unn0diqiXREZGtvv555urATwzvVeUl1ewefM3xMWN\nY9y4cbfV58StRi6XExUVzenTJ9i58zvGjRvPZ58dZfr0Ke2qKiYkjCMmZiRTp85j06aNmJtbMGzY\n8J8KWPgwffp0XF1dr3qezMzLhIeH4uPjjY+PNxMmjKOurr5tmmJ3ZGfnkJaWjrW1NatWfclrr71O\neXk5X321CjMzCWFhwWzduonGxkYUCnMsLS2xtbWlvr6eysoKbG3tOzTa3b17N5aWCuRyCdbWduJD\ngz7S1NSEWq3u6zB6jJhoiUQDiF6vRyKRmOwLoKWlhUuX0lm58olOR7LK6tQmqxzY14xGIzt37uG9\n9z5iyZL7UKvVt/Ri/ttdWVkZaWlnmT59RrubyezsbARBICcnB29vMeHuTEWFko0btzNnzh1ERET0\ndTiiHjB37lyUSiVOTs44OztjbW1LZmYW4eGh7faztrbmgw/e5Z//fJ+MjMuYm5vz6aefotfrcXFx\nucrRW9na2mJl1f67y96++/3wBEHgwIGjTJo0FUdHx7bk7uuvV9PU1IBEIiErKw+pVIK1tTUqlYqG\nhnrMzECv12BjY8vy5Y90+HwPCQkmPz8HhUJBS0sL9fX1t0zlu4Fk2LBhhIaGXn/HAUJMtESiAeSl\nl36PXC5nyZJ7iYiI6PEeLnl5eTg5dT5dsKxOzbbUYgxGAZlU0mlPqoHKYDCwatVaNm3aisFgYPfu\nnVy8eIHHH38CDw8PAgMDxSf2t5iioiLOnz/HtGntC5+0Nm8VOHLkOOPGxQ/YPkmmUl1dw8aN25k9\ne56YZN1CpFIpjzzyCBkZGaxfv47p02fy7bc7qK2t61Bq3dvbm5CQwSxYMI9jx5KxtbXl6aef4tVX\n/8jkyVevGBgdHcPHH3/A6NExKBSKG461vr4BjUbLpEmT2j6Xi4qKaGysJy5uHHFxcRiNRgwGAzKZ\nDDMzM8rLyykpKcHe3p6goCCcnJzaHdNgMFBf30BzcwsTJkympKSEM2dSUKlqiY6O5quvVgHw6KOP\n4e3tjUajQS6Xi58PJmBrazug2yb8LzHREokGCI1GQ2lpKebmct588+9MnTqN+++/n6KiIgIDb74i\noCAIbNmyiTvvnNXp9mJVCwajgAAYjALFqpZbJtHau/cA585dJCAgkGXL7qemRoUgQGlpPrt3f8fM\nmXOoq6vD39+fwYMH39RNgqh/GDVqFKNGjWqXQGdnZ5OWdpb4+FEkJIwXk+v/0djYyIYNW0lMnN5h\nyqXo1lBTU0NGRgaLFy/hoYce5tNPP8LXt3Wq389cXV145ZUX+frr9eTnF3L06FFkMhmHDh26ZqL1\ncyVKtVpzU5+hBoMBaP+3+XM/L29vb5ycnFD/f/buOz6qOl38+Gdm0nvvvREIgRBqEnoXkCog9q6L\n6+rKunr1/lb0Xnf3uuuy7trWgrooICDSi/QeOoQQ0hvpddIz9fz+QLJiKmmTSb7v18t/nDPnPBOm\nnOdbnqexkTVr1jB37lwkSSI/P5/hw4e3WpL/8uXL7N69E3NzC1xc3HjrrbcpKSkhNzcXpVLJtWvX\n8Pf349ixY1haWnDtWgKmpiaMGxdHYGAgnp6emJubU1ZWRlZWFuHh4f0qWegspVKJiYlJp3uPlZaW\nUlVVRUhISDdH1ntEoiUIRsLc3Jxp06aRlZWOk5MbjY2N7N27l4sXL/Dmm6u7fFO4a9dO9HodHh7u\nLT7u42iJQi5rmtHycewf5ZsbGhr46qt1WFvbotGomTJlEjSmdesAACAASURBVO7ubgCkpqbx/fc7\nOHx4PwAJCZeQy00YMmQo48ePx97evmnUVDAuLX1eLl++TH5+LitWLBwwSVZHlwNrtVq+++4HRo68\nValO6J+GDRtGQUE+W7Zs4b777mPBgsXs2rWLZ599vNlnYsaMqZSWViCTyXj++V+zcOHCNs/t5OSE\nVqvnlVde5403XsXPz+eu47t27TrXryejUCiQJKkppkOHDiJJOn78cR/u7u6cPRtPWVkJ27dvpb6+\nHqVSSXV1Ffff33IlOw8PD/z9/XF1daOhoYHk5GQGDx6Mu7s7FRUVyOUKzp+/gJ2dDdHRw3nxxWep\nq6vn1Kl44uNPEhIyiKCgIBITr5ORkcbOndt58smn8ff3v+vX2J/I5fIWZ/2Ki4txdnZut6F5eXk5\ne/fu5bnnnjPalhGK1atXGzqGTnnrrbdWG2vsgtBZ/v7+BAQE4e7ujoODAxMmTGD8+AmYmpp2+dxH\njhxm1qzJd4xc/pythQm+TlbYW5oxNsjZ6GezJEli/frv2LRpG0VFRfj7+1FYWExExBAsLS3Yv/8A\nP/ywCysrK55++jFmzZrO2LGjcHV1IiMjjb1797F9+3aSk1OIiRGlgPuD4OBgTp48yalTp5kwIbbf\nJ1u3lwPnVtSTUlSDr5MVthYt3/icP3+JxkY9CxYs6Pd/l4HM3NycM2dOk5qahIuLGxEREVy8eAkb\nG0ucnZ3vONbGxoZhwyIoKSmiurqWoUMj+eGHH0hPTyckJKTZDXZubi4ODo4UFhZSW1vL8OF3t/S0\ntraWdes2Ipeb8+KLLzUNcJWXlxMff5pVq15ALpexadMWVKoGliy5F5kMEhKSsLS0IC0tjblz55GZ\nmUljYyNWVlZNMdrZ2eHh4cnNmzdZvvx+hg4d2vQ+1+l0ODs7c/Hieby8PBk6dAh+fj5YWloQFhZC\naGgwBw8eYcSIkXh6eiKTycnOziI0NAxXV1euXr3K1atXcHDouSq+kiTxxRdf4OTk1Kkqjj3F3Ny8\nxfsTKyurDg1Q3t73J5PJOvy63nrrLVavXv3W3UXac8SMliAYEWfnWxuVb5er7c4bHgsLCzQaLWVl\n5dja2mBubt5stPv2f/2BTCbD1tYWX18f5s+/h3HjxrBmzQe8++7fsLKyoqamFj8/P8aPH4u7+38q\naQUGBhAYGEBJSSkbNmymvLyES5cuiXYN/YCFhQUymQLQGjqUXtGR5cC1tbVs2bKNysoann32VyLJ\nGgDuuWcO//rXx6SkpODr68vs2fewc+cPhIWFNjvW2tqauLgYvvhiHVu3buXatctIkkRAQADDht3Z\nIiE3N5ewsDC8vb3Zt2/XXcf13XffI5eb8eKLL97xPqyrq8PCwhy5XM6YMSMJCwvhxInTfPfdD4wa\nNYbf/OZF3n77bYKCgjh69ChHjhwEICUlHTs7W0JDw3j11Vepq6tFJoOcnOymPooHDx7k2LEjDB06\njM8/X4tSqWTLlk0EBQXg5OSIRqMhIyMThcIUb29vamtrSUy8hpWVFVu3buGbb74hIMAbf39f1q79\nDFdXdyZOnERQUFCnPkvl5eXs2rWT6uoaVqxYcUciEhkZaTTL2u9mb5uxD2TK2ut70FfJZDLJWGMX\nhL5Gr9ezevWbRESEkpCQSFTUMEZOmNJvi1+0pq6ujuTkVBoaGjh+/DSPP/4Qnp4ebT7nnXf+gkJh\nxqxZs8nJycbDw5MxY8YMiCbP/VFtbS3vvvtnnJzseOqpx/r1stD2CtzU1dVx5Mhxvv9+J3/+8/8R\nEBBguGCFXiVJEp988glFRUX813/9F2vW/JX771/c6tLyv/3tA3Jz85EkPU5ODri5ebJ8+f14eHiQ\nlpaGj49P0z4dtVrNn/70Di+/vLLdpWM/991335OVlcdbb719R5w7dmzHzExi8uSJSJJETU0tWVnZ\n7N59gGeeeQ5fX1+USiUqlYq6ujqKiopwcHCgpqaGL79cy0MPPcz48eNbvGZJSQnx8fEMHjyY0NBb\nieaZM2fYu3cXkgQy2a0YSkvLefLJpxg9ejQAhw8fZvfunQQFBXDffQuws7NFr9dz5UoC589fRqEw\nxdnZFS8vL4YNG9asOEdrrly5wtatWwAZPj6+zJgxo2mPtl6vZ8uWzQQGBhESEjJgKybKZDIkSeoz\nI0IDOtHasWMHnp6eREdH9+sfU0HoiOLiYt59989cvXqVZ555HI/IGM5klCFxa9txTLALowMGxhf3\njRspHDlynJUrn2732F//+mXMzS1wcnJk8uQJVFVVk5KSjo2NLd7ePsjlcioqKjAxMWHEiGgiIyPF\nrEAfd+HCBXbs2MaMGZMYNap/z1S2tUfrm2++w8LCljlz5jRbNib0f1qtlpUrV+Lq6sKyZcvZu3cX\nTzzxYItFHg4dOoqDgz25uXls374bf38f7O2d8fLyJikpAVdXd37/+9eajv/b3/6KXq/5qXy8RFhY\nGD4+XmRkZOLq6tpib613312Dj08gTz75ZNP/y8jIYP36f/PUU49iY2PN5s0/kJtbwPjxY7G1tSE+\n/jJPP/1Mq0v2rl+/jqWlJdbW1ri5uZGVlcWJE8d/auSsR61WMWRIBL6+vvj6+gKwdu1asrIyAInI\nyMFkZeVQU1OLXG7CK6+8Snl5ORs2fMOyZQvx8mreIkKSJAoKiigvLych4ToVFZW4uLgTExNLeHh4\nh2d7lEoldnZ2Tcfr9Xr+8Y/3KS0t/SmBleHh4cH48eOJiIgYMBUS+1qiNaCXDo4fP566ujpKSkrw\n9BT9UoSBzc3Njbi4Ceh0OmJjx6E26Z/FLzpi8OBBzfrHtMbKyoro6OEsW7ak6Yds8uTxVFRUUlBQ\niImJCeHhATQ2qjh58ignT55g4cJFeHl59eRLELpg1KhR+Pj4sG7d19jZ2ba4ZKq/aG05cFVVNUVF\npbz00sOietoAZWJiwgsvvMDGjesJDAxk1KixbNu2m0WL5jWrIjdt2mQAIiMjuHLlGi4u7tjY2BAU\nFERaWnKzGf5p02Zw9OhR0tKysbS05syZ80RFDePq1esAeHi4UFhYxJNPPoqHhztlZeXEx5/ntddm\n3HEeuVyOtbU1xcUlmJh4cvNmAcOHj0CtVhEZOZazZy+QlpbG8OHDW3yNV69eJT09BQsLC6ytbbl8\n+TIymR4TExOcnZ0AGdnZ6VhYWLFy5Qs4OTkRExNDY2MDlpamuLq6kJCQyG9+8yv+9a8v2br1ewoL\n85k3b2aLSRbcSgS8vT3x9vZk2LCh6PV6kpKSOX78ELt2bSc4OAwfHx9GjRrV5iTAL/csyeVyXnrp\nt0iSRFJSEps2fcfp06fIz88nLi6Oe+65p9VzCT1nQM9o9TUajQYTExMx2i30utvLL/Lycpg9e1rT\nD0R/blDcXX5e+aojx16/foMDB44yblxcm6WQBcPLzc1l/fp1LFkyHx+fgZUYHzhwGHNzO2bNmtX+\nwUK/VlhYiIeHx0+Ngo9w9epFnnrqkRaLHOTnF7Jt2x5WrXrl9swCjY2NmJmZtZo0FBYWsnv3boYM\nGYK/vz8qlYrExEQuXryIr687oaHB7N17gLS0dKZNm8nKlSubnqtWq9myZQtpaSk8/PAyduzYi0Jh\nhoODNXPnzmLDhu8JDAwlKirqp0IVd35Xnz9/nsOHD2BpaU5dXSMqlYbTp09hZ2fHCy/8hvr6egoK\n8snOzmDIkEhWrHgAuLVX6u9/fw9HR3uUymqGD49AkiQcHR3w8/Pr9PdFRUUlOTm5pKSkUVenJjAw\nkClTpnaqiIZGo2HLli0kJV1n8OAhrFixAq1W2y3Fs/qyvjajNWATrYaGBiwsLNDr9chksj4xpZqT\nkwMw4MuBCr3v2LFjJCZe4aGHlvX6ZtqBmMzV1NSwfv0Whg8fyeTJk8XgSh9248YNtm37vtVlQP1R\nY2Mjn3zyJc888yuxZFBo5ocftqJUlrJw4TwsLO78zs7Ly2f//qP8+te/6fJ10tPT+fe/v2LIkKFE\nRkZy8OABnnjiyRZnWHfs2I6dnTlnzlxg5coX2Lr1exQKidGjR/Cvf62luLiMv/71vRb7aJWUlFBS\nUsKgQYNQqVQolUp8fO4sPZ+VlYW5uXnTSgStVstHH33A/v0/8sQTT6DX60lIuMrYsdEMHjwIV1eX\nLiU0kiSRnp5BWlomWVk3mTdvPoMGDbqr34qzZ8+SmHiNoqIi6utrmTJlGg0Njdx7772djssYiESr\nm9xNonX27FnCw8Oxt7dv+n8XLlzAz88PmUyGnZ0d5ubmPRWqIPR5H330AVOmxBIQ0LtJfnub8fuz\nmpoaNm3ahrW1HXPmzMXdveVN5oLhXb9+nV27tvP8808NiP2869ZtxNLSjqVLlza7ke5NkiTxxz/+\nkWeeeQZXV9f2nyD0Cp1Ox/79+0hMTGDBgnvw8/Nteqy4uISdO3/khRde7PJ1JEmioaGh3dmcizmV\nfPrVN9wbN4jkK5d5/PGnSEpK4tSpoxQVlZKQkICfnx9r1rzf7QUi0tLSsLa2xsvLi9zcXI4dO0p1\ndRXV1VVERAwiNDQYLy/PLg1gJiencPjwCXQ6mD37nmbVHH/u9goLSZLYtGkTOTnplJaWI0kSkyZN\nZd68eU2P99cBvr6WaBl+GqcX+Pr6NlsfPGrUKNzc3HB1dRVJljDg+fkFkJSU3KFjC6saOZ9dSWFV\nY5ev21J56YHC1taWRx9dgaenE19++Tlr1rzHX/7yf6xbt46GhoHzdzAGERER+PoGcPLkaUOH0uMq\nKiopL1eSmprCkSNHDBqLTCZj0aJFzfYDCYajUqlISkpi9ux7WLBgMTt3/si5cxd65FoymaxDSdYD\nn53m+MVrnC1QkVtcib29PSNGjECl0lFXV4ednQ0uLq6kpaWh1+u7Lb7q6mocHBzw8vJCkiTc3d15\n+OFHeP75F3juueextHRgx479fPjh56SmpnX6OuHhg7jvvgVUVJQTEhJCSUkJ165da3r89qTDr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SUnQ6HRcvXuSBBx4gICCgTw4IikSrm4hEq2fV1dVx/fr1Zh3FhYHn4MGDlJTks2jRPEOH0i9p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\nsGjREqKjo3skPoVCweT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,20))\n", "# Elegimos la proyección PlateCarree\n", "ax1 = plt.axes(projection=ccrs.PlateCarree())\n", "# Y representamos las líneas de costa\n", "coastline = NaturalEarthFeature(category='physical', name='coastline', scale='50m')\n", "ax1.add_feature(coastline, facecolor=cfeature.COLORS['land'], edgecolor='k', alpha=0.5)\n", "\n", "ax1.scatter(aircraft_events_all[cond_incid].longitude,\n", " aircraft_events_all[cond_incid].latitude, \n", " marker = '.')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Let's start having a look at the data " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Incident\n", "
\n", "\n", "Something that affect or could affect the safety of operation. \n", "
\n", "\n", "## Accident\n", "
\n", " \n", "
    \n", "
  1. a person is fatally or seriously injured
  2. \n", "
  3. the aircraft sustains damage or structural failure
  4. \n", "
  5. the aircraft is missing or is completely inaccessible
  6. \n", "
\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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sOeh0WtxuN1VVleTlZZOdnUlBQf4R51VWtod16zZx2WUXM3Cgf7lfplvNY4/9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SUnQ6HRcvXuSBBx4gICCgTw4IikSrm4hEq2fV1dVx/fr1Zh3FhYHn4MGDlJTks2jRPEOH0i9p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\nsGjREqKjo3skPoVCweT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F9et/yowZMy77vrG2dVBWtIQQI+Z0Onn77bcwm02jUmTB521t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\nIYQQQgjhZ/8HRi+18iaekFYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.display(fig)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eyQUc0dkmJgoUReXZZ1/A6/XxbtEHmYKCQm6//SsiPe0Mp0+f5rHH/hNNU5g6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cLOTz4CRBQKNc8999yQf+4Hcsv5zo9/hp+Xktkr1hASGUOwVcfF7KNER8fiM/1Wfvz2UdpPf0pc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\nEsaxSpCGw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32N85X15Bbnc6aoCqtfFEG6ncxbvgISkvn3qUrXGApRwFutwHxJit3q6CrJ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QZati1KhRN9zG8OHDKSsr4+jRI91OJ70bic9Vs+FcARV1OjwclNfNvrJiGYRrJ259CUEQxL48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+jNpWYz/8yt5NrUEGf+lSRJPXpndae+xUzW7k8pPZOH0jsQs1VCpQC7DKvmZfDsk3fz2Zka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\nt+41pk6dxrJlZ+Lz+cb6ME6p1157j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KSEoiIvHo/7mCfCQryfdDrNf/7nnRgMJkymwdlb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\nAdasWcO+fbtYsmQhlZWTSKczDAwM0NHRQ3d3L6WlPmpqaqmpqaGmp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,20))\n", "# Elegimos la proyección PlateCarree\n", "ax2 = plt.axes(projection=ccrs.PlateCarree())\n", "# Y representamos las líneas de costa\n", "coastline = NaturalEarthFeature(category='physical', name='coastline', scale='50m')\n", "ax2.add_feature(coastline, facecolor=cfeature.COLORS['land'], edgecolor='k', alpha=0.5)\n", "\n", "ax2.scatter(aircraft_events_all[cond_accd].longitude,\n", " aircraft_events_all[cond_accd].latitude, \n", " marker = '.')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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eyQUc0dkmJgoUReXZZ1/A6/XxbtEHmYKCQm6//SsiPe0Mp0+f5rHH/hNNU5g6\ntZYFC+ZSUJBqXN3Y2MS6dZtZuvRTVFdXU15eftZzOzs72bhxAxUVlfj9fg4fbiQjw05hYRG1tXU0\nNDSIG9OPgaIoeDwevF4vfr8fvV6P0+mkvLz8kukl1draynPPPcuiRYu57rrrPtJzotEov/jFL/B6\nUy1Bbr31NhoaGj7wOY2Njbzzzi7GxkYpLy+lvLyE3NwcrFYrjz/+JJFIlIlKs7Ks56qrrmJgoJ9d\nu3bxta99/X1T8QVhsolAa5Jc7IHWgS4vuztGWFjpZk6Z2KT8l4jH43i9XkKhEIcOHaSjowODQWbW\nrOnU1dXg9XrZunUHfX0DfP7znyGZVDh0qJHOzm6qqmppaGjg179+DKPRQGamgyVLlnLttde+532S\nySQdHR3s3buX9vaTKIrCddfdwOLFi885pp6eHjZu3IDP52PatHqmTJlCXV2q98umTRvZunUrIyMj\neL1ebrvtC7hcLg4fbiQ/P5/y8gqqqqrYtWsXjY0HUdUEAIsWzSccjuL3B4lGI3g8Q9hsmdTV1RIM\nBtMBTHd3N1lZTgYGBqmoKE0XzVi6dDFDQ8OUlZUSjyeYMqWCnJxsZFlmbMzHjh27aGiYhizL7Nt3\ngGPHTrJgwVxcLid5ebkYDAYkSeLUqS42bdqKpmnIsp6HH34Ep9P5J/27aZrGM888w/HjrRNfOaN5\nMtxxxxcpKSn+0NdQVfWS76H1x6Z+2oeC6b9PybGzesaFXxlK7ct6BpCwWq0kk6lCDHq9jkAgwOHD\njSSTSa6//kZuvfW2Cz3ci04ymWRwcJD29nYOHNhHLBalsrKMpqaj3HDDTSxatOhCD1EYp6oqkUiE\nwcFBRkdH6evro6mpkYwMG1lZLjIz7SSTCgcPHkanM/Doo9+/0EP+SFRVxev14nQ6P/J5MhKJ8Nvf\n/hafz0dZWRk33HAD+/btw263s2DBAkZHR2lqaiIvLw9VVYnFYrzyyksoSvysvYcTGhub8HgGsdlS\naeiBQJCDBxvT/faqqqrH90RrJBIJjEYjyaSCqiaxWKw4HC62bdtGff00HnjgQYxG46Qfp8vVpk2b\n2L59GwD//M/f+8Sldp+LCLQmycUcaB3o8vLlx3YTT6oY9TK/u3ehCLb+TIcPH+bFF3+f7uOTl5eD\nwWDgc5/7DBs2bKG19TiaBgaDiaGh1IbdnJw8JEmmv78Pl8uJJKX6r2RmZqLXm7BYzJjNFioqKqmr\nq6OkpOTd+sgCAAAgAElEQVSM93qB0tJ8Vq++ke3bd3HkyHGuuWYV8+bNY2RkhIGBAex2O6WlpRgM\nBr71rb/jxInjaJpGJBJl2bJlDA4OoygJuru7cbuzcTgyyciwMVHu99OfvoGjR1vp6urjW9/6Nn19\nfaxbt47BQQ9Go55IJILRaCKZTIyvNClUVJQye/YsXnzxFSRJJhQK09PTSyQSwWazU1tbg6aB2Wwi\nFovhcrlwubIYG/Pi9XrH96MpaJpEaWkqMItGIwwNDTN79mw8nkF6erooLi4iHI7Q1XWaYDDEypUr\nmTlzFlOnTv2L/y3379/Pa6+9Ot4jS2XZsqUYDEY2btxCeXkZyWQSp9OBLOsYHBwiFAqj1+sJBALY\nbDZMptRqn81mwenMxO12k53tJjc35wP7jV0M+n1R/nCgB1XTkCWJNXM+el+r8ymRSHDkyFGamprp\n7x/CZrNis9nR6w1cd9317Nq1iyNHGnn44b9Lp68K7290dJS2tjYsFgsNDQ1iT9V5pmmpc3sgEKCj\nowOfz0dj4yEUJTHebyvVOzAQ8BOJRDGZjLjdLlwuJ0ajgeLiIpLJJF6vl/7+QYaHR9Hp9CxevOSy\nCZLD4TDbt28nEong8/nIzs4mkUjwhz/8gUDAT05ONvF4kmnTplFTUwNoNDY28u6+Q4X6+qkcPdoC\nwK233kJ19Qe3GAiFQvz6109is9nIz88jK8tFVVUlsiyj1+tJJBLodDp0Oh3hcJgjR5p5+eXXCYXC\nVFXVMn16A7fc8rkLXq1xsnR3d9Pd3c3goIdEIkltbS2VlZXjDaTHaG5uJpFIUFFRQUnJexvIf5Ch\noSHa2tpwu91UV1ef85yze/du+vv7uPnm899L72IgAq1JcjEHWv/3rTZ+tOE4qgY6CR5eVcuDyy/t\n3icXSn9/P7/4xX9QWlqKyWRi48aNxGIxamqq0TQNr9eHqibJykoFsi5XNl7vKJJ05sZ0qK+fyo03\nXktvbx8mk4lEIsHevQc4caIdh8PFtdem+oq0tjZhtab2SJSVlfPMM78fT6EDkMjLy04Xgrj//gc4\ncuQIzz//XLrS2OnTpxkY8FBbW4vTmZF+3kQT4jvvvJ3i4kLefHMjhw41c88999Lc3IyiKNTU1HDy\n5ElefPEPGI1GHn30++Tl5XHq1CleeeUlSkoKmTdvNtu376S3t59QKIwk6ZBlHYsXX0lhYao/ViQS\nISsri7y8PHp7ewkGg4yMjBCNRujtTVUQtNnshEKpVTOTyUw8nsBqtZGZmYHRaOLIkSb0ej2PPPJ3\nZ23I/0tFo1FOnz5NT08Pfr+PsbExOjs7KSsrZ8WKFYyMjCDLMtnZ2embpNzcXEZHR0kmk4RCIcLh\nMMPDwwwNDeHx9DM8PExOjhun08GiRfM+sMfYhfTn9rX6uPj9gfEJgwi7du3h+PF27rnnXpqamli2\nbNmk/hwIwp9L0zQOHDhAe3s73d1dhMNh7HYbeXk5uN1O9Ho9s2bNIBAI0tfXj8/nJ5lMEo8nCAZD\njI358fsDmExGnM4s3O5s3G43hYWF5OTk4HK5PtYAWVEUBgcHcblcf1a6aCqQDODz+fB4PITDYRKJ\nxPjeqQBtbW3jrUJSlWunTq1NV8U9fvwkyaSCxWJh+vRpWK1WSkuLcbuz6O8fYPPmt6mtrWbNms9O\n/gf/L4LBID/96f8jtX9YIjc3n29+86/P+/tOtp6eHp5++klWrlzF3LlzWbv2j+zevYuqqkqmTCkH\noKurm1OnunE6swgGA5SUFKDTyTQ3H0vvj9XrdTidLnJz85FlmSuvTF3j29vbyc7OxmazoSgKer3+\nQycaOzs76e3tZcmSJef/AFwERKA1SS7mQGtiRSuRVDGIFa1J1dPTg9ud6i9jMBh4+eWX6O4+TV5e\nPrW1dbz66itoWpJ3fzQ0rFYLV1wxkx07dqcDnquuupLh4VFUVeHYsROATF1dDU6ng8xMC2NjfnJy\ncqitrSEQCOJyOWlpOYbL5WTnzt3k55eSm5vLa6+9jKbB9OkzmD59Bk8//RQul5PS0jLa2zuIRqNo\nWhJVTSJJErfeegs2m43HH38SWTZitdro6emmo6OdBQvmkl9eRf9oADkWQo2GuPXWLzJt2jR+9KMf\nYrUaueuu2886Hq+9tpYjR1pwu7Nwu92oaqoyYSQSSzdYra2twu12YbVayc/Pw2pN7YmyWq1YLGZi\nsTinTnURDAbZvn0XIGO3Z/Ktb337kpiRTyaT9Pf389hjj6EoMe699850uqTw4UZGRjl+/ARms5nW\n1uPE40lisSh6vY6cnCJaWpoByM3N54YbbqCysvICj1j4JIlEImzdupVYLMbBgwcwmYxIksaMGfXM\nmjUj3dg8FArR3z/A8eNt9PUN4PP5cblSgVRWlpusrCwyMjLIysrC4XBcNKsl//qv/0osFmHp0k9x\nzTXXvO/jNE3D7/ezbt26dL+rnp5uenu7sVgs2O1W8vJysVrN6PV6LBYLDkcmZrMFu92G1Wr5k/ad\naZqGz+fH6fz4iva0tbXz/PMvIkk65s1byKc//emP7b0ny7p163jnnR3U1U1j0aLFPPHEY9TUVHLz\nzZ9OX5NUVSUej3P6dDfDwyPMnz+Xvr5+nn7690iSjNEoc9111xAKhdm4cTOybODaa6/HarXy0ksv\nAKnXMRoNxOMJ3O5scnNz0esN2GxWXK4sampqyM7+ZPajFIHWJLmYAy0Qe7QmUyrNLUokEsFsNr9v\nOXJVVTl48CBjY2MoisKpU52EQkEsFiter5dYLH5WE+DxV0fToKAgl6ysVKDS3+8hHE5VMQQNu91O\nKBTGYNCTm5tPaWkpK1deQ2NjIzt2bMdut1NbW8fSpUvfM6bh4WF+/vOfjc9OOdE0DUVR8HrHmD59\nBtdeey0vvPACp051EIgn6QwZKJ1SidFkIj85hNuewVe/ei9vv/02mzatZ+nShTQ3t1BeXsb06fUY\njUb27z9IZ2cXFRXlXHfdShRFQVEUotEYer2OcDgynk7oJJFIsnbtOrq6erjrrttxuVI3HKOjXuLx\nBL/5zVPIsgFJkvnud//xksqVDwQCHDx4kEOHDhCJhJk//wqqq6eI5scform5hVdf/SMTM8myrEfT\nFGRZz+rVN7F580YikQiapjFz5iw+97k1F3rIl5x4PJ6eHBL+NAcOHODVV19CVRVWrPgUM2akznt6\nvR5VVTly5CjDwyPs2bMfWTawcuU1VFdXk5Nz8acUQ6q6n8fjoaKi4qzzraZpxGIxzGYzbW1t/OAH\nP2BgYABFSXDFFTNZsWIZ+fm5lJQUX1Ln6QkTBXh6evoYHh6mra0Tj2eIgoJC5s6dz+zZsy/JvbkT\n13i9Xk80GuWNN9bS1XUKk8lAQUEeLpeD5uZWvF4/DkcGkUiUaDSG0WggHA4DIMt6qqqqiMfj5Obm\nsmjRYrKzs/F4PDQ2NtLZ2cHo6DCappGZacfjGcRg0JNIJMcLGOm4555731OE55NCBFqT5GIPtIQ/\nT1tbG0899Vuys7OJRFIpEMlkEp1Oh8ViIRqNkpGRSUFBUTpFrqSkhOHh4XR598LCQsrKys46SYfD\nYX72s58SDgfRNA2Xy0UikSAajeJwOMnLy6eqqprCwkIsFst4mfN3V0RUVR0/gf1lv7sTpXiPHj3K\nSy+9yBe+8EVmzZpFb28vd/7Nd2nsC2PMKUOXjHBVbS5rlkxn5syZ5Obm0tPTw5EjTfT19ZOTk0Mw\nGCAWi2IwmAiHw4yNjQCg1+vHg0QJi8WMqqZy7Q0GPTqdAVmW03u/otEI8XgclysLk8lEPB5n8eIl\n1NbWkpGR8cEf5iK2efNm3n57K6oa5zvfeUSsbn2At9/ezs6de5g2rY6enl5isdh4qfFjFBaW8MAD\nD17oIV7Skskk//Iv36eoqIi/+quvXejhXDLi8Tjbtm1j27a3UNUkX/rSrVRUlKe/t2HDZpqaWsjO\nzsFuz6ShoYEZM2acVQH2UqFpGidPnkz3qaqtrWXLli3s2bOb++9/gK6uLl577RVisSg6ncRdd91O\neXnZhR72nyy1Khfg7be309p6ErPZTGamg92792C323A6Hej1eubMmcdnPnP+0xXPh+PHj9PX18fC\nhQvTP4uqqtLR0cHIyAjDw0NkZ+eQl5fH7t27MZlMLFmyhJycHIaHh8erCed9pGtWMBikv7+feDw+\n3rZGxuFwkJub+4muWioCrUkiAq3L09jYGP/7f/8IWda47bZbyM/Pw2AwpIMmVVUZHBxicHCI119/\nA5PJjMlkZtasevR6PeFwhJ6ePsbG/NTXT2fatHoqKirSJ61kMkkwGCSZTGI0GrHb7R/5Jnx4eJje\n3tSNaDweJyMjg+rq6vddYfN4PGzd+hYtLS2AxvDwKMlknGQyQSwWx+VyceONN3HNNdeg0+n4484m\n7vvH/0lBpp6s3DyunpZPaa6TcDjK0FAqkFQUdXw/mMaXv/wVamtr0+8XiUTo6OhgaGgovflbkiT0\neh0mk5lVq1ah1+vTe7a8Xi/JZBKDwUBJSQl9fX0EAgEcDgcZGRnj/bdSM3NZWVmXzA2Mpmk8+uij\naJqK0WgkO9vBHXd86UIP64JqaTnGrl27ue66Vfh8PvLz89IpV08++Qy9vQPpapCSJON0ZrFgwQJK\nS0vTxWIuRx9X5sHY2BiSJOFwXDy90y5Wx48fZ/PmTfj9YxQXF7JixVU4HJnIcqoH4m9/+zs8niGy\ns3O5+uprqK+vv2hSnDVNI5lMotfrP3RME9eicDhMOBzmpz/9KQMDAxQU5LN48ZVUVVXh9/txOp30\n9vawf//+dHEKpzOTr33tnot+xSdVaGSMWCxGZ+cpDh9uIRqNkUgkmCgOlWrX0sWUKVMYGRlmaGiQ\nv/mbh5k7d246kyXVsiXVbsVkMmG329MVcg0Gw0dKA52oOLlt2zZaWo7y9a/fT1FR0aSvem7fvp2N\nGzcgSRL//b//0/u+/q5du1i79jV6enqora0jJycXo9FIUVEx06ZNo6Cg4KL5ub7UiEBrkohA6/IU\nDod5/vnn6eg4wX333fVnpX2FQiGOHm1l06a3CAYjTJvWQEFBPjabnSuvvPJPSrPYuXMno6OjOBwO\nnn76KaxWM9XVlZSXl9LV1UssluShhx5+z/MOHTrEyy+/OF5hL7WiVFdXQ09PH263i3g8QX+/h2RS\n4+GH/5a8vDx+9rOf0NHTizcU41uPfJOK/Hdv/BRFQVVVDh8+woEDh4lG43z1q/eRk5PD0NAQW7Zs\n5uTJ45SUFJGTk4XdnlqN2rZtJ7FYHFnWUVRUTE9PD5qmUFxciNPpRK/XEY/H2d/cztGTncyoLmFK\naeH4TbeELEskEklGR71kZjpYsGARc+fOvSRSciC1srV162bKykq49dabPzGpW01Nzbz++hsA1NdP\nG2+EKzPR5yZ1w6YybVotRUWFDAwM0Ns7gN/vR1E07rvva5SWll7YD3GeieqwF5/BwUHWr1/Pli2b\n0TSFzEw7OTm5ZGTYyM3NJpFQaW8/xbRpDdx2223n/UZ0//797Ny5Hb/fj8Vi5bOfvfk9jdoVRSEW\ni6GqKj/84Q/p7j5NcXExZWXlfPWrXz3n6/p8Pn70o/+F1ZoKGoxGQ7rPoSRJGI0GTCYjZnOqUFFT\nUxOp1N7UREh1dSVr1nz2orwR1zSNo0dbaWtrp6XlxFnnndLSEgIBP6Ojo+k0/htuWIXf78fnC6Cq\nGkePHkWWjYCKzWbDaDSSleVMT/zF43GCwXC6CIgk6aiuruG2224jEAjgcrnOOXn6+OOP09l5ktra\namKxGNFoHI9nMD02q9WCqirY7RkUFZXQ0NBAVVXVn5UNkUwmGR0dJTc395zf7+zs5IknniAajaDT\nSWRk2CgsTBW9GBgYJBAIsmLFNSxfvuJPfm/h0gq0Lo07KeGyoSgK//7v/46ixPi7v/vrjxQQaZrG\n0NAw3d09tLd30tTUzNBQKnfZZDJTVJSP3W7Ebjdw4MAewuHw+Endi8PhxO3OpqioCLfbzX/8x//D\n4XBQV1fHtGn1lJaWsn79m5jNekpKSpg/fzZtbR28/fYOOjtLcLmyWLbs6rPG8vzzz3PiRCsuVxa1\ntVM5ceIEmqagqgk+85nVGAwGnnrqWTyeYXQ6A0ePHuF//a8f8oMf/A8sFitfu/uLlJeX0d8/wPbt\nO8nIyMBsNmOzWTl9uodt295h5cpVLF26FEmSGBoa4rHHfskVV0znwQfvTacLeDyD/OEPrzJ1agNN\nTU0oSpzTpztYtGgBc+bMxuF4t4Jcvy/K4ZCN0SPt/G5LEw+ucXP9isXEYjF8Ph9+fwCnMwOPZ5CX\nX36BN95Yy9///bcuiea1M2bM4I9/fJ29e/czMjLCnXd++azPfjlSVTUdZIHM0aOtTMwcSxLMmlVP\nZmYm27fvorX1BMeOtWE0mvnyl7+M2WzGbDbjcl3+AcfujhHiSRVVg0RSZXfHiAi0LpBIJDKeKvcO\n2dkuVq1ahtVqwWQy0dFxipaWYxw61MwDDzzIF794x3nfkzQ8PMyzz/6O7dt3YDCkGrcDxGIxrrlm\nFTk5OZSXlyNJEr/85S/o6jpFb28/X/va15g6dSrBYBCr1To+oZH687vfPU1b20kWLVrMvHnzAY0l\nSxYyZ87sDx1PVVUFL730KgBf//o96Sq7F5t33tnDli3bkGVdei90dnYWVquVnJwsnE4nubmpirLZ\n2e5zrsjp9TKHDzcze/YMbrjhvf0uzzQ0NMzvf/8yJ0608s1v/je8Xi9VVdXU1tamtxwMDHgIhVI9\nDCsry/jc5z6Tfv7YmI94PE5XVzclJUVkZmYwMODhzTc3cehQas/fo48++icfB71e/75BFkBubi5z\n587Fbrezb98+nE4niqJHUTSczhys1kwURU3vS78YA2phcohAS/jYRCIR/vCH36Oqce666/YPvZDG\nYjFGRkbZtWsvHs8Ira2t6HQyn/rUYurrp1JUVHhWILBv30HGxnzs3r2TmTMbuPrqpfj9ftauXUci\noZKZmUltbTm5uW5UVeG3v/01Nlsm8+cvYHi4nzVrUidnTdMYHh7hscd+y9Kly7jyyivT75Eq0zuA\nwWBAVeO0th4ZL7Oew/LlV6VXU66+ehkGg4G+vn6CwSCxWJQTJ04wdeo0Nmx4i69+9SscPNhIY2Mz\nOp2BmpoawuEwbrebv/7rh3C73UAqNfGJJx5jyZIFzJ17xVnHZ3h4hGAwTF3dVBobDzJR/KOwMP89\ngUaPN0IkEsFkNqOzwraDJ0iGgthsNpqamtDppPHc70yCwRCh0AA///nPKC4u5vrrb7ioKxutXbuW\nsbExurtPo9Pp8Pv9HD3aQnFxEaWll2dKnCzLfOc7j6AoCv/zf/6YiZvE1M+AjsbGZkpLi1i5chlu\ndxYnT7bT1tZFRUXFBRz1x29hpRujXk5Xh11Y6b7QQ/rE6unpYc+eXWRnu/jSlz6PzWYDUjfSO3fu\nZfbsedx4443k55//1g2BQIDHH3+M+vpq6uvvRqfTIctyuudTb28nr7/+CnfeeQ9VVVV84QtfZMeO\nHezcuZ0NG9aRk5NDXV0d+/bt42c/+yl+vw+fz09ubi7hcIT29nYWLVrM9OkzOHSoCUVRcTgyKS8v\nfd8UuKlTa/nud//+vH/2v9SxYycwGPSsXn09U6fW/lkBwshIKk2wsvLDz0c5Odk88MB96b1fw8PD\nGI1GotEoBoOBeDxOf3+qCFRdXQ1FRYVnPX+iomJubqpHYCgU4uDBw3i9XlKTU6lgZzLT5gcGBnjz\nzTfxekdQFIVg0Aek9mWFw6miQ6qq0Nh4gLff3jJ+DFN/JEli+vQZTJs2jXg8DqSCOqvVisvlwul0\niqDsEiNSBy9il1tVw3/+539CUeIsXbqImppqcnNz3nfJPplM8thjTwIy1dW1eDwDnDrVwa23fpaq\nqinnfI6qqul9WWfaunU7fr+PWbNmkJ+fn/6+oii88cYGJMnI8ePHqaoq5TOfWZ1+3unT3bzyyhvc\nffe9Z81caZpGf38/77yzi0AgQH9/L1lZThYunEtV1ZTx1AAPTqcDs9nMwYONrF+/hYceegSz2czf\n//0jmEx6cnJySCRUbr/9jvetHPTMM8/Q0tLEP/zDI+c8uT7xxNOMjYWIRkPpVLFrrlnO/Plzz3pc\nvy/KP//8aZqaWkmoGivrslk0dwYtLcfP6EWm8Y1v3E9mZgahUIjf/vZ3eL0+ZFmP3Z7BzTffwpQp\nUy7KohO/+c1vaGs7Dqh8+9t/y//4Hz8CUhvKi4oKLvTwPjbr129icHAIVdXo7e0/4wKuMXfugkuy\nlPJf6nI7j15qDh48yB//+BqaptHQUMd116086xxy4sRJXnxxLY8++v2P5QZS0zReeOF5MjKMLF/+\nqXM+xuMZ5NlnX+Sb33yIwcFBOjs7GRjop7X1KKAxbdqM8TTvQ+zfv5+8vDzcbic33ng9kgQjI156\nevoJhUJIkp6yslLi8ThDQ/3U10+lsrKCmpoqccN8AUSjUX70o5+PpzsCSNxxx11UV1ef9ThN0zhy\n5Eg6G+ZPkeqr9Q6aplBdXcmyZVeRne0+57XziSeeoq/PgySBpjG+Upi6JtfX1yFJMoqSxOcL0NfX\njyTJ3HjjTSxYsODP+vyXi0spdfCiDbSuuGJG4aFDR3p/9av/RK/XkZXlpr6+gbKysot+78iZF/Zq\nl469e/eybNmyP2ncl+PegsOHDxONRunr66Wnpxu/38fSpQuZN28OkJrlam/vQK/X093dQzic5O67\n78Hv9/OjH/0QTVPRNJUpU8opLCzA4xnixImTgMTq1dcxc+b0s95v4ibzzKbG/1UsFuOxx57E7w9g\nMOh55JFvnvX9o0db2bhxK/fccx95eXnnfA1VVWlubmbXrp2oaoKrrlrEc8+9iCSlVohisQT5+QWU\nl1fw9ttbiUZDNDRMpa2tg0gkxvTpM7n22uvO+fpvvLGWwcFerrrqSlwuJyaT6ayLc0dHJ88999LE\nSYeSkiJuvnn1OVP+Tg8HeGXtRlYtW0xdWWrWuLGxiXA4wuLFZ5+0+/sHePzxJ8eP40T+vYQk6ZGk\nVEVHm81Obm4u8+bNp6DgwgYzr732Gq2tTVx99TI0TeOVV/6IpslMZK1omsbcubO59tqVF3SckynV\n/PM/zvraTTddT3l5GZmZGWiaxsjIKB0dnWzatBVZNvDgg//tA9NdBGGyPffcc/h8QyQSSXw+P2az\niSVLFjFjRgMAo6NennzyWebPX8yyZcvOS/EHVVXxeDycOnWKxsZD6PVw2223nHM/Z2NjE2+8sYnP\nf/42mpuPcOpUO3PmzMTtdhONRtmwYSsLFixi9+4d5OXlEAqFCYcjzJ494z3nF78/wL59Bzh+vJ1g\nMEQymQBS59RVq5Z9pJRC4fzo6+vnN7/5HZKk5+abb2H27LP/LV555WXa2o4RjyeZNq2B0tIyTCYT\nHo+HgYF+hoYGMRqNuN3Z7N9/AE1T8fl81NXVkpnpoLu7B0WJ8a1vPfSh936qqvKDH/xo/FqbSsW8\n/fYvnFWEa8+e/WzevJWJ9hxWq40bb7yRvLw8srOzPxFBezwe5+TJkwwM9LNy5TUi0PpL/cu/fHvW\nP/3Tvx967rknGR0dpbe3D0nSsWTJp7j22g/O6f24PbPnNH881MWiQgOzq4u561c7iEVC4O3hUy4v\nFdkWJElGknSMyk5afXrWrFrKNdWZRKNRLBYLHWMKx30SJz3/n73zjo/ivvP+e2a7yq5WvXchJNFF\n782mgw047iV2fIkvyTnJJU+Sy6Xd3ZM4sXN24seOHTdcccN2cKGDbBBdWAaBhAqoa1W3avvOPH+s\ntAbThBEGbL3/gJek2ZnZNvP7ts/HTnmThfhIDQcbzEhy0LZuWl4si0YkYXZ6vzaZ2e7ubl5//TWU\nShGbLTgkO2xYsBUhOjqG0aNHhxS8AoEAr776KrW11ad4ZMmhKs6tt95ETk7QZLU/U3W+AOtUJCnY\nOtDfynIqwZmyx1i0aClTp049735kWWbfvn0cO3YUr9fLxImTyM7OJjIykjfffIOjR4PDzrfeuirU\nMuFwOKioqGTnzr388pe/OuPGb7PZePnll2lvb+Pz76qMKArceutq3nhjHT6fHwj6cgwbln1af/ql\nEjSXfIc5c2ZQWXkct9tDYWE+kiSzd+9+QEChUDN27Fjmzg3OsoWFhX3lyRCr1crevXuxWCx4vR52\n7ChBq9USFWVAoRAwm82IooBeH8m//dsD17Ss/Z49+6ipqSMxMZ7q6hpMpg7cbg9Op5vp02fQ2dlO\nfHwMN9+8ClEU8Xg8PPLIX0lKSiQ9PYdlyy5/VUuWZUpLS0PKXD//+S+uGUXLy4nP58Pn86HT6aiq\nqqK7u5vt27djt1tZtmwFmZmZtLa2cvToUeLj4ygqGoFOpxuwFPTViMvl4vDhw6xZ8wKCEKy0jhw5\nAgiEbBkcDgcffLARh8PNlClBNT6DwTBoi8ff/vY3SJKP0aNHkp+fS3Z21jlfz8rK47z77gfk5uYj\nSQGamhpYuXIpOTnZdHR0smbNq0CwyvB5Ii94nlFREUybNuWMpB8Ek1cvvPAaoqhAkvx897vfDqmC\nDnFlsNvt7Nt3kKqqWsaMKSYpKYmMjAz2799PSclWfvazB/F4PBw7VkV7e1CWPTIynJSUZOLiYvF6\nfbS3t7Nv334OHPiUpKREZs2aTnJyEmazGbVazfjx4wYleRBsN5SwWKw89dSzgEBmZgYNDU2IopJ7\n7vk24eHhuN1uvF4vPT09WK1WPJ6gh5fLFfTvUigUKJUqdDotMTGxJCYmkpKSgkajoa2t7aqd362r\nq+PFF19AlgOkpCTxwAMPDgVal0pkZITR4ejtefvtt0NS1JGRkeTk5Fxxt/fgwHlQHefRtz/mj088\nR1y4Eo1KINGgwyapCNPpyMxKJzO/kOWjEnnrpRdptbgQk3I5cugQqMOZNyqTwrQYDnxWyQeHTVh9\nKh7NUg4AACAASURBVDQ5E5H9HhAERFlC8vtArUMZFgVqLaJSg1opctP4NFaOSwUIVc8A3jnUjAys\nGpd6RYOx0tJSZFlmzJgx5xVU8Pl8NDQ0YDAYLpiV2b59GyUl24mLiyE62ogsg1KpCEkCazQaIiPD\n0GhUqNVqwsLCCQ8PJyIiAr1e/6Vv2p99doSdO/dgNMbS2+uksLCQcePGhdoJdu/eTXl5Offff/85\nFe+efPJJWlubmDBhLNdfP++0v/n9fv70p0dJSEhm8eIlp0nVQzAg/etfHyUsTENUlAGVSkVjYxNz\n585i8+ZtzJw5jdzcHE6cOMnw4fnExg6szaGu7gRHj1YyffrU8w5e93/e+7FYrDzxxNOnbCEiCAJa\nrbZvYe8lPDycceOKmTt33leaabPZbDz88J/p7bXj9/sxGKIAOHLkCA5HL5MnT2DhwvnXZCbZ6/Xy\nwQcbOHbsOIcPHwUk3G4PgiCQnp6KXq8nPNzA7373O15++WVEMTizYLPZKCnZRWFhPt3dNn74wwcv\n63mWNZjZcbiemm1rSTTomD17NrNnz/5GZFzPhtPp5KGH/ojT2UtXVzc9PWZEUWT48DyKioazc+du\nWlvbycnJxGAwAhKS5A8l54xGA16vD0EQycrKYeLEiWRkXHv+SgDV1dXs2bOHurpaIJgIS0iIR5Ik\nOjuDLa+CAIKgYOnS5UyYMIHGxkZEUSQ1NfVLfYb27t3L//7vIwwfns+qVcsYNizvgo8JBAI8/vjT\nPPDAD7FYLKxZ8zwLFsxhzJhRwOcS7w5HL4Ig0N7ewe7de2ltNTFt2iRmz555xj4/+WQXu3btR5Yl\nFAoVRUXDWLZs0UU/nyEGH5OpncrKKmprT9LZ2UN6ego33LDkosSgggGOD73+q03itbd38OyzLxId\nHY1CoUSjUaFSqYmK0qPXR6DRaFGrVYSHh/UZLQdHLFwuN2azGZOpk87OLoqKRuL3BxAEgdWrrz7D\n+sbGRtate4uoqKDA2YoVNwwFWoPB1Taj5ff72bdvH5s2bQBAoRCptgt9JWKZMVNnMH78WDrtHqR+\nvxpgSk4sEzKNvPtpC409ztD+0qPDuHFsCntqOnj9g+1UlR9CF5NEZEQ4/oAfrUZFVISOti4bprZ2\n3C4XLjRIqjCCVQ2RgKDGpTai0obh93kJeJyIsh+lQsEj98zhxtkTLovcdbAtqZvq6mpMpqDgg1Kp\n5LrrricQCPDkk08gST7CwsJZvHgZY8aMCT3u7bffRqVSsmLFxUvXBrNLx9i0aRMulxNZlomLiyY5\nOQ6dThPqcz4VQRDIzMy6JAf1QCDAyZP1VFQcw+fz09bWjtfrJzMzm/T0dOrq6rj77rtPy1wFAsGL\nliiKPPXU32lurueOO24hI+NMSe1AIMBDD/0voqggLS2D++//l9P+3t3dze7dpTQ2NtDZ2Ul9fT0m\nUzvp6anceONSfD4/SqWiLyER0edY7yE62kh8fBx79x6gpOQTxo8fR3x8HFFRBnbt2kNTU3COJyrK\nQFZWOtddN2fA2bfPPjvCBx9sAATuu+8urFYbb7/9Xt9rHlwkgsy0adOZO3feVyK7/tRTT1FWdgC7\n3YYoiuh0OnJystBqtfT09ODz+VEoRJYuXcTYsaMv+/kMJl1d3Tz99HPIcvDz4Ha7UauDSSefz0dM\nTAzh4eGIokhkpB6r1XaKb5aAXq9n7NhxzJ17+eSEv44tzwNBkiQ2btxIRcURTCYTBQWFNDY2kJ2d\nw8mTdTQ3NyNJfmpq6oiICOf66+dx443L2bfvIJWVNYwcWUB+fi67d+9nxowppKWl8uc/P0ZWVjon\nTzYCMmq1Gp/Pjygq+fWvf0tvby/ANevbJUlSyLw1KHRg4/jx4+Tk5KDVasnOzmb37t1s2bIRQYC4\nuETGjBnL2LFjCQsLuyhvxOPHj7Nly2ZWrVpyzhnfU6muruGddz7i17/+DRUVFWzY8AErVy69JHGd\nmppaPvmklI6ObmQZJk0ax7x5s7/0/oa4PPR7pH2TcLlcPP7409xzz3cuKYnjcDhoaGhAqVRiNBqJ\niYlBEAQ2bw52NoSFhaHX69FqtRgMhpB/qlKpDK0P3G43Go3mgmbM19KM1jfr03QJOBwOnnvuWaKi\nwpkypZiCguHExERT1d7LtqqOUNZ/RHJQ7W3H8U5kWUYhCqQagy0zefERpwVaefHBbElmvJ5hY8aT\nPar4rMfO7PtflmUclh58HjeCICJJAbxuF10dHTgc3Wi1aiIjo1CpVQR8fg7sL6VqzyZiY+NISkom\nLCwcpVKJUqmkoaGByMhIbrzxxrMeU5ZlOjo6qK6uxmIxM3HiJBQKBW+99SYmU1uoZU+WpdMUc6qq\nKpFlmWnTJlBYWIAgCLz66lt0d3czceJE3nrrTU6erAUgPj6B4cOHs2bNC7hcwUVDsOc5jpycXEaM\nGHHGEKpGoyExMRG73cLUqRMpLh6LVqtGoVCGLo79flSBQACQUSpVA75wut1uJEk6w6BYoVDgcgVN\nhX0+Pw6HE0nys3nzBqZOnc4DD/xraFtJkvjLX/6C3W4BBIYNG05x8Xja2lr51a/+m4UL55OYGE96\neioqlQqj0ciWLdv7ghMlzc0trFmzhhEjRlBQUEB4eDgxMTEsW7YcWZZxuVwcOHCA7du3MWrUaFSq\nSN5++7U+P6ygSWR4eDgajY4TJ+qIi4slKSkZUVTz1lvrARmPx43L5Wb69Ol4PB46O3uwWu3s3r0P\npVIkLy+HW265CZPNQ7PZRapRR5Lh9Avf6NEjSUpKRKvVotdHYrFYyMhIpbXVhM/np6OjnZaWNiQp\ngFqtYc6cOQN6D74ssizT2tpMQkIs1103mxEjCmloaGTDhq2YzRZGjBhJWdlBbDYbgiBec4FWbGxM\nSJXM7Xbz7rvvk5OTRXZ2Fmq1msjICAQh+Bl466136enp6vtMiSgUSu6++57Lrh75TZJTdzgcHDp0\nCKvVwrZt2zCbezCbewARl8uJz+dFpRKR5QCzZk1j9eob2LBhM9HR0UyZMhGA8ePHMXbsqFDyJS/v\nc/+mn//8x3R2dtHZ+Q4tLW1UV9cyYcJ41Go1L730IvX1J0KeTIsWLWHSpElXtL3QbrfT0dGBwWAI\nLbDOhyiKZ8wLFhYWnvZzcXExTU1NNDU10NHRxnPPHUCtVpOYmERERDhhYeEoFAq0Wi2RkQbi4uJC\n7V/9nS+xsbHs2rUTq7WHqqpqwsLCSE4+/0xpMGsejSiKvPvuOr71rRWXrGCal5dLZmYGhw9XkJaW\nGlLBG+Lq4psWZEFwltDvD1BSsoOYmFhiYmJCbc4WiwWnM7g+83q9JCenhBIdQVua4Hewrq6Wt956\nE4VCJDExEUEQmDkzeM8vLf2YmTOnYrM5aG2tx+32YDZbMJstRESEEwhI+Hx+ZFlGp9PidnuIi4sn\nNTUVvd5AcnIyer0eo9F4TfpkXrUVLSGYDvdfyfOTZRmPx0NDQwNbt24mLs541lJ/RYuVmg4HefER\njEgJZhfbrG6azS50KhGXTwotVM+2LcCmoyaqTPaLOj9REBCAwFleIwFIjtLh8fqIV7iIUXpxu90E\nAgH8fj8VFcc4ebKRyZOnkp8/nNTUVGJjY9FqtZSXl/POO+v6WvBUWK0WRFEZCq5OVTIDEaPRwJIl\nC0hMTKC7uxujMQqtNgxBCBri2u12ysuP0NTUjN/vZ9q0yezbdwCFQkSj0VBYWEBWViYAgYAfu91B\nfX0DpaX7kCSZiIhIIiIiyczMIisri+joaHp6evqEIkzo9ZGEh4fRb74bGRnJnDkzBuSl1P8eu90e\n6usbKCkpxeVyMXHiOHQ6LQkJ8WRlBb1U6usbWLv2bfr78WVZxGzuYf7868jJySEsLIz29naamho5\nevQIshzgpptu5OTJBurqGmhv78Dn85GWlk5R0QhKS3f2GTpKrFixlObmFlwuN8eOVfYFPXtZtGgR\nd955F7t3l5KZmUVxcTF6/ZnP689//hMpKfEsXDgfvz9AZ2cnXq+Pd975J4KgRK83UFhYSFpaOmVl\nZdTX1zNnzhxKS0spLd3JuHHFLF++ghdffJ7jx2uYMmUyFpeXmOJ59HS0k5abz6ritDOCrbOxZs0r\ntLS00dXVhcnU0TePIbBkyTImT558wcdfCocPH2bz5s3YbBZkOUBYWDiSJBMbG8eiRYv55S9/QVJS\nAtOmTWLhwusu67l81XR0dPLSS6/h9foRBAVZWVksWLCQuLi4r+zm1F/R6pdT/7pUtPor+Lt376am\n5jh33XUPjz/+N2w2K+Xl5URFGUhKSmTlyhV8/PFOINjOeccdt4T2cSmtk3a7nc7OrpC5a09PD6Io\n8tprb/XtNxhQG41RREREhkRzEhISycrKIj393LLig8GRI0dYv/5d4uJisNt7sVptzJ07n9mzZ5+x\nrSzLWK1Wuru7iYmJISoq6pz7DQQCWCwWNBoNnZ2drF+/nra2Ju69904MBgMulytkJmyz2enu7qat\nrYPGxmbi4uIZOXI02dnZ9Pb28uijjzJx4kRMphaWLLme9PRUdDrdWd+X5uZWNm8u4fvf/yGvvvoq\nLS31FBePQRBEmptbcTh60ek0FBYOJy0tFaPx3M9hiCGuBSwWK52dnXz00Sa2b99JenoKq1ffQFRU\nFDpd8L6vUqloazPh8/kIBAK43V5cLjd+v5+UlETi4uJ4/fV1aLXhREZGcuedd2K1Wvnwww8wGiP5\n1rdOT+x/cSyhn0AgQEtLa5+xs5329i7sdgc2m43s7FzGjSumqKjomqloXbWB1u23rxrx2mvvHHn8\n8b/icDhZtGgRI0eOvKwZO0mS+P3vf4dGE3Rw93g8KBQKEhLiGT26iJEjixAEgTarm8o2GwAFSfpz\nLj7brG7eOdRMQApWtlaOSw1t2x+IpRp1dDs8bKvquOjzHZliwBeQzgjQTnXU6Wfe8PjTAjsIZsXr\n6xs5caKetrZ2zGYLUVFGtFoVoigwYkQho0ePwmaz4XK52Lt3P6IYrO7MnDmD8PBw7Hb7RQkLSJIU\neg/P9SXrp79609vrxG63c/JkA62tJsxma19vPH2zC8Fyf1JSCiNGjKS9vR2tVmDu3Fl4PF58Pl9f\nP70Dn8+P1+vF6XRiNls5cSIYAAmCgEKhICYmlqamBuz23r4KgYhWq8FojCIyMoKOjg4UCiXl5Z+R\nlZXN//7vo2zatIm1a19hypTptLY29wWjUFiYT3Z2FrGxMRgMet57733q6hpJSEhi9OjRbNu2GYDR\no4tYsmRh6HkHAgFKSnayfv1GbrvtdkpLP2HBgrnU1zdSXV3HnDnzmTJlSmj7rq4unn32GZxOB/Pm\nzWLixM8ro5IksXNnKbt27UUUVfzyl/8REiV48cU11NXVkJSUwh133IkgCBw8eJD9+/dht1uparWx\n/2gNam04xcWjGJYUxY/uXX1eUQOv18vDDz9Gf4VTFEUyM3PIysqisLDwnMqNg013dze9vb20trZi\nNpsxGAwkJiayZs3zSJKP66+fz4QJ4y68o6sQWZbp7e3FYrFhNpsxm820tJhoa2snKyuHefPmf2Wv\n89n4usmpV1RU8Oabb2AytSKKAvHxSfh8ftrbTSgUItOmTeT66+eHWneDcxCBrywz7nQ6eeml15g5\nczqJiQnY7fa+2b3g/EZDQwsmUwcpKakUFhYxduzYAQVdHo+HkpISUlJSMBgM+Hy+vjbjqDO8fHbt\n2kVZ2T5iYqLp6Oiit9fJggWLmDhxIrIsY7FYqKqqory8HIfDhs0WtI1ITEzi3nvvpaWlhZ6eHhQK\nBREREdhsNioqjlBXV4NCoSAQkFi5cjUtLS3s27eXceNGsmDBvHOeu9lsoa3NREtLK83NbXR2dhMX\nF8+UKVMJDw/n/ff/icVi5tZbV4WSfKfS1dXNyy+/QUFBEUlJyVgsFvbs2d0nfCGf0pIbbI9OTk7g\nrrtu/cbOIQ7x9aGk5BP+/vdnmTChmJ/+9OLneXt6zDQ3t1BTU0d7ezcGQxQ9Pd0YjXpuv/1bl/Qd\nsdns1Nc3cPJkA7feevdQoHWpWCy1aUZjXmN19We8+OJroZmP5OQU5s2bR0ZGxqA6xwclxP+CJHlZ\nvPh6UlKSiY420uHwhQIiCC4iTnQ6QkGMQhBYVZx61mDrQL2ZPXVdBOs6kBYdRl58BB12D8dabUiy\njCgIqJUiLl/gos95fIaRsgYzX3wHc+IiqOt0nPa7BL2WWyacv/Whf8BXkiQ6OjoICwsLte7JskxT\nUxNRUVFERERccQWs/kqUx+PFYNBTWXmcTZu24nS6mTBhMmZzD62tzajVwUFQhUJBZKQelUqNRvO5\nUMaHH37AqSNJ/VLmEBwYPX68lpiYGH72s/+D3W7HaDSi1+tZv349MTHRLF++ApvNRlNTEwUFBQQC\nAaqrq3n66aew2+04nQ40Gg29vb0YDFEsXbqc7OxslEpln3mzn9zcLL71rZVnPMdnnllDV5eFadPG\nM3PmdLxeLy+88Apms43f/vb37Nu3D6fTicNhx2brJjMznZEji05bRG3YsJny8gpAYNSo0axYcUOo\numEymVi79lVuvfX2kEmo3W7n9ddfp6OjnR6PzDubd+EJyCgi47hueAyJUVpuvHEZI0YUnnG+/bS1\nmaiurqGzs5vq6lpUKnXfkK2CZcuWUVxcHOrDvpyfo3Xr1lFeXoYsB79bgqAEJFauXM7w4cMu23Ev\nheDc2yYmTx5PTk4WtbUnCAQC2GwOBEHoy9qbUatVREUZiY6OJTo6mpSUFDIzM0NB8Nct2Pmqcbvd\nlJaWsmfPHnw+LwcPHkCnC0OnU9Pe3kVqanJf+5l8TahYer1eGhoaqaiooqGhiaSkFIYNy0epVDJy\n5MizJk/cbjd//OMf+lrEA2RkZCBJEmazhbS0TJYtWxZ63pIkUVNTg9/vJzo6Gr/fT2VlJfX1J+np\n6UKSArjdHiQpQFZWOvX1TYiimuHD8zl5so6YmGiio6OQ5eA1KCxMx7BhuaSkJIcsOARBJD4+munT\np160B1UgEKC29gSffnqYlpY2NBotmZmpLFmy4Jz7sVptPP30cwiCiu997wEef/wxbrllJSkpyWg0\nGgKBAHv27OPTT4/S2+tk8eJ5Icn6IYa4Vnn55ddoamrlZz978JI6IWRZDo0OBNeS0YOWiBAEEZ0u\neijQulT6Ay2ns6vvZyu7du1GpVLR2dmDydRBWlo6eXnDmDBhwiUHXbIsU15e3lc5OUFLSxOKMD1t\nQhRx6Vmo1RpkCIlcnMrUPrGLU6losVLRaqPT7gm23F3k+USolTi8/vNukx4ddtrMVz8jUwxUtFhP\nO2Z2XATLRn09jVuPHDnK++9vRBSDLXJjxowhKioKlUqFz+ejt7cXh8OB2+2iubkJi8WCWq1lz549\nXH/99bhcTrq7O/v82oyMHFnIhAnF+Hw+jhw5yqefHiYQkNDpdFitNvLyhhMXF4dWq+3rYTb3iYGo\nMBgMVFRUYLF0Q1+IrdEEXewFQSQtLYOOjjYMBgMjRxZSXDzmnJlvp9NJc3MLeXnBRYXb7ebRR5/k\nuusWMnnyZP7rv35LY2Mjw4fnc//9d59Vnt7pdPLoo0+QnZ3HDTfcSHT053LCvb29bN++nblz54aq\nk0899SRFRXmkpQUVvt79aDslB6oYnhZDhCpoxJmVlcH8+bMGvKiQZZk//vGRvnkSRehiKwgiq1at\nJi8vb9Clv+12Ow8//GckyUu/KmIwEy0xZ85Mpk69vC2MF4ssy1RXB4flu7oszJw5i/r6kzQ1NVJY\nOIKRI4Ny0f3qnOerSHxTBSkGk1/84hc0NTWSm5tLRkZQcr21tRmdToNGoyE1NZnFixcQFWW44iq4\nF4vFYqW9vYOamjoOH65AFJVMmTKNUaNGkZycfMb2JSUltLY2sGLFYqqqqmloaOLQoXIUCjW/+93v\nkSSJtrY2tm3bxokTtWg0asLDw8jPzyErK7OvGyCSjo5ODAZ9n8LbcYzGKCRJJikpgczM8w/gu1wu\nrFbbeU3uB4rL5cJstpx3Tis472nixRfX8tOf/h/0ej2vvvoq0dFhp5kcd3V188wzLyFJPoqLx5KY\nmEBh4fBBTQIPMcQQpzMUaA0SXwy0vojH46G+vpG3334PhULNd75zPwaDAa/Xi8FgQKlUXlL07Pf7\n+f0rW3npwxLStS7mLlmKNjwCWZIQTymBCMDcU9ry2qxuyhrMp1WUlKKAXxrc11khCsweFsfH1Z2n\n7VsUBObkB4dst1d1BKeoBFg9wPmay8WprZKDfR5er5e6upP09vZit9txuTyh6lywFSUMrVaLWq0m\nKSkRjUZDRcVRKiqq+qouNXi9Hv7nf35Dfv75pX97e3upqanDYrHg8fhQqRR9strh+P3B+TKn04lS\nqcBsttLZ2U1RUT7R0dG8994GBEEkIkLDD37w3S/1XA8dKufjj3czZkwx5eXlWK09/OpXPz1v5snt\ndrN373727j3Ef/zHf55zYWgymViz5lmmT5+M3+/H6XRSWVnD1KkzUalUIQn91NRUnnjicW66aXnI\nD+xCyLJMTU0tyclJ7N17AFEU2bNnH4KgQBSDWfVJkyajVqsHpe3tmWeeoaGhDoDIyAjsdjunNtVe\nTVUIWZb55z8/pLPTwqRJkykqKrooWeEv8sSOWv6y+TiSDAoBfnJ9Pt+fk3vhBw4RorGxkaSkJJRK\nJZ999hnvvPN23zylzAMPfIeIiPArvphub+/A4XAQGxs7oHnUc9HR0clnnx2hoqKa73//B6epGAYT\nFg9x662rOHiwnNraeqZMmUpSUhIGg4HMzEy2b9/Ojh1bSE1NISbGyKxZ0y/p83ul8fl8bNq0jaam\nNqZOnc6YMWN48cU1eDy9LF68gJSUzwM0t9vN++9voKamrk/tVuKWW1aHPB2HGGKIwWco0BokLhRo\n9dPa2sYLL7yCQqEJCQt83v4FeXl5zJw560tJVpY1mLntmd04T5QTbjuJEh8apYg3IJOaEM3k65cg\niCJqjZZ5BQnERGh451DzBYMqARBFgYyYcBq6e5Gki6949Veo+gMYrz/AoUZLSOmw32PrcgU3F8P5\nZtWuJD6fj9LSPbzwwit0dHQzY8YU/vVf7ycqavDlkg8ePMSmTdvpn5z71a9+9qX3ZbPZ2bRpGzk5\nmRQWDg9V1v7850cBgREjCli06Po+OWgfn376GQcOlGM0xnDvvfedNwFRXl5OY2MDKpUKrVZHRkYG\nWVlZocf09vaybt06amqqWLFiMUVFBQM65y9K5kqSxPvvb6Cu7kTfQLvMwYOHSEtLJTMzi9WrbzpD\ngexiWLt2LceOHQ6ZW995562UlX2K0RjFrFkzrppZCrfbzcaNW7HZXNxzz7cHpTrydRWk+Kqpqanh\nlVdeRpL8IfPzCRPGneGDd6V4/PGnsNnsiKKC6GgDU6dOxmiMIj4+KH5yMZ9xr9fLI4/8jcWLlzNp\n0iSqqqrIyspCkiTWrXub5uYGFi++npqaOurrmxk1agyiKGK1WqmurmT16uWkpaVexmc7+Bw5cpT6\n+noEQSQpKZGEhAR27drNiRMNjB4dNGBvamqirOwgOp2SFSuWXDXXjSGG+CYzFGgNEv2B1tatH6BS\nqUlPTyUhIf6s265b90+qq08AUFiYR3S0kbCwMBISEujp6eGTT3YjywKpqeksWbLknL4jsixTWVnJ\n8ePH8fl8mEytVNW3YLJ62O2IQ51aiPfYVjR+B7HhQRU+l08mNTGG+Su/xYiztOydSoRGyaSsaDrs\nHpzeAGFqBfGRGlw+ibKGHjx+acCvjygIrD5lNuxAvZnddZ8HpWdrZ7xSfHFWbcpVdG6yLFNW9ilv\nvfUuen0kP/3pg5elFSgQCPDSS6/R2trGd79734BNhc/Htm0l7NtXhiAIhIeHo9Op6ejoRBAUSJKE\nQiHi90sUFBQxd+5ckpKSvnTbTVtbG59+eojDh8vJykpn6dKF591Xd3cPTqeTffsOcvx4NYKgYPr0\nSYwbF1ygaTQaSkv3MG7cGPbs2U9ERDi9vU727TtAUETjdOGOi6Wrq4u//e0xJMnX95vg9Xj27OlM\nmzbl3A8cZDZu3EJ9fQOTJk0Iyclv3LiFmJgY/H4/e/YcIDc3n5UrVw6qMmBZQ/A7l6a0c2jbe0RG\nRrJixQ3k5OSc8b7tP9HF7pp2osM1WD0S41IjSA8L8MYbazEYopgyZSqHDx8mIyODadOmDdo5Xq24\nXC6OHz/OunVvhpRDB2JyeyXo7Oziww830tragSiKyDLIsoTBoCc7OwODIbLP6kFDbGzMaXMSfr8f\nk6mDhoZGDh06TFZWDlOmTGXbtm18+mkZhYUjyMzMJCcnh1deeZH7778bozGKxsYmmptbkCSJyMhI\n4uPjSEpKvOzPdbC7Itat+yfvv7+B7u5u0tPTSUlJRhBENBodRUVFVFR8RmZmGrm52YwYUThgf8Eh\nhhji8nKtBVpXrWHAk0++EA3wySd7kaQAN9649JyB1qpVK6itrWP9+g0UFOQzbFgePp8PpVJJYmI8\nen0kR44c5fDhI1RVVXLnnXeRlxe8cTocDrYdqmb7wWM4Wqo4XvEpOpWSuYsWM7p4ElkTlGx6+w0y\nHSYsNU3oNEq8fboVYWqR8ZPHo4+JQwZ6vQEUokBAkkEQUIkC3sDnwZOz74HHWm0hSXZBEJibH0dW\nbPgF5d1VChFf3/4kWaaswUxmTBifNlqwu32nbdvT67nIV/zykWrUhV6XU33FrgYEQWD8+HGMGjWC\nqqrqy9YOpFAo+Pa37xzQtgcOlLF58+fVr7i4WObMmUlGRvpp55edncnevQdwOFzk5eWzd+8eenrM\n2GxW4uLiSU5O4eabb2X06Evzi/L7/fz970+iVovcc88dxMREX/Axb7zxNmazDUEAUVRSVDQKs9nF\n44//A0n6XPiloGA4xcVj8Xq9bNu2A1FUIQgKvv3tb1/S3FbQTwz6bQhuvHEZERHh2O2OC6pd/wOz\nGgAAIABJREFUDhYHDx6irKwcUVTywQcb8Xg8lJWVY7XaEUUlxcXFfPvb3znrXMylkh+jYv3zr9Au\n+REEsFi62bTpQzo6uvnOd+6no6ODkpLtuJR63txxAL/Pj8snoVIIaLVaZmbrGZWfSVFRLhs3foDV\nGjSTnThx4jXpYzJQPB4P99xzNzabneLi0YAwKJ8Vq9VGTU0tRmMUfn8AURTwen2kpqZcUttfXFws\n99xzB1u2bGf//jKMxmi0Wh0LFiyiu7sbi8VCS0s3brcLk2kXTmcvWq02JIkeH5/QZ5+hp6OjnVde\neZEpU8YzZsxtOJ0uPvxwI7t2fUxx8eiQhHl6etole0pdLJejK2LlyuXMmDGV+vp6rFY7LpeLqCgD\n3d1mXC4r3/3uPdd0C+QQQ1wuLucoyNeRq7aitXbt0/m33fa9qjfffIPjx48TGakjMTERs9mC0+ki\nOjqKrKx0JkwoPuNG6Ha7+ctf/oYgiMTERNPdHTSRzMsbxsyZs0hNTUWpDFakvveTn1N2spOoCDUZ\n+UUYYuOJTU47bQ4LKcDiwlhKqjrotAaN27ThESi+IGKQEqXDL8koxaAE/NmEMxL0Wtpt7tN+J/T9\n88XN+52qvgxalYJpOTGneXhdSYa+mAOnvr6BV199A5VKic8X6BOQEJFlibi4aAoKhiEIAkeOVKJQ\nqOnoaCcyMowdOz4hPT2DiIgIIiMjiItL4Ac/+MGAj2symThy5EhfljoehSIoXNHV1cXRo0epqalm\n+PAcbrxx2YD2t3fvAbZv/wRBULB06TImTpyIxWJh3bp1nDxZw2233YQoirzyyut9ioCQlpbO7bff\ncVZhj4ultLSUjRs/RK1W4vF46f82Pfjgv16WBVRPj5m///1ZBEFArzdgs9kQRSWSFODIkSPk5uaS\nmzuMJUuWkJqaetmCvebmZp555um+ljcQhGDlNjw8DKfThSiqkGWJ0aMLOVDTht+YRrjBSPmuErKG\nF6CPjmPemGwmZn0eUJeUfMLu3fsRBAWZmVnce+99l+XcrySdnZ08+eSTNDbWk56ezAMP3H/Jc3x2\nu50NGzZTW3uShIRkVCoV4eHhSJJEXV0dkuSnqKiAFSsWD8pz6Okx89RTz/Mv//IAaWlnBkNutxu3\n241CoSA8PJzXXnuNhoYTTJgwhpycbBIS4s+o3NhsdjQa9RUV/biauyKGGOKbxNUwCjJU0RokNm8u\n0QFMnTqNxYuXUFNTA4BerycyMpLu7m7Wr38PgNzcHKKiDKGWmM7OYAudICiYP38RoiiSkJCA0Wg8\nrW1GEASyZ93E+z07aWg6TFP3QZL0KubedAdqxSnZdFFBVbePpeOz2XzURLfDhctuw2HpIS4tE4Ui\nKLzRYnFd8Hl12j2IApw6xiWH/jmdSwmB3b5AyJtLeRXMRSUZtEMB1gDJzMzgV7/6P6GfnU4n+/cf\npK6unvb2Djo6OgmqGYaxYMEsGhpqmDt3JkZjFKIo0tHRjSAIpKenYTKZSEhIuKBf2ZYtm9m1ayfR\n0XoyMjL47LMymptbAEhJSSI+PpblyxdcVPZ98uQJ5OZm8/77H/HBB+tpaWkhPz+fm266iT17dvP6\n6+8gyzJGo5GYmERuueUWtNrB+4xMmTKF7Oxsnnrq74DMT37yQw4fruCvf32Sf//3fxu0Y1ksVp55\nZk2fp1uw7fE73/kuGo0GnU7XJ/PvJCIi4ivJkEdHRzNx4mT2798f+p0sSzidLlJSklAoFCxceB0x\nMdGMneYJ3TSnLFyGQFBoJy067LR9zp49k+LisWzZsp3jx0/g9XqvuBjEYGG329m+fTs2mw2320VS\nUiI+n39QfLDef/8jGhraWLJkBZMmTTrte7hv3z7+/vcnCQQCLF++aFACb6fTiSAIKJVKfvvb3zB3\n7jyioqJ4//1/EhYWxpgx48jNzSUhIQFRFFEqlYSH6xgzZtQ5g0q9/sqLxlzNXRFDDHG5OVei+kok\nsJvNLgJ9ugIBSabZ7BqUY8uyjN3uoLW1jffee59AINj5smjR9YwdOxpBEJAkifb2Diorqy/5eF8l\nV21FSwg6AfrPd37V1dWUlOzA4bDjdPZSVDSc9PRU3n13PaKoYtSoMaxevfq8x+kfHPe4vdgOvU9+\nrIKMnFwi9ZFIgQA9Zgs+XwCbqQGA+PRsqmvrsfd60KkU/OC26ykaN4G6TscZlapzkaDX4vT6sbvP\nL98+mIxMMTB3+NlbL4e4dpBlmd2791JWdphbbrmdrVu3MHZsIQUF+adtY7XaOHToUyora3G7PUyf\nPpPZs2efdZ8mk4mnnnqCRYvmU1g4HEEQ6O7uYe3at3A4HPS3TyUnJ+J0uli5cjmJiRenDFhauoeS\nkp19fngiMTHx3HfffdhsNk6cOEFBQUHIs22wcTqdPPzwn8jLy6Ky8njo99/61o3k5uZc8v5dLhev\nv/42bW0dTJw4haVLl17xofn6+nqef/65vp+CBquy7EdSalh4812n3Zj7b9Y6lXjWCrgkSdjtDl56\naS0ORy8TJky+Kp7jYFFSUsKf//wncnOzWLZsEZmZGSQkxF9yi6QkSTz00P8ya9Y85s+ff9rfGhsb\n+cc/nsLv95KXl8Ott940aK/ns8+uQaUKZ+TIkSQnJ7NhwwZMpmbmzZtNZWUVfr9ET4+FqKhgYqa9\n3cTChfMYN27MoBz/cjHUFTHEN5FzVZC+TGVpML5Dl6OiZTK189xzL57yG6FP1E5GEIIJoYiIcLxe\nHzpdMGE0e/bsoYrWpSLLcuBCN55hw4YxbFjQeNThcFBauov16zf2zXmIZGd/LrF6LgPP4gwjr35n\nMntPdGO4cRQ/X7OFk80OBF8XyBLojKBQEvD0EuhpplaUUWQtINB5Ar21El2kgVSjDp1KHHCg1W5z\nIwjCJbUGXizH2mwUJOmHblBXGfv3H2TbthKWLFlIQUH+abYEsizzyCOPodOFER4eRl5eDg0Nzfj9\n8L3vfR+z2Uxrayvjx5/uZyUIApWVx2lqamXUqAKysjJ56aXXaWxsJCYmhsLCQrKyPpdlj4+PJydn\nGM8++xLJyUmIooKoqCiSkzNISEjA43ETGxtHR0cHn356iNdfX8eiRdeRmpo84Ba/adOmMG3aFGRZ\n5g9/eJju7i4OHTrEjBkzLsuM0qmEhYURGRlJZWUNnydu5EGpyHR1dfP0088RFPBQkp6efsUDkLIG\nM3tP+llx308ozjBSVVXFhg0bqGlqpdrUirT3KNHxiczJj2NEiuGMarMsyyEbg4qKKtra2lGrVWRl\n5bBs2XLCwsLOc/Rrh97eXtavX09bWxMLFswlISGB6dOnDtr+a2pqAfG0yqnD4WD79u0cO3aY1auX\nkZ8/+MbZq1bdwNatOygr28cnnziZPn0WBoOBQ4cqMJu7uf32m0hLS8Vkasdms1+0+e+VYqgrYohv\nIueqIF1sZWmwAqQkg5aV41IHNemRkBDP97//XQwGPYIg0NjYhCiK6HQ6NmzYQlNTCxaLnXvu+fZp\n6/prhau2ogUgCIJ8KecnSRJr166lrt3KMzuqUKkUSMZMXv73lUwvOPuMxPSHttFsOTNgEvpmqAK9\nFgJOC4JSQ6D1GHNGJFA8YzYrx6VyotNBWYM51Ed+tb2yV5MS4cXwdc5klpbu4eOPS0MBgCAIyDIY\njQaSkhKprKxGFFVERUWRmprC8OEFDB8+nP3797Nx44fIskRiYgKTJ0+gqKiAlpY29u07gMnUzeTJ\nU6isrKS1tRGv10tkZDAj5PPJ/PCH/0ZcXNBvrb29nZ07d9La2orL5WTq1GnMmDHjrOcryzJVVVWs\nXfsashwgISGOFSuWnKaiaLfb+dvfniI+PhicLV++hJEji0J/7w9OBEHBzTffxogRAzM+vhR8Ph//\n8z//jd/vZuHC60hKSjrND+dS6O3t5bHHniAiwsAvfvEfg7LPL8vZzIqtdYcoKdnB0VYb5U0WBMCg\nU5Cbnc5dS6aTn5GEWq3i2LFKjh49jtPpQqFQkJqazqRJk8nMzLzmTHnPht1u59VXX2HHjh2MHz8e\nh8NBIBAUDRIEBbIs8R//8dOz3hcGeg2qqqqms7OTEycasVhs3HXXPSQnJ9PY2MjOnZ9QX3+C4cPz\nmDVr2qDMIV4Ik6md/fsP0d3dQ3d3D4mJ8SxcOH9QVE+HGGKIy89gVbSu5TlHp9PJo4/+PxQKLb//\n/e+B/rXStVHR+loHWj6fj4cf/jOHTrRzsMFMpEZEpxbJjIlkeJKeBQsWnVWuuD/YUthaCWveiz2g\nolcZhVqnI9bTSlJiDJIcVHwaNmoMGl0YCXot8ZEa4iM11Hc7Mfd66XF6L+XpDzrDEyNZUHT5ZXgH\nk6th8PKrQJZl3nvvA7RaDVarlbq6BhQKFXfffc9ZMzhNTU3U1tYSHx+P0+lk27bNpKUl09jYwpw5\n8xkzJiij7na7qa6uxuv1YjK1IcsyEyZMJD09PbSvP/3pIRwOG263B6VSjVar4de//s155du9Xi8P\nPfQQPp8bo1HPqlU3EB8fDNwkSWLTpq2Ul1f0LWCDbWtRUXqmTJlEUVEBjzzyNwRBwZ133h1SAL3c\ntLa28tprrzBmTCH5+cPo7Ow6reXyYqmpqWX79o/RaDS0tXVx1113k5t7ZY2Bz2dWXNZg5uan9+AL\nSPi6mxB6O1lWYGRMvAKPx0NPj5lFixYzZsyYQZ2Vu9J4PB4aGxtZs2YNhw6VkZ+fQ1paGmq1ivb2\n4LxjcfFo5s2bfdZ2wQtdg2RZZuvWHezffwhRVJCTk8vUqdNITEzkv/7rv5BlibAwHRDgwQf/dUAV\nwa9zcmmIIYa4OAZjRutaX0u99da71NScIC0tk3vvvReVSjUUaA0GlxpoQZ9PUoOZO57bh9tuRe6q\n44cz0pg/aRS5ubnnHE7/+EgD9//s16RGa0nLHUZ3RyfxqWmkDytAG3buTOTVWMnqR60UeWDWpc+k\nfJVcy1mYi0GWZf7yl8fxen1ERkYSCAQYP34i1113/YAeW15ejiiK5ObmolKpePfddzh6tAKlUoHP\n52PixCksW3Z2tUCv10t5eTk9PT1kZ2cTHR1NTExMKLNfW1vLyy+/zKJFixg/fnxIJECSJEpLS/nt\nb3+DSqVg3LixZGSkU1w8hhEjCjGZ2tmx42NOnmxCFPu7lGUkKYDX68Hp9PLYY499pf40Vqs1pHoo\ny1JIdORiblgOh4Onnnoej8eDIIiIoooHH3yQ6OgLy95fbi5kVvzavkZ+888KJFkOVby+rmbGgUCA\nffv2sWnTxj4FxgD9V+hTxWYuxPmuQR0dnTzzzBpEUcmMGbOYOXNmqPrn8Xj4yU9+TGSkjvvuu4fk\n5MQB+dhd6wuiIYYY4vLRZnVT2WYDuOhxkC+bwLHb7dTVnaSnpweHw8mwYbnExcUOyOrly9Kv4puR\nkcqkSROIj4/H5/Pxj3+8wKpVNzN27NihQGswGIxAq59zzWidbbsn122ltuxjfB4ns5bdgCHmdBEJ\ntUI8zR/rWmJ8hpFpubED2vZqyKp+ExYd/R44oqjCYDBwxx13Ehsb+6UDkI8//pgtWzYwatQImppa\niItLYtmyZRiNwc99bW0t69a9hSzL3HHHXcTFxfHkk0+gUomEhekwm604nU78fonk5GTcbg8HDuxH\nr48gPT2dsWPHM3r0aBITg9XRxsZG1q17m8TERMaPn8BHH32ALAdISUkiIiIMnU5HZ2cX1dV15OUN\nZ/7863jiiSfwej3cdtvtFBQUDNprORC8Xi//8z//jU6nZsKEsXhFDUddkcEq0AA+Y36/n3ffXU9N\nzQkyM3O59957r6oZlwtd6wZ6LRxMmpub+cMf/oAsS/zoRz8mP//LVxIvhMlkoqRkB8eOHUWWA8iy\nRH+Ade+9d5GYeH4Vzi9yrmuQxWLlySefQRRV/OhHPw59v/pxu9089NAfuP32m0hNHfgc4jcluTTE\nEENcHG1WN2+XNYVUqwUB4iO1jEjWMyLFcNmO+/TTz6NShWG1WnG5evuuqdJFJawuhCzLNDU1c/Jk\nPY2NrXR1dePx+IiPjycyMhKTqRW73U58fAK33no7cXFx10ygddWKYQw2xRnGCy4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cLOTz4CRBQKNc8999yQf+4Hcsv5zo9/hp+Xktkr1hASGUOwVcfF7KNER8fiM/1Wfvz2UdpPf0pc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\nEsaxSpCGw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32N85X15Bbnc6aoCqtfFEG6ncxbvgISkvn3qUrXGApRwFutwHxJit3q6CrJ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QZati1KhRN9zG8OHDKSsr4+jRI91OJ70bic9Vs+FcARV1OjwclNfNvrJiGYRrJ259CUEQxL48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+jNpWYz/8yt5NrUEGf+lSRJPXpndae+xUzW7k8pPZOH0jsQs1VCpQC7DKvmZfDsk3fz2Zka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\nt+41pk6dxrJlZ+Lz+cb6ME6p1157j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KSEoiIvHo/7mCfCQryfdDrNf/7nnRgMJkymwdlb\nTdNR1SyapqEoCtlslkwmx9VXX4PJZMJsNuN2u0mn0/ziF3fh8Xg477zzaWho+ETuc55IQWt8LggV\nQoxr2WyWRx99lI6OdmKxKFarBYPByM033/qetdsPPfQguq5RVDR4xflb3/pr1q9/jb6+To4caQbA\naLQydepUDhw4QG1tLZqm8cwzz2C322loaDjlxyfERNDS0sJ9991LfX0t+/YdwGg0s3LlKhYsWPCh\nQs+LL65l69bNFBV5qamp5Pzzz6G42PuRA5OiKBMuZAG8/vpb1NZOIT//xGbhMpkMXV1d7NixnSNH\nDnHZZauoqqoc5VGKTxur1cr3vvcdgJFZW0VRMJmMI7O6JpOJdeteY926F8jPzyebzdHfP4Cu65x+\n+kKqqip47bX1vPjiH5k6tR6vt4ji4mJMJhNut5tQKITP5ztpy2bFn8iMlhDiuDKZDLquv2sz81NP\nPcmuXbtob2/j/PM/y4UXrsBgMPCHPzxGS0sb1157PV1dXbz66nry8wuIRMLU1U3mqquuOOZjDAwE\nefrpF2hr6yASieD1FvG97/2T9M8S446maSM9oMZDQQa/389vf/s/XHHFxYRCYZqbW8hkciQSGS64\nYOXIle+ysjKMxsGTtOETq56eHn7zm//ha1/7y3dVYfs0SKfT/OQnP0dRFK666hpmzZp13Nu+s1T6\n8N/feust2tpaaWk5QlGRh/JyH2eddYb8zhJjavh8eXgGS9d1env7aGvrIBgMEQyGyGQyDAyE8HgK\n6ekZLIZSVlZOZWUVS5YsmTCNqWVGSwgxoWmaxn333UdLy2F0HZYuPZ2LLroYgPz8gpH+NwMDA4TD\nEVKpFKtWnU80GuPRRx9j2bLPoOsq11xzOZqm4fUevxmpx+PmS1+6hr1793P//X+gqKiIxx9/jFmz\nTuO00047VYcsJoCBgQGOHDkyVFzlxINOKpXCarUec0lNLBZj8+bNzJo1i5KSkpF/V1WVH/zg+yST\ncRTFyA9+8MN3nVhnMhnMZvMJLdPJZrM0NTXh9XopLS1939sO95/q7++nu7sbq9VGMpli9uxZzJ49\nC13XeeONDbz00vMYDEZMJiOdnd0j319dXYfdbmf//j1ceOHyT03I0jSN/fsPsn37rqFefToXXnjJ\ncUNWIBDg5ZdfprW1mUQiidfrxWg0omkaoLJkyUJWrjwbu91+So9DiOP58989iqLg85Xi8x37d4qu\n6/T3D9Db20dj4w6OHDnMZz+7nMpKmZUdTTKjJYR4D1VVeeSR/6O1tZVcLsucOfOor6+ntrZ25Mru\nG2+8wc9/ficFBQX4fD50XUPXVc44YwkHDjRjNlvIz7dz5ZWrP9Q+hcF16XdhNJqZO3ceHo+HiooK\n6urqTvbhilOks7OTJ554gosuuuhde4kymQz33HMPnZ3tXHHF55g/f/4xv//VV19l/fqXuPrq65gx\nYwZvvvkmzc3NXHzxxTz11FO0tBzh1lu/gsvlIpPJkE6nicViBINBjh5tGdnDsHv3Lkwm49DrehqV\nlZXYbDbC4TC/+tUviccjDFY486HrOplMFkWBcDhMf7+fwkIP8+cvwOPx4nK52Lx5E93dXSxZspSL\nL75kZLxNTU08++zTWK02LrnkUiorK+no6GDr1i1MmTJ15CT/qaeeZOvWTSiKkW9842/xer3ouk4w\nGKSlpYVDhw7R29tNIhEnnc5gMhkpLCygpKSYmpoqZs2a+b4Bb7jKmaZpbNmyjcbG7axefREVFZNG\n5wc7AWzYsJFXX30Ls9mK1WolHo9zxRVXMnfu3JHbRKNRfv7zuzjvvBW8+uorzJxZx/z588jLc+H3\nB4ZmtzR8vpJxW4pbiBORSqXYsqWRnTv3sXDhEubPn89jjz1KMplgwYJFTJ06lVQqhd/vx263Y7fb\ncTqdGI1GXC7XKX8/TKQZLQlaQoh3aW9vZ/369XR3d5FIxNF1beRrs2fP44ILLiAWi2EwGNi+fTuv\nv/4aJpOCrusUFOTzta/dwubNjWzbtpvS0lJKS92ceeYZH/i4uq7z/PNr2blzL4Ol4Y9QVOTlzjvv\n+kRu5v0k2rhxI5qm0dDQMFJc4MCBA6xd+0fy8vKIxaKsW/cSlZVV/PCHP8LjGZzpbGlp4Vvf+ltM\nJiNVVVWcd975XHjhhe+5f03TaGlpQVEUurq6eOihB4nH4yxbdgb9/f20t7fj85XgdLqwWMxYrZah\nkt4OJk0qI5FIoCgKDQ0zyOVU9uzZy9GjHXR392KxmMnlcixePI958+ZgtVoJBPoxGAyYzeahwJXB\n6/UQDkdoaWklkYgTjcbx+UqIxWIcPHiUGTNmoqo5YrE4TU0HuOyyVbz++lt0d/vx+XyEwyHmzGlg\n48atLF26jOLiYjRNo6Ojg2QySV6ei9bWo4RCg6WeJ03yUVdXQ1mZD5fLidVqHZdln8c7VVUJBPrp\n7u5B0zRef/0tzjjj7He1mAiFQnz961/B43GzcuV5nHPOZ+S5Fp8q8Xice+99CIcjn56eTq666jJ2\n795HT48fs9lEcbGXdDpDKpUiHk+iqiqJRJLCwkImT65m5coLT8m+Lwlao0SClhCn3s6dO3nssUcA\nMJsteL3eoSaXbqLRwW72uq6O9LUpKvISjUYJBPqZOXMGl19+Mbqu8/Of/4bly89n06Y3ufHG6z/U\nY6dSKXbs2MW6da/S2dnDtddey/nnX3AyD1ecoHg8zlNPPYWiQG1tHVarlccffxRNy+F0uqiqquFz\nn/scu3fv5qmnHuOaaz6Hrus888wLJJMZpk2bMbLUzmIx8+CDD9HV1cnkyVVccMGFVFRU0NbWygUX\nrCSbzbJ16xaOHGkik8lQXFw01HOnALvdjs1mJT8/n4KC/OMuCXw/mqaRSCQwmUwnfJKQTqfZuXMP\nqjpYitxut1NaWkJpaclISfJYLE5JSRFms5mBgSAHDhwkHI6SSCRQVQ2Xy4nX62by5Cq8Xs+E2S8x\nUWiaxhtvvMWuXfuZPLmWK6+88l1X4h977FFMJo0VKz4rF3fEp1YwGOLgwUO0t3dy0UUXfODyYlVV\n6e8fYNu2nezZsx+320N1dQ11dYOFZmKxGNOmTRvVMUrQGiUStMR4Ndy4M5lMkkwmicVieL1enE4n\nbW1t9PR0U14+2BfDZDLR3t6O1Wpl2bJlE6Y6Vzwe59/+7f8bWhKoA8PvRX1ojwMsWDC47Gb27FmU\nlflGvlfXdX772/tYufISnnnmKWbMqOOccz7zgScvTU2H+b//exxFMWIwmLjjju/LCc84NLiheoBf\n/vIX6LrK8Gvj2ms/z+TJVWiaxtq1L7N37wFyuRyLFs3jvPPOBaC9vYOBgSCKogx/WJLJZMjlclgs\nFoxG49BMkkIup7Jjxx4cDjuLFs1j6tQpFBYWyGtCfGSqqvLUU8+RzSqsWrWKkpISkskkra2tOBwO\nNm3aRFPTfm655Utj3iNIiIkqm83i9wdoa+ugpaWVlpZWQOeSSy5n8eLFo/Y4ErRGiQQtMR6Fw2F+\n8pP/BAYDyHAIGT5prKmpwmq1cvDgkaHv0NF1UJTBxoM33XQLJSUlI70v/tzwfY71kpVsNsvzzz/H\noUMHSSYTZLNZDIbB8RYXF+P3+0dOsofLt99664309PSyYcNmwuE4N998C9FolJ/97L/58pdvwONx\nv+9j/s//3EN/fwhQAJ1LL72cRYsWnfRjFe82vD/I7XYfM9S88sorvPrqeq6++lrC4TDPP/8cy5ef\nyeLFC991H8lkEqvV+rF6CUWjUZxO55i/H8TEtnnzVo4c6eSaa67hjjtup6qqiurqah5//FGmT5/G\nggVzOO20BglZQnwMwWCI3bv3UFdXh8GgcO+9D1FcXMLy5StGtVWLBK1RIkFLjCVd10mlUiNVpfx+\nP2+++QaJRJKysjKmT59OLBYjHo+jaRp9fX309vYQjUYIh0Ok0+n3nKRarXYikcG+UxUVFSxatJi5\nc+eO3C4QCHDnnT9D1zXmz1/IsmXL8Pv9tLQ0MzAwQH5+PhdeuOqEywjruk44HCYvL+8DT36PHj1K\nb28vTqcTm81GUVERJpOJf//3f3vHLMY7j0/HZrOjaTrnnruc2bNn093dzUsvvUh1dTnLl5/zocd5\n770P0N3tx+Mp4qabbjrhPjfixPT19fHzn9/FypUXcsYZg/vr2tvbefXVVygvn0Q0GmXXrh0YDArF\nxUXMnFnPwoXHLmAhxFiLx+Pcc8+DXH/9l/jjH19g9+6d1NRUU1pazKxZM6itrZFZUiFOQDwex2g0\njiy5bmk5ysMPPzL0flJQFANf+MI1o94PU4LWKJGgNbGpqsqePXtIp9MAlJSUUFVVNWGuTLe3t/Ob\n3/ya0lIfX//619m/fz8PP3w/mqZiMJgYnnWB4Tc9mEwmdF1H0zTMZhM+XzkuVx7l5eXY7XZSqRSd\nnR2YTCay2Rxr165l1aoLh0oGg91u54knnsBkMuLxeLHZLEydWofT6SAWi3LkSBtz5szFarVSXz+N\nWCxGZ2cHXm8R8+fPf9/9Jfv37+e1116js7Mdg8FAcXEx8+Yt4PTTTx/5mQy/31599RVeeeVlNE0d\nqrg1gK7Deeet4JxzzqGnp4eBgQFyuRyhUIhsNks2O7j8K51ODZV9D+PzlTBv3mnMnDn9Q53IBIMh\nfvnL31BXVwtoNDe3oigmbr/9jo81KyI+Gl3XaWxsHKl2l0olSSZT6LrK4sULyM/Po7a2Bq/XIyeo\nYlwbGAhy9933YDBYmDdvLjt3buPb3/6bCfM5JMR4ous6XV09+HwlGI1GHnxwDW1tXei6jqIMrnbJ\n5VSMRoXW1g5uvfUrTJ8+fdTHIUFrlEjQmtgOHjzIgw/eh64Pho5cTsVgMLNy5YWYTCaqq6sxmUw8\n+uijlJQUY7PZsdlsmEymka9ns1kCgQAej4eqqqp33X8ymUTX9ZGNmplMBkVRRm0Dua7rHDhwAIAZ\nM2YA8Prrr7Nu3UsMz+b86SRTH1ryp6LrGn//939LLpejr89PJBLF7/eTTKax2604HA5yuRzRaByH\nw0ZBQcHIDFUikaCjo3No03wJc+eeRnFxEQCRSJQDBw4Cg8v62to6cTgclJWV0NXVw+HDR3G5XDid\nLsrKyrDbHTidTnw+H9lsljVrHqaw0Ek4HOGv//or+P0BXn99AwMDIRTFQCIRR1VVFMXEggULePnl\ndfj9fUPPdYqiIi9VVVXouo7FYiY/Pw+73UZhYQFWqxmj0YjT6cTlclFYWEBxcdFHPpnJZrP85Cd3\noWmDv0gXL17KpEmTmDdv3sf7YYoR27dvp6WlmdWrLztueB2c0foZRiNcc81VaJqGqqoUFRWRnz/2\njXqF+LByuRw7duwiHo9jNluYOXM6hYUFYz0sISaknTt38/zz65gxYwp79+5HUQY/Qwa3Rhj58pe/\njNFopLW1lSeffIKGhllcd911oz4OCVqjRILW+KNpGpqmEQ6HsVqtx13PPliZTmfHjh0YjUa2b99G\nf79/KIxogI7BYOKss87hjTdeR9MynHnm6UMlkY8QjyfRdQWj0YiuqyiKkX/8x9swmUxs3ryZtWtf\nABgqmHAHnZ2d/P73vyOXy6GqGpdddvlIL56enh4OHTqE3W6nqKiIysrKE+750NXVxd13/3Jo5kej\nuroSj8eLyWTEbDZhtQ72aJk7d/Ypv9Kfy+UIhyPE43F6evrIZNLEYgn8/v6RsqzLli1916zXcDU0\nAIfDzmOPPUUoFMbnK6WwMJ/CwkLi8Ti5XA6n08mkSeWUlpac1KvBP/rRvw/90jbxN3/zDYqKik7a\nY31apNNp/vVf/xXQ0bQsimLke9/75/csQR3emxWLxbjnnnuGlogC6DgcNr7xja+d8rELIYQYO8Or\ndIxGI3v37ufpp/9ISUkp/f39XH/9X1BUVITL5XrXhTtd1+no6MDr9Z6UpugStEaJBK1Tb3BauIuB\ngQHS6TQOhwOfz4fD4SCdTvPDH/6Qzs7OkYaNZrOF73//B5jNgz1o4vE4yWSSn/70vwkGB9A0uPHG\nG/F6B0uAd3R00NfXh6apJJNJzj33s7z99tvs27cXk8mIxWImlcowc2YD9fX1NDc3Azp9fb2o6mCI\nikajRKNRbDYr5eWTMJnMJJNxVq5cTnV1FT/96S8xGq3cfvvtpNNp7rnnHnp62pk7dw5NTUeYM2c+\nq1Zd9LGeJ1VVOXLkCP/7vw9TVOQhEOhnxYpzmTPntNH5QXzKNDUdJpPJsmPHLlpbO4ZCqoEvfekG\naVg8CjRNo7GxkXQ6zZ49e+jqaueGG26itrZ25DbJZJInn3yS9vYWHA4HqqoSjycwm80sXDiXuXNP\nOyX9UYQQQowPHR2dvPzya3R2dgMaPp+Pnp5evN4SvvnNvx2zcUnQGiUStEafpml0dnYSDAZJJpOk\nUqmRog2FhYUcPHgQv78bn68Ei8VCLBYnEBggmUwOLekzYjKZSKVSQ01rjRiNJoYr6zmdg8v/LBYz\nmUwas9lMQUEhmUwGo9GI0WgYWoakkUql0XVtaHZEGSn3PDgzZMFsNmO1msnLy6e2thqvd7C5aSaT\nIZlMYTQOzqpks4N9awoK8lm7dh3btu0eOV6r1UIqlRqaFRuc2p43b8FITwer1YrT6cTtdmM0Gkdm\n7EKhEKFQiIGBAYxGI6qqDu1DymIymTAajVitVmpra+no6OCJJx5H03KUl5dRUVFGff0UqqoqT/WP\nd8J5++1NrF//OgaDEavVTiqVwGAw8eUvf4WCggKcTudYD/ETR1VVQqEQHs+f9ldt3ryZt956g5qa\nCpYvP+eEZ3yFEEJMXIPnP2Gi0SipVJpnnlnLZz97HqFQiBdeeJ6bbroZk8mE3W5nypQpYzZOCVqj\nRILW+9u1axfPPvssCxYsYMWKFSQSCVpbW+nu7iaTSROPJ7DZrFRVTeaVV17B6XTQ3+8fajLrwWaz\nYbWasVqtqKo6smfozDPP+EiFB3RdR1VVjEbjmG+Mj8VixGJx8vJc2O32kSVujz/+NK2t7VRUTAIY\n+fdUKk0ikSAcjqCqGoqiYDAoFBTkk5+fh9tdgKbpGI2GoeWBZlRVHaoy2E9XVw82m51QKAj8qZjE\n1Km1fP7zl4/BMzAxZDIZDh9u5oknnh7pmfXP//wvRKNRCgoKZKP6xzBcVj2dTpPJZEYuppjNZjRt\ncEb46NEWcjkVq9VCIpFk795daFqO2277zpi/h4UQQoyNp556lj17Doxc+C4ocLN69WVjGqqORYLW\nKJGgNUjXdY4ePUoikRhZ2ldfX8/DDz/M1q2bMRiUkWIBkyaVUV5eitVqxWazkUqlaG3toKnpMOXl\nPi6//FIKCqRU9vEMv94+7MlmIpEglUrjcjmHZuykMh4MPo/RaIxgMEg4HCGRSJBIJAgGw3R395FM\nJikuLqGysopJkyqoqqrC6/WO9bAnjGw2SzQaZWBggJ6eHrq7uwmFgkQiEWKxCGazGYvFgtlswm63\nYbFYyGZzKIqCy+WgrMyHzWYlk8kM7Su04PF4KCqSn4EQQnxaDS8ZV1WV1157kzVrHuHrX/9rLrjg\ngrEe2rtI0Boln9agpaoq6XSaaDTKL3/5CzRtsJJdOp0iEOinpaUFk8nM6aefDmiUl/u44orV5OW5\n5Gq0OGG6rtPd3UMqlSKbzWE0GsjlVGy2wUqJdrsNVR1c6mk2m7DZbCOvN1VV6enpY/fuvbS1dRAK\nRbDbbXg8RRQUFJKXl4fD4cDj8VBeXn7cRrjivSKRCO3t7bS2HqW9vY2BgX4ymSxOp4PCwgJKSryU\nlBTjdhficrnIy3ONWuVNIYQQn04tLUdZs+Yxbrzx5nft5x3W2BpkY3M/S2u9LJjsPqVjm0hBSxbi\nnwTpdBq/3095eTkGg4FYLEYkEhk5+Rmu1ne85VHf+c532LdvL5MnT+bAgYOk04N7mc466zPkcjpW\nq4NoNMyWLVtZsGAes2fPkpLL4mMLBPr5/e8fxmAwMnVqPaqaw2Qyk0qlSCTiJJMJFMUA6GSzWdLp\nDAbD4J47RYGCgkLmz1/I0qWfwev1YrFYxvqQJhRd14nFYqiqOhKs2tpaCYdDTJpURkVFOeeeewYe\njxuHwyFBVQghxEljt9sBhaamJqqrq991ztrYGuS6324knVUxKxprvnLWKQ9bE4UErZPgwQcfwO/v\nHepJpKDrOoWFBWSzOQLRFB39UfJMML1mEjNmNGAwGMjlckQiYdaufZFYLEo6ncZut6MoOoFAgBkz\n6jGbjZx99mdoaWmmt7eXSZMqUdUsBw8eYv78uWN92GKCKy4u4uqrr+CttzbR29vDlClTKSsbvFhg\nMv2pdL3L5aK4uHhkb57BYMBgMMiJ/wkYGBhgy5YttLe30dfXM/RcKvh8pVRVTWLFirMpKyuVJalC\nCCFOKavVSkPDNI4cOUhHRzs33viXI2FrY3M/6UyW6Nv/iy/PxB0/3sRNFywc2kIxWDDt/PPPP24L\noE8TWTo4yjo6Ovif//klX/ziNXi9bnRdHwpMCt3hFI9v60DVdBRdY4FXJRcdQNf1oX5ROkePttHS\n0kY4HGHu3Lk0NR0iEOinvNxHff1UFi+ej8ViIRgMcfRoGwMDA5x//nJKS0vG+tDFOJHL5fD7A/h8\npSPhp62tnQceWAMomEwmKiom4fG4sVrNQ9UdrVgsFhwOOw6Hg0QiwcBAkGAwjK7r5HIqfn+Anp5e\nDAYjX/vaX+Hz+cb2QEdBNpulq6uLQCBAIBAgHA6TSiUBsNns5OfnU1RURElJCT6fb1Rm6XRdZ8+e\nPRw4cIDDhw8yb94sJk+uoqSk+KT0GxFCCCFOlK7r/O53DxKLJVm+/DwWLVrE63vbuOG3b5Hd9SwV\nhVbiyTSnTy2hJH/wM8xgMHDzzbdSWXlyqi9PpKWDErRGWSqVYu3aP3Lo0EFUNTdS0S8cDnO4L0ZT\nXxSjAvNPP51rLv4si6qPPdUajUbp7x/AarW+64RZiA/S1+fnN7+5D0WBs846nerqyZjNZtaseYRM\nJouqqgyW0/9TWf1hFRUVaJpKNBojHo9iNpsxmUwkkynsdhuTJ9eyaNGiY67XfqdcLkd/fz99fX34\n/X7a2tq4/vrrx03Z8FQqxbZt23j77bdwOKwUFXnxeNzk5+dhs1nRdZ10OkMkEiEYDOP3B+jvDzJ7\n9lwuvXT1CT9uIBDgySefIJNJMnfuLGpqqiksLBi14xJCCCE+Dl3XSaVSQ0sHB2UyGf7jP36KwWCh\noqKC9vY21u/vobU7QDyepMDt5vxzz+KXt30FRVFO+iqMiRS0xsdZzziWy+VobW1l//59BINBbDY7\nHo+HyspKqqur33OF22azsXr1ZUNV16Jks1nuvPNOQKHIZaYzaKDQ66W4bBIVbvuxHxTIy8sjL0/2\nXYmPzmq1DpWpN7F16x42bdqBpuXIz8+nqsqD212AyWQiHI7Q1xegv79/qCKdkc985uyRHmPDZcJV\nVcUlwDkjAAAO3klEQVRmsx23wEIikaCtrY1AIEBPTw9dXR34/X5AQ9cZKhNrHOlBNtYCgQB33vlT\nZsyYyqWXrqSiovy4t+3t7eO3v71/JIw2NjZy9tnnUFBwYuHoscceJRQKcOmlq8jLy5O9lUIIIcYN\nVVV5++1NvP7629TWTmbKlFpisRihUARFMaDrKu3tbQDM9Lno8fdjzrORyZ/EDV+4clx8xo83MqP1\nAdasWcO+fbtYsmQhlZWTSKczDAwM0NHRQ3d3L6WlPmpqaqmpqaGmp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.display(fig)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8/Nd//Rd5eXlotQpuvnnNOb1v374D9PQ4uOmmm6iqquLVV1/m29++Y7gs+6OE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aOjg+PHj1Fbe5Zly+4a1fwvJCAgAKVSSUFBHpMnTxqyZiUoKID6+gZ8fX3QaDTk5Z0mJ+ckSUnJ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\ndruduLhYnylWmptb0Gh0gAatVi8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,20))\n", "# Elegimos la proyección PlateCarree\n", "ax2 = plt.axes(projection=ccrs.PlateCarree())\n", "# Y representamos las líneas de costa\n", "coastline = NaturalEarthFeature(category='physical', name='coastline', scale='50m')\n", "ax2.add_feature(coastline, facecolor=cfeature.COLORS['land'], edgecolor='k', alpha=0.5)\n", "\n", "ax2.scatter(aircraft_events_all[cond_accd & cond_far].longitude,\n", " aircraft_events_all[cond_accd & cond_far].latitude, \n", " marker = '.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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8/Nd//Rd5eXlotQpuvnnNOb1v374D9PQ4uOmmm6iqquLVV1/m29++Y7gs+6OE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aOjg+PHj1Fbe5Zly+4a1fwvJCAgAKVSSUFBHpMnTxqyZiUoKID6+gZ8fX3QaDTk5Z0mJ+ckSUnJ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\ndruduLhYnylWmptb0Gh0gAatVi8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.display(fig)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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fhOgpyWgJ4WZUVWX37t0cPnyABx64B1/fy1evqjC38t6H2ynJycJb68LhcLJw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Y0BAyKora0mNTWR5uYWbtyoZubMx0lISMDhcGAymdDr9ZjNZlpaWjh58iQ1NdcJDg5n4cKFBAcH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\n6XNotVq0Wi2hoQMYP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,20))\n", "# Elegimos la proyección PlateCarree\n", "ax3 = plt.axes(projection=ccrs.PlateCarree())\n", "ax3.set_extent([-160, -30,30, 0], ccrs.Geodetic())\n", "# Y representamos las líneas de costa\n", "coastline = NaturalEarthFeature(category='physical', name='coastline', scale='50m')\n", "ax3.add_feature(coastline, facecolor=cfeature.COLORS['land'], edgecolor='k', alpha=0.5)\n", "\n", "ax3.scatter(aircraft_events_all[cond_accd & cond_far].longitude,\n", " aircraft_events_all[cond_accd & cond_far].latitude, \n", " marker = '.');" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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fhOgpyWgJ4WZUVWX37t0cPnyABx64B1/fy1evqjC38t6H2ynJycJb68LhcLJw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Y0BAyKora0mNTWR5uYWbtyoZubMx0lISMDhcGAymdDr9ZjNZlpaWjh58iQ1NdcJDg5n4cKFBAcH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\n6XNotVq0Wi2hoQMYP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OrqKELcVkCAgaamJlfHEP2AfJQkhBBCiB7R1tbGtm1bmDAhE3d3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\nKOJM3EIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.display(fig)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Which phase of flight is the safest? " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "source": [ "" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "aircraft_with_phase = aircraft[aircraft.phase_flt_spec_gross != 0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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X1Vkd03sv8MS2zQnAzsB+wL2Bx7Z1ltOkpRzYfn1IT/uzB944SZKkWcpA+eZO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\nMFCWJEmSOhgoS5IkSR0MlCV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aircraft_with_phase.phase_flt_spec_gross.value_counts()[:10].plot(kind='barh');" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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damageDESTMINRNONESUBSUNK
phase_flt_spec_gross
Landing14551430
Taxi11927871
Cruise41394160
Standing22241490
Descent567920
Takeoff2344550
Approach17515200
Climb3229180
Other00240
Maneuvering30110
\n", "
" ], "text/plain": [ "damage DEST MINR NONE SUBS UNK \n", "phase_flt_spec_gross \n", "Landing 14 5 5 143 0\n", "Taxi 1 19 27 87 1\n", "Cruise 4 13 94 16 0\n", "Standing 2 22 41 49 0\n", "Descent 5 6 79 2 0\n", "Takeoff 23 4 4 55 0\n", "Approach 17 5 15 20 0\n", "Climb 3 2 29 18 0\n", "Other 0 0 2 4 0\n", "Maneuvering 3 0 1 1 0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try:\n", " # Just in case it was created before\n", " aircraft.damage.cat.add_categories('TOTAL', inplace=True)\n", "except ValueError:\n", " pass\n", "\n", "damage_per_phase = pd.crosstab(aircraft_with_phase.phase_flt_spec_gross,\n", " aircraft.damage)\n", "damage_per_phase['TOTAL'] = damage_per_phase.sum(axis=1)\n", "damage_per_phase.sort_values('TOTAL', inplace=True, ascending=False)\n", "\n", "damage_per_phase.iloc[:10,:5 ]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What happens to the aircraft in each phase of flight? " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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6aZnG8d5775GRkUGzZs044ogj9rWXl/iKK64VcTM7HLgHuAKI3ipvt5k9DQx3\n960JiE/2i5xa6qV8nw/cPStX2zfh66fuviP6grtnmdkmIO+fn4FFuRvcfZuZfUCw+t4a+CBGnyeA\nJwCqNmxZ2u9ZRERECnDhhRfy97//nX/961/s2LGDPn36cOKJJ9KsWbNSu+fMmTNJT08Hghrx9PR0\nZs+eTePGjXn66adz9O3evTspKSm88sor9OrVi/79+3PSSSdx9NFHY2YxZi8fip2Ih0n4UqANwYN3\nbxDswNGQYFX0GqCLmZ3q7tsTGGtF9w3Bw475JbyJkmf52d0zw1/i/JamMwnq12PZlE975EHNcv6o\nuYiIiLRv356pU6dy4403MnXqVKZOnQpAnTp1OP3007nyyis5//zzE3rPWbNmMWvWrBxt1atXZ8CA\nAbRt2zZHe6NGjXjxxRe5+uqrmTNnDnPmzAGgZs2anHrqqVx++eVceumlJCUlJTTGkoqnNGUEQRL+\nGNDM3bu6+6Xu3pX9D2oeF/aTxInsDf7rMo2i+Orn094gfFXdiYiIyEHg4osvZt26dcybN49Ro0bR\ns2dPsrOzmTlzJr169WLgwIG4J+5D7IkTJ+LuuDuZmZmkp6czfPhw7r33Xk4++WR+/PHHHP3PPPNM\nPv30UxYvXswdd9zBhRdeSI0aNZg3bx5XXHEF3bt35+efS7KfReLFk4hfCLzl7n/IXX7i7tvc/QaC\n7e76JiJA2WciwdaFfc3suII65ld3XUbOyN1gZikEn57sJtidRURERA4CycnJdOvWjdtvv505c+bw\nww8/8L//+78cdthhTJkyZd8KdqVKQYqZnZ2d71yRa5G+BUlKSqJZs2bcdtttDBgwgE8++YSHHnoo\nT79KlSpx2mmnceuttzJjxgw2btzIvHnzaNCgAQsWLOCxxx6L522XmngS8abAwkL6LAKaxDG35CPc\n7zuNYF/vl82sQ6x+Ztad4JTN8uIKM2ufqy2NoCRlegm3WhQREZEylJSUxMUXX8ywYcHGaa+99hrA\nvp1VNm/enO/YH374AYBatWoV656dOnUC4O233y60r5nRrVs37rzzzhzxlRfxPKz5E3BkIX2OCPtJ\nArn738ysMjAaeMfM3gRWEByqVB84HWgZtpUXrwBLzew5gmcJuoRf6cDwMoxLREREEqRmzZoA+0pT\n2rVrB8CyZcvyHRO5FulbVFu2bAEKXm0vLL7yIp4V8XeAi8ysZayLZtYCuBjtJV4q3P124FcE+7in\nEByOczN62sCsAAAgAElEQVTQA/gCuIr9e46XB/8EriMoRYmcrjkJONXdvyvDuERERKSIpk+fzvz5\n82Mmv99++y3jxwcHqp9++ukAnHbaabRo0YL3338/x/H1EQsWLGDOnDmkpKTQu3fvIsexZcsWJk6c\nCEDXrl33tc+dO5cXXniBvXv35hnz448/8sADD+SIr7yIZ0X8XuA/BCuyDwGvE6x0NgC6AjcAvwDu\nS1CMkou7ryb4ORfWL5392x5Gtw8CBhWlb9T1gq6lxmhLIyhBiZhUQKgFatsohRV39yhCz0P/uc+V\nBV0sX6f2iojIIWT58uWMGzeOBg0a0KVLF5o3bw7AV199xcsvv8yuXbu44IIL6NcvOHg9KSmJqVOn\n0r17dwYPHsykSZPo2LEjSUlJfPTRR8ydO5fk5GQmT54c84AgyLl9YVZWFl9//TVz5sxh8+bNnHTS\nSVx77bX7+q5Zs4Zhw4ZRu3ZtTjvtNFq2bEnlypX5+uuvefnll9m6dSudOnXi+uuvL90fVDFZPEv0\nZjYEGEfeLeuM4IHCoe5evqrh5aDVoUMHX7GiPFXbiIhIRbJ69Wpat26df4e0cr4Tb1rJF6rWr1/P\n7NmzWbBgAatWrWLjxo3s3r2bunXr0r59ewYMGMCAAQPyPHiZnp7O/fffz3/+8x/Wr19PdnY2Rx11\nFF27duVPf/oTv/rVr/Lca9CgQUyePDlPe82aNWnVqhUXXXQRN9xww75TNSGoN589ezbz58/nww8/\nZOPGjfz444/UqlWLX/3qV1x00UVcddVVVKlSJe6fQaG/ByEze9fdYz7Ll6dvvLUyZtaU4ECf9gQl\nEtuA94Gp7r42rklFYlAiLiIiZamoCZgc2kojEY/rZE0Ad18HjI13vIiIiIhIRVbshzXNLMvMppVG\nMCIiIiIiFUU8u6bsAFR6IiIiIiJSAvEk4u8THGEvIiIiIiJxiicR/ztwnpmdk+hgREREREQqinge\n1jwSmAu8YmYzCQ7u+RbIs/2Ku08pWXgiIiIiIoemeBLxSQRJtwEXhl+QMxG38Hsl4iIiIiIiMcST\niA9OeBQiIiIiIhVMsRNxd8971JGIiIiIiBRLPA9rioiIiIhICSkRFxEREREpA8UuTTGzL4vQLRvY\nDqwGXnD3GcW9j4iIiIjIoSyehzUrheOOCr/PBDYDdaPm+4Zgm8Pjgf5m9m+gt7tnlSxcEREREZFD\nQzylKf8DbADeALoA1dy9IVANOC1s/xpoBBxLsOf4ecCNiQhYRERERORQEM+K+FggBejs7pmRRnfP\nBpaGJ25+BIx19z+a2UXAGuAy4B8JiFkOEmbmwCJ371qSeVZu2Ebq8JcTE1Q5k15tQFmHUGbaNm9a\novHP3ZVZeKdyrPWa1WUdgogkSNvJbcs6hAKtHLgyIfOY2b7Xzz77jBYtWsTsd+aZZ7Jw4UIAJk6c\nyKBBg/ZdGzRoEJMnT863HeDll1/mvPPOyzNvWloaY8aMYfz48Vx11VUxx0ZUr16d1NRUfvOb3zB8\n+HCOOOKIeN5yqYtnRbwPMDs6CY/m7nuAOYQH/bj7T8CrwDHxBlmWzOyvZubh17FlHY+IiIhIWalc\nuTLuzlNPPRXz+meffcaiRYuoXDmetd7ALbfcQlZW8auZL7jgAkaPHs3o0aMZOHAgO3fu5B//+Acn\nnXQSmzdvjjue0hRPIl4XqFJIn+SwX8S3xLf6XqYs+NPvd+w/NfTqMgxHREREpEzVr1+fDh06MHHi\nRDIz867JPvnkk7g7PXv2jGv+o48+mo8//pgJEyYUe2zv3r1JS0sjLS2Nxx57jE8++YR27dqxdu1a\nHn744bjiKW3xJOJfAn3NrGasi2Z2ONAX+CqquSGQEce9ylo3oDkwGdgEDDSzwv4IERERETlkXX31\n1Xz77be89NJLOdr37t3L5MmTOfXUU2nTpk1cc48aNYoaNWpw2223sXPnzhLFWa1aNS677DIA3nnn\nnRLNVVriScSfIHgQc7mZXWZmqWZWPXy9HFhOsKPK47BvVbkr8EGCYj6QIivg44FngHoEpTk5mFla\nWLrS1cwGmtn7ZrbLzL4zswlm1iDGmIXhmKpmdqeZfWVmP5vZF2Y2OlbCH/ZfaGYNzOxJM9tgZllm\nNiiqT0Mze8TM0s1sj5l9b2YvmNmJMeZLMbObzew1M/s6qv9sMzs5vx+KmbUK31d6GPN3ZvaGmf0+\nn/71zOwJM9sY9v/YzAbnN7+IiIiUX5deeimHHXYYTz75ZI722bNns2nTJq6+Ov4CgqOOOoqbbrqJ\nb7/9lnvuuaekoeIeFDUkJyeXeK7SUOxE3N3HAf8CWgFTgC+AH8PXyQQ7pYwP+0GwjeF04P5EBHyg\nmFl9oBfwqbu/CUwML11TwLBhBD+bD4EHgE+AwcCbZpbfUwLPAVcS1NU/TFAGkwbMsMhTETnVAd4C\nTgZeCMdsCmNuDqwAriP497gfmAf0CGPI/TlRa4KHb7OBlwkepp0PnAW8YWbdc9/czHoA7wEDgY/D\nMTOAJOCWGPHWApYCpwD/R/A7cxQwwcwG5vMzERERkXKqZs2a9O/fn7lz5/L111/vax8/fjyHH344\nF198cYnmv+WWW6hfvz73338/GzdujHueXbt2MXXqVAC6dOlSophKS1x12+5+nZlNAwYR7BWeQnCA\nz/vAFHdfHNV3EzCi5KEecIMJat0nAbj7f83sPeBMMzva3T+PMeY3QCd3fz/SYGb/BIYCdxPUm+fW\nGmjj7lvC/n8FXgd6ApcDT+fq3zZsuzLGA7P/Ikhyb3X3sVExPAosBiabWTN3/zG8tBo4yt1/iJ7E\nzBoDbwP/JNh+MtJeD5hG8HtzlrsvijEut3bAU8CQyD7y4c/kI+AvBH+8iYiIyEHk6quv5qmnnmLC\nhAncdtttrF27lvnz5zNkyBBq1KhRorl/8YtfMGbMGK699lpGjRqVZ+U9PzNnziQ9PR2A7777jpde\neon169dz+umn8/vfx/zQvszFfcS9uy9x96vcvYO7t3T3E8PvF8fqb2aHm1nJ9is7QMKV6KsIVoqn\nRF2aBESuxfJ0dBIeSgO2AQPMrGqMMXdEknAAd9/N/j9crozRfw/w59xJeJgEdwPWATk+ywlX9KcT\nrKZfGNW+LXcSHrZ/TbB63SrXv9lA4HDgsdxJeNS43H4C/hR9mJO7ryJYJW+d37MGIiIiUn516tSJ\ntm3bMmHCBLKzs3nyySfJzs4uUVlKtKuuuorjjjuOiRMnsnJl0bZfnDVrFmPGjGHMmDE89thjrF+/\nnnPOOYcFCxaU+I+D0hJ3Ih6HYeR8gLM8OwtoAcx39w1R7dMIEuFBZhar2ChWcrqNoD6+GsHqd6Fj\nCA5FygTax7iW7u7fxWiP9H3D3ffGuP5arn4AmFlnM3vOzNaH9dse7v99Q9ilUVT3SN34KzHmz89n\n7r49Rvv68LVWrEFmdo2ZrTCzFVk/bSvG7URERORAuPrqq1m7di1z585l4sSJnHjiibRvHyt1Kb6k\npCTuuecesrOzueWWWJWveU2cOBF3JzMzk08//ZRLLrmE+fPnl9vVcDiwifjBJFIHPim60d03E9Ry\n1wcuiDFuUz7zfRu+phRlTLh6vJlg9Tm/uXKLzJ1fMVWkfV/ia2Z9CEpWegDvEtSb3wGMYf8fCNGr\n+JGx0X+cFGZrPu2RFf2kWBfd/Ynw05YOSTVi/dhERESkLF1xxRVUr16dIUOGsGHDBq65pqDH6Iqv\nR48enHXWWcydO5f58+cXeVxSUhItW7Zk2rRpdOrUiaeeeorZs2cnNLZEUSKeS/hQZe/w2+lRh/lE\nVor7htdi/bbVz2fayK4psZZ284wxsySCfdhjrSR7jLboufPs0BJqGCOGOwhW+Du4e293v8ndb3P3\nNIIHTXOLJNWNYlwTERGRCqRWrVr069ePr7/+msMOO4xLL7004fe47777MDNuvvlmsrOzizW2UqVK\njBsX7B0S7yFBpU2JeF4DCQ4sepfgIcNYX98DZ4e7lEQ7I/dkZpZC8EDrboKHI3PLMwY4jeCByNz1\n5gWJ9O1iZrEewj0zfH0vqu1oYJW754jLzCoBsR4vfit8/U0x4hIREZFD1J133smLL77IvHnzqFkz\n8Y99tW/fnssvv5wPP/yQ6dOnF3t8p06d6NmzJ5988glTpkwpfMABpkQ8r8iDmNeFD5/m+SLYIz3W\nQ5tXmFnu4qg0grKR6e7+c4z7jTKz2pFvzKwacFf47cQY/WMKH5ScD6QS7NKyj5l1AgYAW4AXoy6l\nAy3N7KiovgaMBo6LcZvJBKv0vzez03NfzGfXFBERETlENW3alN69e9O5c+dSu8fYsWOpVq0an38e\na8O6wt1+++2YGWPGjGHPnj0Jjq5klIhHMbOuBPugr3T3twvo+hRBicjgXKvPrwBLzWySmd1lZm8Q\nJMXpwPB85loNfGxmD5rZ/cB/CR6KfJm8WxcW5lqCGvJ7zew/ZvY3M3uaoN47Gxjs7jui+v8TqAm8\nb2aPmtk44B3gZoJa+BzCHVYGAFnA62b2UniPh81sMcFDpiIiIiIJ06RJE4YOHVp4x3y0b9+ePn36\nsHbtWh5//PEERlZyFjlxqNRvZDYauM3dYz6cVx6Y2TMEieaN7v5gIX3/A5xDsB1gO4JV5DPZvyJ9\nLMFBRy8BI919Y67xCwnKUqoBo4DLCPYA30Cw8nx37hX0sEZ9kbt3LSCuRsCtwHkEdeHbgSXAWHfP\nc75reCrnUKAlsIsgmb6NoBZ+NHCmuy/MNaYNwR7gvwaOIFhpXwM84+5PFCVeM5tEUAbU3N3T83s/\nAFUbtvSGAx8oqMtBK73agLIOocy0bV6y3Uyfuyv3NvoHl9ZrYlWqiUh5tHr1alq3jrXxmVQkRf09\nMLN33b1DUeaM60CfQ5W7X0aQEBelb7fIf5tZu6j2SeTabaWQeX4mSJxvLULfWCdt5u6zASjyPj0F\nxLuSoKwm1piPgd8WYe5843X3QQQHQomIiIhUSErEpdxr2yiFFXf3KOswSknF3SO9aMczFGBgIqIQ\nEREpOweyRtzCLxERERGRCu9AJuIT2b+FnoiIiIhIhVbsRNzMfm1mE6K3vMt1/ajwetfodndf6+6x\njnM/6Ll7mrtb7ocaCxnTtSg13yIiIiJyaIqnRvwGoJW7fxPrort/Y2anEOydvbAEsYmIiIiIHLLi\nKU05AXizkD5LgCJt2yIiIiIiUhHFk4gfCcRcDY+yKewnIiIiIiIxxJOIbwOaFNKnCbAzjrlFRERE\nRCqEeBLxt4HeZtYg1sXwIc7eYT8REREREYkhnkT8IaAm8IaZ9TKzqgBmVtXMLgAWA78ACjwiXkRE\nRESkIiv2rinu/h8zuwMYBbwIuJltAWqz/9Ce2919bkIjFRERERE5hMR1oI+7jwa6A/8GMgi2KswA\nXgbOdfe0RAUoIiIiInIoimcfcSBYGQf+k8BYREREREQqjLgTcRERERGB1a1al3UIBWq9ZnVC5jEL\nDgRv2rQpn3zyCdWqVcvTJzU1lbVr17J3714qV86bZq5YsYJHHnmERYsWsXHjRpKTk2nWrBndu3dn\n6NChNGrUKM+YhQsXcuaZZwJw0UUX8dxzz+Xpk56eTvPmzencuTNLliyJObYg7l5on9IQdyJuZv8D\nDABaA4e5+9lheyrQEZjv7lsSEKOIiIiIlBPr1q3jgQceYPjw4UUe4+4MHz6ce+65h8qVK3POOedw\n0UUXsWfPHt58803uu+8+Hn30USZPnky/fv3ynef5559n2bJlnHLKKcWKuVmzZgwaNKhYYw6EuBJx\nM7sdGMn+GvPoPyMqAdOBoQQ7rIiIiIjIIaB27dqYGXfddRdXXXUV9erVK9K4O+64g3vuuYfU1FRe\neukl2rRpk+P6jBkzuPzyy+nfvz/z58+PuYp99NFH8/nnn/PnP/+ZpUuXFivu1NRU0tLSijXmQCh2\nIm5m/YFbgXnAX4BLgH1/Ern7l2a2AuiFEnFJgJUbtpE6/OWyDqPcS682oKxDEIlL2+ZNi9X/ubsy\ni32PRH00L1LR1ahRgz//+c8MGzaMMWPG8NBDhad66enp3HHHHSQnJzN79uw8SThA3759+f777/n9\n73/P73//e1atWkWlSjn3FOnUqRNt2rRh1qxZzJgxg759+ybsfZWVeHZN+SPwOXCBu38E7InRZzXQ\nsiSBSdGZ2fVm5maW/2c5B5gFbjazNWa2K4zvqqjrg83sQzP7Mbx2Z1nGKyIiIkXzhz/8gRYtWvD4\n44/z6aefFtp/4sSJZGZm0qdPH9q2bZtvv6uuuoqjjjqKTz75hEWLFsXsEyltGT58OHv37o37PZQX\n8ZSmtAUmuXusBDziG6B+fCEdOsysuJX/g919UmnEUgZ+B9xDcMLqPwn+YHsPwMzOBiYAa4BHgF0E\nB0GJiIhIOZecnMzdd9/NRRddxPDhw3nhhRcK7B95ePLss88usF/lypXp2rUr06ZNY+nSpTHLU445\n5hiGDBnCI488wmOPPcYf//jHIsWcnp6eb2lKq1at6N+/f5HmSbR4EnEDsgvpUx/YHcfch5oxMdqG\nEuy7Pg7YmuvaB6Ue0YHTk+DZgW7uvi3GNYBLwk9VRERE5CDSr18/TjnlFF588UWWLFlCly5d8u27\nceNGAJo0aVLovJE+33zzTb59Ro8ezdNPP83tt9/OwIEDSUlJKXTetWvXMmZMrLQMLrjggoMqEf8M\nODW/i2aWBHQBPo43qENFrIONzGwQQSL+gLunH+CQDqSjgJ9iJOGRaxB8ciIiIiIHofvvv59TTz2V\nm266ibfeemvf9oa5RbYGzO96cfseccQRDB8+nJEjRzJ27FjuueeeQuc944wzWLhwYaH9DrR4asSf\nA04ws5vyuT4COBqYFndUFZyZnWxmD5vZSjPbama7zewTM7vbzGoWY54jzextM8sysxtyXTvCzO4L\n591tZlvMbJ6Zdc1nrhpmdpuZfRzWfG8zs9fN7IJc/e4LS3JOAg4L6789rAW/Prx2Udj9+6jrRXvs\nWkRERMqFU045hX79+vH222/H3Ns7omHDhkCw7WFhvv766xxj8jNs2DCaNGnCgw8+yNq1a4sRdfkS\nTyL+APAhcI+ZLQd+A/sSsOUE5RhvAU8kLMqK53rgQoJPFZ4EHgc2E+xSs8jM8u6gn4uZHQ28SVDT\nf7G7PxR17RjgfeAmYAPwKDADaA+8amYDcs1VHXid4N82i2A3nOnA/wAzzWxkVPf/hP02AnvD/x4D\n/I2gXnwMwcO8APdGXf+p8B+LiIiIlCd33303ycnJjBgxgj17Yj8+GClbWbBgQYFzZWVl7Vu17ty5\nc4F9q1Wrxp133snPP//MyJEjC+xbnhU7EXf3XcCZwNPACQSH9xjwJ+BEYCrQ3d2Lv7+URNwKNHb3\n/u7+Z3e/0d1PJagvb0/wIGS+zKwTQRJeGzjH3Wfk6vIM0IBg55uz3P1P7n4VweFMnwH/MrNaueLp\nSJisu/st7n4tQSL+LXCHmR0P4O7/CUtyvgH2uHta+PU3d387vLYqnPeeqOtKxEVERA4yLVq04Lrr\nruOrr77KdyvDQYMGkZSUxIsvvsjHH+dfuTxhwgS++eYbjj32WM4444xC733FFVfQvn17pk+fzooV\nK+J+D2UpnhVx3H2buw8ieCjzN8DlwPlAQ3cf6O47EhdixePu6e4e64HYRwl2Hzk3v7Fmdj7wGsEK\nc2d3X5LremegA/C0u8/Odd/NwB1ATYJ94COuBDKBm9w9K6r/BuBugt+jK4v8BovAzK4xsxVmtiLr\np1hl5iIiIlIe3HbbbdSqVYuxY8fy448/5rn+y1/+kpEjR7J371569erFqlWr8vSZOXMmN954I0lJ\nSTz66KN59hCPxcy47777cHdGjBiRkPdyoMV9xD2Au2cQHOwjCWRmVYHrgIuBVsDh5PyjqVE+Q38L\nnAesBM5z940x+kTOhD3CzNJiXI/M3TqMpSHB6vkn7h6rCOu18LV9PjHFxd2fICxvqtqwZXG3gRQR\nEZEDpE6dOowcOZJbbrkl3z5paWns3LmTf/zjH7Rr145zzz2XNm3asHfvXt58802WL19O9erVmT59\nOmeddVaR733WWWdx3nnn8e9//7vAfgVtXwgwdOhQatWqle/10lKiRNzMmhAkYCnANuB9d1+fiMAq\nKgseE54NdCMoE3kB2MT+g5NuAarmM7wzkAQsyScJB6gbvvYIv/Lzi/A1sidQfvNF2g/8b6+IiIiU\nC3/84x959NFHSU9Pj3m9UqVK3H///VxyySU88sgjLF68mFdffZWkpCRSU1O56aabGDp0KI0bNy72\nve+9917mzZtHVlZWvn0K2r4QgvKZgyYRN7OWBGUSef5kMbPXgD+4e+FHLUksZxAk4bOBPtElKuFK\n+agCxg4jKBO63swqAdd7ZB+g/SJ1Hr9z9wlFiCfSv0E+1xvm6iciIlKhtF6zuvBOh4C8KcV+VatW\n5auvvip0jo4dO9KxY8di3bdr164F3vu4444jMzP2o4mFjS1rxU7Eo3bjqAt8ASwheGCvAcH+4b8G\nlpjZqe7+eQJjrSiODl9nxqgTP42C6/p/IqjV/z+C0paqZnZNrnneipqr0ETc3Tea2bdACzNrEuMT\nj8ixV+8VNpeIiIiI7BfPw5p3ESThNwLHuvtgdx/h7oOBYwlWZesRbFcnxZcevnaNbjSzowhO4yyQ\nu/9MsPXhDILdVSaHhyxFLCJImi83s0tjzWFm7c2sdlTTRCAZ+Hu40h4d03CCEzQnFhabiIiIiOwX\nT2nKr4F/R+9LHRGuvI4zs27A2SUNroJaRLDH92/NLJVgBfsognruFewvBcmXu+81s/7AZIJSlapm\nNsDdM93dzewi4FVgWngw0zvAdiBS89+KYP/xLeGUdwLnAJcCx5nZPIKdVS4m+KNstLu/n4D3LiIi\nIlJhxJOIVwE+KKTPB8Dpccxd4YVJdHdgLME2hZ2AdcCDBJ9GbCjiPJlmdgXwMzAYqGJmF7v7Hnf/\n0szaE3yq0YdgtxUjePDyY4KDdj6Pmuun8MTNm4FLwnF7CP5gGOfuL5T4jYuIiIhUMPEk4h+yv445\nP0cDH8Ux9yHP3VOL0Oc74Op8Luc5Ct7dHwYejtGeTbC/d549vt19K/tPtSyUu+8E0sKvovTvUMC1\nfkWZQ0RERORQFk8i/jfgRTP7jbu/kvuimfUgWGXtXdLgRADaNkphxd0F7bQoAW1cIwenlcUdMLA0\nohAROfDiScTrAq8AL5nZq8Bign2u6xNsvXcWMAeoZ2a/jR7o7lNKFq6IiIiIyKEhnkR8EsEuGUbw\nQGashzJ7EWyjF2HhGCXiIiIictBxd4Iz96QiKq29yONJxAcnPAoRERGRciopKYm9e/dSpUqVsg5F\nysjevXtJSkoqvGMxFTsRd/fJCY9CREREpJyqWbMm27dvp169PPslSAWxfft2atasmfB54znQR0RE\nRKTCqFOnDlu2bOGHH35gz5495frIdEkcd2fPnj388MMPbNmyhTp16iT8HvEccV+b4FCZL8JTHCPt\ngwl2StlJsLf08oRFKSIiIlJGqlatStOmTcnIyCA9PZ2srKyyDkkOkKSkJGrWrEnTpk2pWrVqwueP\nd/vCy4EjIw1mdgPwAMFDmQC9zayDu68qeYgiIiIiZatq1ao0bNiQhg0LPeBapMjiKU3pDLzq7rui\n2v5McOLj6QTHngP8qYSxiYiIiIgcsuJZEW8EvBr5xsyOA5oAf3H3JWHbReiIexERERGRfMWzIl4d\n2B31fWeCPcIXRLV9QZCwi4iIiIhIDPEk4huAVlHfnwtsBz6MaqsNRJeuiIiIiIhIlHhKU14HBprZ\n9QQr472AGe6eHdXnaGB9AuITERERETkkxbMifhfwIzAOeIIgGU+LXDSzI4EzgDcTEJ+IiIiIyCEp\nnpM1vzKzNkC/sGm2u6+L6tIMeASYloD4REREREQOSfGUpuDu3wIP53PtHeCd3O1mdgZwhrvfHs89\nRUREREQOJXEl4nHqCtwGKBGXYlm5YRupw1+Oe3x6tQH5XmvbvGnc8+b23F2ZCZtLRMqv1mtWl3UI\nInKIiKdGXERERERESuhArogf0szMczXtIdjWcT3wHjAD+I+7Zx3o2MoTM0sHcPfUso1EREREpGwp\nEU+8MeFrElALaANcAfwOWGFml7n7p2UVnIiIiIiUD0rEE8zd03K3mVl94CHgImCBmXVw9+8OdGwi\nIiIiUn6oRvwAcPdNQH9gIdAEGJm7j5nVMbO7zGy1me0ys21m9qqZdYvRt4qZ/dHM3jOzLWb2k5ml\nm9ksMzs7Rv9WZjYh7POzmX1nZm+Y2e/z6TvJzNaHfTeZ2TQzOzZG30lm5maWamZDzGylme0Oxzxh\nZilRfbuG5TvNgGbhuMjXpOL9REVEREQOfloRP0DcPdvM7iTYPeZSMxvm7g5gZs0IkvRU4A1gLnAY\n0BOYa2ZD3H181HSTgEuB/wJTgF3AUUAXoDuwINLRzHoAzwNVw3mnE5TMtANuAR6L6tsdeAFIBuYA\nnwONgQuBHmZ2pvv/t3fn8W5V5f7HP18KtCBQZkEEWqEoCiJamaEtKqCCiqJIVQYvINergNMFB6By\nVcCLPwG5KohSFBEqyCQOKFAGUeAUGRSqIByEMpSpLaVAafv8/lgrdDdNzklyck5yku/79cprN3uv\nvfda2Un6ZJ1nrxW3V2jet4E98z5XA5OAw0gzrO6ey/SS0naOzs9PK+x/R9UXzszMzKxDORAfWjcB\ni4D1SUH3g3n9eaSe4gMi4sJSYUlrkgL0MyRdERFP5F7mjwIzgO3Lb/6UtE7h3+uSJlZaEdg9Iq4v\nK/vawr/XIgXpC4DdIuKewrY3AbcA5wBvrdCuHYCtSxM7SVoRuBaYJGm7iLg1InqBKZIOhsopPGZm\nZmbdxKkpQygiXgKezk/XA5C0DTABuKQYhOfyc4ATgFHAh0qrAQEvAUsqnOPpwtODgDWAH5QH4bns\nIwrPqNwAACAASURBVIWnB5J6yk8oBuG53N+BHwHbSnpjhaadWJxdNSIWAefmp9tVKN8vSYdL6pHU\ns3jB3EYOYWZmZtbWhrJHfC7w735LdT7lZWm4wx3zcrSkKRXKr5eXWwJExDxJVwL7AHdIuoSUznJL\nRCwo23eHvPxtDfUq1WObKvXYolCPe8q29VQo/3BerlXDuZcTEWcDZwOM3HBc+dCQZmZmZsNe3YG4\npGuBqRHx0z7KfBz4ZESU8oOJiNNYNi+460gaBaydnz6Zl6VUknflRzWrFf69P3AMMJmlwyW+KOli\n4Iv55lBIPdwAs2qoXqkeh/VTbrUK6+ZUWFeaZnJEDec2MzMz6zqNpKZMJOU392VTUrqFLWsX0o+f\nJ3LONKS/FAAcFRHq43FI6SAR8UJETImILYBNgI+T8s8/DlxcOF8pQN6ohrqV6rFNP/U4r7Gmm5mZ\nmVnRYOWIr8LSHlEDJK0AfDU/vaCw6S95uWsjx42IhyPi56RRS+4DdincsFk69rtrONSA6lGHxbiX\n3MzMzKzhQLxizq6STYH3sDRHuOtJWh+4kPTXhH8D3ypti4geUo73ByV9ssr+W+djIGk9SdtXKPYq\nYHXSD6CFed15wDzgPyXtVuG4ry08PZfUg36CpOVusJS0gqSJfbe0Jk8D60lapQnHMjMzMxu2asoR\nl7SEZYPvKVVu6HtlFwrBZjcpvC4rsHSK+12AlYFbgY9FxFNlu00mDff3Y0lHkoYKnEMaw/vNwFak\nmylnk9JM/iLpXuB20g+eNUhjjm8AnBERzwFExFOSJpPSVa6T9Fvgrlz+zaTJhcbmsk9L2g+4NB//\nGuDvpJFZNsnnX4c0gstAXAO8nTQ++g2k0V/ujIgrB3hcMzMzs2Gl1ps1b2BpIL4bqVe3t0K5xaQe\nz2tIY053oxPyciHwHPAQadKdS4CrI6LSkIOPSHob8FnSMIUfI6VvPE4aoeR7wN25eG8+x0TSxDnr\nAs8A/wCOJfW8F499laTxpJs73wHsATwLzAROKit7jaQ3A18kpbrsmtvxKOmHwiX1vxzL+QbpB8o+\nwM65neeRJgMyMzMz6xrKkzvWvkPqHZ8SEScOTpXMljV+/Pjo6ak0QqKZmZlZe5E0IyLG11K2kXHE\nx1J5uDozMzMzM6tR3YF4RDw0GBUxMzMzM+sm/Qbiko5v8NgREf/T4L5mZmZmZh2tlh7xKQ0eOwAH\n4mZmZmZmFdQSiE8a9FqYmZmZmXWZWgLxZ4HHI2L2YFfGzMzMzKxb1DKz5l+BI0pPJF0r6cDBq5KZ\nmZmZWeerJRBfQpp0pWQiMGYwKmNmZmZm1i1qCcQfAd4y2BUxMzMzM+smteSIXwl8RtK9wGN53cGS\nJvazX0TEOwZSOTMzMzOzTlVLIP5VYGXgvcAE0rCEY+g/PSUGUjEzMzMzs07Wb2pKRDwXEUdExMYR\nMQIQMCUiVujnMaK/Y5uZmZmZdatacsTLXQ/0NrkeZmZmZmZdpe5APCImRcRP691P0lGSHqh3PzMz\nMzOzTtRIj3ij1gQ2HcLzmZmZmZm1rVpu1jRrqbtnzWXMsVdV3NY7avIQ18a62dZjN2l1FdrStJMW\ntboK1ga2nHlvq6tgNuwMZY+4tRFJYySFpKll66fm9WNaUjEzMzOzLuFAvA6SRkg6TNL1kp6R9LKk\n2ZLuknSOpPcVyh6cA9qDW1hlMzMzM2tTTk2pkaQRwK+BvYA5wFWkWUfXBjYDJgNvAK5oVR2b5MvA\nycCsVlfEzMzMrJM5EK/dAaQg/E5gQkTMLW6UtCqwfSsq1kwR8RhLZ1A1MzMzs0Hi1JTa7ZSXU8uD\ncICIWBAR1wFImg6cmzedm1NUoph7Lek1ko6X9CdJj0taKOlRSRdI2rL8+MWc7vzvCyU9JelFST2S\n9q5UaUmrS/p/kh7JZWdK+jxVrn2lHPEBnHu0pNPKzy3pdZXy083MzMy6iXvEa/d0Xm5RQ9mppPSV\n9wOXA3cUts3Jy92AY4HrgEuA+cA4YD/gfZJ2jog7Kxx7U+BW4AHgZ6TUmP2ByyW9s/RjAEDSSOAa\n4O2knvyfk4aRPA6YUEM7BnLuUcC1wFuBv+Zzjwa+CuzawLnNzMzMOooD8dr9CjgGOELS6sClwIyI\neKi8YERMlQQpEL8sIqZWON61wKsj4rniSknbAH8i5Wm/u8J+E4EpEfH1wj4XAL8DvkQK7Eu+QArC\nfwV8OCKW5PInAzP6b/KAzv0lUhB+ITA5IiKX/yZwewPnNjMzM+soQ5maMh04cQjP11QR8Vfg48AT\neXkJ0CvpaUmXStqnzuPNLg/C8/o7SUH6JEkrVdj1IeAbZfv8Hvg3sF1Z2UOAJcB/l4LwXP5B4Ix6\n6tvAuQ/K5/5yKQjP5R8GTmvg3GZmZmYdpeFAXNJKkvaS9DlJxxXWj5K0vqRljh0R1xd7UoejiJgG\nbALsCfwPaRSVFYAPAFdIOk+5K7wWkt4r6UpJj+WhEENSAPsAI4F1K+x2R0QsrrD+YWCtwrFXBzYH\nZkXEvyqUn15rPRs49xqkkWRmRURvhfI39XciSYfn/POexQuWS8k3MzMzG/YaSk2RtBfwY2ADQECQ\nAlOAt5BSKz4O/KIJdWwrEfEycHV+lIY1/BDwE+BAUsrKZf0dR9KRwOnAs8AfSL3KC0iv5QeAbUjB\neLk5FdYBLGLZH1aj8/KJKuUf76+OAzj3Gv2cu9r6V0TE2cDZACM3HBf9FDczMzMbduoOxCWNJwWa\nTwGfI6UkHFDaHhF/kfQgsC8dGIiXyz3E0yRtDXwN2J1+AnFJKwJfJwXDb81DBha379iEqpW6kV9d\nZfsGTThHNfP6OXe19WZmZmZdo5HUlONIPbfjI+IM4L4KZW4j9eh2k1K+dyk1pZTCMaJC2XVJo5fc\nXCEIX410k+OA5Pzz+4GNJG1WocjEgZ6jj3PPI42sslFxGMSCXQbr3GZmZmbDRSOB+M6kkUD6Sm14\nGNiwsSq1J0kHSHpXee573rYBcFh+ekNeloY73KTC4WaTfsy8LQfepeOsREpXqZQb3ohzSdf4lGK9\nJY0FjmzSOar5aT73ScW8eUkbA0cP8rnNzMzM2l4jOeKrkdJS+rIqnTdZ0PbAUcDjkm4CHszrxwLv\nBVYhjRl+cV7/Z1KwfbSktVmaF/29iJgr6QzSOOJ3S7ocWBmYRBqb+7r874H6Dinf/EPA7ZJ+T8od\n35/0g+F9TThHNd/O5/4o8HpJV+dzfySf+wOkUVXMzMzMulIjgfgs4E39lHkLKTWhk3yHlIbzTuDN\npJFTRpF6vqcDFwAXlIbqi4hnJX0IOIE0jOCr8nHOJ+VvHwc8CRwKfCqv+wMpz7wpo8tExEuS3glM\nIQXfRwG9pCEIL2UQA/GIeEHSJNKQlfuR7id4EPgWcCMpEJ9X/QhmZmZmnU2FIZ5r20E6EzgCmBgR\nN0k6ATg+Ikbk7e8GrgJOjoivNLvCNvxJOow0IsoREXFWf+VHbjguNjyo8tDjvaMmN7l2ZtVtPbZS\npplNO2lRq6tgbWDLmfe2ugpmbUHSjIgYX1PZBgLxjUjTpa8KfA8YQ56WnTRt+3+Rene3iYj+Ulis\ng0l6TUQ8WrZuY9LwlhsCYyJiVn/HGT9+fPT09AxSLc3MzMyap55AvO7UlIiYJWkPYBppGvOSK0gj\nhvwL+KCDcAMuyTegziCNQT4G2Jv0I+7LtQThZmZmZp2qoQl9IuJ2Sa8n3aS4I7AOqRf8L8DlEeG/\nUxrAz4BPkG4WHQ3MB24BzoyIX7WyYmZmZmat1lAgDq9MZHNFfpgtJyK+D3y/1fUwMzMza0dNG2JQ\n0kqSts095WZmZmZm1oe6A3FJH5E0LY+NXVq3GfB3oAe4R9Kv8jTuZmZmZmZWQSM94p8E3hARzxTW\nfQfYnDQRzV3A+0ljZ5uZmZmZWQWNBOJvBG4rPZG0BvAeYFpEvBPYDpiJA3EzMzMzs6oaCcTXAx4r\nPN+RdNPnhQAR8TJphsjNBlw7MzMzM7MO1Ugg/hxpKLqSCUAANxXWvQisPoB6mZmZmZl1tEZuqLwP\neLekkaQA/MPAXWUT+GwKzG5C/czMzMzMOlIjPeJnA68jBeT35n//pKzM9qRRVMzMzMzMrIK6A/GI\nOA84mTRN+WjgzPwAQNLupKnMr2tOFc3MzMzMOk+jU9x/BfhKlc03AWsBzzdaKTMzMzOzTtf0SXci\nYiGwsNnHNTMzMzPrJE2b4t7MzMzMzGrXUI+4pA2BrwF7AhsBK1coFhHhae5twO6eNZcxx15V1z69\noyYPUm2G3tZjN2l1Ffo17aRFra6CmVlNtpx5b6urYPaKugNlSRsBtwKvJo2MMhJ4CHiJNILKisAd\nwNzmVdNaQVIA10fExFbXxczMzKzTNJKacjywAbBXRGyT150bEW8gBeK/B1YBPticKnYvSW+Q9D1J\nf5M0V9JCSY9KukrSf0ga1eo6mpmZmVljGgnE9wR+FxF/LN8QEY+QJvhZBfj6AOvW1SQdT/qLw2dI\ns5meB5wK/BZ4A3AOy85mOhi2BA4c5HOYmZmZdaVGcrg3AKYVni8mBd4ARMR8SX8A3g8cObDqdSdJ\nXyH9kHkY+HBE3FKhzN7AFwazHhExczCPb2ZmZtbNGukRn8eyN2c+S7phs2gusF6jlepmksYAU4CX\ngfdUCsIBIuLXwF6lfSSFpKmStpB0kaTZkpZImpjL9ErqrXLOKXn/iWXrQ9L0snWrSzoup8vMk/Sc\npH/lc76twrG3l3SxpMdzas3Dks6S9Jq6XhgzMzOzDtNIj/hDwMaF53cCu0taNSIWSFoB2AN4pBkV\n7EKHACsBF0bE3/oqGBEvla3aDLgF+Cfwc9JfKuY1q2KSBPwO2An4Myk9ZhHp/TARuBGYUSh/CPAj\n0o28V5B6+McBhwL7SNohIv7drPqZmZmZDSeNBOLXAIdLWikiXiblLv8UuDmnpOwCvAn4VvOq2VV2\nyctrGtz3pDzz6WDYihSEXxYR+xY35B9gowvPtwDOAnqBCRExq7Btd+APwOnAMscxMzMz6xaNBOI/\nJqWjrAs8FhHn55SEzwJvzmUuBL7ZnCp2nQ3zspG/KDzB0Nwk+0L5iohYQnpflPwnqWf/qGIQnste\nK+kKUq/46hHxXPnxJB0OHA4wYg1nOZmZmVnnqTsQj4j7gFPK1n1O0rdIwxf2RsQTTapfN1JeRgP7\n3lkhXaWZ7iGNEX+ApE2By0kjt/RExMKysjvm5QRJb69wrPWBEcAWFNJZSiLibOBsgJEbjmvktTAz\nMzNra02b+TIingSebNbxutijpOEJX9vAvo83uS7LiIjFOa3keGA/lv4ge07SecCXI2J+XrdOXn6p\nn8Ou1vyampmZmbW/RkZNscFVGhv8HQ3s21fP8RKq//Bas+YTRDwbEZ+LiI1ZeuPlTNJ45z8oFC3N\nrDo6ItTH4/paz21mZmbWSRrqEZe0NvBJYDtgLVKKQbmIiEaCyW53LvBl4EOS3hgR91QrKGlkHako\nzwJvLtxkWzS+kYpGxP3A/ZIuAGaTxo4v+QvwNmBX4KpGjm9mZmbWyeruEZf0BlKu8Cmk9IR3kIau\nq/SwOkVEL2kc8ZWBqyRVDJIl7UWaZbNWt5J+eB1SdpyDgZ1rOYCksZLeVGHTWsBIlr2J80zSWOjf\nzSOolB9rZUm71lZ1MzMzs87TSI/4qaQb7U4m3Uz3cEQsbmqtulxEfEvSisAJwG2SbgZ6gPnAq4Hd\nSGkhPXUc9nukIPwHkt5BGtN7G9JwhL8G9q7hGNsAl0qaAfyNlM++HqknfCUKN/FGxExJnwR+Avxd\n0u9I45uvBGxC6il/kpQPb2ZmZtZ1GgnEdwWuGsSxqg2IiBMl/RL4NDCJFESPAp4mjVxyCnB+Hce7\nR9I7SeO770OaiOdG0ugmH6S2QLwHOAmYQJrVcy1SMD0DOCMilumhz0Nb3gl8IbdhD+B5UgB/MXBR\nrfU3MzMz6zSKqG9kOEnzgB9ExDGDUyWzZY0fPz56eurp/DczMzNrDUkzIqKm++8aGTVlBvD6BvYz\nMzMzM7OskUD8ROA9kiY2uS5mZmZmZl2j3xxxSQdWWH05cLWkX5B6yOdU2jcifjqw6pmZmZmZdaZa\nbtacyvITxZSmYf9EflTaHoADcTMzMzOzCmoJxA/pv4iZmZmZmdWj30A8Is4bioqYmZmZmXWThqa4\nB5C0GrAvsC0wGpgL3A5cFhHzm1M9MzMzM7PO1FAgLunDwA+BNVmaLw4pL3yOpE9FxMVNqJ+ZmZmZ\nWUeqOxCX9C7gF8AS0s2Y04HHgQ1IsydOBn4haU5E/LF5VTUzMzMz6xyN9IgfD7wE7BoRt5dtO0/S\nmcANuZwDcTMzMzOzChqZ0Gdb4KIKQTgAEdEDTAPeOpCKmZmZmZl1skYC8ZeAx/op82guZ2ZmZmZm\nFTQSiN8I7NJPmZ1J6SlmZmZmZlZBI4H4McDWkk6W9KriBkmvkvRtYCvg2GZU0MzMzMysEzVys+Yx\nwF3Al4DDJd0OPAG8mpQXPprUG36MVBzZkIiI/xhYdc3MzMzMOkMjgfjBhX+vCexeocyE/CgKwIG4\nmZmZmRmNBeJjm14L6zqSTgW+ALw9j7RT1d2z5jLm2Kteed47avIg187MusXWYzdpdRWG3LSTFrW6\nCh1py5n3troKNgzVHYhHxEODUREbHJKizl0OiYipg1EXMzMzM1uqoSnubVj5eoV1R5Ny+U8H5pRt\nu2PQa5ScApwD9A7R+czMzMzaigPxDhcRU8rXSTqYFIifFhG9Q1wlACLiSeDJVpzbzMzMrB00Mnyh\ndQFJO0g6U9LdkuZIelHSP/KwlauXlV1f0mOSFkh6U9m2lSTdIikk7VtYf2peN36o2mRmZmbWThyI\nWzWfAT4I/J2UQnIW8DRp+MrrJY0qFYyI2cDHgJHARZJWKRznZGA74MyIuHSI6m5mZmbW9pyaYtV8\nDfh3RCwprpR0FHAaaSjK/yutj4hrJX0TOA44AzhM0nuBzwF/Bb44VBU3MzMzGw7cI24VRURveRCe\nfR9YCOxZYdvXSZM5HSrp88B5wHxg/4h4adAqa2ZmZjYMORC3iiSNlPQ5SX+W9KykxXkoxIXAysBG\n5ftExGJgMvAU8B1gHeCIiLivgfMfLqlHUs/iBXMH1hgzMzOzNuTUFFuOJAFXAHsA9wG/Ap4gBeEA\n/03KB19ORMyS9GdgH2AWcHEjdYiIs4GzAUZuOK7esdDNzMzM2p4DcatkAikIvwLYt5iiImkkKQ+8\nIkmHkYLwp0i95qeQ8sTNzMzMrMCpKVbJ5nl5WYU88V2p8r7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "damage_per_phase.loc[damage_per_phase.index[:10], ['DEST', 'SUBS', 'MINR', 'NONE']].plot.barh(stacked=True);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What happens to people?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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inj_tot_finj_tot_sinj_tot_minj_tot_ninj_tot_tinj_tot_s+m
phase_flt_spec_gross
Takeoff857.0120.0382.06266.01359.0502.0
Cruise367.0159.0670.014198.01196.0829.0
Landing195.0153.0599.011018.0947.0752.0
Approach522.065.074.02375.0661.0139.0
Climb370.042.094.04895.0506.0136.0
Descent89.0105.0212.09450.0406.0317.0
Standing12.065.0196.09675.0273.0261.0
Taxi14.045.0201.013961.0260.0246.0
Maneuvering72.04.03.0165.079.07.0
OtherNaN2.02.0371.04.04.0
\n", "
" ], "text/plain": [ " inj_tot_f inj_tot_s inj_tot_m inj_tot_n inj_tot_t \\\n", "phase_flt_spec_gross \n", "Takeoff 857.0 120.0 382.0 6266.0 1359.0 \n", "Cruise 367.0 159.0 670.0 14198.0 1196.0 \n", "Landing 195.0 153.0 599.0 11018.0 947.0 \n", "Approach 522.0 65.0 74.0 2375.0 661.0 \n", "Climb 370.0 42.0 94.0 4895.0 506.0 \n", "Descent 89.0 105.0 212.0 9450.0 406.0 \n", "Standing 12.0 65.0 196.0 9675.0 273.0 \n", "Taxi 14.0 45.0 201.0 13961.0 260.0 \n", "Maneuvering 72.0 4.0 3.0 165.0 79.0 \n", "Other NaN 2.0 2.0 371.0 4.0 \n", "\n", " inj_tot_s+m \n", "phase_flt_spec_gross \n", "Takeoff 502.0 \n", "Cruise 829.0 \n", "Landing 752.0 \n", "Approach 139.0 \n", "Climb 136.0 \n", "Descent 317.0 \n", "Standing 261.0 \n", "Taxi 246.0 \n", "Maneuvering 7.0 \n", "Other 4.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# f: fatal\n", "# m: medium\n", "# n: none\n", "# s: serious\n", "# t: f+s+m\n", "\n", "# TODO: borrar injuries\n", "injury_types = ['inj_tot_f', 'inj_tot_s', 'inj_tot_m', 'inj_tot_n', 'inj_tot_t']\n", "\n", "aircraft_2 = aircraft_with_phase.join(events, on='ev_id', how='inner', rsuffix='e')\n", "\n", "injuries_per_phase = aircraft_2[injury_types + ['phase_flt_spec_gross']].groupby('phase_flt_spec_gross').sum()\n", "injuries_per_phase.sort_values('inj_tot_t', inplace=True, ascending=False)\n", "injuries_per_phase = injuries_per_phase.iloc[:10]\n", "injuries_per_phase['inj_tot_s+m'] = injuries_per_phase['inj_tot_s'] + injuries_per_phase['inj_tot_m']\n", "injuries_per_phase" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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77bUXvXv3Zvvtt+ekk05i2bKN6/6rq6vX14m3xoQJExgzZgwAF1xwAZLWP2bO\nnLm+31tvvcXFF1/M3nvvzRZbbEHfvn3Zf//9mT59+gbj1dXVMXToUACmTp26wXitKS8p1zibUikz\n4tOB70r6n4i4tMjxbwG7AlPaFFkXEhGvZTe5bkuqnT+HtKrMepK2As4ExgHVpNKWOcD3s82T8vv2\nBE4BJgBDgV7A68CTwBURcX9B/2HAWcBYYCCwDPg7MC0iflak79nAx4DtgKXAA8AFEfH3gr71wPgs\nhgOBrwC7ZePfDpwZEcuyvrXAjLxz80t5pkbEhCIfnZmZmbXBWWedxT333MPhhx/OAQccwIwZM7j6\n6qt59tlnefDBB8tyjXHjxgEp2R09ejS1tbXrj+US+9WrV3PggQcya9Yshg0bxqmnnsrKlSu5+eab\nOfroo5k3bx4XXXQRALW1tSxdupQpU6YwfPjw9eMDjBgxosVxlWucTamURPxy4DPADyR9lmzpQkmX\nAPuTZn0fAa4qV5BdQUS8Lem7pET8GEmnR0TusxsCzCQl4LOBu4F3A4cBd0s6OSKuzhuuHjgG+H/A\n9cCbwI6kXyIOAtYn4pIOJc3G98rGvZFUMjOclJz/LK/vQcBvgR7AnaSbcncCPg0cKmlMRPy5yNv7\nASkRv5O02+oY4EukL2Rjsz4NpLKd3BeQy/POn9foB2dmZmYle+SRR3jqqacYPHgwAGvXrmXs2LHM\nmDGDxx57jJEjR7b5GuPGjaN///5MnTqV2traojdrXnrppcyaNYuDDz6YO+64g802SynopEmTGDly\nJJMnT+awww5jv/32o7a2lurqaqZMmcKIESNKvvmzXONsSq1OxCPiTUljSDPex5FqoQG+Qaod/yXw\nlYhYW7You46HgLWkmeZq4PmsfSowBDgmIm7KdZbUn5Sg/0jSHdnMej/gc8ATwL6FN39K2jrvv7cB\nppH+zmMjYlZB353y/nsAKUlfCXw0Iv6ad2xP4FHgGuADRd7Xh4C9ImJB1n8z4EFgjKSREfFYRDQA\ndZImQCrhaeazMjMzszY6//zz1yfhAJttthkTJ05k9uzZZUvEW+Laa69FEpdddtn6JBxgu+2247zz\nzuOLX/wi11xzDfvt12j1c5dU0oY+WbnBBEnfAPYBtiaVIzwWEf8qY3xdSkS8JekN0s2s2wLPSxoO\njAZuzk/Cs/5LJU0CbgOOBH5K+gVCwFsUuWk2It7Iezke6Av8qDAJz/q+lPfy86SZ8q/kJ+FZv6cl\nXQ2cJumjWagGAAAgAElEQVR9hceB7+SS8Kz/WknXkX4hGQk81uiH0ghJJwEnAVT13ZbqVde1doj1\nutLyUGZmZq1RU1OzUdvOO+8MwJIl7bMB+ooVK3j22WcZNGhQ0ZtKx45NP57PnTu3XeLpSEre4h4g\nIhaTNvaxllP2nKuR/nD23E9SXZH+22bPewBExHJJdwKHA/Mk3UIqZ3k0IlYWnPuh7PmuFsSVi2N4\nI3G8Ny+OwkR8TpH+L2bPA1pw7Y1ExFVk5U29Bu5WuDSkmZmZtUD//v03asvNSK9b1z4rKuduDB04\ncGDR47n2pUuXtks8HUmbEnFJOwPvB/qRZsTnRsSLTZ/VfUnqDWyVvcz9cpArJflE9mjMlnn/fTRp\nV9NjeWe5xFWSbgbOiIjXsrbc/30vtyC8XBxfaqbflkXaiv2fkytNqipyzMzMzLqJ3PrmCxcuLHr8\n1Vdf3aBfd1LK8oVI2k3SfaQb8G4l3Tx4K9Ag6T5J723i9O5sFOnLz2tZzTSkLzAAX48INfGYmBsk\nIt7Mlkh8L2lpxONJ9efHAzfnXS+XIA9qQWy5OIY3E8fU0t66mZmZdVVVVWnerdgse58+fdhll114\n+eWXeeaZZzY6PmNGWlTtAx945za0psYrV1wdQasTcUm7Ag+Tlrd7jrRqxw+y5+ey9oeyfpaR9C7g\n29nLaXmHHsme9y9l3Ih4MSJ+RVq15BlgVN4Nm7mxD27BUG2KoxXW4VlyMzOzLmXrrVPqsWDBgqLH\nTzzxRCKCM888c4OkeNGiRVx44YXr++QMGDAASY2O11LlGmdTKaU0ZTKpjOHrwE8iYv0Ng1my+VXg\nh8BFwGfLEWRnl23g82PS0oULSJ8NABExR9Js4NOSToyIa4ucvxdpFv11SdsC74mIRwu6vRvoQyoJ\nWZ21TQXOB/5b0i0R8YeCcXfKu2HzOtIXhUmSHo+Ixwr6vou0msrM1n8CG3gD2FvS5hHxZhvHMjMz\nsw5g9913Z9CgQdx000307NmTwYMHI4kTTjiBIUOGcMYZZ3DXXXdx++23M3z4cA455BBWrlzJb37z\nG15//XXOOussRo0atX68Lbfckn333ZfZs2dz3HHH8d73vpeqqiqOOOII9t577xbHVa5xNpVSEvGP\nAf8XEVcUHsiS8imSDgA+3tbgOqO8Gx3fxTtb3I8CepJWDzkuIhYVnHYsabm/X0j6GmmpwKWkNbz3\nBv6LdDPl66Qyk0ckzQf+TLopsi9pzfEdSCukrACIiEWSjiWVq8yQdBfwl6z/3sDOpM14iIg3JB1F\nKjF6RNIDpN1R3yaVv3yY9AWsdxs/ogdIK+3cLekPpNVfnoyIO9s4rpmZmVVIVVUVt956K2effTbT\np09nxYoVRASjRo1iyJAh9OzZk/vuu4/LLruMadOmccUVV7DZZpsxfPhwLr/8co455piNxrzhhhs4\n/fTTufvuu7nxxhuJCHbaaadWJ9DlGmdTULanTMtPkP4NXB4R5zbR53vA1yKiTxvj6zQKdoqENCu9\nAniBlDDfAtyb/wtCwfl9SL8mHAnsTirfWEhaoeR24FcR8Z9sbfGvkWbXdwe2ARaTdsq8ErgpCv6o\n2Trg3yR9idoWWAL8LRvzqoK+1cAZpFKXnbP38QrwOHBLRNyW17eebGfNvJr33LFa0k6aF+SvGS7p\n3cAlpFVfdsjeZ5M7a/YauFsMHH95Y4eb5eULzcy6pvnz57PHHntUOowuY4cddqBfv378/e9/b75z\nN9TSf2+SnoiIjdeNLKKUGfEnSTsmNmVX0sxrtxERar5Xk+evIJWsXNRMv6XAd7JHS8d+mrROeEv6\nNpC2qm9J3wnAhEaOzeSdpRrz2/8D/Hf2MDMzsw5g8eLFLFq0iD333LPSoXQrpSTiFwG3Sjo4IjZa\nnzrbUv1TwLi2BmcGsNegfszxrLaZmVnZLVu2jEsuuYR77rmHdevWcdRRR1U6pG6llER8a9IGMb/L\n6oj/ALxG2i1yNDAWuBPYRtIGs7ARcX3bwjUzMzOzclmyZAmTJ09m6NChTJ48mZNPPhmAefPmcdtt\ntzVzdlJXV7cJI9xQQ0MD9fX1Lep72mmnFd3QqCMppUb8bd7ZZr0p+QMLiIjwsnXWajU1NTFnTrHN\nO83MrDtzjfimU19fz8SJE5vvCLQ2l2yLmTNnMmbMmBb1ff7556muri7btTtKjXjL/ipmZmZm1ilN\nmDCBCRMmVDqMjdTW1rZr4r+ptToR986KZmZmZmZtV9IW92ZmZmZm1jalbHE/QNL7JPUqaJ8o6XZJ\n0yTtW74QzczMzMy6nlKXLzwe2C7XIOmrwOW8cwPnOEk1EfHXtodoZmZmZtb1lFKa8hHggYh4M6/t\nDOBl4KPAZ7O2b7QxNjMzMzOzLquUGfFBwAO5F5LeR9oK/ZsR8VDW9hlSUm5mZmZmZkWUMiO+ObAq\n7/VHSGuG35/X9k9Swm5mZmZmZkWUkoi/DAzLe30gsBx4Mq9tAJBfumJmZmZmZnlKKU2ZAYyX9BXS\nzPgRwC0R8XZen12BF8sQn5mZmZlZl1TKjPhk4N/AFOAqUjJelzsoaTtgNPBwGeIzMzMzsyY0NDQg\nqc07YVZXV5d1S3hrXik7az4vaU/gqKzpjohYkNdlCPATYFoZ4jMzMzMrTV2/SkfQtLpllY6gbGbO\nnMmYMWOYNGkSdXV1bR6voaGBoUOHMn78eOrr69s8XkdVSmkKEbEQ+HEjxx4HHi9slzQaGB0R3ynl\nmmZmZma2sUGDBjF//nz69WvbF48HHnig+U5WViUl4iWqBc4HnIhb67wyt+PPapiVqgvNiJlZZfTo\n0YNhw4Y137EZu+yySxmisdYopUbcOglJ1ZJCUn1Be33WXr0Jr12XXaN2U13DzMzMiteIT5gwAUk0\nNDRw5ZVXstdee9G7d2+23357TjrpJJYt23gSoNQa8QkTJjBmzBgALrjgAiStf8ycOXN9v7feeouL\nL76Yvffemy222IK+ffuy//77M3369A3Gq6urY+jQoQBMnTp1g/FaW6aS/9k0NDTwuc99jm222Ybe\nvXtTU1PD7373u1a/33JqzxlxKxNJw4BTgTGkzZQ2BxYBc4HfAr+KiFWNj2BmZmbdwVlnncU999zD\n4YcfzgEHHMCMGTO4+uqrefbZZ3nwwQfLco1x48YBKWkePXo0tbW164/lEvvVq1dz4IEHMmvWLIYN\nG8app57KypUrufnmmzn66KOZN28eF110EQC1tbUsXbqUKVOmMHz48PXjA4wYMaKkGF944QVGjhzJ\ne97zHk444QQWL17Mr3/9az75yU9y//33r/8i0d6ciHcyks4HJpF+zXgEmEpaxWZ7UvnPNcB/AzVN\nDPMt4GLSmvBmZmbWRT3yyCM89dRTDB48GIC1a9cyduxYZsyYwWOPPcbIkSPbfI1x48bRv39/pk6d\nSm1tbdGbNS+99FJmzZrFwQcfzB133MFmm6UUdNKkSYwcOZLJkydz2GGHsd9++1FbW0t1dTVTpkxh\nxIgRZbn5c+bMmdTV1TFp0qT1bcceeywHHXQQ//u//1uxRNylKZ2IpHOAC0gJ9Ici4sMR8bWIOCci\nvhARuwCHAyuaGiciXo2Iv0XEmnYI28zMzCrk/PPPX5+EA2y22WZMnDgRgMcee6zd4rj22muRxGWX\nXbY+CQfYbrvtOO+88wC45pprNtn1hwwZwrnnnrtB24EHHsjgwYPb9XMo5ES8k8jqueuANcAhEfFo\nsX4R8TvgoGbG2qhGPL+eXNIukm6W9IakFZLulfRfWb9tJV0l6VVJqyQ9LqnJr5GSxkuaK+lNSa9L\nulbSDq14+2ZmZlaCmpqNfyDfeeedAViyZEm7xLBixQqeffZZdtxxx6I3lY4dOxaAuXPnbrIYRowY\nQVVV1UbtO++8c7t9DsU4Ee88JgI9SLuY/r+mOkbEW224TjXwKKnUpR64F/g4MFPSbqRymH2AXwPT\ngeHAXZIGFxsMOB34OfAkcDnw9+y9PCxp2zbEaWZmZs3o37//Rm25Gel169a1Swy5G0MHDhxY9Hiu\nfenSpZsshmKfA6TP4u233y56rD24RrzzGJU9b+pFPkcD50bE93INks4jLTv5KCn5/nJEvJ0duw+4\nnpRwn15kvIOBfSNi/ddcST8ETiPVqX9hE70PMzMz6wBy65svXLiw6PFXX311g37diRPxziP3NfKl\nTXydBlKCnG8qKRHvBZyZS8Iz04BrgcZuY74hPwnP1JFmxY+V9OViM/iSTgJOAqjquy3Vq65r5dso\nruHiQ8syjpmZmb0jV/ZRbJa9T58+7LLLLjz33HM888wz7LbbbhscnzFjBgAf+MAHWjReV9KepSnL\ngAXteL2uRtlzbOLrzIuIwn/1r2TP/4iIDW4Ezfq+BuzUyHizChsiYhkwD+gN7FHspIi4KiJqIqKm\naovu9w3ZzMysM9l6660BWLCgeKp34oknEhGceeaZGyTXixYt4sILL1zfJ2fAgAFIanS8rqLVM+KS\nHgTqI+L6JvocD5wYEWNzbRFxOalG2ErzCjCMxhPectlohf+IWCup6LHMWlL9ejGvNdKe+33KWbaZ\nmVknt/vuuzNo0CBuuukmevbsyeDBg5HECSecwJAhQzjjjDO46667uP322xk+fDiHHHIIK1eu5De/\n+Q2vv/46Z511FqNGjVo/3pZbbsm+++7L7NmzOe6443jve99LVVUVRxxxBHvvvXcF32l5lVKaUgvM\nbKbPEFKtsZXPQ8BY4GPALyocS2ts30h7btUU7+9tZmbWyVVVVXHrrbdy9tlnM336dFasWEFEMGrU\nKIYMGULPnj257777uOyyy5g2bRpXXHEFm222GcOHD+fyyy/nmGOO2WjMG264gdNPP527776bG2+8\nkYhgp5126vaJeEtsTpoltfK5jrQRz5GS3hcRf22so6RebVw5pZxGk27mXE9SP1JN+SpgfiWCMjOz\nbqCue8z1VFdXE7Fh5Wp9fX2j28HX1tZu1B9g1apVbbphcp999uGBBxpfU6J3796cc845nHPOOS0a\nb9ddd+XOO+8sOR4o/tnkmzlzZpvGb6tSa8SLviMlQ4BDgBdLjso2EhENpJscewK/l1R050xJBwF3\ntV9kzTpB0vsL2upIJSk3dqAvDGZmZt3W4sWLWbRoETvttKkrYC1fi2bEJb3Nhsl3naS6pk4BLmpD\nXFZERFwkaTPSFvePS3oYmMM7W9x/FNgta+so7gL+KGk68CppGcZRpNVZzq5gXGZmZt3esmXLuOSS\nS7jnnntYt24dRx11VKVD6lZaWpryB95JxD9KWv2koUi/dcAbpLWuN90+pd1YRHxH0m+ALwNjSMsA\n9iZ97vOA7wO/rFyEG/khcCtp3fCjSV8a6oFzIuL1CsZlZmbW7S1ZsoTJkyczdOhQJk+ezMknnwzA\nvHnzuO2221o0Rl1d3SaMcEMNDQ2NltwUOu200xrdyKejUFN1M0VPSLPjdRHxnU0TktmGampqYs6c\njjTJb2ZmHcH8+fPZY4+iq+BaG9XX1zNx4sQW9W1tLtkWM2fOZMyYMS3q+/zzz1NdXV22a7f035uk\nJyKiaAlxoVJqxIcCU0o4z8zMzMw6gQkTJhARLXq0p9yNpi15lDMJ31RavWpKRLywKQIxMzMzM+tO\nmk3EJZ1f4tgREReWeK6ZmZmZWZfWkhnxuhLHDsCJuJmZmZlZES1JxFtWEW9mZmbWziICSZUOw7q4\nTVUL35JEfAmw0EvNmZmZWUdSVVXFmjVr6NmzZ6VDsS5uzZo1VFVVlX3clqyaMhc4JfdC0oOSPl/2\nSMzMzMxaoU+fPixfvrzSYVg3sHz5cvr06VP2cVuSiL8N5H8FqAWqyx6JmZmZWStstdVWLFmyhEWL\nFrF69ep2X0rPuraIYPXq1SxatIglS5aw1VZblf0aLSlNeQkYUfYrm5mZmbVBr169GDx4MIsXL6ah\noYF169ZVOiTrYqqqqujTpw+DBw+mV69eZR+/JYn4ncBXJM0HXs3aJkiqbea8iIiPtSU4MzMzs6b0\n6tWLgQMHMnDgwEqHYtZqLUnEvw30BA4FRpOWJaym+fIU/z5kZmZmZtaIZmvEI2JFRJwSETtHRBUg\noC4i3tXMo/y3lpqZmZmZdREtuVmz0CygocxxmJmZmZl1K61OxCNiTERc39rzJH1d0nOtPc/MzMzM\nrCsqZUa8VP2BIe14PTMzMzOzDqslN2uaVdYrc6GuX6Wj6NrqllU6AjMzs26nPWfErZuRFJJmVjoO\nMzMzs47IiXgzJH07SyhD0u6VjsfMzMzMugYn4k2QJOALvLMm+pcqGI6ZmZmZdSFOxJt2ADAUmAq8\nBoyX1LOyIZmZmZlZV+BEvGm5GfCrgV8B2wCfKuwkqS4rXamVNF7SXElvSnpd0rWSdihyzszsnF6S\nvivpeUlvSfqnpEnFEv5czbWkHSRdI+llSeskTcjrM1DSTyQ1SFot6V+Sfivpg0XG6yfpTEkPSnop\nr/8dkj7U2IciaVj2vhqymF+XNFvSfzfSfxtJV0l6Nev/tKSJjY1vZmZm1h04EW+EpO2BI4B/RMTD\nwHXZoZOaOO104OfAk8DlwN+BicDDkrZt5JzpwInAncCPSWUwdcAtWWlMoa2AR4APAb/Nznkti3ko\nMAf4MvBP4FLgHuDQLIbDCsbaA/ge8Dbwe+Ay4D5gLDBb0kGFF5d0KPBnYDzwdHbOLUAVcFaRePsD\nfwQ+DNwMXA/sCFwraXwjn4mZmZlZl+flCxs3EegB1ANExP+T9GdgjKRdI+LZIuccDOwbEXNzDZJ+\nCJwGXEyqNy+0B7BnRCzJ+n8bmAEcBhwP3FDQf6+s7cSIWFtw7OekJPfciPheXgw/Bf4ATJU0JCL+\nnR2aD+wYEYvyB5G0E/AY8EPg7rz2bYBppH83YyNiVpHzCg0HfgGcHBHr8j6TvwDfJJX9mJmZmXU7\n7TkjPhP4Tjter2TZTPQXSTPF+buI1gO5Y8XckJ+EZ+qAZcCxknoVOefCXBIOEBGrgG9lL08s0n81\ncEZhEp4lwQcAC4Af5B/LZvRvJM2mfzqvfVlhEp61v0SavR4maXDeofFAX+BnhUl43nmFVgLfyCXh\nWb+/kmbJ95DUp8g5ZmZmZl1eyTPiknoAHyPN6G4ZERdm7b1JydqiiHg71z9L3DZK3jqoscAuwD0R\n8XJe+zTgEmCCpPMiYk3BecWS02WS5gGjSZ/VvObOAWYDa4H3FznWEBGvF2nP9Z1dJC6AB0kz7O8n\n78uFpI8AXyeVjmwHFNamDyIl95DKYQDuKjJ+Y56JiOVF2l/MnvsDKwoPSjqJrAyoqu+2VK+6rrBL\nWTVcfOgmHd/MzMysUEmJeFY7/AtgB9IMcQAXZodHkGY7jyfNwnZGuTrw+vzGiHhD0p3AkcAnSbPG\n+V5rZLyF2XOx7SE3Oici1kl6g5QYNzZWodzYrzZyPNfeP9cg6VOk97CKVBv+T+A/pF8CaklfHvJn\n8XPn5n85ac7SRtpzM/pVxQ5GxFXAVQC9Bu4WxfqYmZmZdWatLk2RVAPcRkq+TyfNEq8XEY8Az1Nk\ndZHOILupclz28sa8zXxCUpCScCh+0+b2jQybWzWl2D7iG50jqQrYGig2k9xYUpobe6MVWjIDi8Rw\nIanUpSYixkXE/0TE+RFRR7rRtFAuqR7UyDXMzMzMrIVKmRE/j1T3WxMRCyVNKtLnceADbYqscsaT\nyjOeYOMykpwjgI9LGhoRz+e1j2bDmnIk9SP9SrCKdHNkodFsfEPm/qS/TWG9eVNyfUdJ2qzIjZxj\nsuc/57XtCjwdERvEJeldwKgi13gEOIp0U+rdRY6bmZmZWQuVcrPmR4DbIqKxEglI9b8DmzjekeVu\nxPxyRHyx2AO4kuI3bZ4gqbCuu45UNnJjRLxV5HrnSRqQe5HV2E/OXra4MDq7UfI+oJq0Sst6kvYF\njgWWALfmHWoAdpO0Y15fAZOA9xW5zFTSLP1/S/po4cFGVk0xMzMzsyJKmRHfEthopY0CW9AJ1yiX\nVAvsDjwVEY810fUXwLeBiQW/CNwF/FHSdFJN9qjs0QCc3chY84GnJd0MrCHVnu9CWte7cKa8OaeQ\n6vP/V9IBpDXFdwY+Q6r7nhgR+TdG/pC05OFcSbdk1/8IKQm/Ezg8f/CIWCTpWFJd+QxJd5GWIewL\n7J1da2grYzYzMzPrlkpJll8G9mymzwjguRLGrrTcTprXNNUpIhqA+0mz/vnJ6g9Jm+mMIM1KDyPd\n8LlfIyudAHwWuDYb5yukv0kdcGREtOomxYh4DqghJde7A2fwThnJRyLi9oL+V5LWS3+VVJJzHOnX\njH3ZsIQl/5zfZ9f4FWkFljNIiX7wzky+mZmZmTWjlBnxu4BTJI2KiIcKD0o6GNiPtIFNpxIRx5GS\n0Zb0PSD335KG57XXU7DaSjPjvAWcmz2a61tsp83CPi8DRbeab6R/PcXjfYr0haDYOU8Dn2/B2I3G\nGxETgAnNR2hmZmbWNZWSiE8GPgfcK+kKUk1ybuvzjwKnkmZYLytTjNbN7TWoH3O8zreZmZl1Ma1O\nxCPi5az+eDpwZt6hO0g3MP4T+HSxHRvNzMzMzCwpaUOfiPizpN2BQ0k7Mm5NWp/6EeD2IkvnmZmZ\nmZlZHrXyfkCzdldTUxNz5sypdBhmZmZmzZL0RETUtKRv2ZYYlNRD0vuzmXIzMzMzM2tCKVvcf1bS\ndElb5bXtAjxNWrf6r5J+K6mkshczMzMzs+6glBnxE4FhEbE4r+1S0nbpM0gbvHyStD61mZmZmZkV\nUUoi/j7g8dwLSX2BQ4DpEfFxYCTwN5yIm5mZmZk1qpREfFvSOuE5HyatvnITQESsAe4jbdNuZmZm\nZmZFlJKIrwD65b0eTdrePH+XzVVAnzbEZWZmZmbWpZVyQ+UzwMGSepES8M8AfynYwGcI8HoZ4jMz\nMzMz65JKmRG/CngPKSGfn/33tQV99iWtomJmZmZmZkW0OhGPiKnAxcAWpBKVH2cPACSNBapJK6iY\nmZmZmVkRpW5xfw5wTiOHHwIGAP8pNSgzMzMzs66u7JvuRMRqYHW5xzUzMzMz60rKtsW9mZmZmZm1\nXEkz4pIGAucCBwKDgJ5FukVEeJt7a7tX5kJdv+b7mZmZtVXdskpHYN1Iq2fEJQ0C5gAnk+rAewEL\nSKuorAMEPAnMLl+YtilIqpcUkqrz2qqztvqKBWZmZmbWDZRSmnI+sANwUEQMz9qui4hhpKUM7wE2\nBz5dnhA7lyyJjUrHYWZmZmYdWymJ+IHA3RFxf+GBiHiJtMHP5sAFbYzNKuNlYA/gW5UOxMzMzKwr\nKyUR34ENN+tZR0q8AYiIfwP3AZ9sW2hWCRGxJiL+FhGvVjoWMzMzs66slER8ORvenLmEdMNmvmXA\ntqUG1V1IGifpl5L+Iek/kv4t6QlJX5O00d8mv6Zb0smSnpK0StJrkq6SVPSORkkflzQ7u8ZiSbdJ\nGtZI36I14m249oGS/lh47WL16WZmZmbdSSmrmrzA/2/vzsPlqup0j39fAkbGBEKQCCgIoUXh2mnD\nFIQkqFwawkVsQOXKEEDatpHh8tDYXMFgKwTElgheFZUQGpBJBBppCIJhEBnCqNgggxGQeUoIIQmB\n3/1jrSJFpeqcqjpVteucej/Ps5+ds/Zae6+1UlXnV/usvRZsVPbz/cDOklaLiEU5gNwFeKoVFRzi\npgNvA3eQhoSMAHYGZgBbA/vXKHcaaYjQfwKzgcnAl4DNcvl3SNobuJg0t/vFwDPAJ4DfAQ80UedG\nrv054EJgCXBJvvaEfO37m7i2mZmZ2ZDRTCB+A3CYpFUi4k1gFnAecJuk60lB3keBk1tXzSFr94h4\nrDwhf5GZCRwg6ayIuKNKue2ArSLiiVxmZeBGYLKkbSLizpy+BvBjUrC/Y0TMLbvO94Cjmqhzvdde\nE/gRsAzYPiLeCbwlTQeOa+LaZmZmZkNGM4H4z0jDUdYFnomI8yV9HPgq8D9ynouAb7emikNXZRCe\n096WNAM4gHTnuVog/s1SIJzLLJM0E9gR2Aa4Mx/aE1gHOK88CM+mAVNJd+Eb0ci1R5Jm1Km8+/0t\n0vSXI2tdRNJhwGEAw9YazcaLZzZYzfaZN333oqtgZmZmQ0DDY8Qj4pGIOLX8Yb6IOBoYA2wPjImI\n/SJicQvrOSRJGiVpuqQH8vjw0tSHd+cslWPvSyqDaoAn837tsrS/y/ubKjNHxHzgviaqXe+1x+X9\nrVWuvbC/a0fE2RExPiLGD1vNi/mYmZnZ0NOylS8j4gXghVadb6iTNBK4C9iEdBf5POBl0lCOkcCR\npMWSqnm1StqyvB9WllaKYJ+rcZ5nG6hyq69dK93MzMysJ3gJ+uIcSgrCT4qIaeUHJG1PCsQHqrRO\n7/tqHF+/BdeoZUE/166VbmZmZtYTmgrEJa0DHEwaE7w2774TWhIR8ckB1G2o2yzvf1Hl2MQWXeOe\nsvOdU34gTzf4ty26TjX35v0nqlx7jTZf28zMzKzrNRyI5/mn55DmCVcfWb3Me9/m5f0k4PelREnj\naN2qlleSHqzdT9KZFQ9sTqPxBzUbvfZ84H9LmlHxwObX6eNBTTMzM7Ne0Mwd8dOB9UhzYJ8NPBkR\nb7W0VkNA5YI4Fb5CGhN+LHCGpMnAI8BYYApwOfC5gdYhIhbm2UcuBm6RVD6P+JbAzcBOA71OjWsv\nkPQV4HzS1Jbl84h/jPQA6UTS1IpmZmZmPaeZQHxH4FcRcXyrKzPEHNjHsaMi4mlJO5K+0HyCNFXh\nQ6Qg/de0IBAHiIjLJO0KfAPYl7S4zs2kGW6+RpsC8XztCyW9ApxAak/5tU/P2RbUKG5mZmY2pCmi\nsREkkhYAP4wIL8hiTZE0DHgcGB4R/T4wOn78+Jg7t9qsiWZmZmbdRdLdETG+nrwNzyNOmuP6b5oo\nZz1G0khJq1WkiTRG/AOkIThmZmZmPamZoSnfBK6TNCki5rS4Pja0bAdcLGk26eHUNXLa35IWAZpW\nWFDQ2QwAABa/SURBVM3MzMzMCtZvIC7pgCrJVwKzJf2cdIe82iIvRMR5A6ueDXIPA1cDOwC7kV5v\nTwHfB06OiOcLrJuZmZlZofodIy7pbVacirBy2sJqxyMiqs0vbtYQjxE3MzOzwaKRMeL1DE2ZOsD6\nmJmZmZlZhX4D8YiY1YmKmJmZmZn1kqaWuId3linfCxhHWqFxPmlJ9SsiYmFrqmdmZmZmNjQ1FYhL\n2gf4EWmZ8vLx4gG8KukfI+KyFtTPzMzMzGxIajgQl/Rp4OekpcnPA+YAzwLrA5OB/YCfS3o1In7d\nuqqamZmZmQ0dzdwRP5G0VPmOEXFPxbFZks4iLWN+ImmpdjMzMzMzq9DMyprjgIurBOEARMRc4BLg\n7wZSMTMzMzOzoayZQHwJ8Ew/eZ7O+czMzMzMrIpmAvFbgE/0k2cH0vAUMzMzMzOroplA/DhgK0nT\nJa1efkDS6pJOA7YEvtaKCpqZmZmZDUXNPKx5HPAAcCxwmKR7gOeA95HGhY8g3Q0/Tiqf2ZCIiEMG\nVl0zMzMzs6GhmUD8oLJ/jwR2rpJnYt7KBeBA3MzMzMyM5gLxTVpeC+tKkgK4KSImFVqRp++FaSMK\nrYKZmZkNctPmF12DFTQciEfEX9pREVuRpA8D/0xaKGkjYFXgReBe4HLggohYXFwNzczMzKxZTS1x\nb+0n6UTgG6QHam8HZgELSWPxJwE/Bf4JGN/GamwBLGrj+c3MzMx6lgPxLiTpeOAk4Elgn4i4o0qe\nKcAx7axHRDzUzvObmZmZ9bJmpi+0NpK0MTANeBPYrVoQDhARVwO7lspICknnStpc0sWSnpf0tqRJ\nOc88SfNqXHNaLj+pIj0kzalIW1PSCZL+IGmBpNckPZav+fEq595W0mWSnpW0VNKTkn4s6f0NdYyZ\nmZnZEOM74t1nKrAKcFFE/KGvjBFRuXrppsAdwJ+AC0hjyhe0qmJK81FeC0wAfkcaHrOMNH59Emmx\np7vL8k8FfkJaZfUq0h3+scChwB6StouIJ1pVPzMzM7PBxIF49ymtWnpDk2VPiYjjW1ifcluSgvAr\nImKv8gOSViLNIV/6eXPgx8A8YGJE/LXs2M7A9cAM4F3nMTMzM+sVHprSfcbk/VNNlH2ONLa83d6o\nTIiItyPilbKkfyLd2T+yPAjPeW8k3SHfQ9Kaba2pmZmZWZfyHfHuU1qONJooe3+V4Sqt9EfgPuAL\nkj4IXAncCsyNiKUVebfP+4mStq5yrvWAYcDmlA1nKZF0GHAYwLC1RrPx4pmtaUGHzJu+e9FVMDMz\nsy7nQLz7PA18GNiwibLPtrgu7xIRb+VhJScCewOn5kOvSZoF/GtELMxpo/L+2H5Ou0aNa50NnA0w\nfMzYZr6UmJmZmXU1D03pPrfm/SebKNtXwPo2tb94jaz7AhGvRMTREbERyx+8fAg4HPhhWdbS8lUj\nIkJ9bDfVe20zMzOzocSBePeZSZq68B8kfaSvjJKGN3DeV4D3SVqlyrGmFgWKiEcj4mfARNJiQ3uW\nHb4973ds5txmZmZmQ50D8S4TEfNI84i/B/iVpKpBsqRdgf9q4NR3ku6IT604z0HADvWcQNImkj5a\n5dDawHDe/RDnWaQvFN/LM6hUnus9khykm5mZWc/yGPEuFBEnS1qZtMT9XZJuA+ayfIn7nUjDQuY2\ncNozSUH4DyV9kjSn98dI0xFeDUyp4xwfA34p6W7gD6Tx7KNJd8JXYfmYcSLiIUkHA+cAD0q6ljS/\n+SrAB0h3yl8gjYc3MzMz6zkOxLtURHxT0qXAV4DJpCD6vcBLpJlLTgXOb+B8f5T0KeBkYA/SQjy3\nkGY3+Sz1BeJzgVNIQ1F2Jd0Jf4E068n3I+Jdd+gj4nxJ9wPH5DbsArxOCuAvAy6ut/5mZmZmQ40i\nPCGFdbfhY8bGmAPPKLoaDfH0hWZmZr1J0t0RUdfzd74jbl1vqw1GMNeBrZmZmQ0xfljTzMzMzKwA\nDsTNzMzMzArgQNzMzMzMrAAOxM3MzMzMCuBA3MzMzMysAA7EzczMzMwK4EDczMzMzKwADsTNzMzM\nzArgQNzMzMzMrAAOxM3MzMzMCuBA3MzMzMysAA7EzczMzMwK4EDczMzMzKwADsTNzMzMzArgQNzM\nzMzMrAArF10Bs349fS9MG1F0LcysP9PmF10DM7NBxXfEhwBJh0sKSXsXXZcSJcdKekjSG7l+h5Yd\nnyrpfkkL87FvFVlfMzMzs07zHfE2khQNFpkaEee2oy4FOAQ4DbgT+B6wFLgHQNKngHOAh4AfAG8A\nNxdTTTMzM7NiOBBvr5OqpB0FjABmAK9WHLuv7TXqnClAALtEROXfq6fk/eci4oHOVsvMzMysOzgQ\nb6OImFaZJukgUiB+RkTM63CVOun9wKIqQXjpGMD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "injuries_per_phase[['inj_tot_t', 'inj_tot_n']].plot.barh();" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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IeLa194+IayKiJiJqqrbwRk9mZmZm+Vo9Ey+pD/BHYDdgBTAXeB0YBOxJmj0d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\nA0tJmrdGW1M3jIqIxyPiV8A40o2odig0356XmzS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "injuries_per_phase[['inj_tot_f', 'inj_tot_s+m']].plot.barh();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What kind of events occur?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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phase_flt_spec_grossTaxiTakeoffClimbCruiseDescentApproachLandingManeuveringOtherUnknown
Occurrence_Code
In flight encounter with weather02199871142000
On ground/water collision with object9511000131030
Miscellaneous/other1676141116351
Airframe/component/system failure/malfunction927211571814010
In flight collision with terrain/water0130319518300
In flight collision with object010141153100
Loss of control - in flight01515472000
Hard landing00000033000
Fire1535235000
On ground/water collision with terrain/water47000020010
\n", "
" ], "text/plain": [ "phase_flt_spec_gross Taxi Takeoff Climb Cruise \\\n", "Occurrence_Code \n", "In flight encounter with weather 0 2 19 98 \n", "On ground/water collision with object 95 11 0 0 \n", "Miscellaneous/other 16 7 6 14 \n", "Airframe/component/system failure/malfunction 9 27 21 15 \n", "In flight collision with terrain/water 0 13 0 3 \n", "In flight collision with object 0 10 1 4 \n", "Loss of control - in flight 0 15 1 5 \n", "Hard landing 0 0 0 0 \n", "Fire 1 5 3 5 \n", "On ground/water collision with terrain/water 4 7 0 0 \n", "\n", "phase_flt_spec_gross Descent Approach Landing \\\n", "Occurrence_Code \n", "In flight encounter with weather 71 14 2 \n", "On ground/water collision with object 0 1 31 \n", "Miscellaneous/other 11 1 6 \n", "Airframe/component/system failure/malfunction 7 18 14 \n", "In flight collision with terrain/water 19 5 18 \n", "In flight collision with object 1 15 3 \n", "Loss of control - in flight 4 7 2 \n", "Hard landing 0 0 33 \n", "Fire 2 3 5 \n", "On ground/water collision with terrain/water 0 0 20 \n", "\n", "phase_flt_spec_gross Maneuvering Other Unknown \n", "Occurrence_Code \n", "In flight encounter with weather 0 0 0 \n", "On ground/water collision with object 0 3 0 \n", "Miscellaneous/other 3 5 1 \n", "Airframe/component/system failure/malfunction 0 1 0 \n", "In flight collision with terrain/water 3 0 0 \n", "In flight collision with object 1 0 0 \n", "Loss of control - in flight 0 0 0 \n", "Hard landing 0 0 0 \n", "Fire 0 0 0 \n", "On ground/water collision with terrain/water 0 1 0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try:\n", " occurrences.phase_flt_spec_gross.cat.add_categories('TOTAL', inplace=True)\n", "except ValueError:\n", " pass\n", "\n", "phases_per_occurence = pd.crosstab(occurrences.Occurrence_Code, occurrences.phase_flt_spec_gross)\n", "phases_per_occurence['TOTAL'] = phases_per_occurence.sum(axis=1)\n", "phases_per_occurence.sort_values('TOTAL', inplace=True, ascending=False)\n", "phases_per_occurence.iloc[:10].iloc[:, 1:-1]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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VNRMhETG8+LOkIaQR568GvhMRkwvr1gHOBj4B7NzySM3MzKxhEXEycHJvx2Fm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phases_per_occurence.iloc[:10].loc[:, 'TOTAL'].plot.barh();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "## When do they occur?" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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Occurrence_CodeAirframe/component/system failure/malfunctionFireHard landingIn flight collision with objectIn flight collision with terrain/waterIn flight encounter with weatherLoss of control - in flightOn ground/water collision with objectOn ground/water collision with terrain/waterMiscellaneous/other
phase_flt_spec_gross
Standing990000037060
Taxi910000095416
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Descent7201197140011
Approach1830155147101
Landing145333182231206
Maneuvering0001300003
\n", "
" ], "text/plain": [ "Occurrence_Code Airframe/component/system failure/malfunction Fire \\\n", "phase_flt_spec_gross \n", "Standing 9 9 \n", "Taxi 9 1 \n", "Takeoff 27 5 \n", "Climb 21 3 \n", "Cruise 15 5 \n", "Descent 7 2 \n", "Approach 18 3 \n", "Landing 14 5 \n", "Maneuvering 0 0 \n", "\n", "Occurrence_Code Hard landing In flight collision with object \\\n", "phase_flt_spec_gross \n", "Standing 0 0 \n", "Taxi 0 0 \n", "Takeoff 0 10 \n", "Climb 0 1 \n", "Cruise 0 4 \n", "Descent 0 1 \n", "Approach 0 15 \n", "Landing 33 3 \n", "Maneuvering 0 1 \n", "\n", "Occurrence_Code In flight collision with terrain/water \\\n", "phase_flt_spec_gross \n", "Standing 0 \n", "Taxi 0 \n", "Takeoff 13 \n", "Climb 0 \n", "Cruise 3 \n", "Descent 19 \n", "Approach 5 \n", "Landing 18 \n", "Maneuvering 3 \n", "\n", "Occurrence_Code In flight encounter with weather \\\n", "phase_flt_spec_gross \n", "Standing 0 \n", "Taxi 0 \n", "Takeoff 2 \n", "Climb 19 \n", "Cruise 98 \n", "Descent 71 \n", "Approach 14 \n", "Landing 2 \n", "Maneuvering 0 \n", "\n", "Occurrence_Code Loss of control - in flight \\\n", "phase_flt_spec_gross \n", "Standing 0 \n", "Taxi 0 \n", "Takeoff 15 \n", "Climb 1 \n", "Cruise 5 \n", "Descent 4 \n", "Approach 7 \n", "Landing 2 \n", "Maneuvering 0 \n", "\n", "Occurrence_Code On ground/water collision with object \\\n", "phase_flt_spec_gross \n", "Standing 37 \n", "Taxi 95 \n", "Takeoff 11 \n", "Climb 0 \n", "Cruise 0 \n", "Descent 0 \n", "Approach 1 \n", "Landing 31 \n", "Maneuvering 0 \n", "\n", "Occurrence_Code On ground/water collision with terrain/water \\\n", "phase_flt_spec_gross \n", "Standing 0 \n", "Taxi 4 \n", "Takeoff 7 \n", "Climb 0 \n", "Cruise 0 \n", "Descent 0 \n", "Approach 0 \n", "Landing 20 \n", "Maneuvering 0 \n", "\n", "Occurrence_Code Miscellaneous/other \n", "phase_flt_spec_gross \n", "Standing 60 \n", "Taxi 16 \n", "Takeoff 7 \n", "Climb 6 \n", "Cruise 14 \n", "Descent 11 \n", "Approach 1 \n", "Landing 6 \n", "Maneuvering 3 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aux = occurrences.Occurrence_Code.value_counts().iloc[0:10]\n", "aux\n", "occurrences_red = occurrences[occurrences['Occurrence_Code'].isin(aux.index)]\n", "\n", "occurrences_per_phase = pd.crosstab(occurrences_red.phase_flt_spec_gross, occurrences_red.Occurrence_Code)\n", "occurrences_per_phase = occurrences_per_phase.loc[['Standing', 'Taxi', 'Takeoff', 'Climb', 'Cruise', 'Descent', 'Approach',\n", " 'Landing', 'Maneuvering']]\n", "\n", "occurrences_per_phase" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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6KgVEVCFpDeAC4AzgX2y3OTQZEZX1vEELOAb4LmXKYLRHgTuBn9nuO4UQdaSAiCokzQJW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\nh58BjgO+3LBnxjXAtpJWsv33gQclrUzcmM7pc03dupboZcokaQVgK+D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/dI7tvYcY8x1g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sOBhcDXKuEha/8ScAbpz/nwTv+AZmZmHXAPRBdIGgQcQ+rq34g0XJAPY+vUOPXzwCdIwwyfiIhX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\ntjd0oq5KH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 20))\n", "occurrences_per_phase_ = occurrences_per_phase.iloc\n", "plt.matshow(occurrences_per_phase.values, cmap=plt.cm.Blues)\n", "plt.xticks(np.arange(occurrences_per_phase.shape[1]),\n", " occurrences_per_phase.columns.tolist(),\n", " rotation='vertical')\n", "plt.yticks(np.arange(occurrences_per_phase.shape[0]),\n", " occurrences_per_phase.index.tolist());\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Which occurrence causes more victims? " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "occurrences_ = pd.merge(occurrences, events, left_on='ev_id', right_index=True)\n", "\n", "inj_cols = ['inj_tot_f', 'inj_tot_s', 'inj_tot_m', 'inj_tot_n', 'inj_tot_t']\n", "\n", "inj_per_occ = occurrences_.groupby('Occurrence_Code')[inj_cols].sum()\n", "inj_per_occ.sort_values('inj_tot_t', inplace=True, ascending=False)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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/kl6R9KikcyQN7er4zMzM1gTrr78+8+fPZ+7cuSxZssTTZKzuIoIlS5Ywd+5c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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inj_per_occ.loc[inj_per_occ.index[:10], ['inj_tot_t', 'inj_tot_n']].plot.barh(stacked=True);" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "inj_per_occ['inj_tot_s+m'] = inj_per_occ['inj_tot_s'] + inj_per_occ['inj_tot_m']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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YQW1tLRHBgw8+yBNPPMGnPvUpPvOZz7TF07HacSLEzMzMzMzMrAI1NTXceuut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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inj_per_occ.loc[inj_per_occ.index[:10], ['inj_tot_f', 'inj_tot_s+m']].plot.barh(stacked=True);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Which one is more destructive for the plane? " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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damageDESTMINRNONESUBSUNKTOTAL
Occurrence_Code
In flight encounter with weather0141777840192
On ground/water collision with object114958850167
Miscellaneous/other0101250530125
Airframe/component/system failure/malfunction0101139580118
In flight collision with terrain/water0382025056
\n", "
" ], "text/plain": [ "damage DEST MINR NONE SUBS \\\n", "Occurrence_Code \n", "In flight encounter with weather 0 14 17 77 84 \n", "On ground/water collision with object 1 14 9 58 85 \n", "Miscellaneous/other 0 10 12 50 53 \n", "Airframe/component/system failure/malfunction 0 10 11 39 58 \n", "In flight collision with terrain/water 0 3 8 20 25 \n", "\n", "damage UNK TOTAL \n", "Occurrence_Code \n", "In flight encounter with weather 0 192 \n", "On ground/water collision with object 0 167 \n", "Miscellaneous/other 0 125 \n", "Airframe/component/system failure/malfunction 0 118 \n", "In flight collision with terrain/water 0 56 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try:\n", " aircraft.damage.cat.add_categories(['TOTAL'], inplace=True)\n", "except ValueError:\n", " pass\n", "\n", "damage_per_Occurrence = pd.crosstab(occurrences.Occurrence_Code, aircraft.damage)\n", "damage_per_Occurrence['TOTAL'] = damage_per_Occurrence.sum(axis=1)\n", "damage_per_Occurrence.sort_values('TOTAL', inplace=True, ascending=False)\n", "damage_per_Occurrence.head()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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++igffvghAwYMIDc3d1tMMWvWrGH8+PHk5ORw8cUXl6irSZMm5T38rFIiREQS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\nP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "damage_per_Occurrence.loc[damage_per_Occurrence.index[1:10], ['DEST', 'SUBS', 'MINR', 'NONE']].plot.barh(stacked=True);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## influence of fire" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def tot_events_and_mean_injuries_by_factor(factor):\n", " ac_ = aircraft_2[[\n", " 'ev_id',\n", " 'inj_tot_f', 'inj_tot_m', 'inj_tot_n', 'inj_tot_s', 'inj_tot_t',\n", " 'apt_dist', 'apt_dir', 'light_cond', 'sky_cond_nonceil',\n", " 'gust_ind', 'gust_kts',\n", " 'damage', 'acft_fire', 'acft_expl', 'acft_make', 'acft_model', 'acft_category',\n", " 'afm_hrs', 'afm_hrs_last_insp', 'num_eng', 'far_part', \n", " ]]\n", " \n", " gby = ac_.groupby([factor])\n", " r = gby.agg({'ev_id': 'count',\n", " 'inj_tot_f':'mean',\n", " 'inj_tot_m':'mean',\n", " 'inj_tot_n':'mean',\n", " 'inj_tot_s':'mean',\n", " 'inj_tot_t':'mean'}\n", " )\n", " \n", " if factor in ('acft_fire', 'acft_expl'):\n", " r = r.loc[['GRD ', 'IFLT', 'NONE', 'UNK ']]\n", " elif factor in ('gust_ind'):\n", " r = r.loc[['N', 'Y']]\n", " \n", " return r.loc[:, ['ev_id', 'inj_tot_f']]\n", "\n", "# EN acft_fire u acft_expl drop blaco y BOTH\n", "# EN gust_ind drop blanco\n", "# EVALUAR light_cond y sky_con_nonceil\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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ev_idinj_tot_f
acft_fire
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" ], "text/plain": [ " ev_id inj_tot_f\n", "acft_fire \n", "GRD 93 37.512821\n", "IFLT 18 47.500000\n", "NONE 910 6.684211\n", "UNK 25 66.714286" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tot_events_and_mean_injuries_by_factor('acft_fire')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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inj_tot_finj_tot_sinj_tot_m
ev_date
20139.07.010.0
2014NaN14.027.0
2015NaN20.039.0
2016NaN8.026.0
2017NaN4.01.0
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" ], "text/plain": [ " inj_tot_f inj_tot_s inj_tot_m\n", "ev_date \n", "2013 9.0 7.0 10.0\n", "2014 NaN 14.0 27.0\n", "2015 NaN 20.0 39.0\n", "2016 NaN 8.0 26.0\n", "2017 NaN 4.0 1.0" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gby_year = events.groupby(events.ev_date.dt.year)\n", "\n", "injured_per_year = gby_year[['inj_tot_f', 'inj_tot_s', 'inj_tot_m']].sum()\n", "\n", "injured_per_year.tail()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Does the age of the pilot affect? " ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "flight_crew = get_flight_crew_accidents(con)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flight_crew.crew_age.plot(kind='box');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
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OS/InE+x/SLv/VTMXniRJkkatyxXClwGXVNXvhu2sqouBi4CXz0RgkiRJmh1dEsLNgJ9M\n0eZsmhVMJEmStEB0SQjXAa6Zos11wHorH44kSZJmW5eE8BLg8VO0eTxw+cqHI0mSpNnWJSE8Bdgx\nybOG7UyyNbATcNJMBCZJkqTZ0SUhfA9wC/CNJO9P8twkm7flB4D/AW5u20mSJGmBmGzpurupql8l\neSnwH8D+wN8M7A7N84Mvq6pfzGyIkiRJGqVpJ4QAVXVckk2AvYCnA+vSDDT5DvCZqrpyxiOUJEnS\nSHVKCAHapO99I4hFkiRJc8Cl6yRJknrOpeskSZJ6zqXrJEmSes6l6yRJknrOpeskSZJ6zqXrJEmS\nes6l6yRJknrOpeskSZJ6zqXrJEmSes6l6yRJknpuXixdl2RXYFvgicATgPsD/15V95jTMMky4IJJ\nTvf5qtp9gvfZE3gt8BjgduBHwKFV9dVViV+SJGkh65wQjsjbaRLB62kmt57OXIY/AY4ZUv/TYY2T\nHAoc0J7/E8C9gd2BY5O8vqoOW4m4JUmSFryVSgiTbAQ8BFhj2P6qOq3jKd9Ik6idS3Ol8JRpHPPj\nqlo+nZMn2YomGTwPeGpVXd3Wvxf4AXBokq9W1YqOcUuSJC14nRLCJM8FPsDUV/CWdDlvVd2ZACbp\ncuh07deW7x5LBtv3XZHko8A7gL2Bg0bx5pIkSfPZtKedSfJ04Ks0A0kOoxlZfBrN7ddfttvHAgfP\nfJhD/UmSv07y1racbNLsHdrya0P2nTCujSRJUq90uUL4VuAmmluuv0vyeuCUqjo4zWW95TS3Zd82\n82EO9Zz2dackpwJ7VtWFA3Vr0dzevr6qLhlynl+35aYjilOSJGle6zIx9ZbAV6rqd+OPr8ZBwC+A\nd81gfMPcCPwD8BSadZPX467nDrcDTmqTwDHrtOW1E5xvrH7did4wyb5Jzkpy1uWXuzKfJElaXLok\nhOsAFw5s3wKsNa7NGcA2qxrUZKrqsqp6Z1X9sKquaV+nAc8Fvgs8AthnZU49yXseXlVbVNUWS5cu\nXcnIJUmS5qcuCeFlNFfjBrcfPq7N6sB9VjWolVFVtwGfbDcHk9KxK4DrMNxUVxAlSZIWtS4J4Tnc\nPQH8DvCcJJsCJNkQeAl3PZM3F8bu59555bKqbgAuBu6X5MFDjnlkW54z4tgkSZLmpS4J4deAbZM8\noN3+EM3VwB8l+T7NSOOlwAdnNsROntGW54+rP7ktdxxyzE7j2kiSJPVKl4TwX2luxd4KUFVnALvR\nLCP3WOAS4DVVdeRMBzkoydOT3HtI/Q40E1wDfG7c7o+35duSrDdwzDKapexuBj4948GqN2669fa5\nDkGSpJU27Wlnquo6mkEbg3VfBr68qkEk2QXYpd3csC23THJE+/MVVfXm9uf3AJu3U8xc1NY9nrvm\nEXxHVZ05Ls4zk7wfeBNwdpIv0Sxd95fAA4DXu0qJVsWaqy9h2YHHzXUYd1pxyM5zHYIkaQGZL2sZ\nPxHYc1zdJu0L4DfAWEL4WeBFwFNpbveuDvwe+AJwWFWdPuwNquqAJGcDrwP2Be4Afgi8t6q+OnMf\nRZIkaWGZFwlhuybx8mm2/RTwqZV8n88An1mZYyVJkharLs8QSpIkaREyIZQkSeo5E0JJkqSeMyGU\nJEnquQkTwiT/leSlA9vbJNl4dsKSJEnSbJnsCuEuwKMGtk8B9hppNJIkSZp1kyWE1wBrD2xnxLFI\nkiRpDkw2D+EvgL9q1ym+pK1blmSbqU5aVafNRHCSJEkavckSwncBxwD/MVC3J/dcUWSYJasSlCRJ\nkmbPhAlhVZ2Y5NHAnwEPoVlJ5JvtS5IkSYvEpEvXVdVvaJeJS7IcOLWqDp6FuCRJkjRLuqxlvD2w\nYkRxSJIkaY5MOyGsqrvdKk6yNrAOcG1VXTfTgUmSJGl2dFqpJMmSJAcmORe4muaK4dVJzm3ru1xx\nlCRJ0jww7QQuyb2BrwHbAgX8lmY6mgcDy4B3AzsmeW5V3TLzoUqSJGkUulwhfBOwHXAc8OiqWlZV\nW1bVMmAz4Fhg67adJEmSFoguCeHLgJ8Cu1TVrwd3VNV5wIuBnwH/Z+bCkyRJ0qh1SQgfAZxQVXcM\n29nWnwA8fCYCkyRJ0uzokhDeAtxvijZrAbeufDiSJEmabV0SwrOBXZMsHbYzyQbArsBPZiIwSZIk\nzY4uCeFhwFLge0lelWSTJPdJ8rAkewPfbfcfNopAJUmSNBpdJqb+QpInAgcChw9pEuCfq+oLMxWc\nJEmSRq/TRNJV9dYkXwFeBTyJdqUS4EfAv1XVt2c+REmSJI1S55VFquo7wHdGEIskSZLmQKel6yRJ\nkrT4mBBKkiT1nAmhJElSz5kQSpIk9ZwJoSRJUs+ZEEqSJPXctBPCJO9M8opRBiNJkqTZ1+UK4duB\nx40qEEmSJM2NLgnhxcDaowpEkiRJc6NLQvhl4M+S3GdUwUiSJGn2dUkIDwKuBo5J8tgRxSNJkqRZ\n1mUt458A9waeDPwkyU3AZUCNa1dV9fAZik+SJEkj1iUhvBdwK3DhuPpMsS1JkqR5bNoJYVUtG2Ec\nkiRJmiNOTC1JktRzK50QJlkvyZ/OZDCSJEmafZ0SwiT3S/K+JJcCVwAXDOx7epLjkzx5poOUJEnS\n6HRZum4d4NvAG4HfAb/g7gNI/hfYGvirmQxQkiRJo9XlCuHbgM2BvarqycAXB3dW1Y3AN4Fnz1x4\nkiRJGrUuCeGLga9X1ZGTtPkN8JBVC0mSJEmzqUtCuBFw9hRtrgfW6RJAkl2TfCTJ6UmuS1JJPjfF\nMVu1zyteleTGJGcn2T/JkkmOeX6SU5Ncm+T6JN9NsmeXWCVJkhajLhNT/wF44BRtHkYz2KSLtwNP\noEkmLwIeNVnjJH8BHA3cBHweuAp4AfAB4JnAbkOOeR3wEeBK4HPALcCuwBFJHldVb+4YsyRJ0qLR\n5Qrh94HnJ7n/sJ1JHgw8D/hWxxjeCGwKrA28ZrKGSdYGPgHcDmxXVa+qqr8Fnkgz4GXXJLuPO2YZ\ncChN4rhFVb22qt4IPB44DzggyZYdY5YkSVo0uiSEHwLWB45P8ujBHe32F4E1gQ93CaCqTqmqX1fV\n+DWRh9kVWAocVVVnDZzjJporjXDPpPKVwBrAYVW1YuCYq4F/ajf36xKzJEnSYtJl6bqvJ1kOLAd+\nSrOuMUmuANajmYLmLVV15syHeacd2vJrQ/adBtwIbJVkjaq6eRrHnDCujSRJUu90mpi6qg6mmVbm\nK8DVNLduCzge+LOqeu+MR3h3m7XlOUNiu41mouzVgE2mecwlwA3ARknuO7OhSpIkLQxdBpUAzS1e\n4JQRxDIdYyOYr51g/1j9uh2PWattd+OwBkn2BfYF2HjjjacbqyRJ0oKw0msZz1NjK6dM53nEaR9T\nVYdX1RZVtcXSpUtXOjhJkqT5qPMVwnbU7iuAJ9FcVbsW+BHwuaq6YOIjZ8TYVb6J5jpce1y7sZ83\naI+5cpJjrlvl6CRJkhagTlcIkxwA/JJmYMkuwPZt+S7gl0neNNMBjvOrttx0SGyr0cyDeBtw/jSP\neTDN7eKL2qX3JEmSemfaCWGSvwLeSzMI42CaZPDRbXlwW//eJH85gjjHnNyWOw7Ztw1wX+DMgRHG\nUx2z07g2kiRJvdPlCuEBNCOLn1xV76qqb1bVr9pyOfAUmtuzo1z140s0K6HsnmSLscokawL/2G5+\nbNwxnwZuBl7X3u4eO2Y94K3t5sdHFK8kSdK81+UZwscAn6mq3wzbWVUXJPkCsEeXAJLsQnPbGWDD\nttwyyRHtz1eMLS1XVdcleTVNYnhqkqNoViB5Ic30Ml+iWc5ufFx/SzNh9llJPs9dS9dtBLyvqr7d\nJWZJkqTFpOtaxtdM0eYaug/OeCKw57i6TbhrLsHfMHDVsaqOSbIt8DbgJTSro5wLvAn48LAVT6rq\nI0lWtOfZg+bK6M+Bt1fVZzrGK0mStKh0SQhPBP4c+PthO5MEeG7bbtra283LOx5zBs26yV2OORY4\ntssxkiRJfdDlGcK/A9ZL8p9JHjq4I8nGwH/QTAj9dzMYnyRJkkZswiuESYaNvL0GeCnwkiQXAr8H\nHgRsDCwBzgb+nWZ5O0mSJC0Ak90y3m6K4waf8xvzBLqtEiJJkqQ5NmFCWFWLbVk7SZIkDWHSJ0mS\n1HMmhJIkST3XZdoZAJJsQLNk3UbA6sPaVNWRqxiXJEmSZsm0E8IkawDvB14J3HuiZjSDSkwIJUmS\nFoguVwgPBV4D/IJmebiLgdtGEZQkSZJmT5eE8KU08ww+tapuHVE80rTcdOvtrLn6krkOQ5KkRaFL\nQrgW8D8mg5oP1lx9CcsOPG6uw7jTikN2nusQJElaaV1GGf8MePCoApEkSdLc6JIQHgq8KMmmowpG\nkiRJs2/at4yr6otJHgycnuRfgB8C107Q9rQZik+SpHn33PB8i0daVV3nIVyP5lnCd07Rzn8lkqQZ\n43PD0mh1mYfw74GDgCtppp35HU47I0mStOB1uUK4L3A+8JSqGnqrWJIkSQtPl0ElGwJfMRmUJEla\nXLokhOcD644qEEmSJM2NLgnhx4AXJNlwVMFIkiRp9nV5hvBYYDvgzCQHAz9g4mlnLlz10CRJkjQb\nuiSEFwAFBPjUJO2q43klSZI0h7okbkfSJHuSJElaRLqsVLLXCOOQJEnSHOkyqESSJEmLkAmhJElS\nz3VZuu7fptm0qupVKxmPJEmSZlmXQSV7TbF/bARyASaEkiRJC0SXhPBhE9SvCzwVeAdwJnDgqgYl\nSZKk2dNllPFvJtj1G+AnSb4OnA18g8nnKZQkSdI8MmODSqrqtzSrmfzNTJ1TkiRJozfTo4x/Dzxy\nhs8pSZKkEZqxhDDJEmAHJljfWJIkSfNTl2lntpnkHH8K7A08EfjkDMQlSZKkWdJllPGpTL6WcYDT\ngL9dlYAkSZI0u7okhAczPCG8A7ga+F5VfW9GopIkSdKs6TLtzPIRxiFJkqQ54lrGkiRJPWdCKEmS\n1HOdEsIk2yb5apLLktya5PYhr9tGFawkSZJmXpdpZ3YGjgGWABcCvwJM/iRJkha4LqOMlwO3AjtX\n1YmjCUeSJEmzrcst48cCnzcZlCRJWly6JITXA1eNKhBJkiTNjS4J4UnAlqMKpKskK5LUBK9LJzhm\nqyTHJ7kqyY1Jzk6yf7sOsyRJUi91eYbwLcD3krwdeHdVTbaM3Wy5FvjgkPrrx1ck+QvgaOAm4PM0\nVztfAHwAeCaw2+jClCRJmr+6JIQHAT8D3gW8MsmPgWuGtKuqetVMBDcN10xnBZUkawOfAG4Htquq\ns9r6dwAnA7sm2b2qjhplsJIkSfNRl4Rwr4Gfl7WvYQqYrYRwunYFlgJHjiWDAFV1U3vF8yTgNYAJ\noSRJ6p0uCeHDRhbFylsjycuBjYEbgLOB06rq9nHtdmjLrw05x2nAjcBWSdaoqptHFq0kSdI8NO2E\nsKp+M8pAVtKGwGfH1V2QZO+q+uZA3WZtec74E1TVbUkuADYHNgF+MZJIJUmS5qmFvJbxp4Fn0ySF\nawGPA/6V5lb2CUmeMNB2nba8doJzjdWvO2xnkn2TnJXkrMsvv3xV45YkSZpXFmxCWFXvqqqTq+r3\nVXVjVf20qvYD3g/ch2ZllenK2GkneK/Dq2qLqtpi6dKlqxa4JEnSPLNgE8JJfLwttxmoG7sCuA7D\nrT2unSRJUm8sxoTwsrZca6DuV2256fjGSVajGTBzG3D+aEOTJEmafxZjQji2mspgcndyW+44pP02\nwH2BMx1hLEmS+mhBJoRJNk/ygCH1DwUOazc/N7DrS8AVwO5Jthhovybwj+3mx0YUriRJ0rzWZR7C\n+WQ34MAkpwAXAH8AHg7sDKwJHA8cOta4qq5L8mqaxPDUJEfRLF33Qpopab5Es5ydJElS7yzUhPAU\nmkTuSTS3iNeiWUbvWzTzEn52/FrLVXVMkm2BtwEvoUkczwXeBHx4nqzNLEmSNOsWZELYTjr9zSkb\n3vO4M4DnzXxEkiRJC9eCfIZQkiRJM8eEUJIkqedMCCVJknrOhFCSJKnnTAglSZJ6zoRQkiSp50wI\nJUmSes6EUJIkqedMCCVJknrOhFCSJKnnTAglSZJ6zoRQkiSp50wIJUmSes6EUJIkqedMCCVJknrO\nhFCSJKlITdrUAAAO10lEQVTnTAglSZJ6zoRQkiSp50wIJUmSes6EUJIkqedMCCVJknrOhFCSJKnn\nTAglSZJ6zoRQkiSp50wIJUmSes6EUJIkqedMCCVJknrOhFCSJKnnTAglSZJ6zoRQkiSp50wIJUmS\nes6EUJIkqedMCCVJknrOhFCSJKnnTAglSZJ6zoRQkiSp50wIJUmSes6EUJIkqedMCCVJknrOhFCS\nJKnnTAglSZJ6zoRQkiSp50wIJUmSeq5XCWGSjZL8W5LfJbk5yYokH0yy3lzHNp/ddOvtcx2CJM0r\n8/H34nyMSQvHanMdwGxJ8nDgTOCBwH8DvwSeBvwNsGOSZ1bVlXMY4ry15upLWHbgcXMdxt2sOGTn\nuQ5BUo/5e1GLTZ+uEP4LTTL4hqrapaoOrKodgA8AmwHvntPoJEmS5kgvEsIkmwDPBVYAHx23+yDg\nBuAVSdaa5dAkSZLmXC8SQmCHtjyxqu4Y3FFVfwDOAO4LPGO2A5MkSZprfUkIN2vLcybY/+u23HQW\nYpEkSZpX+pIQrtOW106wf6x+3VmIRZIkzbL5Ngp7vsWTqprrGEYuyeHAq4FXV9Unh+z/J+Dvgb+v\nqkOG7N8X2Lfd3Az41QjDXYg2AK6Y6yDmMftncvbP1Oyjydk/U7OPJreY++ehVbV0qkZ9mXZm7Arg\nOhPsX3tcu7upqsOBw2c6qMUiyVlVtcVcxzFf2T+Ts3+mZh9Nzv6Zmn00OfunP7eMx67oTfSM4CPb\ncqJnDCVJkhatviSEp7Tlc5Pc7TMnuT/wTOCPwHdmOzBJkqS51ouEsKrOA04ElgGvHbf7XcBawJFV\ndcMsh7ZYeDt9cvbP5OyfqdlHk7N/pmYfTa73/dOLQSUwdOm6XwBPB7anuVW8lUvXSZKkPupNQgiQ\n5E+Bg4EdgfWBS4BjgHdV1VVzGZskSdJc6VVCKEmSpHvqxTOE6ibJ+kn2SfLlJOcm+WOSa5N8K8mr\nxg/MGThuqyTHJ7kqyY1Jzk6yf5Ils/0ZZkOS9yQ5Kclv2z66KsmPkhyUZP0JjulVH42X5BVJqn3t\nM0Gb5yc5tf3OXZ/ku0n2nO1YZ0OSFQP9Mf516QTH9O47lGTrJEcnuSTJzW15YpLnDWnbm/5Jstck\n35+x1z1mP+5THwEk2bn9vlzU/q4+P8kXk2w5Qfte9c8YrxDqHpLsB3yM5pb6KcCFwIOAF9PM5Xg0\nsFsNfHmS/EVbfxPweeAq4AU0E3l/qap2m83PMBuS3AL8EPg5cBnN4KRnAFsAvwOeUVW/HWjfuz4a\n1D6y8b/AEuB+DJkoPsnrgI8AV9L00S3ArsBGwPuq6s2zGvSIJVlBs0LSB4fsvr6qDh3XvnffoSRv\nB/6BZtLgr9L8XtoAeBJwSlX93UDbXvVPkicCu0ywe2tgB+C4qnr+wDF966P3AH9H8zvlGJrv0SOA\nF9LMxbxHVX1uoH2v+uduqsqXr7u9aH6JvAC417j6DWmSwwJeMlC/Nk1CdDOwxUD9mjQDeQrYfa4/\n1wj6ac0J6t/dfuZ/6XsfDXzOAN8AzgPe237efca1WUbzS/hKYNlA/XrAue0xW871Z5nhflkBrJhm\n2959h4Dd2s/1P8D9h+xfvc/9M0Xffbv9zC/sax+1f7NuBy4FHjhu3/bt5z2/r/0z/uUtY91DVZ1c\nVcdW1R3j6i8FPt5ubjewa1dgKXBUVZ010P4m4O3t5mtGF/HcaD/fMF9oy0cO1PWyjwa8geY/GnsD\nE03v9EpgDeCwqloxVllVVwP/1G7uN8IY57tefYfaR1PeA9wIvKyq/jC+TVXdOrDZq/6ZTJLH0tyt\nuBg4bmBX3/rooTSPxn23qi4b3FFVpwB/oOmPMX3rn7vpy9J1mjljv4BvG6jboS2/NqT9aTS/0LdK\nskZV3TzK4OaJF7Tl2QN1ve2jJI8GDgE+VFWnJdlhgqaT9dEJ49osJmskeTmwMU2yfDZwWlWNf/ar\nb9+hrYCHAV8Crk6yM/BYmqvI36uqb49r37f+mcxft+Wnxn2P+tZHv6Z57ORpSTaoqjvXKk6yDXB/\nmtvIY/rWP3djQqhpS7IasEe7OfgPZrO2vMfSf1V1W5ILgM2BTWjmf1xUkryZ5pm4dWieH3wWzR/1\nQwaa9bKP2u/MZ2keNXjrFM0n66NLktwAbJTkvlV148xGOqc2pOmjQRck2buqvjlQ17fv0FPb8vc0\nz+o+bnBnktOAXavq8raqb/0zVJL7AC8H7gA+OW53r/qoqq5K8hbg/cDPkxxD80jKw2meIfwf7kqe\noWf9M54Jobo4hOZ/6MdX1dcH6tdpy2snOG6sft1RBTbH3kwz6GbM14C9Bv5QQX/76J00D/8/q6r+\nOEXb6fTRWm27xZIQfho4HfgZze2rTYDXAfsCJyTZsqp+0rbt23fogW25H3AB8GfAd2luA74P+HPg\ni9z1+Erf+mciL6X5jMfVwKC2Vu/6qKo+2A7e+jfg1QO7zgWOGHcruXf9M8hnCDUtSd4AHAD8EnhF\n18PbclEOaa+qDasqNFd6XkzzR/1HSZ7c4TSLro+SPI3mquD7htzeW6lTtuWi6aOqelf7zO7vq+rG\nqvppVe1Hc0XjPsDyDqdbbP0zNsVHaK4EnlRV11fVz4AXARcB2040dcgQi61/JrJvW/7rShy76Poo\nyd/RPHZwBM2VwbWApwDnA/+e5J+7nK4tF03/DDIh1JSSvBb4EM30KtvXPVd1Gftf0zoMt/a4dotS\n+0f9y8BzaVbCOXJgd6/6aOBW8TnAO6Z52HT76LpVCG2hGBu8tc1AXa++Q8DVbXn+wFVSANqrzWN3\nKZ7Wln3rn3tI8hiaZy8vAo4f0qRXfZRkO5qBSV+pqjdV1fntf7x+SPOfiouBA5Js0h7Sq/4Zz4RQ\nk0qyP3AY8FOaZHDYZLm/astNhxy/Gs2D4bfR/I9s0auq39Akz5sn2aCt7lsf3Y/msz4auGlwolzg\noLbNJ9q6sTn4JuujB9P8z/6iRfb84ETGbmOtNVDXt+/Q2Oe9ZoL9Ywnjfca170v/DDPRYJIxfeuj\nsfkXTxm/o/098j2aPOhJbXXf+uduTAg1ofZh3A8AP6ZJBi+boOnJbbnjkH3bAPcFzlyMo7Im8Sdt\nOfZLuW99dDPwqQleP2rbfKvdHrudPFkf7TSuzWI3dht08A9P375Dp9H88X1kknsP2f/YtlzRln3r\nn7tJsibN4zx30Py7GqZvfbRGWy6dYP9Y/S1t2bf+ubu5ngjR1/x80dzmK+As4AFTtF0buJweTeYJ\nPArYcEj9vbhrYuoz+txHk/TdcoZPTP0wejQxNc1oxXv826IZNPHr9vO+tc/fIeBz7ef6x3H1z6FJ\nfK4B1u1r/4zrk1e0n/HYSdr0qo9oBtgUzcTUDxm3b6f2O/RHYP0+9s/4l0vX6R7SrBt7BM3VrY8w\n/HmJFVV1xMAxu9A8uHsTcBTNcj8vpF3uB3hpLaIvW3sr/b00VzHOo0liHgRsSzOo5FLg2VX184Fj\netVHE0mynOa28bCl614PfJgeLF3X9sOBNLezLqAZZfxwYGeaP0DHAy+qqlsGjunVdyjJA4EzaJYa\nO53mFt9DaZ7/KpoJq7840L5X/TMoyek0U169sKqOnaRdb/qondz86zQj1P8AfJnmd/OjaW4nB9i/\nqj40cExv+uce5joj9TX/Xtx1BWey16lDjnsmzR+xq2n+1/W/wBuBJXP9mUbQR48FPkpzO/0Kmltb\n1wLfb/tv6FXVPvXRNL5f+0yw/wXAN2l+gd/Q9umecx33CPphW+A/aUbuX0Mz6fvlNHOj7UG71nzf\nv0PAA2hGXV9A8x+EK4H/plkrvPf9037mR7f/pn47nc/Zpz4CVgf2B75DMyDtNppndL8KPLfv/TP4\n8gqhJElSzzmoRJIkqedMCCVJknrOhFCSJKnnTAglSZJ6zoRQkiSp50wIJUmSes6EUJIkqedMCCVJ\nknrOhFCSJKnnTAglSZJ6zoRQkiSp50wIJWkVJdkrydFJzk/yxyTXJTkjycsnaP/UJCcm+UPb9htJ\ntkyyPEkl2W7IMY9KckSS3ya5Ocnvk/xHks1G/gElLXqrzXUAkrQIfAz4OXAacAmwPvA84LNJNquq\nd4w1TLI1cCKwOnA0cB7wOOAU4ORhJ0+yI/Bf7THHAucCGwEvBnZOsn1V/XA0H01SH6Sq5joGSVrQ\nkjy8qs4bV3dv4ARgG2BZVV2c5F7Ar4BHAM+rqhMG2u9Hk1gCbF9Vp7b16wHnA7cD21TVzweO2Rz4\nLnBOVT15VJ9P0uLnLWNJWkXjk8G27hbgozR3Yp7dVm9FkwyeMpgMtg4Hzhly+j2AdYGDBpPB9j1+\nBnwCeFKSx6zSh5DUa94ylqRVlGRj4C00id/GwH3GNXlIWz6pLb81/hxVdUeSM4FNx+3asi2fkGT5\nkLcfa/9omtvWktSZCaEkrYIkmwDfA9YDTqd5PvBamlu8y4A9gTXa5uu05e8nON2w+vXb8tVThHK/\n6UUsSfdkQihJq+ZNNEnb3lV1xOCOJH9FkxCOua4tHzTBuYbVX9uWT6iqs1chTkmakM8QStKqeURb\nHj1k37bjtn/Uls8a37AdcLLVkHN8py23XqnoJGkaTAgladWsaMvtBiuT/Dmwz7i2Z9BMM7N9kp3G\n7duXez4/CPBp4BrgoCRPG78zyb2GzVsoSV047YwkrYIkjwe+DxTNVcKLgccCOwJfAP4SeFdVLW/b\nbwd8DVjCXfMQPh54Ds08hDsB21bVaQPv8WzgyzTPCZ4E/Ay4g2YAy5bA+lW15mg/qaTFzGcIJWkV\nVNXZSbYH/pFmMurVgJ/QTBp9DU1CONj+1CTbtu13bqu/C2wP/J92+7pxx5zUJp5vBv6c5vbxLcDv\naJLIYberJWnavEIoSfNEkjOApwPrVNUNcx2PpP7wGUJJmkVJ7ptk3SH1e9EMKjnRZFDSbPMKoSTN\noiSPohlt/D80axKvRjNh9bNobjFvVVW/mLsIJfWRCaEkzaJ2beL30kxJsyHNpNWXAt8A3j1sGTxJ\nGjUTQkmSpJ7zGUJJkqSeMyGUJEnqORNCSZKknjMhlCRJ6jkTQkmSpJ4zIZQkSeq5/w/XeRjwTkHw\n7QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_bins = np.arange(14, 85, 5)\n", "flight_crew['crew_age'].hist(bins=age_bins, ec='white', grid=False)\n", "plt.xlabel('age')\n", "plt.ylabel('number of accidents');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Active FAA Pilot Certificates Held by Category and Age Group of Holder according to [GAMMA databook](http://www.gama.aero/files/GAMA_2015_Databook_LoRes%20updated%203-29-2016.pdf http://www.gama.aero/media-center/industry-facts-and-statistics/statistical-databook-and-industry-outlook#year2015)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "licenses_by_age_airline = np.array([0, 572, 5199, 12003, 15507,\n", " 18337, 23058, 25882, 24220, 16824,\n", " 10184, 4284, 1766, 787])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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/oQSx64bE8cL8LZw7dT7pWXnEREcxeVRXrdAjtY7CoYhUuA17j3LDq1+zNzWL\nqWP7cFEf/XKV4LdkyyFCzEjLygMg+UgG981cDaCAKLWKvlYWkQo1Z91eLnl6MZk5+bw1caCCoVQb\nU2avJ6/IXIcZOXlMmb3ep45E/KGRQxGpEM45XliwhYc+XkfPmIa8cE0CrRtF+d2WSJntOpJRrv0i\nNZXCoYj8aFm5eTzw7zW8s2wnP+3VikcuO5W6dfTXi1QvMdFRJBcTBGOi9Y8cqV30tbKI/CgHjmVx\n1YtLeGfZTm4f2Zlp405TMJRqafKorkSFh35vX2R4CJNHdfWpIxF/6G9wETlp6/akcsP0RA4cy+LJ\ncX258NQYv1sSOWkFD51Mmb2eXUcycMDQTs30MIrUOgqHInJSPl27lztnLKd+ZBjv3DyI3m2i/W5J\n5Ecb3Tf2eBi89Y1vmLNuHwePZdG0foTPnYlUHX2tLCLl4pzjmXmbmfhaIh1b1Oe9SWcoGEqNdOfZ\nXcjMyeM5rZoitYzCoYiUWWZOHne/vZK/fbKOC3rH8PZNg2jVKNLvtkQqRacW9RndN5ZXFyexLzXT\n73ZEqozCoYiUyb6jmYx74StmLk/mrnO68MTYPkQWuXlfpKa5Y2RncvMdT8/b7HcrIlVG4VBESvXt\nrhRGT1vEut1Heebnp3H7yM6YaSk8qfnaN63HZf3a8MaS7ZrvUGoNhUMROaFP1uxmzDNf4oB3bh7E\neb1a+92SSJW6bWRnAJ6cs8nnTkSqhsKhiBTLOce0ORu5+fVv6NqqAe9NGsIpsY38bkukysVGRzF2\nQFveSdzB9oPpfrcjUukUDkXkBzJz8rhjxgoe+e8GRveJYcbEgbRoqAdPpPaadFYnQkOMJ+Zs9LsV\nkUqneQ5FhFnLk49P/NuyYSThYcaOQxlMHtWVX5zZUfcXSq3XsmEkVw9sz8uLtnLLmR3p2Ly+3y2J\nVBqNHIrUcrOWJ3PfzNUkeytC7EnNZMehDG4YEsekszopGIp4bj6zI5HhoUz9TKOHUrMpHIrUclNm\nrycjJ+8H+z/5dq8P3YgEr2b1Ixg/OI73V+1i/Z6jfrcjUmnKHA7NbIyZPWlmC8ws1cycmb1ewrFx\n3vsl/ZlxguuMN7OlZnbMzFLMbJ6ZXXCC40PN7E4zW2VmGWZ2yMw+MrPBJ6iJMrM/mtl6M8s0s31m\n9raZdS/rz0Okpihpeg5N2yHyQzcNi6d+nTAe/3SD362IVJry3HP4AHAqcAzYCXQrQ81KYFYx+9cU\nd7CZPQKmulAKAAAgAElEQVTc7Z3/BaAOMBZ438xuc85NK3K8ATOAMcB6YBrQBLgCmG9mlzrn3itS\nEwF8CgwBEoGpQFvgMuB8MxvhnFtShs8mUiM0rleHQ2nZP9gfEx3lQzciwS26bh2uP6MDUz/fyJrk\nFD3BLzVSecLhLwmEtk3AcGBuGWpWOOf+UJaTeyN9dwObgf7OucPe/inAMuARM/vAOZdUqGwsgWC4\nGBjpnMv0ap4FFgIvmNkc51zh8f+7CATDd4ErnHP5Xs1bBILsy2bWq2C/SE32+Xd7OZKejRk497/9\nUeGhTB7V1b/GRILYDUM7MH1xEo9/uoGXru3vdzsiFa7MXys75+Y65zY6V/hXSIW62dv+uSAYetdN\nAp4CIoDritTc4m0fKAiGXs3XwFtAcwLhETg+0lhwnV8VDoDeCOMCoAeB8CtSo83fsJ9bXv+GnjGN\n+PPFpxAbHYURmNPtoUt6MbpvrN8tigSlhpHhTBwWz+fr9vHN9sOlF4hUM5U9lU2Mmd0ENAUOAl86\n51aVcOwIb/tJMe99DPzWO+b3cPzr4cFAOoFQV1zN1V7NK96+jkA7YINzbmsJNUO9mrKMjIpUS19u\nPsiEfyTSsUV9XrthANF163DlgPZ+tyVSbVw7OI6XF27l8U838NoNp/vdjkiFquynlc8BngX+7G1X\nmtlcM2tX+CAzqwfEAsecc7uLOU/BvAFdCu3rBIQCW5xzuWWsKfierKQ7iYurEalREpMOccOrX9O+\naV1e94KhiJRPvYgwbh7ekQUbD7Bky0G/2xGpUJUVDtOB/wP6AY29PwX3KZ4JfO4FwgIFd/SmlHC+\ngv3RPtQcZ2YTzSzRzBL3799fwilEgtfy7Ye59pWvadUwktdvPJ2m9SP8bkmk2rpqYHuaN4jg0U83\nUHl3XIlUvUoJh865fc653znnvnHOHfH+zAd+AiwhMOp348mcuhzHFszcW2E1zrnnnXMJzrmE5s2b\nl+O0Iv5bk5zCNS8vpUm9OrwxYSAtGmg5PJEfI6pOKLee1YmlWw+xaJNGD6XmqNJJsL2vf1/0Xg4r\n9FbBiF1JcwIUN+JXWk3DCqoRqfa+253KVS8toWFkOG9MOJ1WjRQMRSrC2AFtiWkUyaOfrtfoodQY\nfqyQUvB97PGvlZ1zaUAyUN/MWhdT09nbFr5XcBOQB8SbWXEP1hRXs97blnRPYXE1ItXaxr1HuerF\nJUSGhfLmhIG0aVzX75ZEaoyIsFBuHdGZ5duPMHf9Pr/bEakQfoTDgd52S5H9c7ztucXUnFfkGJxz\nWQTmN6xL4AnjUmsIzKG4HehiZh3KWCNSbW09kMaVLy4hJMR4Y8LptGuqYChS0S5LaEO7JnV5TPce\nSg1RKeHQzE43sx88AmlmIwhMpg1QdOm9Z73tb8yscaGaOGASkMX/pqQp8Iy3fdDMIgvV9CewSsp+\n4F8F+705Gguu87CZhRSquYhAyFwLfFHqhxQJcjsOpXPlC1+Rn+9448bTiW9e3++WRGqk8NAQbh/Z\nmTXJqczWmuRSA5R5nkMzGw2M9l628raDzGy6998HnHP3eP/9N6Cnmc0jsKoKQG/+N5fhb51ziwuf\n3zm32MweI7CCySoze5fA8nlXEFgS77Yiq6NAYOm8SwhMdL3czN4nMKfiFQSmuZngnEstUvMYcIFX\ns8TMPicw9+FlBJ6yvl6ro0h1l3wkg7HPf0VGTh5vThhI55YN/G5JpEYb3SeGp+du4vFPN/CTHi0J\nCbHSi0SClJV1CNzM/oA3AXUJtjnn4rxjbwAuBk4BmgHhwF7gS2Cac664SasLrjMeuJXASiX5wDfA\nFOfcByUcHwbcBlxP4CnoTO86DxYNoIVqooB7gSsJBMNUYB7we+fc2hN8xuMSEhJcYmJiWQ4VqVJ7\nUjK54vkvOZSWzRs3DqRXG639KlIV/rNyF7e/uZwnxvXlZ6fG+N2OyPeY2TLnXEKZjtX9ESdH4VCC\n0b6jmYx9/iv2pmTy2o2nc1q7xqUXiUiFyM93nDd1ATn5+fz3zmGEhfpxW79I8coTDvW/XJEa4uCx\nLK56cQm7j2Qy/foBCoYiVSwkxPjlOZ3Zsj+NWSt2+d2OyElTOBSpAY6kZ3PVS0vZdjCdl8Yn0D+u\nid8tidRKo3q2omdMQ574fCM5ebp9XaonhUORai41M4drXl7K5n3HeP6aBAZ3auZ3SyK1lplx90+6\nsP1QOu8u21l6gUgQUjgUqcaOZeVy7ctL+W53Ks9cdRrDu2hZRxG/ndW1BX3aRvPk5xvJys3zux2R\nclM4FKmm0rNzuX7616zcmcKT4/oysntLv1sSEQKjh/f8pCu7UjKZsXSH3+2IlJvCoUg1lJmTx4R/\nJJKYdIjHr+jDuacUt+qkiPhlSKemDOjQhGlzN5GRrdFDqV4UDkWqmazcPG56bRmLNx9kyphTNZ+a\nSBAyM+4+pwv7j2bx+lfb/G5HpFwUDkWqkezcfCb9czlfbNjPQxf34tJ+bfxuSURKcHp8U87o1Ixn\nvthMWlau3+2IlJnCoUg1kZuXz51vLeez7/byp4t6MnZAO79bEpFS3PWTLhxKy2b64iS/WxEpM4VD\nkWogL99x9zsr+Wj1Hh44vzvXDIrzuyURKYPT2jVmRLcWPD9/C6mZOX63I1ImCociQS4/3/Hrf63i\nvRW7+NW5XblxaLzfLYlIOdx1ThdSMnJ4acFWv1sRKROFQ5Eg5pzjgffW8O6yndwxsjO/OLOT3y2J\nSDmdEtuIc3u24uWFWzmclu13OyKlUjgUCVLOOf74/lreWLKdW87syJ1nd/a7JRE5Sb88pwvHsnN5\nfsEWv1sRKZXCoUgQcs7x0MfrmL44iRvO6MCvRnXFzPxuS0ROUtdWDbigdwzTFyVx4FiW3+2InJDC\noUgQevS/G3h+/hauGdSeB87vrmAoUgPceXZnsnLzeHbeZr9bETkhhUORIPPk5xuZNncTY/u35Q8X\n9lQwFKkhOjavz8V92/DaV9vYm5rpdzsiJVI4FAkiz32xmUc/3cAlfWP5y8W9CAlRMBSpSe4Y2Zm8\nfMdTczf53YpIiRQORYLEywu38tDH67igd2seHtNbwVCkBmrXtC6XJbTlzaXb2Xk43e92RIqlcCgS\nBF7/aht/+mAto3q25PEr+hAWqv9ritRUt43ohGFMm6PRQwlO+g0k4rO3v97BA7PWMLJbC54cdxrh\nCoYiNVpMdBTjBrTlnWU72XYwze92RH5Av4VEfPTv5Tv59cxVDO3cjKd+fhp1wvR/SZHaYNJZnQgL\nMaZ+vtHvVkR+QL+JRHzywapd3P32SgZ2aMoL1yQQGR7qd0siUkVaNIzkmkHtmbU8mU37jvndjsj3\nhPndgEhtMWt5MlNmr2fXkQwa16vD4bRsEuIa89K1CoYitdHNwzvyzyXb+ftnG5h25Wl+tyNynEYO\nRarArOXJ3DdzNclHMnDAobRsMLj0tFjq1tG/0URqo6b1I7h2cBwfrNrNuj2pfrcjcpzCoUgVmDJ7\nPRk5ed/b5xw8OUcrJYjUZhOHxdMgIozHP93gdysixykcilSBXUcyyrVfRGqH6Lp1uGFoB2Z/u5fV\nO1P8bkcEUDgUqRIx0VHl2i8itcf1Z3SgUVQ4j3263u9WRACFQ5EqcduIjj/YFxUeyuRRXX3oRkSC\nScPIcG4aHs/c9ftZtu2w3+2IKByKVIX9R7MBaN4gAgNio6N46JJejO4b629jIhIUxg+Ko2m9Oho9\nlKCgxyRFKllqZg4vLtzK2d1b8OL4/n63IyJBqF5EGLec2ZEHP/yOr7YcZGB8U79bklpMI4cilezV\nRUmkZORwx8gufrciIkHsqoHtadEggsf+uwHnnN/tSC2mcChSiQqPGvZq08jvdkQkiEWGh3LriE4s\nTTrEgo0H/G5HajGFQ5FKpFFDESmPK/q3JaZRJI9+qtFD8Y/CoUgl+d+oYUuNGopImUSEhXL7yM6s\n3HGEOev2+d2O1FIKhyKVZLo3anjn2Z39bkVEqpFL+7WhXZO6PPrfDeTna/RQqp7CoUglSM3M4cUF\nWzi7e0tOidWooYiUXXhoCHeM7Mza3anM/naP3+1ILaRwKFIJpi9KIjUzV6OGInJSRveNJb55PR7/\nbAN5Gj2UKqZwKFLBNGooIj9WaIjxy7O7sGHvMT5YtcvvdqSWUTgUqWAaNRSRinB+r9Z0a9WAv3+2\nkdy8fL/bkVpE4VCkAhWMGp7TQ6OGIvLjhIQYd57dha0H0vj38mS/25FaROFQpAIVjBreMVKjhiLy\n443q2ZJTYhsy9fONZOdq9FCqhsKhSAVJydCooYhULDPj7nO6svNwBu8s2+F3O1JLlCkcmtkYM3vS\nzBaYWaqZOTN7vZSawWb2kZkdMrN0M1tlZneaWegJai4ws3lmlmJmx8xsiZmNL+U6481sqXd8ild/\nwQmOD/X6WGVmGV5/H5nZ4NJ/EiIl06ihiFSGM7s2p2+7aKbN2URmTp7f7UgtUNaRwweAW4E+QKk3\nPpjZRcB8YBjwb+ApoA7wODCjhJpbgfeBU4DXgReAGGC6mT1SQs0jwHSgtXf860Av4H3vfEWPN+/6\nj3v9TPP6GwbM9/oWKbeUjBxeWqhRQxGpeGbGPT/pyu6UTE7/y2d0uPdDhvx1DrN0H6JUkrKGw18C\nXYCGwC0nOtDMGhIIannAmc65G5xzkwkEyy+BMWY2tkhNHPAIcAhIcM5Ncs79EugNbAbuNrNBRWoG\nA3d77/d2zv3SOTcJ6Oed5xHvvIWNBcYAi4E+zrnJzrkbgLO8fl8wswZl/JmIHKdRQxGpTPtSMwkx\nSMnIxQHJRzK4b+ZqBUSpFGUKh865uc65ja5sq4CPAZoDM5xziYXOkUlgBBJ+GDCvByKAac65pEI1\nh4G/eC9vLlJT8PrP3nEFNUkERiojgOuK1BRc9wGvn4Kar4G3vL7HlPoJRQrRqKGIVLZH/ruBonNh\nZ+TkMWX2en8akhqtMh5IGeFtPynmvflAOjDYzCLKWPNxkWNOqsa73mDv+gvKcR2RE9KooYhUtl1H\nMsq1X+THqIxw2NXbbij6hnMuF9gKhAHxZazZDaQBbcysLoCZ1QNigWPe+0Vt9LZdCu3rBIQCW7w+\nylIjckIpGTm8uHALP9GooYhUopjoqHLtF/kxKiMcFvyGTCnh/YL90SdR06jItjKuEV3C+5jZRDNL\nNLPE/fv3l3SY1CKvLNrK0cxcbteooYhUosmjuhIV/v3JPiLCQpg8qmsJFSInz495Ds3blmcl8ZOp\nqfBrOOeed84lOOcSmjdvXs5WpKYJ3Gu4VaOGIlLpRveN5aFLehEbHYUBZtCuSRQX9YnxuzWpgcIq\n4ZxFR/mKaljkuIL/bubVHDxBTWoZr1HcKOHJ9CVSIo0aikhVGt03ltF9YwGYvmgrf3h/Lf9du5dR\nPVv53JnUNJUxcljw6NQP7t0zszCgA5ALbCljTWugHrDTOZcO4JxLIzDfYn3v/aIKflsXvodxE4Hp\nauK9PspSI1IsjRqKiJ9+PrA9nVvU588ffkdWribGlopVGeFwjrc9t5j3hgF1gcXOuawy1pxX5JiT\nqvGut9i7/tByXEfkBwpGDe84W6OGIlL1wkND+N2FPdh+KJ2XFyb53Y7UMJURDt8FDgBjzSyhYKeZ\nRQIPei+fKVLzCpAF3Fp44mozawzc7718tkhNwevfeMcV1MQBk7zzvVKkpuC6D3r9FNT0B64A9gP/\nKuXzSS1XMGo4qmdLesZo1FBE/DG0c3PO7t6SaXM2si81s/QCkTIq69rKo81suplNB+71dg8q2Fd4\neTvnXCowgcC0MfPM7EUzexhYAQwiEB7fKnx+59xWYDLQBEg0s6fM7HFgFdAReNQ592WRmsXAY977\nq8zscTN7Ckj0znNP4Qm1PTO86w8GlpvZw2b2EjDX63eC179IiV5eqHsNRSQ4PHB+d7Lz8nlYk2FL\nBSrrAyl9gPFF9sXzv7kKtwH3FLzhnJtlZsOB3wCXApEE7vm7C3iiuJVWnHNPmlmSd55rCATXtQRW\nM3m1uKacc3eb2SoC6z5PBPKBb4ApzrkPijnemdk4Al8vXw/cBmQSmJz7QS9wipQoJSOHlxdp1FBE\ngkNcs3pcP6QDz83fwtUD23Nq2xJnYxMpMyvbinhSVEJCgktMTCz9QKlRHv90A1M/38iHt5+hcCgi\nQeFoZg5nPTKPdk3q8q9bBmNmpRdJrWNmy5xzCaUf6c88hyLVkkYNRSQYNYgM51ejuvHN9iP8Z+Uu\nv9uRGkDhUKSMCu41vGOkVlgUkeAypl8besU24qGP1pGeXdwKsSJlp3AoUgYFo4bn9mxFj5iGpReI\niFShkBDj9xf2YE9qJs/O2+x3O1LNKRyKlMFLekJZRIJcQlwTLjw1hufmb2Hn4XS/25FqTOFQpBQp\n6Tm8slCjhiIS/O49rxtm8NDH6/xuRaoxhUORUry0aCtHszRqKCLBLzY6ipuHd+TDVbtZsuWg3+1I\nNaVwKHICGjUUkermpmEdiWkUyR/fX0tevqark/JTOBQ5gYJRQ62hLCLVRVSdUO77aXfW7k7l7cQd\nfrcj1ZDCoUgJCkYNzzulFd1ba9RQRKqPC3q3pn9cYx6ZvZ7UzBy/25FqRuFQpAS611BEqisz43cX\n9ORQejZPfr7R73akmlE4FCmGRg1FpLrr1aYRl/dryyuLkti8/5jf7Ug1onAoUoyXFm7RqKGIVHv3\njOpKZHgof/7wO79bkWpE4VCkiCPp2byyKEmjhiJS7TVvEMHtIzsxZ90+5q3f53c7Uk0oHIoU8fJC\n3WsoIjXHtYM7ENe0Lv/3wVpy8vL9bkeqAYVDkUI0aigiNU2dsBAeOL8Hm/en8dqX2/xuR6oBhUOR\nQgpGDTWvoYjUJCO7t2Bo52Y8/tkGDh7L8rsdCXIKhyKeI+nZvLwoiZ/2akW3Vho1FJGaIzC1TQ/S\ns/N47NMNfrcjQU7hUMTz0sKtHNO9hiJSQ3Vu2YCrB7bnzaXb+W53qt/tSBBTOBThf/caatRQRGqy\nO8/uTMOocP70/lqc07rLUjyFQxE0aigitUN03TrcfU4XvtxykNnf7vG7HQlSCodS62nUUERqk3ED\n2tG1ZQMe/PA7MnPy/G5HgpDCodR6BaOGd4zs4ncrIiKVLiw0hN9d2IOdhzN4aeFWv9uRIKRwKLVa\nwajh+b1a07VVA7/bERGpEkM6NWNUz5Y8NXcTe1Mz/W5HgozCodRqLy7QvYYiUjv95qc9yM1z/O2T\ndX63IkFG4VBqrcNp2UxfrFFDEamd2jWtyw1DOzDzm2SWbz/sdzsSRBQOpdbSE8oiUttNOqsTzRtE\n8Mf315Kfr6ltJEDhUGoljRqKiED9iDB+fW43Vuw4wqwVyX63I0FC4VBqpZcWbiUtW6OGIiKX9I3l\n1DaN+OvH60jLyvW7HQkCCodS6xSMGv5Uo4YiIoSEGL+7sCf7jmbxzLzNfrcjQUDhUGqdFxduCYwa\njtCooYgIQL/2jRndJ4bnF2xhx6F0v9sRnykcSq1yOC2b6Ys0aigiUtSvz+tGqBl/+eg7v1sRnykc\nSq3y4sItpOfkadRQRKSI1o2i+MWZHfl4zR6+3HzQ73bERwqHUmto1FBE5MQmDIsnNjqKP77/LXma\n2qbWUjiUWqNg1PAOPaEsIlKsyPBQ7v9pd9btOcqMr7f73Y74ROFQaoWCUcPze7WmS0uNGoqIlOSn\nvVoxoEMTHpm9npT0HL/bER8oHEqtcPxeQ40aioickJnx+wt7cCQjh6mfb/S7HfGBwqHUeIc0aigi\nUi49Yxoxtn87/vFlEpv2HfO7HaliCodS4724QKOGIiLldfdPuhAVHsqDH671uxWpYgqHUqMdSsvm\n1cUaNRQRKa9m9SO44+zOzFu/n7nr9vndjlQhhUOp0TRqKCJy8q4ZFEd8s3r83wdryc7N97sdqSIK\nh1JjadRQROTHqRMWwm8v6MGWA2n848skv9uRKqJwKDVWwaih5jUUETl5Z3VrwZldmzP1s40cOJbl\ndztSBSo1HJpZkpm5Ev7sKaFmsJl9ZGaHzCzdzFaZ2Z1mFnqC61xgZvPMLMXMjpnZEjMbX0pv481s\nqXd8ild/wY/9zBIcCkYNL+gdQ2eNGoqI/CgPnN+DjJw8Hv3vBr9bkSoQVgXXSAH+Xsz+Hzwbb2YX\nAf8CMoG3gEPAhcDjwBDgsmJqbgWeBA4CrwPZwBhgupn1cs7dU0zNI8DdwE7gBaAOMBZ438xuc85N\nK//HlGAwa3kyU2avJ/lIBgA9WysYioj8WJ1a1OeaQXG8sngrVw1sR8+YRn63JJXInKu8tRPNLAnA\nORdXhmMbApuARsAQ51yitz8SmAMMAsY552YUqokD1gFpQD/nXJK3vzHwNdARGOyc+7JQzWBgEbAZ\n6O+cO1zoXMuAekC3gnOVJCEhwSUmJpb2saQKzVqezH0zV5ORk3d8X1R4KA9d0ovRfWN97ExEpPpL\nSc/hrEfn0alFfd6aOBAz87slKQczW+acSyjLscF0z+EYoDkwoyAYAjjnMoEHvJe3FKm5HogAphUO\nc17g+4v38uYiNQWv/1wQDL2aJOAp73zX/ZgPIv6YMnv994IhQEZOHlNmr/epIxGRmqNR3XDu/kkX\nlm49xEeri70zTGqIqgiHEWZ2lZndb2Z3mNlZJdw/OMLbflLMe/OBdGCwmUWUsebjIsf8mBqpBnZ5\nXyWXdb+IiJTP2P7t6NaqAX/56Dsyi/xjXGqOqgiHrYDXgD8TuPdwDrDRzIYXOa6rt/3B3a7OuVxg\nK4F7JOPLWLObwNfNbcysLoCZ1QNigWPe+0UVLCLZpfSPJcGmVaPIYvfHREdVcSciIjVTaIjx+wt7\nknwkgxfmb/G7HakklR0OXwFGEgiI9YBewHNAHPCxmZ1a6NiCu1tTSjhXwf7ok6hpVGRbnmtINdGu\nyQ9DYFR4KJNHdS3maBERORmDOjblvFNa8fS8zexO0TczNVGlhkPn3B+dc3Occ3udc+nOuTXOuZuB\nx4Ao4A/lOF3Bna/leYLmZGpKPN7MJppZopkl7t+/v5ynlMr03opklmw9zDndWxAbHYUBsdFRehhF\nRKQS3P/T7uQ5x98+Xud3K1IJqmIqm+I8S2AqmWGF9hUd5SuqYZHjCv67mVdz8AQ1qWW8xglHFp1z\nzwPPQ+Bp5RLOIVUs6UAa989cTUL7xjxzVT/CQoPpOSsRkZqnbZO6TBwaz7S5m7h6UBz92jf2uyWp\nQH79Fi1YwbteoX0Fj5T+4H4/MwsDOgC5wJYy1rT2zr/TOZcO4JxLA5KB+t77RRUspaFZPquJrNw8\nbn3zG8JCQ5g6rq+CoYhIFbnlzI60bBjBn97/lvx8jZfUJH79Jh3kbQsHvTne9txijh8G1AUWO+cK\nr91zoprzihzzY2okSP3t4/WsSU7l4TG9idWDJyIiVaZeRBi/PrcbK3emMHN5st/tSAWqtHBoZj3N\nrEkx+9sDBSuQvF7orXeBA8BYM0sodHwk8KD38pkip3sFyAJu9SaxLqhpDNzvvXy2SE3B6994xxXU\nxAGTvPO9csIPJ0Hhs7V7eXnRVq4dHMeonq38bkdEpNYZ3SeWPm2j+dsn6ziWlet3O1JBKm2FFDP7\nA3AvMJfANDRHCaxYcj4QCXwEXOycyy5UM5pASMwEZhBYPu9nBKaseRe43BVp2MxuA54gcM/hW/xv\n+bw2wKMlLJ/3KHAXgeXz3iWwfN4VQFOgTMvnaYUUf+1OyeC8qQuIaRTFzF8MJjK8xKW3RUSkEi3f\nfpiLn15M/Ygw0rJyiYmOYvKornoYMMiUZ4WUynwgZS6BUNeXwNfI9YAjwEIC8x6+VjToOedmefMf\n/ga4lECI3EQgyD1R9Hiv5klvmb57gGsIjIauBR5wzr1aXGPOubvNbBVwKzARyAe+AaY45z74kZ9b\nKlluXj53vLmC7Nx8pl3ZV8FQRMRH2w6mE2p2fOQw+UgG981cDaCAWE1V6trKNZlGDv3z2KcbeOLz\njTx2+alcclobv9sREanVhvx1DsnFrEQVGx3Fonu14FiwqK5rK4uUavHmAzw5ZyOXntZGwVBEJAho\n6dKaR+FQqo2Dx7K4c8YKOjSrx58u6ul3OyIiQslLlNaPDCNPU9xUSwqHUi3k5zvufmclRzJyeHJc\nX+pF+DV/u4iIFDZ5VFeiitz7HWrG0cxcrnl5CftSM33qTE6WwqFUCy8t3Mq89ft54Pzu9IwpaYEb\nERGpaqP7xvLQJb2+t3TpI5f15m+X9mLZtsP89IkFzN+gJWerEz2QcpL0QErVWbnjCJc+s5iR3Vvw\n7FX9MLPSi0RExHcb9h7l1je+YcPeY9xyZkfuOqcL4VrJyhd6IEVqjNTMHG598xtaNozk4UtPVTAU\nEalGurRswHuTzmDcgLY8M28zY5//ip2H0/1uS0qhcChByznHfTNXs+tIJk+M60OjuuF+tyQiIuUU\nVSeUhy7pzRPj+rJ+z1F+OnUBs7/d43dbcgIKhxK0Zny9gw9X7eauc7rQr/0PVmIUEZFq5GenxvDB\nbWfQvmk9bnptGX/4z7dk5eb53ZYUQ+FQgtKGvUf5w3++5YxOzbhleEe/2xERkQoQ16we794yiOuH\ndGD64iQueXoxWw+k+d2WFKFwKEEnIzuPSf/8hgaRYTx2xamEhOg+QxGRmiIiLJTfXdiDF65JYOfh\nDC54YgHvrUj2uy0pROFQgs6fPviWjfuO8djlfWjRINLvdkREpBKc06MlH98xlO6tG3LHjBX86t2V\npGfn+t2WoHAoQeb9lbt4c+kObjmzI8O6NPe7HRERqUQx0VHMmDiQW8/qxDvLdnLRtEWs33PU77Zq\nPYVDCRrbD6Zz/8zVnNYumrvO6eJ3OyIiUgXCQkO4Z1RXXrv+dA6n5/CzaQt5c+l2NA+zfxQOJShk\n5+Zz25vfYAZTx/bVJKkiIrXMGZ2b8dEdZzCgQxPum7ma295cztHMHL/bqpX0G1iCwpTZ61i5M4WH\nx0lmN+AAABNaSURBVPSmbZO6frcjIiI+aNEgklevG8DkUV35eM0ezn9iIat2HvG7rVpH4VB8N3fd\nPl5YsJWrB7bn3FNa+92OiIj4KCTEmHRWJ976//buPs6qqt7j+OfHwMDADCAPMyiKCAKaUqLEVcQH\nrLR8ihST6yspu2ZWpHZ9KKublnXT0AqyLEvz1cOtLmn4hEJXARECA0nxAQYEFBCYgQEcYIaBmd/9\nY+1zOBzODDAyZ5+Z832/Xvu1nb3XHtf+seec315r7bWvO5099Q1c/sA8HnpxlbqZs0jJocRqw7Za\nbp7yCif0KeFbF50Yd3VERCRHDO/fg2k3nsU5g0u566k3+MLvFrJlR13c1coLSg4lNvUNzk1/WUxN\nXT33X3UqnToUxF0lERHJId07F/Lr8afxnYs/wOzySi6cPId/rq6Ku1ptnpJDic39z69g/soqvvfJ\nkzi+tDju6oiISA4yMz4/6jge+9KZFLZvx7gH53P/88upb1A3c0tRciixWLByM5OeK2fMKUcx9rSj\n466OiIjkuKFHd+Opr47iwqFHcu+McsY/vICK6tq4q9UmKTmUrKvaUceNf/4X/Xp05vufGoqZXo8n\nIiIHVtKpA5PHncLdlw1l0dtbuHDSHOYsr4y7Wm2OkkPJKnfn1imvULWjjvuvOpXiju3jrpKIiLQi\nZsa4Ef14YsIojuhcyPiHX+JHzy5lT31D3FVrM5QcSlY9PHc1zy2t4PYLT+Dkvt3iro6IiLRSg8tK\neGLCKK4cfgy/mPUWVz44n3Vba+KuVpug5FCyZsnabdz9zJt89MQyPjeyf9zVERGRVq6osIC7L/8g\nk8adwrIN1Vw4aQ4zXt8Qd7VaPSWHkhXVtbuZ8KeX6VXckYljP6hxhiIicth88pS+PPXVURzTo4jr\nfr+IO594nV176uOuVqul5FBanLvz7amvsaZqJ5PGDeOILoVxV0lERNqY/r268OiXRnLNmf15ZN5q\nLn9gHqs27Yi7Wq2SngaQFjdl0Voe/9e73PyxwYw4rkfc1RERkTaqY/sC7rjkJEYO7MUtU17h4slz\nuOzUvjy/tJJ3t9ZwVPcibr1gCGOG9Y27qjlNLYfSolZUVHPH468zcmBPvjz6+LirIyIieeBjHyhj\n2o1nUVrSkd/Pf4d1W2twYN3WGm5/bAlTF6+Lu4o5TcmhtJja3fVM+J/FdC4s4CdXnkJBO40zFBGR\n7OjbvYhdGaa3qdldzz3PLo2hRq2HkkNpMXc99QZLN1Rz36c/RFnXTnFXR0RE8sz6rZnfoLJ+Wy1j\nH5jH/c8v57V123DXq/hSacyhtIhpS9bzxwXv8MWzB3DukNK4qyMiInnoqO5FGec+LOnYnl17Grh3\nRjn3ziintKQj5wzuzegTShk1qBddO3WIoba5Q8mhHHZrqnby9Udf5UPHdOfm84fEXR0REclTt14w\nhNsfW0LN7r3T2hR1KOCuMSczZlhfKqpreaF8EzOXVfDs6xuYsmgtBe2M0449gtFDSjl3SG9O6FOS\nd9OvmZpSm2f48OG+cOHCuKuRc3bXN3DFL//BWxXbefqGs+jXs3PcVRIRkTw2dfE6Jk5fdsCnlffU\nN7B4zVZmLq1g1rJK3lj/HgB9unbi3CG9OXdIaFVsra99NbNF7j78oMoqOWweJYeZ/fCZN/nV7JX8\n/KpTueiDR8ZdHRERkWbZsK2W2eUhUZyzfBPbd+2hQ4Ex/NgejD4hJIuDSotbTauiksMsUHK4v9nl\nlXz24Zf49xH9+OFlQ+OujoiIyGGxu76BRW9vYeayCmYvq2TphmogPBF9zpDejB5SysiBPemSw62K\nSg6zQMnhvireq+UTk+bQq7gjj084k04dCuKukoiISIt4d2sNs8srmbm0grkrNrGjrp7CgnaMOK5H\nsgt6YO8uOdWqqOQwC5Qc7lXf4Fz90AJefmcLT04YxaCykrirJCIikhV1expYuLqKmctCF/Tyiu0A\nHNOjKPlQyxkDelFUGG+jiZLDLFByuNfPZ65g4vRl3HP5UK78cL+4qyMiIhKbNVU7mVVeyexlFcxd\nsZma3fUUtm/H6QN6Mjrqgu7fqwtw8A/LHA5KDrNAyWGwcHUVVz44nwuHHsnkcafkVBO6iIhInGp3\n1/PP1VXMXFrJrPIKVlbuAKB/z84c06MzC1ZWUZfyFpeiDgX88LKhLZIgKjnMgnxODlPvdNoZdOvc\ngdm3jqYkzycNFRERaco7m3cyq7yCmUsrmLmsMmOZvt2LmPuN8w77//tQkkO9Pk8OydTF67j9sSXJ\nl5jXO+zYVc9zb1bEXTUREZGc1q9nZ8af0Z/fXjOCxvrZ3s3wRpdsU3Ioh2Ti9KX7zDQPsGtPAxOn\nL4upRiIiIq3PUd2LDml7NuXuhDwSK3dn/bZayjdWs3zjdso3VlNesZ11jbzEPBfudERERFqLxl7t\nd+sF8b92Nm+TQzM7Gvge8HGgJ7AemAp81923xFm3bHJ3Nr63KyR/iUSwopoVG7dTvWtPslyv4kIG\nlZbQpbCAHXX1+/2eXLjTERERaS0SD51k62nlQ5GXyaGZDQTmAaXA48BSYARwI/BxMzvT3TfHWMXD\nzt2prN5FedQKuLyimvKN21m+sZr3avcmgT26FDKotJgxw/oyuKyYQWUlDC4roUeXQmDvmMNcvNMR\nERFpTcYM65sTyWC6vEwOgV8QEsMb3P1niY1m9mPga8APgOtjqtv74u5s2l7H8qglsLxie/Tf29lW\nsztZrnvnDgwuLeGSDx3F4LISBpUVM7ishF7FHZv8/bl8pyMiIiLvX95NZWNmA4C3gNXAQHdvSNlX\nQuheNqDU3Xc09ntaeiqbg5kYc/P20BIYWgH3tgRu2bk3CezaqX2U/JUwOEoAB5UV07u4o+YkFBER\nyROHMpVNPrYcJiYPmpGaGAK4e7WZzQXOB04Hnst25WD/rtt1W2u47dFXeXHFJjoXFiTHBm7eUZc8\npqRjewaVFXPBSX32SQRLS5QEioiIyMHLx+QwMTiuvJH9ywnJ4WBiSg4nTl+233QxdXsa+OuitRR3\nbM/xpcV85MTSfVoE+3TtpCRQRERE3rd8TA67RettjexPbO+evsPMrgOuA+jXr+XeIdzYtDAGLLnz\nfCWBIiIi0mI0Cfb+EpnXfoMx3f1Bdx/u7sN79+7dYhVoamJMJYYiIiLSkvIxOUy0DHZrZH/XtHJZ\nd+sFQyjqULDPNk0XIyIiItmQj93Kife8DW5k/6Bo3diYxBan6WJEREQkLvmYHM6M1uebWbsMU9mc\nCdQA8+OoXEKuTowpIiIibVvedSu7+1vADKA/8JW03d8FugC/a2qOQxEREZG2Kh9bDgG+THh93mQz\n+wjwJvBvwGhCd/K3YqybiIiISGzyruUQkq2Hw4FHCEnhzcBAYDJwRlt7r7KIiIjIwcrXlkPcfQ1w\nTdz1EBEREckledlyKCIiIiKZKTkUERERkSQlhyIiIiKSpORQRERERJKUHIqIiIhIkpJDEREREUky\nd4+7Dq2SmVUCb8ddD6AXsCnuSrRCilvzKG7No7g1j+LWPIpb87T1uB3r7r0PpqCSw1bOzBa6+/C4\n69HaKG7No7g1j+LWPIpb8yhuzaO47aVuZRERERFJUnIoIiIiIklKDlu/B+OuQCuluDWP4tY8ilvz\nKG7No7g1j+IW0ZhDEREREUlSy6GIiIiIJCk5FBEREZEkJYc5xsx6mtm1ZvY3M1thZjVmts3MXjSz\n/zCzjP9mZjbSzKaZWZWZ7TSzV83sJjMryPY5xMXM7jGz58xsTRS3KjNbbGZ3mFnPRo7J+7hlYmZX\nm5lHy7WNlLnYzGZF1+d2M1tgZp/Ndl3jYmarU2KUvmxo5BhdbxEzO8vMHjWz9Wa2K1rPMLMLM5TN\n+7iZ2eeauN4SS32G4xQ7s4uia2tt9N2w0symmNkZjZRXzDTmMLeY2fXAA8B6YCbwDlAGXAZ0Ax4F\nrvCUfzgz+2S0vRb4C1AFXAIMAf7q7ldk8xziYmZ1wMvAG0AF0AU4HRgOvAuc7u5rUsorbhmY2THA\nEqAAKAa+4O6/SSszAfgZsJkQuzpgLHA0cJ+735LVSsfAzFYD3YGfZti93d3vTSuv6y1iZt8G7iJM\nOPwU4fOuFzAMmOnut6WUVdwAMzsFGNPI7rOA84Cn3f3ilGPyPnZmdg9wG+GzairhmjseuBRoD4x3\n9z+klM/7mAHg7lpyaCH8gV8CtEvb3oeQKDpwecr2roREaBcwPGV7J2BeVH5c3OeVpdh1amT7D6I4\n/EJxO2AMDfg/4C1gYhSHa9PK9Cd8cG4G+qdsPwJYER1zRtznkoVYrQZWH2RZXW97z/mK6Hz/DpRk\n2N9BcTvkmP4jisWlit0+cekD1AMbgNK0faOjGKxUzPZf1K2cY9z9eXd/0t0b0rZvAH4Z/Xhuyq6x\nQG/gz+6+MKV8LfDt6McvtVyNc0d0zpn8b7QelLJNccvsBsINyjXAjkbKfB7oCNzv7qsTG919C/Df\n0Y/Xt2AdWyNdb0A0LOYeYCdwlbtXp5dx990pPypuB2BmJxN6SNYBT6fsUuzgWMLwuQXuXpG6w91n\nAtWEGCUoZpH2cVdADkniQ3NPyrbzovWzGcq/QPgQHmlmHd19V0tWLoddEq1fTdmmuKUxsxOBu4FJ\n7v6CmZ3XSNGmYvdMWpm2rqOZfQboR0imXwVecPf0sV+63oKRwHHAX4EtZnYRcDKhJfold/9HWnnF\n7cC+GK0fSrvuFDtYThjyMsLMerl78r3JZnY2UELoak5QzCJKDlsJM2sPjI9+TL1wh0Tr8vRj3H2P\nma0CTgIGAG+2aCVzhJndQhgr140w3nAU4Uv77pRiiluK6Pr6PWHowjcPULyp2K03sx3A0WbW2d13\nHt6a5pw+hLilWmVm17j77JRtut6CD0frjYTxwUNTd5rZC8BYd6+MNiluTTCzIuAzQAPwm7TdeR87\nd68ys68DPwbeMLOphOEwAwljDv/O3uQaFLMkJYetx92EO+xp7j49ZXu3aL2tkeMS27u3VMVy0C2E\nh3gSngU+l/KFA4pbuu8QHgYY5e41Byh7MLHrEpVry8nhb4E5wOuE7qkBwATgOuAZMzvD3V+Jyup6\nC0qj9fXAKuCjwAJC9999wAXAFPYOnVHcmvZpwrk/7SkP20UUO8Ddfxo9PPYw8IWUXSuAR9K6mxWz\niMYctgJmdgNwM7AUuPpQD4/WefNYurv3cXcjtOpcRvjSXmxmpx7Cr8mbuJnZCEJr4X0ZuvWa9Suj\ndZuOnbt/NxojvNHdd7r7a+5+PaGVogi48xB+XV7EjPAEPITzHevuz7n7dnd/HfgUsBY4p7EpRjLI\nl7g15rpo/atmHJsXsTOz2wjDGB4htBh2AU4DVgJ/NLMfHcqvi9ZtOmag5DDnmdlXgEmE6VlGu3tV\nWpHEnUw3MuuaVi5vRF/afwPOB3oCv0vZrbixT3dyOfBfB3nYwcbuvfdRtdYs8eDY2SnbdL0FW6L1\nypRWVQCiFutEr8iIaK24NcLMPkAYw7kWmJahSN7HzszOJTwA9YS7/6e7r4xu5F4m3IysA242swHR\nIXkfswQlhznMzG4C7gdeIySGmSbWXRatB2c4vj1h8Pcewl1SXnL3twnJ9Ulm1ivarLgFxYQYnAjU\npk6oC9wRlfl1tC0xn19TsTuScGe+Ng/GGzYm0U3VJWWbrrcgEYetjexPJI9FaeXzPW6ZNPYgSoJi\nB4k5H2em74g+n14i5EHDos2KWUTJYY6KBtH+BPgXITGsaKTo89H64xn2nQ10Bua19SerDsJR0Trx\nIaq4BbuAhxpZFkdlXox+TnQ5NxW7T6SVyUeJLtHULxBdb8ELhC/XQWZWmGH/ydF6dbRW3DIws06E\nIUYNhL/NTBS7MOUW7DtdTarE9rporZglxD3Ropb9F0L3ngMLgR4HKNsVqCTPJ+0ETgD6ZNjejr2T\nYM9V3A4ppneSeRLs48jzSbAJTyzu97dJeLBieRSDb6Zs1/W295z/EJ3v99O2f4yQ7GwFuituTcbw\n6ujcn2yiTN7HjvDAjhMmwe6btu8T0fVWA/RUzPZd9Pq8HGPh3bSPEFq4fkbmsQ2r3f2RlGPGEAbc\n1gJ/Jrzu51Ki1/0An/Y2/g8ddcFPJLRMvEVIXMqAcwgPpGwAPuLub6Qck/dxa4qZ3UnoWs70+ryv\nApPJ09fnRbH5BqG7ahXhaeWBwEWEL5JpwKfcvS7lGF1vgJmVAnMJrzCbQ+jaO5YwBswJk2NPSSmv\nuKUxszmEKboudfcnmyiX17GLJl2fTngqvhr4G+G74ERCl7MBN7n7pJRj8jpmSXFnp1r2XdjbWtPU\nMivDcWcSvpC2EO6ElgBfAwriPqcsxe1k4OeEbvhNhK6rbcA/o5hmbIHN97gdIKaJa/HaRvZfAswm\nfOjuiGL92bjrnaXYnAP8iTCDwFbCBPWVhHnTxhO9tz7DcbreQhx6EJ7qXkW4sdgMPE54/7ni1nTs\nToz+LtcczPnne+yADsBNwHzCQ3J7COOCnwLOV8wyL2o5FBEREZEkPZAiIiIiIklKDkVEREQkScmh\niIiIiCQpORQRERGRJCWHIiIiIpKk5FBEREREkpQcioiIiEiSkkMRERERSVJyKCIiIiJJSg5FRERE\nJOn/AWpVy5ZohWygAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(age_bins[1:], licenses_by_age_airline, 'o-');" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "age_group = pd.cut(flight_crew['crew_age'], age_bins)\n", "gby_age = flight_crew['ev_id'].groupby(age_group).count()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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IdSgr/KwGnEIZdb4psBewQ0TMycw7Oqhnlaqe9YCzgROADYDdgR0jYvPMvLam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\nYcxXH+M7HngY2Kxl/2bV/o9V75cEjq7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "accident_rate_age = gby_age / licenses_by_age_airline\n", "accident_rate_age.plot.bar()\n", "plt.ylabel('accidents / licenses')\n", "plt.xlabel('crew age');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "It seems that some people have investigated this issue before:\n", "> [...] the accident rate of airline transport rated (ATR) pilots aged 55–59 is approximately one-third of that of pilots with the same rating who are aged 20–24.\n", "\n", "Handbook of Aviation Human Factors, Second Edition. John A. Wise,V. David Hopkin,Daniel J. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Is flying safer now than before? " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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PA+eIyKdV9f6qczqAmwgSxzWq2l2+/++AXwB/IyLfVdWf7WfsTam6DmGOOALk\nSBD33p8yTheat6bb5p7N5NwcyUiypte1rWBDjarWNNE0aqtSlJqRa4Zidoysk2VXdhdLWpc0KLrm\nlilkguUivs8gbQiC5yexGG7qWQHDMBpnKh+vvwL8vPocEflfwN0Eo3OfBjaJyO/WNMKxzgEOBu4P\nk0EAVS0Af1v+9q9GnXMhEAe+HiaD5XP6CF4XwOwsLb4Xw85wOSH0yWqQEGY1RUK1MurSrKMFqspL\nPUG5mZZoS02vHZEInu9R8Ao1va5RW72FXkpeacSUMWBa2E1Cb64XTz1aPJ9BTdEiJQqaIO5r068b\nNgyjMaaSEH4EeEpVq6sZXw68B/wR8KnyfV/cz1jiIvI/ROQqEflrEVk7wXrAU8q345WEfxbIASeK\nSPWis72d8/ioY+aM4dIwttjlEcIEgjBEihbfRwBFmzYh3JndyY6hHTUrN1MtvJ5ZR9jcwhHCmBUb\ncX/UDnYab81sbVBkzW9Pfg8RiZByXIZJ0CYOeRIklFlTkN4wjPqayhrCpUClaWB5JPBw4H+r6n+U\n7/skQXK4Pz4A3DfqvndE5AJVfabqviPLt2+MvoCquiLyDnAU8DvA1kmcs1NEssBhIpJS1TmzuGzI\nGcKyLOKex25NotgMaooOXxHfB5p3DWGty81Us8XGV5/+Qj+HpA6p+fWN2ghb1IVFqUNhgmhGCMfn\neA59hT4idoSE6zJMkoQ4ZEnS4ik9JiE0DGMcUxkhTBJs4gh9BFDgx1X3vUWQOE7VvcDHCJLCFuBo\n4E6gA3hcRFZXHRt2wh6Y4Frh/dXVISd7zv532W5C2VIWG5u455DTBDY+wyRp8RXKtZyadQ3h5p7N\nNS03Uy3ciLArO+4GdqNJ9OaDac/RU8aWWNhi8+7Quw2KrLn1Fftw1cXGIuW6DGuCiAXDJGhRcLxS\n3Wu5GYbR/KaSEL4HrKr6/jRgEPhV1X2LgCl//FTV61X1aVXdrao5Vf1PVb0EuIUgEb1uCpcLdwlM\n5S/eXs8RkYtE5EUReXHPnj1TuGzjOL5DwStgiUXc9ciToE0KwaYSBUs9BGGgOFGO3DgFtxCUm6F2\n5WaqmW4ls0NPrgdBxuwkFhFidozevCkuPp6wS0nc8ysbyUQsspqkzffx8XF8p9FhGobRZKaSEG4E\nzhCRL4jIXwKfAJ5QVb/qmA8Cv6lhfP9cvq2eht7XaF77qOOmcs7geA+q6jdVdY2qrjn44IP3Em7z\nCHcYiwieTvgiAAAgAElEQVQJ3yOvMVqsEsMkEBXibglozsLUr6RfYag4RMKubbmZkG3ZKMqe/OxI\n7ucjX3325PeMmS4OxawYBbdA1snWObLml8kHCWFKPVQlmB2wbXIkafcU3/ea8vfemD26u7sREbq6\nuqZ1nY6Ojlnf3WMumcoCrXXAfwduIxhRG6Zq5E5EDgFOJigJUyvhEE71NtPXgTXAEcAvqw8WkQiw\nAnCBt0edc1D5nJ+NOmdx+fo75tL6wbybx1cfWxXbVwrEiInHsJ9CVEh4LrbYTfmGuqVny4yUmwmF\nI4R7ciYhbFZ9hb5gh/EEa0ijdhQtKe/0v8PvHfx7dY6uuaULaRzfYZFaqApZEsTtCMMkWegrqE/W\nyXJA4oBGhzrnnP/4+ezMNm/R9MUti9lw+oZGh1ETmzZtYu3atVx77bU16W3c3d3NihUrOP/881m/\nfv20rzcbTTohVNV3ROQogrIvAI+q6vaqQ5YD/wh8q4bx/dfybXVy9zRwHvBx4Nujjv8jIAU8W10r\nsXzOR8rnjK41eHrVMXNG1skGHT58H1UoECMiMEwSwSLuOVgxi4LbXKVXqsvNHBQ9aEaeI5yCNAlh\n80oXgh3GE4nZwcaSVzOvmoRwlEwhg6cei3wLVChqlIidJEuCxT6AMlQcgrZGRzr37MzuZFFiUaPD\nmFCtktWlS5eydetWFiyY3rL7p556at8HGXUzpTL/qrpLVb9e/to+6rFfqOplqvqLqVxTRI4SkTEf\nVUVkOfD18rf/WvXQQ0Av8GkRWVN1fAL4+/K3/zTqcvcCReAL5SLV4TmLgKvK3/4zc0g4ZRzzg2mj\nvMaDdUQkgylj38EWm6JX3PfF6ui32d/OWLmZkC120M+4SXdYG++XnJlI1ApKz7yWea2OUc0OYVHq\ndgVVwRehYLWQlyQpFSxVegtm/aWx/6LRKKtWrWLx4sXTus7KlStZuXJljaIypqsZ+j59EvitiDwu\nIt8Qka+KyEPAawRrEn9I0GUEAFUdBP5vwCYohH23iPwfYAvBiOJDBO3sqDrnHeBLwAHAiyLyjyLy\nNeDXwErg5jnXpcTN4alHSn1AKBLDtqQ8QiikPB9bbBzfwR+xDLSxtvRsmbFyMyGRYKPCYGncJaNG\nE0gX0pT80oRrCKNWFEHY1retzpE1v0w+GCFsK//uqyh5u5W8JEl6wXof82HImI7x1hB2dXUhInR3\nd3PnnXdy9NFHk0gkOPTQQ7nooosYGBi7gXF/1xB2dXWxdu1aAK6//npEpPK1adOmynHFYpEbb7yR\nY445hlQqRXt7Ox/96Ed54IEHRlzvuuuuY8WKFQBs2LBhxPWmOn1c/W/z1ltvcc4553DggQfS1tbG\nqaeeyn/+538CsGfPHi666CIWL15MIpHguOOOY+PGjVP+t6ilKb/rishZwLHAYcB4f61VVf9iCpfc\nSFAn8PcJEroWoB/4D4K6hPfpqBoJqvqIiJwMfJlgXWMC2EZQFPv20ceXz7lDRLoJiml/jiAZfhX4\nW1WdG4sqquScHJ7v0eoHowRFjZGwbbIkUbVo8b1gc4WrZJ0sbbHmmD8Ky83M9LSLbTXn+kkjkM6n\n8dSrdCUZTUSIWJGmXq/VKLvzu7HFptXz8NUigk/WbkGtFpIKlioDhearLmDMDVdccQVPPvkkZ511\nFqeeeiobN27krrvuYtu2bTz9dG1WZp199tlAkLydfPLJdHZ2Vh4LE8xSqcRpp53GM888w6pVq/j8\n5z9PLpfjoYce4txzz2XLli185StBo7LOzk76+/u57bbbWL16deX6AMcee+x+xdjd3c0JJ5zAhz70\nIbq6uuju7ubhhx+ms7OTn/3sZ3z84x+nvb2dc889l0wmw/3338/pp5/OG2+8wbJly/bvH2aaptLL\neDnwfeB3eb9My3gUmHRCWC46/cw+Dxx73k+AM6Z4zmPAY1N9rtko62bLowSACgXitNtx8pIEhBbP\nxRILpXkSwpkuN1MtIhHTsaGJpfNpVHXChBAgbscZLA3iqz+mNM185atPOp8mYkVIeVmGSdJGkYwV\nJ0sLSU+wUPqKzdmhyJj9nn/+eV5++eVKUuO6LqeccgobN27khRde4Pjjj5/2c5x99tksXLiQDRs2\n0NnZOe6mkptvvplnnnmG008/nUcffZRIJEh3rr32Wo4//njWrVvHmWeeyYknnkhnZycdHR3cdttt\nHHvssTXZpPLMM8/w93//93z5y1+u3HfDDTdwzTXXcMIJJ/CpT32Kb3zjG1hW8LfrT/7kT/jc5z7H\n1772Nb72ta9N+/n3x1T+it5O0AHkXqAT+C8EO3pHf/1ObUM09kfOyZUTQgUEF4uSlSQvSRSLpO8F\nCaFq07RweyX9CoPFwRkrN1PNtmxc38XxTD22ZrQnv2fcotTVYnYM13dNgfEqA8WByu7spOcypEkW\nlPsJFOwUSR8sbd6C9Mbsd80114wY4YpEIlxwwQUAvPDCC3WL45577kFEuOWWWyrJIMAhhxzC1Vdf\nDcDdd989Y8/f0dHBlVdeOeK+888/Hwimsv/hH/6hkgwC/Pmf/zmRSIQtW7bMWEz7MpUp41OAJ1X1\nL2cqGKN2ck4OQWj1FVRAlIKVBCtCUaMkfbcyqtIs64k292wm7+ZnrNxMtbD0zEBpgIOSM7Ob2dh/\nu3PBtOfePhiEo4evpV9jSeuSeoXW1MKi1AAp12WAFuLlCZ2CpIiXRwibsSC9MTesWbNmzH2HH344\nAH199RmZHhoaYtu2bSxdupRVq1aNefyUU04BYPPmzTMWw7HHHottj9wYuWRJ8HfqiCOOoK1t5Kyc\nbdsceuih7NixY8Zi2pepjBA6wMszFYhRW1k3i6Ik1UcJ3gQKVgqxIuSJE/e9SlIU9oxtJFVlc89m\nHN+hJdqy7xOmybbK/YyL/TP+XMbUOH7Qi3dv08VQrkWIsrVv616Pm08yhQyuuihabluXrPyeuxIj\n7ttYikkIjRmzcOHCMfeFI3Se59UlhnADy0S7oMP7+/tn7u//eCV5wn+Hicr1RCIRHKdxs1ZTSQh/\nApiCX7NEzsmhqiR9n7zGSFKiZKVAbHKaIOG/v+6qGaaP6lFuplqlOHXW1CJsNn2FPpxyWaS9iVlB\nLcI3Mm/UI6xZIV1I43gOUTtKwnUZIoGU/x0tWyhpgghqOpUYc1qYcO3aNf5ykp07d444zghMJSG8\nBvgjEfn0TAVj1E7WyeLjk/J9csRpoYQjMSzbIkeykhAqSn+h8aNk9Sg3Uy1MhnflzPqzZtOb791r\nDcKQJRa22Lw7+G4dopodwrZ1USKVEUJHgpFWS4Q8SZJ+8IHRMGazcDp2vFHHtrY2Vq5cyXvvvceb\nb7455vGwvMuHP/zhSV1vvphKp5LNIvIx4AcicjHwEiP7BVcdqjfUKkBj/2SdLCgkfI9seachlo0l\nDkOaotX3sTRYW5QpNn4NYb3KzYRsCfoZ9+ZNgd5m05vvxfGdvdcyICg9E7Nj5r9hlXA9cItlY/s+\nWRJ4BDv2bZHy7IDS22Qdigxjqg488EAAtm/fPu7jF154IV/+8pf50pe+xHe/+91Kwtfb28sNN9xQ\nOSa0aNEiRGTC680HUyk7s4Cgn/EBBD2LT57gUAVMQthgQ6UhbMsm4XsMaYI4QfFpW4RBWjjU96Fc\nkDqTb2xCmHfzdSs3EwqnpXvyPfs40qi3dD6Y9pzMWtKYFWPYGSbrZOuy9rTZZQoZfPVp8xXVIAG0\nreB3yhIhS5KU0nQdigxjqo488kiWLl3K/fffTywWY9myZYgIn/3sZ1m+fDmXX345jz/+ON/73vdY\nvXo1Z5xxBrlcjgcffJCenh6uuOIKTjrppMr1WltbOeGEE3juuec477zzOOKII7Btm0984hMcc8wx\nDXyl9TOV+bmvEZSb+TFBwejfAvue1zEaYsgZwhKLhOuyiyTR8m5NyxKGNUmLD6iHIA3v2PFKb/3K\nzYTMGsLmlS6kg7aL5X7FexOzY/gln3f63zE9jQnK9ShKi++DCjnipKScEFqQJUGbp7jlDkWmfqMx\nW9m2zcMPP8yVV17JAw88wNDQEKrKSSedxPLly4nFYvzoRz/illtu4Vvf+hZ33HEHkUiE1atXc+ut\nt/KZz3xmzDXvu+8+LrvsMp544gm+/e1vo6ocdthhJiEcx5nAT1X11JkKxqgNX31yTg5LLOKeS04T\nWOU8yxIhR4KUr6gXJISNrkO4Zc+WupWbCZl+xs0rnU+j6F5rEIbC1navpF+Z9wmhqtKT6yFqRWnx\n3HIP8wSx8u+VVZ4ybvG18jeiNdba4KjnlsUti5u6e87ilun1Hg51dHQwuiHY+vXrJ2zz1tnZOeZ4\ngEKhMK2NHccddxxPPfXUhI8nEgmuuuoqrrrqqkld74Mf/CCPPTa93hXj/dtU29tj3d3d03ru6ZpK\nQpgEfjpTgRi1U3ALeOWyMnHPI08Mwp2GEowSWCpE1cWyrIa2cKsuN3NQtH71AMN+xgMlU36j2fTm\ne/HU2+cuYwhqESrKa5nX6hBZc8s6WfJOnogVocVxUQRHbAp2MJVuSdDLvL2cEA47wyYhrLENp8+5\nLqgzJpPJ0Nvby1FHHdXoUIyyqSSEmzFdSGaFnBt0KRGFhOeR1zh++c3VtoRhTSEIMbeEJRaFBi4w\nf2/4PX4z9Ju6lZupZovpZ9yMdmV3EZHIpJYPRK0ogvBW/1t1iKy5ZQqZ4PceIeU5oBY+ULBSwPtT\nxgs9H8VnuDQcdI43jDoaGBjgpptu4sknn8TzPM4555xGh2SUTSUhvAH4voicpKr/MVMBGdMX1iC0\nUSyf8ghhsB4rGCUIRggTnoMdtRu6wHzLni3knFzdys1Usy3b9DNuMgW3wGBpcJ9FqUMiQsSKNPU0\nXb2M6FLiuYAgQN56f4QwS4rFCqJqirIbDdHX18e6detYsWIF69at4+KLLwZgy5YtPPLII5O6Ri16\nDU9Wd3f3hFPho1166aXjFuaeLabyLrwY+D7wtIh8C/gl45edQVX/pQaxGfsp62Tx8Ij5HqpQIIZQ\nnRAmEbWIew52LEbBK08x13mEDoL6g/UsN1MtIhHybh7Xdye1Xs2YeelCGreqrWJoaX6YvB0hE0uM\nOSduxxksDTbsZ7hZpAtpSn7Qx7jFc8lpjFaK7K5KCHOSIOULotoUHYqM+aejowPXHbsfdcuWLVx/\n/fWTuka9E8LJxtXV1TVvEsL1BCVlBPhc+Wv06kgp32cSwgbKuTl83yfpB23rChojXh5xCaaNkoCQ\n8Fxsy0ZFybpZ2mPtdY0zLDejaN3KzVSzraAW4VBpqCEJqTFWOp+utF6r9uc7XuNNCx5ZObZPasyO\nkXWy7M7tntc9jcMRwlQsRcpzGCJJOwV2VX3YCQtTWwQdYQyjWXR1ddHV1dXoMMaYaEPMXDSVhPCC\nGYvCqKmsk8VTjxYFVaFInGjVlHGWFKgExanFQlXJluqfEIblZuJ2vG7lZqqFnVoGigMmIWwSYQ3C\n6g0llvq0lwqkJhj8C6eXt6a3zu+EMJ9BVYlaUVKey4C208bIvqg5K0XSA0uVvpJJCA3DeN9UOpWY\n7VOzRLippNUPPtUUNEbCfj8hHJIkYJHyvEpSNFQaYjG1KUkwWY0oN1PNtmxUlT25PXQs6GhIDMZI\nvYWgS0ky9v7PxAKnhKhPuw++72GNmhaO2uWdxn2v8bHlH6t3yE0jU8jg42NbNinHYY+miIzaqZ2T\nFpIqWE3SstIwjOZhqpLOQXknj+d7tKmCWpSI4ljvv8HmJYlikfTfL+1R7/VEqspLu1/C8SfXkWIm\nhK+9J2e6lTSL3nxvZZQrtNApoqq0+T6+54w5J2YFH3Zez7xetzibUW++F/UVW2wSrssQSWS8hNAD\nSzE1OA3DGMEkhHNQ1smiKK0KIKgoxXLpCQDPiuOqXRkhRIMF6fX03vB77BjeQdyON2wjQNjP2LSv\nax7pfNClpHqTz0KnCChtvofnlcacY4mFLTbbB+dvD1IIPthErKBcT8p1yWoCHZUQlqwUSd/CArPL\neD/Nl/VkRnObiZ/DCaeMReRtgg0if6yq75S/nwxV1ZU1ic7YLzk3B0BKfVQFQSna7yeEiE1e4yQ0\nW5kyrvdoQVhuZjLFh2dKpX1dzrSvaxa9+V4UHbHLeJFTRFAshZg7NiEUEWJ2jN58bz1DbSpFr8hg\naZCIFcH2fWKezzAJkJHlewqSIF6eMm50h6LZyLZtHMchFtt3W0XDmEmO42DbtX3/3NsIoTXqcYtg\nF/G+vsyoY4NlnSyqWtllbONXitMCiBUJEkLv/V6mA8X6duwIy82koql9HzxDLCt47WbKuDmoKruz\nu4Ni01WbjBY6RdDg02vSGb+IeswKyicNl4brFG1zyeQzlXI9Kc9FgRwJ8ows0yO2TVHjxFVNUfb9\n0NbWxuBgY3u/GwbA4OAgbW1tNb3mhCOEqtqxt++N5pVzcpUG93mNkcRhSN4v62JZFlmSJKrWEPYW\n6je60uhyM6Gwn3E9X7sxsayTJetkxywhWFSeMo4rJL0i46WEMTuGlpR3Bt7h6IOPrku8zSTsUqJo\nkBBq0Lc4aY0cyQqqDCRI+EVypij7lB1wwAFs3x4sTWhvbycajTakQoIxP6kqjuMwODhIX18fy5Yt\nq+n1TTXeOSgcIUz4PlnitEqR3VVrsiwLspoioT6iwR+zetYka3S5mZAlFiJS99FRY3zpQlCD0Bo1\nybCgVCBj2xzou7S4DuP9pEbtYGr0lfQr8zIhTBfSOL4TrB/0nEpCGLNHjhBaAjlNkPIH6Gtgh6LZ\nKh6Ps2zZMjKZDN3d3Xie1+iQjHnGtm3a2tpYtmwZ8XhtB1QmnRCKyNPA+r11IRGR/wFcqKqn1CI4\nY/8MlgaxJNhFnNVWWnXkuitLhEFSHOYrgiIIg8X6TYM0utxMNVvseTvN2Gx68724/sii1KLKAqfA\ntkiUVY5H2wRvwFErKD0zX3caZwoZHC/YsZ9yHFChQJySNfJ3zLKEHAmSvlLySqiqGeGaong8zuLF\ni1m8uL5lugxjpk1lvV8n0LGPY5YDJ+9vMEZtDDvD2JZNwnPJkiDKyD/4lgjDmiTlK+p7iAhDTn0W\nmDdDuZlqESti+hk3iXQ+GOWq3mHc4jnYvkc2EsUG2scpOwNBQigI2/q31Sna5hLWIIzZMVo8B7Dw\nxKJgj/wds0XIkqTVB1/9hvYxNwyjudR6A0gSGNuk0KirrJPFwiLueWQ1QWRUX1jbCtYRtfjga7AQ\nPefk6hLbjuEdDS83U80Wm5JXwle/0aHMe2Ef41jVurdF5RqEYkWwEFonGCEUEaJ2lF3ZXfUKt6mE\nXUpsy66sIVSUgt064jirnBC2+YqvvtlYYhhGxVQTwnEL30hgOXAG8JtpR2XsN8dzKHklLMsi5nrk\niSOjEkJLYJgUUR+k3CasXqNkW3q2BBsHGlhuplp1P2OjsdL5NKpKxH5/hHBRKdhQ0q4WWDYt3sSf\nN2NWjMHSIJ4//9Z1pQtpPPWISISU51LSKEkc8tbIEcJg/XCCds/HV79uHwQNw2h+e00IRcQXEU9E\nwr+w14XfV38RjAq+DRwL3D/DMRt7EbatE4SE55Inhj8q+Qp3GloIMa9UGSWrh1/t+RWO5zS03Ey1\nsDj1YMmUkmi03nxvJakJLXSKCNBqRbHLyc5EYnYM13fZndtdh2ibS0+uh4iERakdBknQToGSjN5U\nEowQtvuK4pvi1IZhVOxrU8mzvD8q+EfAdqB7nOM8IA08Bdxdq+CMqcs6WXz1EYWE55HXGI41sjit\nZQVrCEWFhOtgRSOUvBKu745Yv1VrlXIz2thyM9VsCfoZ9+Z7Obzt8EaHM6/15HoQZERR6oVOkbwI\nB1gxIlaElF+ccCNE2O5ua3orS1qX1C3uRnN9l0whU/ndTXkuQ7TSTgGxRs8OBJtKlvggWv+WlYZh\nNK+9vvuramf4/0XEB+5V1b+b6aCM/ZdzckHrL3xQyBHHY2QtsnBhuWAR91zseBwlKFS7IL5gxmKr\nlJuJNLbcTLVwHeOu4V1wSIODmcd89enJ9YwpSr3IKZKxLI6SKLYVoc3PBxuh7LF/uqJ2sNN4a2Yr\nH1v+sXqG31D9xX4c36kk0inPZZe2EGfs71iwXCRJwgcLpb9kRggNwwhMZThoBWD+ejS5rBuMEMY9\nD1QoahwZPUIoBAmhCnHPqbSvyzm5GU0IN/dsbppyM6HwtZt+xo01WByk5JXGbDRaWCqwy7Y4QKJg\n2SxwfTy/hDVOQhhuRnmj7426xNws0vk0XrlaAEDSdRjUFqLjfOgSEfKSJOUHJX3qWX/UMIzmNpVN\nJT3AAhEZt4mjiMRFZJnIqEUrRl3lnGANYQpFkfIawlHdCqxghBCElO8FSZEqA6WZK9CsqrzU0zzl\nZkKVTi3zuA9uM6gUVq4e1SrXIMxbNrYEm0pafUXd8UvPWGJhi827g+/WKermkCkEbevCxT1JxyFL\nIthBMo68JEl5YJmE0DCMKlNJCK8BXgdaJ3i8BXgNuGq6QRn7L+fk8HyPNl9QFYrEcO2RCaEQjBCq\nWrR677ev68vP3JvDjuEdvDf0XtOUmwmFr930M26ssCh1taTvEfNc/PDnRWxsID7BjngRIWbH5t26\nuEwhQ8kvEbWjiCrJcrkpT8afAMpJC0kVLOrbocgwjOY2lYTwdODHqpoZ78Hy/T8GzqxFYMb+CXcZ\nt6qCQkmjuKO6FYgIOStFMELoVtYezWRP321928i5uREbBpqBbZX7GZsRwoYKi1KHLegg2FACPtEw\nIbRsIkDKmbiYcsyKUfAK86r7TKaQwfM9ohIlWa5BmCVBkfE3buWkhWR5DWFf0SSEhmEEpvLu3AHs\na3HOG+y7m4kxg8Jdxm2+AoIvMqZ9FUDJSuBr0N4uXEeXKYyb69dEb6GXoldsmt3FIUEQEVN+o8F6\n87246hKVkQmhqtKmVSOEGqyRm0jMjqGqvD3w9kyH3DTC39uIHSkXpQ76FRdlgoTQSpHwLGzF9PE2\nDKNiKglhFNhXOwcFzBrCBsq5QaHZFgXVINErWGNr/qlEKRAn4XmVUbuZfHPozfeiaKU0SLMQEdPP\nuAmkC2lQRhalrtQgrB4h1HJrtvGFI4yvpl+dyXCbSjpfLkptles0qkWOBL41fkJYsFJEECIoWdd0\nKjEMIzCVhPBt9t2nuBOY9opuEfmsiGj56y8nOOZMEdkkIgMiMiwiPxeR8/dx3fNF5IXy8QPl8+fU\nFHfYeSDl+1BeoF8YZ4RQLJu8xkj4fl02VqTzaXzfn9E6h/vLFruSSBuNkc6ncXVkHcyFpSIusCjc\nFCU2NsKCvRSnjlpB6ZnXMq/NcMTNY09+T6V+Y4vnoAQjhJ49/mdztWI4GiXuq+lUYhhGxVQSwkeB\nPxCRK8Z7UESuBD4MPDKdgETkcOAOYMIhGxH5AvAY8HvAvwJ3AUuA9SJy0wTn3ASsBxaXj/9X4Gjg\nsfL15oRwyjipPr4KEbxxp4zFssiRrEwZAzO6nqgn14OiTbeGECBiRUw/4wbbnduNLfaIn49FTpGM\nbXFw2NvYCjaVtLoTt6aLWlEE4a3+t2Y44ubgq09vrrcyMhqOEBaJjftBEIKyUzkSJFUpuIV6hmsY\nRhObynDNTcB5wDoR+RTw78B7wFLgNIK2dduB/7O/wUhQSOtegq4n/wZcPs4xHeVYMsAaVe0u3/93\nwC+AvxGR76rqz6rOORH4G+At4DhV7Svf/w/AL4GbROT74bVms7AwddL3yRGnRUpkrLGVgmwRspok\n7vtYYiEIA4WZmTJWVXZld40pOtwsbMvGd4O+rq2xiTbRGzPF8z3S+fSY0eMFTpFey+L4cF2hWIhY\ntPoTTxmLCFE7ys7szpkMuWkMlYYoesXKKH/Kc0AFFaVgj/+zbFlCjjhJf4jddWpZaRhG85v0cE05\nieoEnicYCbwSuL18+/vAz4C1YbK1n/4f4BTgAmCixS0XAnHg69UJXPl5v1L+9pJR54Tf/7/V8ZXP\n/8fy9S6YRtxNY8gZwhKLhB+UnmjT8f/gW5YwRIqkKqLBG+mwOzPr6AZLgxTcQlNOF4PpZ9xofcU+\nSn6pktSEFpbyDNs20ar7RWxavIlHCCHYaTxYGsTz937cXJAuBFPtYf3GlOfiYhPFpWCNX+/TEiGn\nSVK+4vruvPh3Mgxj36Y0f6eq3ar6EWAN8AXg6vLtGlU9aTojbCLyIeBG4DZVfXYvh55Svn1inMce\nH3XMdM6ZlYZKQ9hik/BdsiRIyvjrrSwJEsJW38crl56ZqfVE4fowGaeVVjMIC3OnC/Orfl2z6M33\njui0ARD1PVrcEt6oDxG2FSG1jwQmZsfwfZ/dud0zEm8zyeSDotRarkrd4roMaYJ2iuQnGiEUyJKg\nxSdoWWk2lhiGwdSmjCtU9SXgpVoFISIR4D6CKed9FbY+snw7pgSOqu4UkSxwmIikVDUnIi0E09rD\nqjrePNKb5dsj9i/65jLsDAcjhJ5HRhNEGL8ItCWQ1QQpT/B9B1vsGVtPFBYdDt+0mk04MrV7eDdH\nH3R0g6OZf8IahNU/HgudIooSGTVqGLUipLw86itijf8BI+xp/Gr6VZa0LpnJ0BsuU8gE9RvLu/eT\nnsMQSdoosGucpSIQfBjMkqTNC9YgZktZ2mPt9QzbMIwm1Cwr/K8hmHbuUtXx2xC8L2y2O9GCt4FR\nx032+IX7CrLZ+Rqsg7PEIu565IgjE3QrCNvXJVVRz8UWm6I3ccHf6ejN91LySsTs8d+gGi3snGL6\nGTdGupCm5JVGFKVe5BRR9Wkd9SdKrAgLfB9/L+sI59NO40whg+M5lT7OKc9lQFO0MvFObNsSspqg\n3fdR9Rl2TMklwzD2MkIoItcQfGb/R1XNlL+fDFXVGyYbgIgcTzAqeHP1RpBpCIcNpjocNeHxInIR\ncBHAsmXL9jOsmZd386gGO3ljrkeOGDrBrl5bgm4GlgpRr4QlFiWvNGK0oVbCosORCZLTRgvXEJpu\nJYiMLVkAACAASURBVI3Rm+/FV3/EB4aFYQ3CUSOEiE27r3i+g834HzDC5Oj1zOszFXLTqC5KDZBy\nHbq1leheNm+FI4Ttnj/jBekNw5g99vYOfR1BkvQdgh29103ymgpMKiGsmip+g2A94mQMAAcRjPyN\nt+grnPsYrDoe3h8pHG1fI4io6jeBbwKsWbOmOec9CUrOeOohCAnPI08MT8ZP7iwRhjWJqBD3HOxo\nBCWoS7YgPtE/1f7pLfSCMmIEqJmEpU52Z+f+mrNmlM6ng+nh6hqEThEfaJdRSZ9lBxuhnCLEJto0\nYWGLzfah7TMYdXPIFDL4+JUPWynHIUsSa68JYdDLfLGvYBJCwzDK9pYQri3fbh/1fS218v7avcIE\nJUnuEpG7CDabXAq8TpAQHvH/s/fuUdLkZZ3n5/lFRF7r+l66G2huMoAIiCAI9jgKrnJAwdmDuOvq\nqqyzurujnjPjeFlXV3TRdcfreDszyswRBBlUFFR2YV1FBGkbbcBBmu6Xvne/l7pfMyMyI+L3e/aP\nyKg3q96qrIyqrKqsqvic8546b1ZE1i+rsiq+8fye5/slm2zeQkSeAjSBq6oaAqhqW0SuAU8Tkafs\n0kf43N7H/WL5xp7ccgZVqtbS0SoxewhCAy0aCEI1jTGVCorSSlqjF4Th0laSwjhyHMbcJXuzFPXe\nH7I9pWTNGO7Y2QfX8yJspB322jQWESpeheXo7A8JLUVLW7sCqFK3KW2tgdm9dxjydpEaDQVRZbVT\n5hmXlJQMEISq+teD/j8iusB/2uNzLyPrK/wbMhGYi7+PAP8UeB07BCHw+r5j+vkI8B29c35nyHNO\nHWGaCUJfLQJEVEh2Vlh65FvGooZqr4dQVdnobvC0iaeNdF3z4TxGzFiaUgNbPoxHacxdsjdz7Tl8\n8bdNGc/EXZY94cU7K9zi4QO1tLunIIRs0ngz3qQVt860t+RCuLDl71m1KeKgRY3qgPYMIasQ1q1g\nVMsc75KSEqDAUImIjHzoQlUjVf0fd/tHlowC8M7eY7/f+//vkAnJ7++ZVOfrm+XmhPJ/2PGl8v//\neO+4/JxnAd/Xe76dQvHUkW8Z15xDVehoFbvPpKEg1Hu2Mwgj3z5KbMJytDx2Gcb9iAie8diMN096\nKeeO2MasddduqR7PJB02jEdjZ1XZePia9coNomIqqCqPrD8y6iWPDWES0k7aW0NRDZuiKoRaJRoQ\nKS8idKRGw2XicDUqb4RKSkqKTRnfEJHfF5FvEDm5Uo+qPgr8MHABuFdEflNEfgX4LPAcdhlOUdW7\ngV/uff6zIvIrIvKbwL295/mhs5BSEqURVi0TCCh0qGD3EGIi0KaBqqGZx9fp6LdNc+PcnabD40aZ\nZ3wyLEfLpG77+8OoYyLpEnu7VLkk2zKeHJBnDDf7Ve9bvm+Uyx0rljvZ9870/ow3bIoCETXSPW4E\nc0JpUHdZhXClW/YQlpSUFBOEjwHfQpYhfE1EfkFETsS0TVV/Hfgm4D7gO8kmgOfIbGtuibvrnfNv\ngLf0jvve3nn3AW9U1d84hmUfOe2kjXOOplNUhUgrWLN7pUBEiKQOCA2bxdcpo98+yi/4445vfLq2\ni+rYzgydSZY7y1i12zwqp5MYUYfZbduz10M4ne4jCHvWM2d50nil0zOl7r1nmzZB1RBqHWeqA8+N\nTJO6EzxgPT6ayMqSkpLTxdBd/qr6AhF5BZmo+m/JsoF/UET+AXgn8B5VHVl5SVV/igGTzar6Z2Ti\ntMhzvpNsrWeSMAmxaplSQRGcGLpeY8/jO6aOYmjYmxWaUW8ZL0VLJDYZywzjfjzx6LgOURrRCPb+\nnpWMluVomcQm2/pLZ5JMmDd2u18VD4Mwsc9NRmACBOGhtYdGveSxYSXKTKm3tozTFFQIqZN69YHn\nhjJB1QkGZbNbtkqUlJQUj677e1X9PuApZNXC/xt4MfDvyKqGHxCR/3r0yywZhnbSRlGaCqjggK7s\n3UtkTZVEfer5ljHZRWaULEVLxC7e8oYbVzxT5hmfBFvvjz4PwtmkCyhTfX+erApOARFEDM19toxF\nhMALmGvPHdHKT548pST/3jVsAggpQuTtbsmTE5qew4BT2kkZXVdSUnLApBJVTVT1j1T1m4CnAj8I\nfI5sG/d9I1xfSQHyTNKGOkBQga4ZUO0yPiFVan2CcNSTtnlP4rh6EObkU9alBcfxstxZRlW3DR1l\nptTKZN9NxI8tvZa3L38pAMb4NPYRhJANlmzEG9h9so9PKyudFVRv+jdmQyUGT5SOGTxZnUgVh6Gm\nSsceTWRlSUnJ6WIUwyHLZL149wPZLWrJiRAlEYrScA5UEJTY7L11JMYQaY2as3jiIQjr3dH2E215\nzI2pB2HOVp5xaU59rCxHy5mxstnuQbhpDJd6gtCqcKV7kUfCrC/OFz97j+9DxavgnDuzVcLdBGGL\nKhN06JrBFUIxHpHWqDulmx5NZGVJScnp4sBXaRH5YuC7gP+erEoowEOc4R69cSf3Iaw7xWEISIml\nuqdCz9NKas4hIojIyLePFqNFVHXsp4zzCulCWOYZHyeL4a3vj5mky7IxPKfnQThvJ0gV1pnAqeIZ\njwnXxTmLGWDAHHjZYMn9K/fztMnRemuOA0vREha79b1r2oRNrTNJh7UBN4LQyzOmRsOFxC5GVce+\nz7ekpORoKVQhFJFZEfmXIvJJsqrgjwKTZObSX6Wqz1PVnz2CdZYMQStpgULdWUKqTJAgZu8fsRFh\nkwZ151CXpR2MUhCqKnPtuS3j3HEm7yFcjBZPeinnirlwDt/sNKXusOp5TPWEzrV0KtvO1wmsTRDj\nM+0czg72IswnjR9YeeBIX8NJsRAubDP0btiUDepMaRfdpyJvBEKtUXeglNvGJSUlBSqEIvI+4A1A\nQJZX/BfAO4D3q2r512QM2Iw3McZQc46W1plg8FaQZ4QWDS47xWmSTdqO8MLQSlqESTj228Vwc8t4\nISorhMdFbqzcH1knqkwnHboVn9zu9Fo6jSJsaIM0sQTGY8o5rI3xg72HpvJBprNoPZPY5BZD70aa\ncF0nqMr+1klGsmnkhstu3NpJm7o/uKpYUlJytilypX4TWYTcO4F3qeq1o1lSyUHZjDfx8KjZlDaT\nVPcpyuVVgoYD1+sjjG08svUsRUukmiKnoK00F4SLYVkhPC5yj0rTV8WeSBOMs9Dnn5lVCMHi0UoN\ndd8jUAjSwe9VIwZPPJ7YfGLgcaeRlc4KVu22rfZ6mtDSJpVhBKERQmpMOMWpo520uVS/dJRLLikp\nGXOKCMK7VPWeI1tJyaHI7/KNMVRTx5JWMTp4stdI3kcErpcWEduYxCYjmQpeipYy41zG3+x5K8+4\nnDI+NvKkjX4z8NyDsNbnS3i1t2XclRprtsLloIMH1JPOwBq4iFDxKixHy0f3Ik6Ire9dn/irpykt\nrcIQ/bqeCJvUmbaK4kY+TFZSUnL6GLqHsBSD403sYhKXYDBUrSWiAvvkBxsjtKgTKJg0xpgsrWRU\nfYTL0TKxjcfecgYy8WDElHnGx0juQdhf5dryINQ+QZhMMiMtYiqspdWbecZ2/+nYilehYzu04tZR\nvIQTI08pyavvvnP4zhFSww4hCPPdgSmnqHImRXNJSUkxTiyTuGS0hEk2YWzEUE0tEdV9LwyeCG2t\nIwgVl/UQKpoNp4yA3HImkPEXhJDF15UmvcdHvmXcb0qdeRBCs3czEzmflbTGU701UjxWXQ3Ewwea\n6eChEsj6CFWVh9cePqJXcTKsdFaI7U3D94ZNUBXa1EllfxP4/GZw2jqg9N8sKSkpBeGZoZ20cepQ\nlJpNCbVCwn5bxtCijqhQS7P4MNXRpXUsRUuZ6fApqBBCNmlcTlseH1um1H3vj9mkSyTCxZ7QuZZO\ngSoTXoLDY0UntvKMJ+3+htP5c39+5fNH8hpOipVoBYfben1Nm/byy6t0ZHCOMeTtInWaqojqyA3p\nS0pKTh+lIDwj5B6EokrVZRXCLoMrBXmVQFSo9uXJjmr7KB8qOQ1TxpANlqQupTvEVmTJ4VmKlnDq\ntk0ZzyRdVozhcq+qfDWdRlGsqWPFsObqIJkgnBoirSS3njlrk8ZbptS9710jTUCzir8dShBCmxp1\nK4hq2UNYUlJSCsKzQr5lHGiWUhJRwe2TH5xbTwiGatonCDujEYRz4RyeeFvPO+7kW+Yb3TLP+DhY\nCBdQdNv7YzbusOwZZnuC8Ho6BQodfwqzJQgNBtk3zxgyQSgID609dGSv4yRY7ixnU8Y9Y+6GTVGE\niBqpt78gFBFCqdNQMOjIfudLSkpOL6fjSl2yL2ESYp2loaAKHa1i9xWEsEkDVGj2bGd0RP1EiUtY\njpa3ZdSOO57J8ozXumsnvZQzj6qyEC5sNy1XZSqJiIyH1xOJV9MpLsgGa8HtGM+w4eogAsYbShCK\nCIEXnLn4uoVwYdvNVtOm2Y2gVkm8AfnlfXSoU7fZRaB8z5eUlOwpCEVkRUR+pO//PykiX308yyop\nSpiGWLU0FRShS2VfQSgidKQOGJrObl1cRiEIVzurJL1BldPCVp5xWOYZHzUb8QadtLOtnaDuLBVr\nUe/me+ZaOsUdLLNauR28gJbWelF3/lCCELLBko14A+v27zk8DVhnWY6Wt5tS2wTUIKJ09skxzglN\ng7ozGC2r4iUlJYMrhDNAfwzATwGvPsrFlBycdtLGqmVSARVivKEqBR1TRxEazm0JwpXOyqHXk3sQ\nngJP6i22BGG7FIRHzXJn+RbT8pmkAzj83s9BFa4lk8yaNqmpYUzAqk5kvXPGp+HcNg/Dvah4Fayz\nZ6ZKuNZdu+Vmq2FTIgJqJETecIKwI00CFXxlZM4CJSUlp5dBgnAeuPO4FlJyOPKhkgmnKIIjr/4N\npiM1nHrUbXqzQjiCicOlaInE7W8LMk7kW+ZlnvHRk1vO9JuWz8aZKfW0ZkJn2TWInEfFZKLRM8I6\nE6RpjGd8Jp1DdfhJ4/tX7j+CV3L8rHZWt3kQQiYIN6kxSYeOmRjqedrSRDFUVQmT8KiWW1JSckoY\nNP55D/AdImKBG73HXt0fQr8HqqpvG8XiSoYn989roqCCCnS9IbJJTUDkKtRdhCcegoxk+2gpWiK2\nMZPB5KGf6zAYddSspe5SYvHYDPbeRs8j1Mr4uqMnNy2v+jcHIHIPwone5GxuOdMx2fvY603Fd1NH\nxXhMp1mesdlnir1iKijKAysP8HXP/Loje03HRZ5S0k/DJmzoJNNEzEt1qMJ8xzRQJ9RV2SjtlkpK\nzj2D/pL+MPA84H/qe+zV7L9trEApCI+Z/A6/YR0gKErX7L9lbDyPyNaouRYigoiMJK1jKVoCGKkH\n4R2dNhNpQt2lmcizKTVnqdl022NVm2SP2ZTA2V4VSokRfvb5r8AGuwvlfAtuIVwY2ZpLdiefku03\nLZ9NuqSwNWF8LZ3CobTMNJAJwhSPNVth0vNoOkXThH3sNrcGm86K9cxKZ4XEJdT8mx09jTTlKg2a\npIgZblZQPZ84Cai7lKURZpiXlJScTvYUhKr6kIi8GHg28DTgo8A7gHcey8rGlHFNssi3jOsqqApG\nlFhq+56X5xlXnQMyURSmh98+ylNKRuVB+KqVG7zx+kO43hZhVgHJpF4khkiE0AgtEVZESMVgKx4q\nPgaPO9KUZ3da1DYXaV94xq5fI6+QrnQP30NZMpjdTMtnkpgVz/BFveSS6+kUASnt4AKQCcIuHutp\nwNP9LK2klnZwTA/8WkYMnng8vvn4kb2e4ySPrev3b2zYmA1tUpHhc8NvZplvkLo0e85T4hlaUlIy\negb+9quqAx4GHu5tFT+mqn99HAsbV0YxcHEUtOMsqaTuwOJRJQUzTKap0NIGtV6DvhFDNz28MfNi\nuNibBj38lLHvHK9ZvMpDvhAHUzTFIzAeNTzqeEwYn9vF0MCjIR7+br6HSchS1GY66bCXpM/zjMuJ\ny6NnOVq+5YZhJumwZAxf0WdKfTurrFZeBOQVQp81W91KK6kn3T1/njkiQsWrsBKN5+9uUXLj+H4x\nXU8SWtrAFBji8kQIqVF3mSl1O2kzXR0srktKSs4uQ98OqmrpWQhjm2KxmWxixNBwCW2tMsFwW0DG\nwAZN7nCKqsMzHl13uNeoqsy157Z7zB2Cl6/N04xDHp6c5vuCOw72JCYgAC4kMdcHHOYZb2yrwGeJ\n+XAeQbaZUs/EEVc9j6B3E3E1meIp8jj/4PUqhCJYPFZdM8szVqin8b6CELJt43bSJkxCGsFwPn3j\nykpnZZuYNuqoWkeoNYIht4shSypqa71nVZUNlpSCsKTk/HIgkScid4rIG0XkO0Tkm0Tk3Ewj2yGm\nGk+CVtzCE4+qtbSp09DhPNo8Edpao+nAuQQPD+cciT34hHA7adNO21spCofBc46vWbrGw4HH15lD\nDKgYHw/hYjpYKHvi0UnLBvujxKljMVzcVuEKnKWRJtieyInVMJ82mJB4q9LtGcFJTxAaDx+lOeT7\ntOJVcOp4svXk6F/QMZNPwedTxnWboprlkqcyfM9uFl9XZ8LqSDPMS0pKTieFBKGIPENEPgw8DnyA\nrKfw/cDjIvJhEXnWqBc4bjg9nFg6KlpJCyOGmnWEWt1KetgP09s2ajjFOYsxBkUP5UuWexCaEQTh\nvHR9kcm4zUP1CZ4/pL/arohgjMfMPoLQNz6JS8byZ3xWyE3Ld2YYK7rlQTiXTuJUwbt5jBFQDKtb\necbC9JDm1PlgyQNLD4zwlRw/qspiuEjFVLaq7808tk6rxOwfW5eT9xBOWUXRsW2HKSkpOR6GvmKL\nyB3AJ4DXkgnCdwE/3/v4aO/xv+kdd3bR0WX9jgrrLFEaYcRQSS1tqsiQFwZjhDZ1agpqky0vvlEI\nwn6PuYMgqrx66SpPeB6v0UOIwR6+qTCdDhYQec9jWS05OrZMy/uYTbqoOprkkXXTqCrtvqqwiGCM\nZPF1vR7CCTtcxT4wAYry4NqDI3sdJ0EradFJO9uq7800QVUItU4sBQShyXYHplyWdzmKhKKSkpLT\nS5ESzv9ONm38o8BzVfUtqvpjqvoW4PnAjwBPBX5i5KscIxTlWuvaSS9jG/mEsRFD1VpCKuiQW0dG\noEUNo0LFxhgxqCqb3YNbzyx1Mg/Cw+YYv2R9iZlum/vqDb7EP7wgDLyAWWtxbm9R6BkPp4717vqh\nv17J7ix3lm8xLb/pQZgJnevpZFb18qa2n+wFbGgNxCBimBiykpv32z209tCh13+SLEe3Jrw0bIqq\nEFHbN66yn2yopM5Mr0I4CkP6kpKS00sRQfiNwJ+r6i/ojngAVbWq+ovAnwNvGOUCx5HHN8bLviJM\nMkEoCFVriaiSDC0Is8ZyUaGaJFtN/odJ68gnSA8jCEWV1yxd5ZonfLVMIENugQ98Tq/CZetIk717\nBMs846NnOcoEYX8P4WzSxQHTPUFzLZ1mkjZrldu2nSvGZ1PrqCoiHs0hK4Se8fDEG7ubuaKsdldv\nqb7XbQqatX6k3v5WUzlZD2GNibJCWFJSQjFBeAfwqX2O+VTvuDPN1c2rJ72EbbTTzHJGUerWEmmF\neD+33h6eEdo0MjHpkpHkGe/mMVeUF20uc7GzyX+pN3mJN1wU174Yn5oqtXhvn8X89Zfm1EfHbjcM\nM3GXNWO4LJkgvJpOcQcrrO6YKvc8jzWdwNoUz/jU3fBDXhWvcur75HIx3d9/mQ3WGGI84gJ9tlkP\nYZ2Gy6zsS0FYUnK+KSII14Fn7nPMM3rHnWme3ByvScUoiXDqQJWKs0RUht46MiK0pA5qqPb1EB5K\nEIaHNKVW5TWLV5k3wl00RlIdBMD4BMBkd29BmL/+UhBu56+e+Cs+/OiHR/Jcy53l7IbBbK8QLnuG\nS3lKSTLJZVmnu+NmwDPCKpOkNiUwPk1rUTdcr2rFVIhtfKpze3NT6v6brYZNSdSjiiUaIp0oRySb\nTG44MDqaDPOSkpLTS5Er7d8AbxaRu3b7pIi8EviW3nFnmhvtG/sfdIy0kzZWLTWnqEKHKrZID2Fv\ny7hh7VaF7DA9dHPhHEbMNo+5Irygtcpt0Qafqjf4cn9q/xOGxQuoqDIzaMu416yfR++VZHzo0Q/x\ntnvexqfm99sk2J/dUmym4w4bxtAwPpuuwrqtUPVuFXpZWklAlApifKadw7nh+ggDL8CpG7uWjyJs\niekdgnCDGpN06Jjhq+kiQkSduhUMylp37SiWXFJSckoocsX+2d7HvxaRd4nId4vI60XkfxCRdwIf\n733+/xztEsePPClgXMgFYRNAhUgr2CF7iUSESOoohqa7KQgPOkmdupSlaOng/YO96uCSEV5hGgcW\nlbtifPx9vAjLPONbUVWutq4SpiE/ffdPo3q46fG59lwWE9izTfGcYzLtEPcsZq6m06BKam6dmN0y\np04DEI8pp9hhBeEZyDReiVZw6nbE1iVsUmeSiKigNVNk6lRV8FRpxQd3FigpKTn9DH21VdVPA28m\n2xL+duDtwAeB/wh8B7AB/DeqevgSwhgjImzGB5/APQrCNMQ6y4SCqtClQrLLxXQvOqYOZBXCXBAd\ntJ9opbNC4pIDR9Y9t73OU8N1/q5e51XeiFMTet51+wlCQcbOWugk2Uw2aSUtqqbK1dZV3nnfwePM\nE5uw2lnddsMwlcagiumJnOvpFIqyKbdWh7fi69Isvq6uigwZtXgWrGeWo2UU3Xaj1ExTNrTBNF1c\ngSljgNA0MQgBnOqt9JKSksNTqMlLVT8oIs8E/jnwMmCaTCB+BviAqp75zC9BiF1MYpNDDU2MkjAN\nsWqZdAZFsEBaoJcolCaqhoZLMWIQ5MBbxrt5zBXhNUtXWRPlpdIcbXUQMnNqL2A63buiJCKISJln\n3Md8e57UpTSDJqTw9n98O2967puYqhbfzl/prJBquu2GIfMgVBq9+9Nr6RSiShTM3nJ+Jgg91ly1\nJ/ChnnQY5h2X/74+tHp6rWfmw3l842+LhKzbmE1tUBVX+PkiaaLOUHNKlEajXGpJSckpo/AVV1Xb\nqvoeVf0hVf2e3sffOw9iEDJB6NSN1bRifmffREEFFaFr6kOfryagS0Dd2S1BdFBj6qVoKfOYO0CE\n8bPb6zyztco9jTp3+UeTqRr0zKkHbXt64h3KmPussRAuENusqnpH4w6iNOJt97ztQM+11OndMPS9\nP2aSLqBM9gnCS7LOauVWwwLPZFvGK26iF1+X5RkPgxGDb/xTaz0TpRGtpLVtuxigkSZs6iS+FN/K\nj0wTRaipjm1Oe0lJyfEw4hLMOUCynqpxuqjkgrDhHCA4tJAgxHhEWqXW83TzxDtwtWA5WiaxCdUC\nW9Y5X7t0lQ1RXmCa+KOuDvbwvQoXrcUNMDT2jV9WS/rIBWHVq1L1q0xVpvirJ/+Kzy1+rvBz5bYp\n/cwmXQRlqrfdeTWZ4g6WWfMv3XJ+lmdsWMvzjBUaQwpCyLaNT+s07Won8yDsr5yLKrXU0tLatqrh\nsCRSxeHRcI7EJYfuDy0pKTm9jIUgFJF/KyJ/KSJPikgkIisi8hkReauIXNzjnLtE5P/pHRuKyGdF\n5F+J7N28JiJvEJGPisi6iLRE5JMi8l2F1torbYzTpGI7aWdbbppVCEWUuIAg9IwhpEbV3RSEnXTv\nSdxBLEVLOFzh7fSnh5t80eYKd9frfM2oewf7MT4XrMPtY06d2ORQW99niblwDuXmZOuleibU3nr3\nWwsLiN1uGGaSLhvGcMlUcArX0wmmTbRrP5wRQcSwtpVnDJND5hnDTeuZ0zhAkaeU9JtS15wFVUJq\ncIC+XWMMoVapq0O13DYuKTnPjIUgBP410AT+P+BXgd8DUuCngM+KyNP7DxaRfw58DPhq4P3AbwIV\n4FeA9+72BUTk+4E/A14EvJtsKOapwDtE5BeHXaggKDpWXoRhGuJw1J1DETxcoebyLK2kQVWzHiRj\nDLEbvurSz1K0lE1BFvQgfM3SVVqiPMerExxwIGUoPJ8K0OzuLQh842d5zqdQNBwF8+35bUbSnvG4\nWLvIoxuP8odf+MNCz7XcWb7lhmEm6bJiMg/CRTtB7AyBt/efJjEe61rbyjOeKiAIc+uZcfr9HZbV\n7iqp3V4hbGzlGNeGTifqxxgyc+pefF2YloMlJSXnlXERhFOq+ipV/W5V/V9V9QdU9RVkFjZPBX4s\nP1BEpsjEnAVerar/QlV/GPgy4G/JvBK/tf/JReRZwC8CK8DLVfX7VPVfA18KPAz8GxH5yiILHqe0\nklbcAoW6syTqU6NYc7kR2KBB3SnqHJ5keb5531gRFsNFVLXQlPFTOi2ev7nM3fUaX+vdOkgwUkxA\noDCV7F0JMWJQtMwz7nGjfQOUbUJkujpNYAJ+/TO/Xmg6dTnKfPT6bxhm4g6rnseUeFxNp0Adoew9\nFCWeT8tlFTGDMFFEEPZE7f0r9w99zriwHC0Tu5hK381es5dj3KZOh+JtGp5kYrLptLwJKik554yF\nIFTVvfbv/qD38bl9j70ZuAy8V1Xv3fEcP9H77/+y43m+G6gCv6Gqj/Wds8pN38T/eZi1igiCjJU5\n9WayiWc8as5m2aQUaw43JrugNB243gSoqhYerFBV5sK5W6Yg9+NrF68RquVO06B6lNVBAJNVCLNB\nht3xTPb6lzqlOXViExbCBSpeZdvPVES4vXE77aTNz33y54Z+vsVoEas37Y1ElemkQ2w8RAzX0ikc\nQjhoqMj4rNPAoYgYmgUFoaI8uHr6rGd2N6VOQIWOVnf1bdyP/vg6VWU9Lm+CSkrOK2MhCAfwxt7H\nz/Y99rW9j7vlaH0MCIG7RKT/r+Ogcz6045h98Yw3VubUm/EmRgw1a2lrjSrF+rqyLeMaDQeu17Su\nKO2k2OB4mIa0k3YhU+rbuiFfsrHI39ZrfL1/xNVBAC/AAy4n+5tTz7Xmjn49Y85itLinr2Q9qDMR\nTPChxz40tMCaa88RSLAlLifSBOMs9CqG19IpanTZ8HdtHQbA9wxrOolNU4zxaNrh84xzMfXwoABE\nrQAAIABJREFU2sNDnzMurHRWULZXVxs2BYSQOtY7gCA0QpsaU1YBHau/ayUlJcfL0IJQRD4iIgfz\nmhj+a/yQiPyUiPyKiHwceBuZGPy/+g57fu/jF3aer6op8CiZv+IXDXnODaAN3CkyYJ+qD9/4bCbj\nYU6tqoRJiCcelVQJqWAo1kvkSXZRaDrFpUkmCFVZ6xSLssotZ6SA58yrl67RUcttfpP6UVcHAcRg\nxGNmgBdhnme82Fk8+vWMOQvhAsmAiezLjcuoKj/5iZ/c97miNGIz3twmaHIPwprkljPT3MEKq8Gt\nljM5nhE2aJKmFl98Gm54QXiarWeWo+Vt1VXoCUI1hFrDmuHSifoxAm2tMdPrIVyJxsdOq6Sk5Hgp\nUiF8FXDUV+wfAt4K/Cvgq8gqeq9V1f4rc76XtNfeRv74zAHO2XWfSkS+V0TuFZF7442YwAR0bXfg\nhfK46NgOqUsRhGpqCamiUiytwJgs5N5TweuztShaLchNqXXICuXFbsSXri3wt/UarzUz+58wIjwT\nDBSE+etfDEtBOBfOEbt4K+N5J77xuVi/yJXVK/zpQ3868LmWo+XMNsXc/LMzm3QAZVKzx64mk9wm\nq7QHTJp7IiR4rKU+nvGZcA51w/fNVkzlVFrPLIQL+LK9HaNhE6wajLjCsXWQbxk3mHHZlPFaXOYZ\nl5ScV4oIwgeBp+971CFQ1TtUVYA7gDeRVfk+IyIvK/A0+V/LIvumA89R1d9W1Zer6ssrUxV844+N\nOXWYZBPGIkLVWkIqpFJs68iI0NIGokI17W5VIIq+vqVoicQmQ08Yv3r5GommTPlNmgWnkg9Dxasw\nbVPU7f4WycXPfHv+2NY0ruQpJZUBU+sz1Rl84/PLn/plugNi5JY7mSDs/77PJF0EmDABHeezaBs0\nTAp7CFC4GV+3ngaI8Zl2DltgACrwglNnPZO4LPJv5+9Ww6ZsUqVJl8hMFH5e09sdmLaZIDxoZGVJ\nScnpp4gg/I/AN4rIM45qMTmqOq+q7wdeC1wEfrfv0wOrecDUjuOKnDNUXplv/LExpw7TENezi6la\nS0SFuOCWsREhpJZVGW2y1UO40j2AINRkoHjImYk7fNnaPJ+sVXmdOULfwV0wXsBla7F7JDPkecZF\nX/9ZZCFcQFWpeHv/TPMBk414g1+8d28Hp9yUur/aOJt0iUS4aCpct5OgDt2nB9U3Jouvs1me8WRR\nQWgCVHWsvET3Y7WzekvkH/RyjKkzRYeOV1wQer0ewobLLgbjcJNbUlJyMhQRhH8G/A3wCRH5fhF5\npYg8U0SesfPfqBanqo8DnwdeKCJ5bMGV3sfn7TxeRHzg2WQeho/0fWrQOU8h80C8qqpD+Wfk0VHj\ncEEJk5uCsGYtkVZICm4Ze0ZoSx1Rodbnc7bWLbZ9tBwtgzKUKfXXLF/HuZRKMMF0gSGUkWB8ppxi\n9hiaEbL4vqI9lGeRufYcVu2+Vd9G0KAZNPnAQx/g8fXdfy/yHtN+cTmTdFk2hksEXEunUFU2zeTA\nr5XH1632zKkrCpWCaSVwuqxnVjur2F16JRs2YVPrTBPRlQLpRD2MQEidhhNMabVUUnKuKSIIHwG+\nEXgamXn03b3HHt3x75G9nuCAPLX3Mf9r+JHex9ftcuxXAw3gblXtL/8MOuf1O47ZF89kQwfjUiG0\nakEdVWeJqBYypYbsotDSOmC2CcKlqJjtylK0NJR4mExivnx1jr+rVvkGMzXw2CPBBPjAZGd3/S8i\nZZ4x2cDS9dZ1AhMMZSN0uXEZp27PAZMt25S+G4CZuMuKZ7hgAq6l0yhCxx/cT+oZwcrNPGMPqA2w\nEdpJ4GXWMw+tPjT0OSfNbpF/0MsxpkGDwdvseyGS3QzWnWBU2egOtUlSUlJyBinSuPW7FOvLGwoR\n+WJgTVXndjxuyKaMbyMTeHlzy/uAfwt8q4j8eu5FKCI14Gd6x/z7HV/md4AfAb5fRH4n9yIUkVng\nf+sd8x+GXXMueJ7cOPm0g3bSxjpLUwVV6FDBFvQjExFCqYMaGu7mFGPRCuFcOIcg2wyMd+Orl6+B\nTZDmLLMFxetI8HwqCpNJh72MdTzjEQ0wrz4PbMQbtJP20D2hgQmYrc3yueXP8eeP/TmvfdZrt31+\nOVrenmKjynQS8bDvYXoehLNsshbcPvDrGAHFsOoaW3nGddsd2n0zF6QPrZ0eQbjSXSFxCXV/exWw\nbmM2dIJAipnR9xNRx1fBV879TVBJyXlmaEGoqm85ojW8DvgFEfkYWWrIMnA78DVkQyVzwPf0rWND\nRL6HTBh+VETeS5ZA8k1k9jLvA35/x9ofFZEfBn4NuFdEfh+IyUyu7wR+SVX/dtgF++IjCNfb1w/4\nkkdHO2lj1dLEZNWVAxrUdqQBCE1nMWIQpFC1wDrLUri073ZxM034itU5PlWt8Ppj7h3cwgQEwKWk\ny15Og774dGwHp25fgXtWmWvPFbYRulC7wHp3nZ//+5/nNU9/zbb3w0K4gKJb38+6TQmsxVWzm4Kr\nyRS3s8zjwUsGfg0RQYxhQ7O0Eh+lmcYMe/uSW8+Mw+/vsOSWM9s8PlVppClt18SXg9+rRyb73a9A\nGV1XUnKOGYcr3V8Av002PPIm4IeBbyYTeT8NvFBVP99/gqp+gEwwfqx37A8ACfCDwLeq6i1/HVX1\n18lE433AdwLfSyY236KqP1RkwSKSmVN3Tt7ENUyyLeMJBVRIxND1ivcShaaOqtCwFpGsylfEmHq1\nu5rZk+zjJfhVK9cxaUynOsGlAsL1vu5t/Mji6/jN1Vfyl+FzuJpMsceQ8P4YHx+4MMiL0BwsreUs\nsRAu7LpNOYh8wGSls8KvfebXth5XVRbChW3bz7NJF3BUxaCaWc5clBbJEO9fYzw2XL23ZSxMFTCn\nhsx65jT1iK50VrL+3D5BWHEO45QWNUyBZKCdtKUJaqiq0t1j0KqkpOTscyCvj9427wuACVV912EW\noKqfA77vAOd9AviGguf8GdlwzKHxjc9mfPLm1GEaoqpMKCiCA2IzlL/2NhKpk6pPvde4bsQUyqhd\nipawzg6sJtVtyquWb/CZasA37DM40E+shl9b+0qWux4PaoM/4zkYUSZMwvOrK7yguszzK4s8r7LE\npBliuEAEMT4zAwYRcnPqje4GU5UT6HMcA+bDeWIbMxEUm15tBA3qfp0/uPIHfNsLvo2nNJ9CO2kT\nJuGuptST6rHmaoTOp+oNqfK9gM20hmLwgKkC8XWQ9RFuxptsxptMVoZ/L54UK9FKZkrd1yfYtAmq\nQqh16oewbepIE1Wh7pSNA+SXl5SUnA0KVQhF5MtE5F6yKtv7gHf0fe5rRCQUkTfudf5ZIjABnbRz\n4ubUuWhrqIIKTjjQtKEan0ir1HqVFk88OnaviOlbySdIB3HXyg38tMtGtckdBVIVPtD6Eq52m3yD\nfy/epX/CnRPwnGCFp8sC1yKPd62+gJ9YeDXfevXNfO+NN/ArK3fxofbzeCSZxeruAtU3Fab3SyvR\n8x3llW/xDrKc2Y28Spi6dGvAZClaItV02w3Dlgeh+FxLp0F16Oq2MT5r2sSpYpBCecaQVQhVlcfW\nHyt03kmxEC3c0p/bsCkKhFTpFnQW6KdjGiiGunNYZ0/8b1pJScnJMPRtpYg8D/goWVrJr5JZuLy+\n75CPkW3zvpkRVeHGGd/4KMpqd5XbGred2Drynp+Gc+T+2gfZMvaMIaRKza31/u+R2ARVHWrCdCla\nIrYxzWD3tISqTblr+Tqfq/i8ToavuC2kTd678WK+VB7kExOvpRtMMx/09R46y8X4Bs3OHI10jTR1\n3B1f5v/dfBZGlJpYnltd4QXVFV5au85LqlnXYOAFzNpult28S3UlT9OYD8+vOXVuSj3sUEk/gRcw\nU53h0/Of5uNXP07dr9+SYjOTdEmAWQm4mkyhKK0h3xueEdaYzKrSxissCPPX9MDqA7z48osLnXvc\nOHUsRbf25zZ6FcJIa3TlENZNnkcnqdDQGEUJ05DpAUkxJSUlZ5MiFcK3AhXgK1T1B4G/7/9kr2/v\nb4FXjG5548u4mFO3kzZOHXXnUBUEJaF4tcAYaGuDWi8CzBMPhyN2w20hLUVLONye1aQvbq1STTos\n1Zo8vYBgffv6K3A25SmVmIXas3dZuMd67U6uz7ychy59HY/d/lrSyy/iqVMezwrWeZaZZ6UDf7j2\nXH5s/jWsxZm4FS/gNutIk92roHkv5HkWhNfb14eaGt+LC/ULGDH8zD0/w2K4eEuKzUySWc5c8ipc\nS6fw1BEGF4Z6bs9kZuqdVDHi0yjYQ3harGceWHmAH/+bHydMwu0DJeQ5xkJEDXeICmFuTN+wNhPl\n57hvtqTkPFPk1v+/Av5YVQe5uT4BfP3hlnQ66DenfultLz2xdeSCsOEEVPBwiCl+AfdE2KRBVRXV\nbBJUVWnFLar1/Yc/lqIlVHXPatKFOBsgeDHDD5Lc23kad0d38npzN3819a1Dn5f6DRb9L87sxgF1\nDomW2dhY58mWYeaCBRNQU6WaRGj11h65vIewqBfjWSG2MYvhIhWvMlSFeDeMGC43LjPXnuPd97+b\nRBOa5mYFeTbOTKlfKQHX0ykuyyorwfOHeu7cnHotDXia8Wm47tDVbBh/65m59hzvuf89fPzax1nv\nrme9ljt6HTNBaAi1RuodfD7QiNDWGk2XDf+MQ290SUnJ8VNEEM4AV/c5xsABylOnkHExp96MN/HE\no+4sMT4NKbZ1lpNnms46ULVb8XXtpM3F+sV9z18IF3Dq9pwyvpB02DCGy0NWMmI1/NbaK7jNLfFk\n44uJvd23oodBjKFbvUCHLtfTCV7MOhifAJjqtlmfuHzLOVsVwnOaZ5xPGO83Nb4fE8EENb/Gg2sP\nEphg27bndBLxpOcRiMeT6RR3yDU+518a8Gw38Y3QwWM1rfIM32fKRahaRIb7k5Zbz9xo3zjQ6zoq\n2kmbP37wj/ngwx9kubNMYjPvwanq1C1it2kTFKFLhbhgn2c/WVpJjWZvbH81KvOMS0rOI0VuKxeA\nf7LPMS8ETt6t+RjIK2FPrD9xoutoxS2MMVStJdQaDT1YQ7gxkp3vwPXSSlR1aHPq+fY8vvH3rNDM\n9iLKhhWE79t8MdfjBv8suJ/PT7xq6NexF4ExpOJz3c1mD5iAisJ0vPuWsTGZF+N5HSqZD7P+wZzZ\nuMPsHt+rQfQPmKQu3ZqSDZylkSakxidVYS5pMiUddMh+Rc8ICR7rrgLGY9o5bMFhiNx6ZheXqmMn\ndSkffuzD/MBHfoB3f/7d3Gjf2KqwTtemd/29aqQpbSo0pUvHFM8xzsm23+tM9nbdx8FOq6Sk5Pgp\nUiH8CPDficjzVfXKzk+KyCvItpV/c1SLG2fGxZy6lbTw8KhaR5s6/gH7vYxAmzoNqziXblWGhhFE\nYRLSSlpb2+i7MduNeMjzmBqi4jSXTvCHmy/kZXKFjzdfd6BIrp0YI4jxuGF7Qwte5kV4MU3YTdIb\nDEjxtJazwkK4QNd2qXrZFv+brj/MZLTGv3veV0LB7cmKV+Fy4zJhEmbfV3qWMyi+eMzbCayC8Yf/\nOXtGcHisuCaIR9MpmsYQDN+fumU9k2yemLWQqvLphU/zrs+/iwdXH6SVtKiYCpfql/Y1eW/YlE1q\nTGqHjlfcairHiNCizrR1KI7VblkhLCk5jxQRhD8HfAvwMRH5KXoZwyLyQrIM4bcCm8AvjniNY0U+\nzZibU690Vk5sLYlL6NouRgy11BFS7eUNFCe/KFQVcAmmdzEaplqwFC2RunRrMncnospU0iGuVZB9\nBKsq/Nb6V4CNuVB1/EPtGYVfy14Yr8JC0uvDkszQ+GK6uxFvnme8mZzPfqqFcGFbMsalOKSZdHn6\n6hM8eelZhZ9vpjrDTPVmRvFM0kXVMamGq8k0qkoow1e5PMnyjNdsM4uvA6ppB2X46djceubRtUd5\nyW2D01GOgsfWH+Pd97+bv5/7eza6G4gIU5UpGsFw4q5pEzZ0gik6zB2iQpj3EN7psv7h02TYXVJS\nMjqKRNddEZFvBv4z8Bu9hwX4bO/jGvAmVT3ZPdQjxu+zt/CNz0Z8cmHwYRLi1CEiVFLHKhUcw/v7\n9eOZTBAahEoak/rVzFans3+1IBeEeyVdzyRdRB1miP6uT3aezt9FT+Ebzd38xdS3FX0ZAxG/wmI8\ng7UpnudjTDDQi9AXv5A591liPpxHNfMg9JxjMumAKl+1Msd/PoAg3Mls3PMgND7XulMoQtsfXsyJ\nAGJY1UYvrQTqSZciP628Andl9cqxCsLVzirvvfJe/uLxv2Ctu4Z1lrpfZ7IyWWiAp54mzNNgUjo8\nIdUCAYPbMSbbHZixDoWyQlhSck4pZDCmqh8WkWcD3wW8iixubh24B/gdVT25ctkx4ff1GwUmIEoi\nEpfcYglxHGwJQoSatYRUiaV4jjHkVYI6aCYIO71K3rCCMHbxnt+DC71EisY+l6yO8/jt9Vdwhy7y\nSOOFJIfYBtuNwDPMM0s3TmnUfQKvwnS693SqZzy6ttj06llhrj2HVYtvfGbiTAwmns+LOiET7RVa\nzeHsYfZiNunigGkTcJ+doknEZnDrcM9eiAjGGNZdL89YoZ7GhQRh7iX64OqDhdd/ELq2ywcf/iDv\nf+j9zLfn6doudb/OhcaFA1n7NGxC2zWpYg/kLJCTD5RNWMWonuiuR0lJyclR2HFWVdfIjKl/dfTL\nGX98dahTxAi+8XE4VjsnY04dppkgVJSaTYmo0D2wIIS21BEVajal3ev1G+bikFcIm/7uk8CzcQdB\nmWJwj9gftl7MXFzjm4NP8/7mvzhwxWMvAs8QEzAXV/miOvhewKU0xNkEz791q903Pp20QztpM1E5\n+JbcaUNVubZ5bSt3OBf0T9QneHlrnZcvPc5HDykIZ5Iua8bwVKlwLZ3mDlaYD55b6DnE+LTSWm/L\nWJmwCUXGIfIbmEfWHyn0dQ/CPTfu4R2fewePbTxGmITUvBqXG5cPZPqdU08TNpggEHeotXkitGjQ\n6PmYrnfXD/V8JSUlp5OD31aeUwIgTSMg21JUVa63TmawJK8QolC1lkgruAMmFhgjtLSOYKi6ZKti\nMcz2Ue5BuFcT/IXeAMG02VusXksn+aPNL+Er5PN8bPIbD1Xx2ItMEFaYS3qVRxMw6xwu3WPSuGe9\nc9582da6a0RptCVWZpNM0AdehXplgq/cXMcM2Gofhpmky7JnuGQqPJFMclnWiQrkWwNgAja03ssz\nFqYLppXk1jNH/fu7EW/wS/f+Evev3E9iEy7ULzBbnz2UGPScI3CWtmvgHfLOSQRC6lSd4CmlMXVJ\nyTml8FVXRL5dRP5SRFZEJO19/EsR+fajWOC4YVSpxG3gpvXM4xuPn8hawjQk1RQjEKilQ4XUHHyo\nJJRsy7hhHUYy25XN7v5iaCla2tpe3I3ZuMOq8bhtj7Wpwm+tvRJju0zWfFYqTz3Qa9iPwBMSfK7Z\nXq+a51NRaPR+njvZyjM+ZzYc8+E8iUu2tsm3tnelQrN+kcvW8bylw1XVZuKIDWNwWmMtrVI3xbc9\nPc+wppNYVQwwWTCtBHrWM92jtZ75wsoX2Iw38cXnYv3i1uT2YWj2Yuva1A89hS8idKhhEAI4t32z\nJSXnnaH/AotIICJ/Avwu8BpgAljsfXwN8Lsi8icihwnVHH8EmO5mAiI3p77a2s+v+2hoJ22sszQV\nUCGkivMONlQC0JEaimHC2axHS8xQ1YL5cH5gxNls0mHRM3sKwrs7z+BT0e281vsUn5h43YHXvx+e\nEZz4XM8FoQmoAJPdaPfjz6k59UK4kEUW9jTSbNxl1RhuNxUIGjRNwD9bWzqwiPKcYyLtEns+19Mp\nUMUd4EYmyzOewKbZDUzRPGPILHESlxzpcNiV1StEaXSo1JedNGyaCUKtYg9pHg4QmgaoIVAlSnf/\nfSgpKTnbFLkl/zHgjcAnyQRgTVWfAtSArwX+DngD8KOjXuQ4IcCF7s0tY4AnNk5msDqPrZtQQVWI\nCYjN8D5sOwlNE5AsEotsS22/i4N1lsVwcaBn2oU4YsPzqO9y4Yqcz9vXX8HTdJ4v1F9KUiDnuCgi\ngvF85l0uCH0CVS4ku1vP5CbKC+HCka1pHJkP54ltvFXJuhBngv6SqYAIU7WLfFG3y+X1gwnl6TQG\nVTzxuZpOoygbRbeLyQRhTMBmahDxDiQIAxOgqjy2/ljhc4flysqVrUniUdG0KaoQaY1OgTjIvQil\njiLUVIntcPnlJSUlZ4sigvA7gYeAV6vqX6uqA1BVp6ofBV4NPAK8ZcRrHCsMcEdPQPgmM6e+0TqZ\n+KsojbBqmXCKIqRAVw5TIWygaqi7bOvNE4+OHZxOsdpdHRhxFjhLM4lJ99hOfu/ml7IQV3ll5WG+\n0HjZgdc+LOJXWHSTWXXLC/ARLqa7XwDzHsLFaPHI1zVO5BXRSm/QZiaO2OwT9KY2zTTCq5YPVhmf\n7Zs6v5pOgUIUzOx/4g48I6R4rNkAz/hb79si5DcyD6w8UPjcYUhswpXVK4jIoXoGd9KwCWCIqBKb\ng//O54Qykf3uqxK7OOtNLikpOVcUEYR3An+iqrtePVW1C/wJ8LRRLGx8ES72BGFuTn1SPWbtJNu6\nnkBBwQl0D2HV4kyFDpWbgtB4xDYeuDW4HC2TunRgZJ2SVYN28kQyzQdaL+BVch8fnXjDkQyS7MT3\nA+b0AkmSgBiMeFxIdheEucg9dxXCdhZb5xufirU00x2C3nhMVKd5eXuDSrd4v9lM0gWUSfG4nk5x\nUdZZ828v/Dz+liCs4hufprWoK7aNHZggs55ZOxrrmUfWH6EVt6h61ZFaF9Vt2msTqWGHjIMcRGQa\ngFB32ZBaZ49Bq5KSkrNLkSvwdbIh20EEvePOLIIw2zdheZLm1GGaXYzrTlEMgtIxBxeEnjGEWqNq\nb1YIFR1YJVyKlkhcsqcp9WzcS6TYYSKjCv9+/ZUENqJWq7JWuePA6y5C4GUWG2txth5vgDl1LgiX\noqVjWdu4cL19HSMGTzxm0jxibrugr9YvcEHhxYvFh0tmksyUekoqXEunuIMVVivFBaEnQorPmq1j\njM+UKs4Vm37Oq/wPrz1c+OsPQ94/eBCfwUE000wQdrSGPUTfcI41VVI8Gi6zsSonjUtKzh9F/kq9\nB3iziOwa+ikiM8Cbgd8bxcLGFRHhtjTF2uzCE5iAbtrNRNExk/cQNtSBCggkB/QhhF5igdao9SqE\nRgyqulWJ3I2laInYxlS83asUmWUJTO0QFB+LnsVno8t8vfcp7p48ukGSneRehDfirJ+r4lWYsemu\nlaV80noYc+6zQtd2WY6Wtzz6LsSdXQU9fo26V+OrNlbAFttenE26bBhhVqpcTSaZMW3sAEuivcjy\njA0rmuUZTzmHLfh7aMTgGY8b7aNp+7iycoXUpSPtH4RsyzgiwAO63uE9Mk3vZrBpe4IwLgVhScl5\no4gg/D+Ae4G/E5FvE5E7e5PHd/YsZ+4hGyx521EsdHwQLlmH9qwZ+s2pj5swCVGUhlOy2qU7lAWF\n6RnU1nr9Q3kP3X6CUNE9BeGFuEsCzPZNkYYu4D+tv5xncIPP119xIDFwUHwvG0S4kWYXUeMFXLIW\na28dLMlbAs5TnvFCe4HEJX0ehN1dBT3AVOMST0tSnr5abKhqJumybAyeTtN1hsoB37LZ1LjHisvi\n6xpOkT2yqQdRMRXWu+sjt55RVR5YeYDUpSOxmumnYVNaVJmQqLfdeziMZPF1DedQVTa6JxfJWVJS\ncjLsKQhFxImIzf8BEdmU8fOAdwGPA53ex9/tPf5NvePOLgIVYKqT3UHn5tQnMVjSSlqgZD1/Kvh7\n7dsOSSYI69QtqHNbFcJBYfdL0RJO3d4ehEmHZW+7B+F7Nl/CchLw5cFjPNw4vgxZyCqEqfhcc7PZ\nA8ZnyimS7G09c5582XIPwlwcXYg7pMD0brYwlQkmMfzT1blCX2MmjljzPNbtLKgjkt0TbvZDRBAR\n1l0d5GaecVGOynpmrj3HYrhIza+NPPqwYVM2qDOlHTrmYN+/fozJoisnepXypc75apMoKSkZHF33\nMfbsDDvPCBWFmW6bkJvWJI9tPMZLbjtecbMZb+IZj5pL6RDQoLjtRj+eyYxun+HAufRmD92Ai8Ni\ntIhVu+eUcW5Z8qqePeWjySx/uvl87pL/wkcn33gsgyT9GBGM8bjR50UYABPdNlFj9pbjfePTsZ1z\nk2e8ZTnjZxWt2V6iyD+07+JuV+Nfzt5782AxTNcv8KJoiYlwldYu37+diCpTcZdu1edaOoMDWmb6\nwOs1ns+Gq/fi66Cedilazw28zHrmkfVHeOltLz3wWnbywMoDRHb0/YMAzTThus4wRYflUWwZS+Zj\nOtEb1D5PbRIlJSUZewpCVX31Ma7j9CBCBbicxFwnEwwnZU7dSloYMVRTS6hVqofMNDWS9RA2HLi+\n+LqVaO8847n23Fbm7W7MxBGP+x6BeNkgydorqboQU59kPTj+/GcA8Sospj3fu15ayVQc7Vra9sSj\n67p0bGfkfWDjyHw4j1VLpVcRnI07LBnDP4bP5mpU5/XVf+TZjZtVOK82y0y4xMsWH+djz9xfEE6m\nMUYtYmpcj6eoktAODpGLbHw28zxjhUYaFxeEvX7J+5fvH6kgvLJ6hW7aZaqya9v1oajbmJY2aUiM\nM4fPAvBECKkzZRU9oRaYkpKSk6XMMi5IV318hMtJNnmbT18+ufHksa7DqaOdtHuCUAmpkm2aHZys\nSlCj7hRn060ewpXO7oIwTMKtSK7dqNuUqk2xXrauj0TP4b7ORb7e+xT3TL72UGs9DOJXmHczWJtu\nVQj38iL0jIfDnZueqoVwAaduy59vJo5oeT4L6QQpHn+09rztJ3gBjcoEd22uDZVvPJNkNkY1MVxL\np7iN1QNNGOeI8VnXBk4FD5g4qDk1OvJJ4ysrV0g1peYffgp4J/U0oaUNKlLce3E38oFbKq/hAAAg\nAElEQVSyC1ZRzfKsS0pKzhelICxIy1UxXoULSXbxy20rrreO122nk3ZwzuGJR9U62lRwhzClhqyP\naJM6HoLfZza9V7Vg+f9n792DK2nv+s7P73m6+9ykIx1JM/Pa+MU2GGOuSREDiSFci7BLcUmCIaRS\nyzXLJgWkYIFshcqGFEklWxu2IBjYYKi1MQYMZccBjA1lXgP2+9oYDDbG9jt6r/NeRiNpdD/37n6e\n3/7Rp480GmlGl9MaaaY/VadUOjrd/Ug6p/vXv8v3O8g0CA+1rIsHgCeSgI6P+P+2v4hXcp2P1193\nIquySREFlpvM0osdmADLHQLCkZ/x5vDByJgsd5eznlAJxgF9TJ3YG6wof5x8DuvxrTcejdo8l53n\ns9aevev+W8kAUKbV8GLS5LJs0rYnzxAG1rDJNE7BAs0T+BkXIT3Tjts8u/0skYnGbSWTQlSpupQd\nP00gk+nqyfuHZ72HO9wElpSU3L8cWzpfRL4J+NtkQtUH1SpUVb/vtAs7r8RqiGzEfNpHvSLm3ohT\n99IeTh2CUEk9G1RION20oRWhpzVEhSiN8dUs0DssGMpFqfWQVtO5kSNFUw0fHjzMZhLy5dEN3t34\nulOt87QEVkgIWYkjpmuCMQGtQ8Sp82B3pbvCa+Zec5bLPHO8epY6S+MWgDygj3UWVPnccIUPJq/i\ndzZfwfde2RM8hXUaJuDLt25y9cpn3bHXMp9arkmVlbTOq018qsl4a7LJ+NiBQZh2x5d/MmIITMBy\n93jDMXdicWORgRscmj0/DXWXoJpNBc9OqK3VSNY/POOyz3KZISwpefA48tlKRF4OvAv4XNgvSnYL\nCty3AWGiFmMjrsQd0rRPGNUJTEA7PltpklyDEKDiUnpUGJ7S09QIdKgjCNU0IR4FQ4dlCNf6a8Q+\nJpSDe5jm4kyDcNqEXBtOgyqL0eefao2TILSGNiE3kgavokdwBHHqld7JfHsvEpuDTfpp/xbJGVUl\nTluZOHVgETPFewZfwD/1z1AzoxuBkb/xq3orLOyssj5zeAl4NhnSF8H5S9mgjj1dwLRrXxfQEnMi\nP2PIBku24+2JDQ/lgtT14PSSMPup5y4lWmVmQkNZxkCXrH/YqJ75+aykpOTec5yzyc8Bnwe8icy3\n+LOAVx7w+IzJLvF8kRDgsTS8Uokzfb5QQgZucKbi1L2khycTka26lD7RqfX8jBG6UgUVKqOhEkEO\nvTis9ddIfTruN9tPa3TxnzfRrkVZeOlUa5wEockyhEtp5p8b2oiWc/gDvHCtydxaHgS3kpVeZlmX\n3+7l2bwdfyWzMwtmqE7NskKLP1y/1VnGVGeZAf7u+p17aTMNQmHg5lFV2uZ0AxfWCA7LVhphjKVx\nAj9jyLQIE59MLDO2uLGIU1fIIFLdpShCnyrpITdjxyXLENYJRr2YpVNJScmDx3ECwq8B/lBV/7mq\nvl9Vn1bV5w56FLXY80CKoe0CImB2kAVKgQ3w6u+o1zdpukkXP7KZqnpHXyP8KS8OAnS1jqih6jJ/\nYiPm0IvDWn8NVb1DQDhg3RouE7KUTnOFDbbu0WTxXqwRVCxLPpM7ERNyyXncAVqED5Kf8WpvldjH\nmNFpYS4eMBBo+0u0pM12sEAttKRBg//R/1u4ve4uxtKIZnltZ4fwDv7Gs/GQDWvZcXNZUBOcMiAU\nISFg21UIJKB+gh5C2CM9s3V8K779JC5hcXMRQQ7V5zwNjTRBVehrhf4pqwI5+UCZYAhV6af3t5xs\nSUnJ7RwnIEyAvylqIRcFRVhKp6lodsGEPeLUBdlfHUTeQxhhCLzPMoSn9DQVEfqmhiJM+V23ksMu\nDmv9NZy6w0Wp4wHrxtCSkOvJNDOmf6auJIchItjAsupGwYgNqakS3SEgvNm7eZZLvCesdEcahHaP\nBqGxdN0Ml9lgO7yEiBA25nleL/PY9vwt21frub/xIcMlqszGffrGsuRmmaFzaumhPEO46etYE9Dw\nHvXHl1/KpWcWNxdPtR6AZ7afoRN3iGxUiHZlXjLuU53o56knNdBMZ3WQHu5fXlJScn9ynIDwMeDe\nN4DdYxThuXSeELgyckXIpwif2z675GgeEE6poAgDIuIJXBz6UgNMdtEh+92Gh9iBrfRWEGScUdqL\n5Bd/G9DWOn1vqZjT6SROlKDKqk5njhwmIASmh7db9I39jB+AKeOV3sotGd9WnGV4N9ImLemS2Kz8\nOV0L6Zsp/nt33+kgqFK3Vb58Z/1Af+O6Swm8Q23A9bTJQ2ywET502+uOQ2ZfZ9j0DcQEzHqPcwcP\nCN2JXHrmya0nT7UegCc2n6CfFiNIDaOAkMxZJJmgJV5mgSdUVYn98f+GJSUlF5vjnLH+HfAVIvId\nRS3mIqAI1/wCYgLmR5OpuTj1C52z0yLsJT2cd0wpoJCIIZ6Ap2nfTKEq1EcXdCuW2Me3+bx69az2\nVgntwaLUU2mC9Zmsy1KaDZQk5vwIOwc2YFnnieNhpkWo0Exuz4rkZfMHQYdwtbeKU5dly1RpxX26\nErHtKlT3BPMiQtCY5xPuYT7ZvtU2bbo2x8uSlJdt3v5ZaCVDMhkiy4vJNHPSJrans10zAoplc+RW\nMn2KgHBS0jOLG4ukPi1koASyKeNELY4AN8HPVE/qKIaaKt57khNMbJeUlFxcjtzgoqofFZGvBX5f\nRP434K+A7YNfqv9hUgs8fwhLbpbQRMyNJlPH4tTtsw0IFaWBoip4YDiBi0NqKiQuyPyR2dXh2+/U\nsTnYJHbxobIac8lgLEC8lDZRTj9AMElCK3SpshkHPNTI9JMWkoSD/GassfTS+9/P+HrnOkYMRgyN\nNMb6lAHzgN7mhtGsV1jvTPP2ndfwedN/OX5eKk2mO8t82eYyv7Xw8lu2mR1NLUeuStuFVO3pM8Yi\ngjHClq+DWCKF8AQBoUjW77fSPd00uary+MbjpD4dl94nTcOldKhQZ8jAzt99gyPSlynUC/VRb3I3\n6TJrZye2/5KSkvPNcWRnZoD/DMwBXzl6HIQC929AKMKKbxLaiEvpAOdiglF24SzFqbtJVt6se0XJ\nA8LTZyTEGPpplarPYv3craSbdG8JCPMJ48MEiFrxEMg0CG+k0+Mp1fNCaA0DQpaSGg9JjEUOFacO\nTHDfN9n30z4bg41xL91cnAVvQz+LqtI1t/rlGiME9RYf6rya64O/4dOqo7+dGKarLb6gv867ett0\n67v/89nR1HLfXwLVifW/iQlouwqYzKunFg8ZniDxGNno1NIzy91lbvZuUg2qhXlf111KmypNBvTN\n6TKsexmYGuqF2igg7CQdZqtlQFhS8qBwnJLxz5DJzfwR8F3A1wFffcDjaya7xHOGCEu6gMMy7zwM\ne9mQwhmLU/fSHqpKQxVUUJlMhjA3ua+OMoR5QNge3io9s95fz2R2DjFKmEsGCErTni/JmZzQGmKi\nLFgVwZiQ2Tu4lTh1xCfIPF0UVnurpD4dD9HMjRxFhm4+mwa2t2d3pxp1tmWa/775mbc8H9bmmPXw\nRTev3fJ8KxkSAz13GUXZNhO6QbAhba2hYgjIfH5PQmQjUp+eql90cXORviuufxCgniZsa40phvTt\n9MT2K8Yy0AoN7zJJoFKLsKTkgeI4Z61vBD6oqv9AVX9NVR9R1T896HGcBYjIvIj8cxF5p4g8JSJ9\nEdkWkUdF5PtEDj6zisjrROTdIrIhIj0R+biI/LCIHGp7ICLfKCJ/Mtp/R0Q+LCLfdaz1Ah1q7LiI\nCjA9zCRZAhOcaZ9ZN+miKHXvAcHg0QlIXFgjtLVO1e/2EKoqW/GtkjprgzUSl9xRg3DHGC5JdK4k\nZ3ICKzgJuO5mR9+HzKTpbb2SsPs32Inv3z7C1d4qiU/GrjO5BuGmu0ydAZ3w9tJkaA2m2uSP4s9l\nO9nzMbUh9ajB69qbyJ4+tNkkk5zp+XkEpR+0JrJ2ay3bOoVDCFRpHDIEdTcCE5xaemZxY5GhGxZW\nLoash7BDnWkGxKe0q9yLNZlbScM5kMMF6UtKSu5PjhMQ1oAPFrCGbwN+GfhS4MPAzwLvIJto/hXg\nt2Vf7UVEvgV4P/AVwDuBXwAisizm2w46iIj8IPB7o/2+dXTMlwJvFpGfPupiRWScWYoUZveJU6f+\nZE4Jx6WbdLMePe9ABXNYqu6YZJ6mdapeUa/jTMd679bs51p/DY8nsgd7Es/FA9aM4RLRuZKcyTEi\nGGNY8VnmK7QR887hDxAXt8aeuc7kWbPcXWbohuP/Zyse0hFhx1/iEltsBQsHblefarLGLO/afPiW\n5xu1Ba44z6v2ZAln4yEbRth2c1xmk83ocEeT42CNsMkUznssciI/Y9iVnrm6cfXEa7m6cZXUp4UI\nUufU0piONqjJ6Wz/9mMkm1xueAXlgRBjLykp2eU4AeFHKcaF5Angm4GXqeo/U9V/o6rfC7wGeAH4\nVuAf5y8WkSZZMOeAr1LV71PVHyfzV/4Q8Pr9k9Ai8grgp4EN4LWq+gOq+iPAFwJPAz8qIn/vKIsV\nICbkOb9ABFyOR5PGuTj1GXmAtuM2Rsyo38cQcLKL4H6MQI8qdS+ounFAuDG81ex+rb+GV3+oBuFs\nPGDTWrw2RpIzkwlYJ4kEFVZdLj0TMuc9/oBJ4wdBnHq1t4rX3QB/biQq3nYzLMg2XXtwebcaWjSc\n4l39LyT2e+7bwjp1Cfj7W7t/s9mkT8daltIZrsgG24cEmcfFijCgQs8HWGD6pPZ1I+mZpzafOtH2\nnbjDszvPEploLEU1aUSVmktp6xShTFbGKf/sTztF0QdCaqmkpGSX4wSE/wH4JhH58kkuQFXfp6q/\np6p+3/PLwH8bfftVe370euAS8DZV/cie1w+Afzv69l/uO8z3AhXg51X12p5tNoH/NPr2XxxlvSLg\nJORpfxkrhssjLcJcnPqsBks6SQdrLBXnGGhIQyaTmTRmN0vgRvZ1it5WPrrZu5mJUh8wZWzU00wG\nxDZgyc2CKmmBJbSTIjZkVVuZZZ0JiBTq8e1ahA+Cn3EeEOZZstl4wIaxbKRTNO6SiapOz7HEPI9s\n7ukRFWGmNs9nDYfMba8QOUctTXASsJRM0ZQB3hycXT4uuZ/xdhJhEKZOERAKwjM7JysZL24uMkyH\nh07eT4Kqd4gqbT+FnfDQijHZ5P20A1C2hweJSJSUlNyvHOfM9RLgXcD7ROQ3gL/kYNkZVPUtE1gb\nZO4oAHvP8PnQyh8c8Pr3Az3gdSJSUdXhEbZ5z77X3BVrLTfcLKYSjidT84zA8zvP84WXvvCouzox\n3aSLwVBJlS4VstzI6bGSXRRqHrxPsaOM0f6AcKW3QigHaxDOJDGiHiMBN9w0irIj52fCOCcKLDeZ\noRc7pm1IBEwP+2zse10eFN/s379uJTe6N/DqsWIRVWbiAd1wCqeCDe5831iPLOt2ind2v5Cvb70X\nY7L3hKnOMtNd4UvXX+Qvq9MonlSbpCoEd9nncbBGiAnYchUuGzsWVT8up5WeWdxYpJf2CtMfhKx/\nUHWUyZtwQJh99mssOFDlTIfkSkpK7j3HCQjfTDZTKsB3jh7764Ayeu7UAaGIBKNjwK2B3GePvj6x\nfxtVTUXkWeDzyMrbjx9hmxsi0gVeJiJ1Vb274FxYYXkwQ2QrtNIe6v1YnPr59vNH+v1OQ+ISYhcj\nIlRST48awuRM7jvUiFQRlyBB1rS+9+LQT/tsD7cPLRfPxZkGYUN2JWf650hyJie0QkLIjbjCdANC\nHQ0+7HtdHuzfryVjr56lztLYaq2ZDDHq6PsZUM/gLoMLIkI0NcfT2y/hI+0ZvmRmNHxjLI3KDF/c\n3eGFXibnkrgWqKcnk5NLyTOEW76KtUE2FHFCTiM988TmEzjvCu0frLt05GNcxZvJtInkZD2EVV41\nEqW/n3tmS0pKbuc4AeH3FLaKg/m/yAZA3q2qf7jn+TyyOKyekT+/V0DrKNs0Rq+7LSAUke8Hvh+g\n0rpCGITc0Hm8Gh5yjjTtE4wyaS+2D5I2niy5bZ0RQ8V5ekSkTOYiZAx0qSFqiFyMG1m37e2NzDUI\njTk4yzOXDDPJGbU8MZKc2Q4/fSLrmySBNfQJWU7qvNo4AuBSGrO/YHi/+xlvDDYYut1SZx7QD/ws\nCnSPIA8zVYtY35niHZ3P50tmdmfPqrV55re3+crVa9mEvruER+hN8AYh9zPe8A2CMKDuhyfWEoxs\nRD/ts95fZ6F+9B7HxCdc3bg6zjIWRT3NAsKeVollsk4iRrLP/pz3lCXjkpIHj+M4lfxqkQvZi4j8\nK+BHgavA/3LczUdfjzPFcMdtVPWNwBsBmg9/tobW0KPKtq9S1y2qww7p1OUzE6fuJl28egShkjrW\nqDBk6u4bHoE8SyAI1TShPxoq2atJtt5fz6apD+lpbyUDPDBjcsmZdZ4KXzuR9U2SPEN4PW2B6WHE\nMJfcrmFnxSIIG4P9ucP7g5XuSqYpOSKzmFN6bgFBGYR3Fyc2IgRTc/zVzit4qveXvKo+6tYIq9Rs\nhZcM+zgxbLmHqDNgJ5icw8ZeP2NrAqZ9H1WHnKCXLzRhJj2z88yxAsJnt5+lHbeJTFSYIDVkJWMQ\n+lQYTLhX0YxkZ6o+ay7vJJ2J7r+kpOR8U5x66gkRkR8A/ivwKeCrVXX/VTi/bT0sxdDc97rjbHMk\nobnQZtIzy26aCJgZdDNxarGsDYqXasgDQoCKc/SJSCYk6WJF6EgdUaHikrGXbyfevTis9deIfXx4\nhjAesjnSILyeTDNreudKcibHiqDGsuSzt4U1ITPp7VmXsZ/xfapDuNJbIXHJeKI81yBcdw8xz9EF\nxZv1Gm2Z5u1br7n1+eo8kcK6EXb8PJfZYCucjOQMZMGoiGFLMz/jGe9xJ/ThzbN7i+uLx9pucWOR\nfto/9DMxKeouhVGG0E1oKCfHjPqHDUKgu25IJSUlDwbnKiAUkR8Gfh74BFkwuHzAy/Iz9asP2D4A\nXkk2hPLMEbd5CVm5+MUj9Q8CkTWZ9IxbIFJlYSRVclbi1L20h1c/0iFM6VPByWQuDiLQ0xqooTJq\nzrdi6btd67a1/hqJTw7VIGwlA25aQ0STvrdE5+pdtouIYG3AqsvcHkIbMeNS1B8sTr03KL6fWO2t\nEvt4V3ImHrBthLaf5zKbbB8xm2eNENRn+UD8Gm4Od7NXUm0yjWHTGDbSGS7LNp0Je+QaY9n2NRDL\nlFf0ENeZuzGWntk6nvTME5tPkPq00IESyHyMvRqGVAoICDPRfVFDqMrQnUzgu6Sk5GJy5Eu1iDxz\nxMfTJ1mIiPwfZMLSHyMLBg/r4H/f6Ov/dMDPvgKokzmq7D2b3Wmb/3nfa+5KVqKyPOkfIkS4MpKe\nCc3ZiFN3ky7OO8QIVZfS1whnJjNUIiL0pQYIU6PfwxjDcI/7w1p/DZRDXUpm4z5ta9lwLVAlsZNz\nU5g4QYWbOoNXxdqIBedwB1wIrbEM3O0ahfcDK70VFN0VpU6GrFnDVtpkRo6X3W00ptiUJu/cfOXu\nk2KYaj5MJ2qx4RrUTYpMOpNmA9q+CsYSAJX0ZP+rsfTM9tGlZ1SVx9cfJ/VpoQ4lMHIpkQoBytBO\nbjAHRp99qoAQUQaEJSUPGsc5KxuyXrv9j1ngFaNHdMx9AiAi/yfZEMlfAl+rqnequ74dWAO+Q0TG\njWkiUgX+4+jb/3ffNm8ChsAPjkSq821awE+Mvv1vHBERwQYhS66FMQHzuRbhGYlT95M+Th1VDIEq\nAyKcmVzQ1TN1FEPd7drXxT4e27qt9dcO1SAMvWMqiUnNruRMW273wT0vhEHADZ0jiYdgAma8Ikn/\nttcFEpC45JZeu/uF5e4yzrtxuXQ27rMhFfo+onJMNaMoMEhlij8Yfj69dPdUEEUNXmteDeqhiKEL\nE7BDDS8GC9SSkwUzJ5GeWemtsNpbpRpUC+0fhKxk3NYK0wwYmskGhAB9UwcVKl5JfDJuTSkpKbn/\nOc5QySsO+5mIvAr4ObLS69cfZwEjL+GfInMe+QDwrw44qV5T1TeP1rEjIv8rWWD4JyLyNjIHkm8m\nk5d5O/Bb+9b+rIj8+GiNHxGR3wJiMpHrlwH/j6p+6FjrDqosJ7MEtkIrzYKlXJz6RucGC7XJuDAc\nRDft4tRR1xBVGIphaCdXquqNLgp1n8laWLGZdEzapx7WWe2tIsi452wvrWSIkv0tzrPkTE5gsqzI\nehzw0jAkBKaGPfr1W312rbFZcBu3mavO3ZvFFsRSZwkrFiMG6z3NZEg3mAfVE7Ui1KZb3Bxu8+6N\nl/D6y9d3j5M2M09oM/kbhMAaNrWJVyVQqKfJ7XIBRySXnvHqD3yP72dxY5GBG2DOoAOn7lLaIx/j\nvp3MINleelIHDHVV1lTpJT2moskfp6Sk5PwxkTOYqj5FZi/3acBPHnPzvLZkgR8ebb//8d37jvc/\ngK8kE6L+VuCHyESs/3fgOzRPZd26zRvIgsZPkukbfj+wDHy3qv7YMddMGFiWmQcsl1OHd8lYr+65\nneeOu7tj0UuyHsIpD4qQYhiayQWEsdRwGOp5yXgkzJwPs6z2VgntwaLUmWSJZxrhetpkQbbZCi9P\nbG2TJhz1g96Ia2ADQoVmfHsokfsZv/Gv38iz28/eg5UWQy/psTXc2nUoSYegnr6fzQJgc/xgoBoY\nXDjF7w7+Fm5PP+aL6Qyq0A9ad9j6ZFgRdqiTOiFAaZxwqASygNCpY71/NGHmxc1FBumASlD84FQ9\nTdgZBYST/Mzn9GUKVaHms8xgLz1pWF1SUnLRmNgt7cg67r3APz3mdv9eVeUuj686YLvHVPUbVLWl\nqjVV/QJV/RlVPVStdWSR95WqOq2qDVX94pPK6YTWMCBi21WZdx7i3lic+oX2CyfZ5ZHJT9INABW8\nwPAu4sHHwoYMtELF7WYIPZ5O3GFruHWLZt1+8gnV6VGG8DIbbB9xSvVeMA4I3TSYgBCYO2AgoRk1\nqYd13v7k2/meP/gefuiRH+J9z7/vwvdZrfQyyZnxhHGcafgNXAtFGATTx96niBA1Wrygl3j/1u5A\nyvW0yZy0C3k/WCMkBLRdiEVoniIgHEvPHLGPcHFjEafFClLn1NKYrjZoyIBYJh+A9mTULuI9Hn+L\n3FRJScn9zaRrHCnw0IT3eS4JA0NMxIqbJgRmBu1xkFS0OHUuB1H3HkVQlMEEG8yNCD2q1EYBoRED\nCpvDzbEotXBwr9RcPCABZs+55ExOYAUnAdfdHJiAAFg4ICAMTMBLp17Kw9MPo6p8ePnD/MSjP8E/\n+b1/wi9//JcLvwkoitXe6i1DUHPJAEHZdpeZokc7PFnrw1Q1ZGCmeEd318bxejrNQ6yzOUHJmZxc\nnHrTVzHA1CncSvJs6eLG3aVnOnGHZ7afIZBgXCEoDFXqLqHtG0S4yQ/mAD6okBDQ8B60dCspKXmQ\nmNgZRUQWgH8EXMwr4zHJtAhDnnOXqCjMxj2syQSMr3eu330HpyAvGddVQTO3QHcs05k7k4lT16iO\nGsrz7NF6f30sOaOH6H63kiHr1lI955IzOUYEYyzLrgliMCZg9gBx6pzIRjw09RAvn345zajJzf5N\nfunjv8R3vuc7+bE/+TEeu/4YySmyU2fNSm+FoRuOJ8ZnkyEeWHMPcYkttu3JAkIZCVVf9S/jr3ca\nqMKLSZOWdEns5DNpmX1dwJarYsQwfUI/Y9iVnnly68m7vvaJzScYpINDJ+4nSeQ91nvaOk1kihn2\nsJJpHOb2f/erGHtJScntHDmKEJF/d4d9PAx8C5nw87+ZwLrOPVYEjOVpf4W/D1xJhrwoBiOmcHHq\nvJev5j1olqubZLbAGqFDnYrfFxAO1hm4AYlPDi2PteIBq9bQdPPnX3JmhAQRN+OpbDDIhMweIE69\nH2MMrWqLVrXFMB2yMdjgT6//KY8tPcZLp17KN3/mN/P1r/h6Hmqc74T5SncFr36PBmEmKr7jW7xa\nnud52zwkF3x3mrUK6+0p3tH+PF7W+JvsBsEex0Do6OR+xpu+jlhL4xQBYWACBDlSr+ji5iK9tHcm\n5eK6S1BVulqfkFHl7eT2dVN+E4CNYRkQlpQ8KBwnrfTv7/LzHeA/qur/ffLlXBxEBBOEXEsXsGJY\nGGWVQhPSHhbbd9NJOhgx1LxDEeyxXPruTnZRqHLJC+o9VrIJ283hJv20f0sAcQuqtOI+1wLLqmud\ne8mZHBNELA/ncC4ltBGzroP3DnPEEmAlqPCSqZfgfSY5dKNzgzd89A285ZNv4Utf8qX8w1f9Q/7O\nlb9TfEnxBKz0VnDqxmXSVjJgzVh2XIPqKfUCjRHCeosPdz6TD3eWsxsEU0woY43gR37GNgyo+ZOX\njI8jPbO4sYj3/owCwtylpAK2mAyhMZl1ZcMpipYl45KSB4jjBIRffcjzHtgErqpqsYrM5wyxFVbi\nOYwJmdsjTt13fZx3hQUA7biNFUt1dIGIzMkvfgeRW1i90oPz6diOa3OwSWhCvPqxZt1eat4RuRRf\nqbE8nDr3kjM5oTVs0KSbeGZMyELicUkfUznehK0xhrnaHHO1Ofppn83BJu997r38yYt/wqdPfzrf\n+bnfyTd8xjcU9FucjOXuMqqaSQuRaRC+KDVQsPb079+pRp3N7jS/uvNFKMqOKeb9YEVwYtjUOoEJ\naLg+6hUxJ8tvRjZiJ965o/RM4hOublxF0XFAXSR1l6IIfa2RSjHDTFn/cI2my24yNwebhRynpKTk\n/HEcHcI/LXIhF5EoDFjuzyGEzKd91PtMnDr1bA43C9MibMdtjBgqaUqfiMqkM4Qm6yGsO8X7BBNk\n2cCN/gZGzKGi1HPxAPBEYrk2lpx5+UTXVgShFRJClocVZiohdVXCpA/HDAj3Ugtq1KZqeO/ZGG5w\nbecaP/nBn+SVM6/kc+Y/Z4KrPznOO250bxDZCBEZi4q37QKo0pPTDyoF1hDUmmz12lQkpRcWo+Eo\nIlhj2PI1jAlojt679oT2bpGN6Kd91vvrXKofPBV9bfsa7bhNJagULkgN0HAJqg0aK2MAACAASURB\nVEKfCkV55uTVgVkHoGXJuKTkAeKct/yfb/LBkh1f44rzpEkvK6+OxKmLwKunn/YxYoic0iPCMtlM\npBWhS42agroUIwZB2Iq3WO4tE0hwsAZhMkBVaaq5EJIzOaE1DAm5kUyNpWeacXci+zbGsFBb4KWN\nl+LU8aZPvGki+50E64P1WySEclHxvrbwCD1zfMmZg6hPNelIg4ekmAnjHDE2s68TS9N73ClcZXLp\nmac2D/c0XtxcHH8Wz4KaSxHNFADSgib3s4GyKnMumzLeHmwXcpySkpLzxx3PZCJiTvI4q8Xfa7JA\nImLVTVNTpRZ3xqXUosSp8wljI4Zq6ulRQSesRzY2uUcIXTx2YNgabLE93D6wXAyZhl2mQRheCMmZ\nnNAaUgJedLNgAiKFZjzZHExoQ6pBlceWHsOdor9tkqx0V26RnMk0CD3ddI5AHb1wdiLHqQSWqFrn\ns2SJnWD+7hucFBvS1ioqhrpXTHrysupYembrcOmZJzaeIPUp9WDyAtEH0bilZFxQQGiym8G5kW1l\nqUN48fHqz805p+R8c7fgLTnB43DNjvuMLJAIed5fIgJmB92xOPWLnWK0CHtpFhAKQsV5ekQMmayn\nqTFCR2uIChWXZAM0YtgebpP69NDeyLlkQF+EiJkLITmTYwTUWG74GbCZfd3CESaNj8tMZYZBOuC9\nz7134vs+Cau9VWIX74pSJwME2PRXWJAttiaY3Z1qXeGxS9+OFuFjPMKYgG1t4BEsUD2hnzHskZ7Z\nPFh6RlX51PqnSH1KxZ7NTU8jTeiN7OLTgqb3rQgdalTJLg6dpFPIcUrOjt+8+pv84Pt+8Jabv5KS\ng7jbJfsF4PkjPjYgU0AparHnDWsEMZZnfaZFOB8PxuW3F3aKkWPMM4SKUkkdXSoMmUxpL8eI0JNR\nQDgSabZi6SQdUp9ygDMgkJUc16zBXSDJGRj1n9mAVdcEsViEuTtoEZ6UqTDrSXzb4tsmvu+TsNxb\nJvHJLZIzKXDTPcRlNmkHk+33KzpbbI2wxTSezAezdooMYS49c2372oE/X+2tstpbpRpUz6R/ELKS\ncZsKNWLiCQrR78UI9KghagjI/MtLLi6pT3nk+Uf4i+W/4Pee/r17vZySc84dA0JVfYWqvvJOD+DV\nwBv27OtawWs+V0gQ8aR7iAC4ksS74tTdYsSpu2mmQaiqVF1KjwpOTtY4fxh5Y7kg2SQzmZdv4hMS\nn4wnUvfTGg5YN4aOn7swkjM5ElS56Zt4NBOnPsCt5LQYMUxFU3xy7ZN04nufeVntraKq44CwlQxY\nt4ZtN8O0GeBPOJBxr8j0M6sMvSFUqJ/ifygihDZktbd64M8XNxcZuMGZ9Q9CNmXcpkqDIX178oGn\nO5GVjKuICqEqA1fU+ErJWfCJtU+MW0N+9+nfvdfLKTnnnOpsJiLfBjwO/BeyzOC/Bs7HCOUZYYKI\nJV1AJGA+GWJG4tTr/fVCjtdLejh1iAhVn9LXCDdhlwQRYUAN1FAdlRmsWLx6Yh8fqEEoqswmfQY2\nYMU1L4zkTE4QWJaZI45jQhsx4w7PhJ6GZtTEqz8XWcJcgzDvCW3FQ25KROpDIlOMgHSR5PZ1bRdh\ngalTiFMDRGZXemY/ixuLDN3wzMrFkAlT72iNJgP6UkzfopD1D4MQqWauRAV8DkrOhg9c/wC9tEfV\nVvnk+icZniJrXnL/c6KAUEReJyIfAt5G5lLyc8BnqupPq+oD00MIEAaWNWZBQlppdvIMTcjOcKeQ\n4+UBYYDNAkIinJl8abZn6igytrDKMyFe/YE2XdNpjPEOTMD1seTM5YmvqyhCa+hTYS0OCWzEXOrw\np5hSPYxaUMOIORd369fb17Fid3sI4z5bTCGqJAW8p4omt6/b9DUs0DyFnzFkg0BOHWu9252Hrm5c\nJXXpmQhS59TTmI7WmabPsKCSsYgwkKxkHKni1ZMU8DkoKZ5BOuDDNz5M4hJa1RbOO95z7T33elkl\n55hjBYQi8ioReTvwAeBLgXcAn6OqP6KqD6SCaWQNMSFd3+CKc3iX3CJOPWl6aQ/nHRUxGFWGEhTi\n/tCVOmAyk3sYS884f7AGYSsZZmVsMSylTS6zccECwkxC6EZcBxOw4D0umXy5TERoVppcb1/nue1i\nJtGPQifusBPvEI3KwlWXUnEJXZ1BUToy2b7UsyC3r1t3dQwwfUpP6bH0zNat0jPdpMsz288Q2OBM\n3WdqLqGjU9RkiC9QCLsv2c1g3SuqWg6WXFD+auWvWO+vUwtqTEVZi8HvPPU793hVJeeZIwWEIjIn\nIv8V+ATwj4E/A16nqt+uqs8UucDzTmiFIRE33TQt55G4k4lTa2ZjNmlyH+MpBVSIxTAoICDsyxRe\nJbPLgnHfYF4S308rHgJK01uWkilmTe9C9aAFxpAQsuSmwYRECvUJaRHuZzqaRlHe8qm3FLL/o7Da\nWyXxyS0TxuDp+jlUhUFwcfo/c6xkJeNNbSByOj9j2J00Xty8VXrmyc0nGaSDQ+WXisB6T8U5Otog\nlGJs63J6poEi1EbDa92kmM9BSbE8uvQo/bRPZCOMGOphvSwbl9yRu+kQRiLyr4GngR8imzr+NlX9\nMlX9s7NY4HknDAypBLyg80RAc9ApVJy6m3RRlAagKjhgYCbfT+RtSExIbdRDmNvX5a4W+5lLBgiK\nyMWSnMkJreAkYMnNgh2JUw+LmbCs2AqRjXjk+UfuWX/WSm+FxCXoyOVmLs4yvG23wKx02AmLcdkp\nksAIXiybvoExlvopM/S5FuF+6ZmrG1fpp/0zsavLyWzrlB0/TSDFvme60gDNqgOqWmoRXkDacZu/\nWP4LnDoaYdZeMB1N47zj3c+++x6vruS8crfL9iLwn4EU+GHgNar6jsJXdYEwIhhjecZdIVJoxb1d\ncer25EuCvbQHQN17FMEhxAUEhNYY+lqlkvcQjt4qh00YzyVDdozB+0sXSnImR0b/x2U3M84Qzp5C\nx+5uzEQz7MQ7fOjGhwo7xp1Y6a0Qu3jcD9pKMlHxVfcSFti6EA4z+xEBlcy+LpBg3P96UsbSMzvX\nbnl+cXORVM+4f9AlqEJfa5iCZW4SU8VhqI/Eqdf6t/dQlpxvPnzjw+wMd6jaXVmkPDA8D/3LJeeT\nuwWEuRGtAD8GPCsiz9/lce8ao+4RElR42l8hJJOeycWpX2hPXouwn/RRlLoqaPZBTyYsOwMjCytq\nVEdZlrxXSg6RmWzFA9aMYegunuRMjgQVbvopVCwBxYhT5+Q9Pb/x+G8Udow7sdpbxePHU7Jz8YCh\nCOt+gTlpMyhoirVIxgLqvo41QZbh8icvrx4kPZP6lKvrVwHOPkM48jHWgqVuxFgGWhlPaW8MSj/j\ni8aj1x9l4AZUg90b87JsXHI3jnJmEWAOeNkRHw8XstJzjA0jntWXYDBcine9YYsICHOnkrr3ZP8a\nhQIa242BjtaojEqaFVshMIc30bfiPpvWsuVmEVX6wWRsz84SG4asaAvnM2vAVgFahDmBCagHdT6y\n/BGG7uxPzqu91WxAyOz6GK8ZSyedomZSxFywmv8IsQE7WkVMwIz3OH+6/2FkItpxeyw989zOc+zE\nO1Rs5cwEqSGzrUOFntZICrKty8lvBqe8Q9HSz/iCsdZf4+M3P46q3pbFLsvGJXfibsLU5iSPs1r8\neSG0hk2aeELm0l1x6qXO0sSP1Yk72QfdO1QFW1A/UX5RqHlQrwQm4OXNlzNbuT3Qs94znQyJbcAN\n12RediZqe3ZWhCb7P7YTxZiwEHHqvcxUZkh8ck8m//L3Zt4C0IoH3JRMroUzHJaYOGbXz3jae9wp\n/4e59MzN3k0g6x8cpINxC8VZUXcJIPSoMKDYYS1rhK7WmHLZuWVz+EAKSFxYPrT0Idpx+8Cblrxs\n/DtPl9PGJbfzwAVvRZBLz/S1wVyagipGTCG9N+2kjTWWqssyhPYA0dxJYEXoUaXuBK9Z6VREDsyK\nzKZDRD0iwYWUnMkJxtIzNSIbMZOmqC+ugb8eZmXZdzxxtm25qU9Z7i4T2jD7f6oyG/fZZhpUs6GC\nC4q1hk1t4hEihcCdMiDcJz2zuLlI4pPx/+6syErGhp7WSAvWiMzs6ypMj04t64NiRPZLiuHR648y\ndEMa0e2fYyOGRtjgU+ufKsvGJbdRBoQTILSGIRFrfporzuGSPoEJChGnbsdtLJaKyzKEFZm81iGM\nLKy0St0r/i7Tmq3RhGodcyElZ3LCUWC/nDSwJsy0CH1xJ00jhmalydPbTx8oflwUa/01Yh+PWxsa\nLiHwjrZvoVxMyZkca4RtGjgPAVCPT/f/y6Vnrm5cRVV5fP1xUp+eqUMJQD1NGRKgBLgDnIImSV4d\nmBllCLeHZcn4ovBi+0UWNxYxYsYao/uZiqZw3vH7z/z+Ga+u5LxTBoQTIBhJlryoC9QU6sN2IeLU\nqkon7mCMoZJCn4igoAZzI5mFVcMr3t9Zz20uGQBK6KcupORMTmgNKSHXXQtsyKzzEBfr5TodTaOq\nvPXxtxZ6nL2s9lZJfborOZMMUfV0/BwVYjpB68zWMmmsEYaE9H1AANQmkCEEeGrrKW72b7LSW6Ea\nVM+0fxCyoL1DhAGSAlQF9pL7Gc+nZUB40Xjs+mO0k/Zu9v8AxtPGz5TTxiW3ckEv3eeLXHrmmruU\nyZUMuwRm8uLUsY9JfYrBUEk9PSKgmEnHPEsQAOYufVitZIgHBv4yqBJfMMmZHGsEjOGGa4LJtAin\nCxKnzqnaKtZY3vPs2VlKrfRWGLrhnv7BTFR8O73MAtvsXMD+z5zMzzhg20cEqtRP2UM4lp7Zvjbu\nHzzrYBCyknGbCg2GhdnW5RiBrtZoes28jUunkguBqvLo9UeJXcx0eLjTUFk2LjmMMiCcECas8Iy/\nQgQsxMNMekaV5d7yxI7RTbp4PCJCxXm6VHAUo4WWN5aLGip3kV9pxUM2jcH5+ZHt2cUtORobsuoz\nt5JQYTruFXo8EWEmmuFm/yafWvtUocfKyTOEY8mZZIAAy+4lXJJN2vYCZwgls6/b8jUsQvOUbiV7\npWee2HyCoRtSvQc3PDWXsEONafr0TdEBYXYzWNcsIOwlxX4GSibDU1tP8dzOc4QmPNBvfi9l2bjk\nIMqAcELYIOKqPkygcGUUEEImUzEpekkmOZMHhD0ielpM8GVE6EgNUaFyF3P7uXjAmjV0/dyFlZzJ\nkaDCqp/BiyEE5pNiJ40hKxsD/OqnfrXwYwGsdFdQ1V1R6nhIV4Q1N8+UxOgFnjIOjJAQsOEaIz/j\n0wWEkEnPdJLOuH/wLAWpc+ppQkfrTDOgb6cKPZY1WUAoKgQKg7TYtomSyfDY9cfoJJ0j6WOWZeOS\ngygDwgkRWmGHaVJC5tOsYV9RXtiZnBZh7mOsqlSdo0eFtKB+IiPQpQYIFXfngHA27tO2lptulgXZ\nvpCSMzlBYFlhjqHzBMB8wdIzkEmbVIMqj11/bKI9p4ex3F3GqRtfOFrJkJsSgVpCe/bl0ElijeAx\n3NQmFplMQGgjnHc8sfnEHbU4i6TuYjraYIo+sRQ9ZSx0qCEIIdwTncyS4+G849GlrFyci97fibJs\nXHIQZUA4IfJJ44HWaaXJuD9rkuLU/bSfBYQolTSlT4QWJFIrIvTISsbVO5SMI+dopDGpCbiRTnOJ\nzQspOZMTWsOACqtxBZGAVlKcW8leZqIZ+mmfR55/pNDjqCrXO9cJJBj3wrXiPqvSwCjEBUuaFI3N\n/Yy1AcZSn0BAmE8at+P2OPN/logqVZfS0QYVSQsRot9LdjNYzaoDqqSajoW5T8L2cJtff/zX6cRl\nL2JRfHL9kyx3lqkElSO/R8uyccl+yoBwQkRBJlmyoTNcSVNQhyBc71yf2DF6SQ/nHVYsVZ/S0wpp\ngfIXA1NDEep3yFq1kiGKJ5DgQkvO5IQjLcKVpE5gQ5p3yY5Oilwz7G1X31bocTpJh3bSJrDZRUNU\nmUkGtLUJKB05vBn9IpBrZW75OlYsjQlkXHMrym7SvScB4cP9Dqiy7WeICpKZ2ouI0B/dDEY+q0ic\ntI9QVfnFj/0ib/rEm/ipP/upCa+0JOex64/RTbuHSs0cRFk2LtlPGRBOiMBk0jNLOseMV8KkhxHD\nen9yoq7dtItThxVD1af0CQvN6PSkBhim7nBRnUsGqCqBr19oyZmcXItwyc0QmZBWmp7KD/eoWLE0\nogZ/s/Y3hWZSVror40l1gGYaY7yjrXOgMAhmCjv2WWGMZUerBCak7hyqpxMXz3stjRjqwdkKUofe\n8frrT7Ipwl/5z+WsKvp9ydpFqqO/3Uknjd/73Hv50NKH2Bpu8cfP//EtvtAlkyF2MR9c+iCJS45U\nLs4py8Yl+7ngl+/zg4hgbcBz7hIRMDPoEJhgohpevaSHU0cNg1ElNoa4QE2yvkyhevcMoQCxm7/Q\nkjM5wajkeN3NIDZiwXvStH8mx56JZvDq+e3F3y7sGKu9VZI9Wc+5OAvod/w8LWmzHSwUduwzw4a0\nfRVrAqa9R/V0WbVAAsxI7/MoDfuT5BtWnqM1bPNI/RKhVjOT8TOgZ+oohrr3ePUnukm50bnBmz/5\nZraH2yxUF3Dq+Nm//NkCVvtg89HVj7I+WKcaVMfv06OSexuXZeMSKAPCyRJWeMZfJlKlNeyNxalP\n03+zl3yopKGKIqQIQ1tcQDiUGg5D1d0hIIwHJEDfX87KahdYcgaywN5Yy/JIi7DhlbBg6ZmcWlDD\niCnUZzTXIIxGbhezSaZBuJZc4TKbbIcXPyAUY9mhjhfDjPe4U5b9RYRPa3warWrrTDUIP7u9yZds\nLPH+apV/oA8hCtmoU/H0RjeDDe9BOLaeaupT3vDRN7DaW6UaVJmpzlAP6zzy/COl0PWEefT6o/SS\n3oncc3ILxt99uiwbl5QB4UQJg5DH9RWECleSZCxOvTmYjDl8L80Ck4YCmgWEgwIzhCaw9LRK9Q6N\n+XPJkHVrGWomOdO7wJIzORJUuOmb6Fic+mwCQhGhGTV5sf0iz+88X8gxVnorKDoOCOeSIYJywz/E\nrHRJCrzBOCsyP+NpVGHKKzqBSfFqWGWmcnbl9Hqa8K1LT3HdKK8Im1TIejyHcjb9uX1pjPqHPSjH\nbn1551Pv5K9v/jXOO5qV7CZxvjpP4hN+/qM/X8SSH0i6SZc/X/5znLoT+WuPy8YbZdm4pAwIJ0po\nDevM4AhYSHbFqVd6KxPZf97YXfeKquCBpKApY8hEfntUqd2pZBwPuGkN2+kc87LNVnSlsPWcFTYI\nWdE5UiBSmCnYvm4v05VpFOUtn3xLIftf6a3cKjkTD9iWgK5rUjHF90qeBdYIbeqkKgRAxV0wHT1V\n/tGNp4mSHh9rNPlaO0PbV1BgWLDkzHgJNiQmGsv2HOem9qnNp/jtxd+mE3eYqcyMy5jVoEotqPGu\nZ95Vil1PiD+/8edsD7ep2uOXi3PKsnFJThkQTpBsQjWir3Xm0ng8kXht59pE9p+XjOveA4KIFioi\nbAQ6WqfiD2nKV2U27tMzlhXX5DKbbN0HPWihNWzRoJ1kGcKz0CLMiUxEZCMeeeGRUw9DHMSNzg1Q\nxhePTIOwggW4wILUe8ncSgK6PsQC1fhiZT6+aPsmn7t9kz+q1/humUPEjAJCObMJfmOgpxWmnENR\nNuOjBYSDdMAbPvYG1vvr1IIaleDWG9b56jyxi/mlj/9SEct+4Hhs6TH6af9E5eKcsmxcknPPA0IR\neb2IvEFEPiAiOyKiIvLWu2zzOhF5t4hsiEhPRD4uIj8sIocKdInIN4rIn4jItoh0ROTDIvJdk/xd\n8gnVbd9kPk0xgKK82H5xIvvPA8KaelSForuZjMkyhBXPgcFJ3aVELsWb+0NyJie0hoSQ5aSBRc7E\nrSQnt7LbGe7w58t/PtF9Jz5hpbdCZKNbNAhvMo1RpWOKdcA4KwJjSLFs+yqBZuXXi0IrHvBNy8/w\nZGD4u2aGmVEmt+0rqEJSoMzUXjL7uvpYYeCoGcK3Pv5WFjcWMZhxqXgv1aBKZCPe8cQ7bhluKjk+\nm4NNPrr60SxJcIJycU5ZNi7JuecBIfBvgR8E/jZwV9E+EfkW4P3AVwDvBH4BiICfAQ4UcRORHwR+\nD/h84K3ALwMvBd4sIj99+l8hI5tQDbihc1xxDkmzcsuk+sE6SSeTvvAOELKicXGMPU09B05qtpIh\nqh7l/pCcyQmNMCTkRjqNmICZMw4opqIpFOXXPvVrE93vWm+NxO+KplvvmU6G7OgMijCwF3sgKMea\n3M+4SoAydUECD1Hl25aewqdDrtebfHG427PY9hUCXKGqAnsxInS1StNlN4JHCQg/tvoxfv+Z36eX\n9GhWmgcO4IgIc9U5emmPN33iTRNf94PEB5c+yE68QzWonnrYqSwbl8D5CAh/BHg10AT+5Z1eKCJN\nsmDOAV+lqt+nqj9OFkx+CHi9iHzHvm1eAfw0sAG8VlV/QFV/BPhC4GngR0Xk703iFxERbBDwgl+g\nojAT9xCEpc7SJHZPJ+5gxRKlHlQIpdiA0IrQ1RoND97fPlgyFw8AxactUGVoz97jtQgCa0gl5AXf\nIrQRMy4ppHx76PFNQD2o85GVjxC7yWUnV3orJHt8qWfSGFHPjp+nxpBOOD+xY91L8oBw3U9jkTMT\nFz8tf399iU/vbPAHjSn+mZm75WdtX6EhAwZnlMXN/Yybo/vAu00Z78Q7/MLHfoGt4RZTwdRYu/Eg\nGmGD0IT8xtXfOBOrxvuVR68/yjAdTkQbM88wFqlwUHL+uecBoar+sao+qUe74r4euAS8TVU/smcf\nA7JMI9weVH4vUAF+XlWv7dlmE/hPo2//xQmXfxsSVHnWXyFSmIv7GDGsDdYmsu88Q1hxikeIJiRn\ncxjGZBZWda/4A07cuQZh9z6RnMmxRhAxLLsmgQmZc/7AgLhIZiozJC7hd5+aXF/PSm+F2MVjL97W\nSINw2y1kloPB/RMQerGs+iYGmLqDbNJ54SWDLl+3+hx/HQV8k5mhtq/7pa0VGvTp28aZrMcI9KjQ\nGv3p2nH70NeqKr/y8V/huZ3nsGKZqtw5aBUR5qvztOM2v3n1Nye57AeGG50bPL7+eHY9mEAbQV42\nfnzj8bJs/ABzzwPCY/I1o69/cMDP3g/0gNeJ3DJ6e6dt3rPvNacmCCyL+jCRKpfiQSZOPTi97lbq\nU/ppFmBWUqVPiBQskpuVjKtUVdEDsixzyYCeCD1/CVGlfx+4XOSYIGTVNxEbsuAcPjnbSdX8jv3t\nT759YvvMXUpye6tccmbVPcSCbNO1F18yCLJgxmPY0GmMGKYm4GdcJNZ7vv36k7Q1Ja3M8NnB7QFV\n21eYpsfAnk2G0IjQ0xpTXjEI3aR76Gs/cP0D/OmLf8rQDZmtzB6pfDkVTWGN5c2ffDP+DJyA7jce\nW3qMdtImNOHEtDHLsnHJRQsIP3v09Yn9P1DVFHgWCIDPOOI2N4Au8DIRmUhzTmQNSyygallI4omJ\nU/fTbB9ZQOjpUUG12AbzvIdQ1BAdULpsxUPWrKF7H0nO5IitsOqbeLFUFGrx4RfEIjBimI6meWrr\nqYnZH672VlHd1SDMekDhunuIhsRgDp3JulCICNYYtrWKiKVxzgPCr7/5PJf627xvappvta0DX7Pj\nImoyJOVsnFKMEdrUqHtFEPqHuPWs9lb55Y//MtvDbabCqXH2+W7kvYQbg43SS/eYqCqPXn+U2MXH\nsqq7G2XZuOSiBYR5CuqwlFv+/N5Ux1G3OTS9JSLfLyIfEZGPxN07Z/tCaxhSZaA1FtJdLcLjKv3v\nZyfewatHECrO0yMiptjykTHQoZYd84BJ21Y8YN1aNvwMV+4TyZmcMLCsMEfsIASaZyROvZdmpYlX\nz69/6tcnsr/l3jKppmM5pFY8YMOEqAZYe9FOBXdGjGXH17AmuKP14r3mM7rbfNnaizxWrfAdMkt4\niJbcjouo4JAzsq4zkrWLBAoWGLrby4hePb/4sV9kubtMxVSOHZw0oyZWLG/8+BsntOoHg2e3n+WZ\n7WcIJBjf3E2Csmxccn9dBRgrsRxnAuCu26jqG1X1tar62qhx57JoGEgmPaNNWkk20enVs9xdPsaS\nbjs+v/74rxO7eNRD6OlQIZbpE+/zKOTSE6JCZV8Pnagym/QZiOVGMs3MfSI5k5MF9hFrrpaJUydn\nf4Ks2iqBCfj9a6cv4agqS50lIrNHciYZsEKdQGEwmQT5+cFGdDT7+zWcQw/T0ryHVF3Kt11/khVR\nLofTPHzIUJYqtH1EeIbC4flAmSBEqsQuvm2w6l3PvIuPrHyExCc0q8fvH86zhMvdZf7o2h9Naun3\nPY9ef5RO3Lnj4M5JKcvGDzYXLSC8Wzavue91x9lm5xTrGmNFwFhWfIv/n733jpPkKu/1n3MqdHWe\nnp4cNmpXCQmhsMpIiCQhhIVBGOxLMpgsEDLB4V5fMOba+NoCCQkwAiz55wvCYFACZQmtpFXcnPPk\n2DPT0zlU1fn90dOjzTvTE3d2n49WPdNTdepUh6r3vOH71jsOcuwiOhXpmcfaHuP5rucpukXCnjCW\nY5PBQ1HMsIdwrFMJSDyH5BAG7QLSdbCFf0FJzpTRtZJh31MMogM1s6hFWKasSRjLxNgW2zalsRKF\nBKlCatw7CKWip2ERRAAZObOLi9lGahojKgBIQkrhqvlXaXxD3378+TQvB4Jce5RQMUBO6RSVRM5e\nG2WkEKSEr5QuohQKdZCXsG20jf+3/f+RyCcImaGKu2SEPKV979p413RNfUHjKpcXel6g4BQImtP/\nnT0VNj65OdFu4zvHHlce+gchhA4sBWxg3wT3aQT8QJdSalpigkIIpGbQpaKEXYXHLqJQdCQrMwjb\nRtu4Z+s9jBZGCRpBNKnhcWyymDizIFKbET5QAt8hlZrVxTxKKWwnvKAkZ8qUxam7nGqkkETmSNw4\naJZa2f3n9mNqtR+XsuRMWc7ccB38xQJxN4JQipyxMApKymhCMEoAFwi54LsRxQAAIABJREFULs48\nk545ZzTGeSN9PO338lEixzSo1uWbQKlZbS0oBGR43UOolBovLCk6Re7acBexbAyf7sNrVP7dl0IS\nsSK0J9p5sfvF6Zr+gmX70Ha6U914NM9Bi7vp4lTY+OTmRDMInx57vPYIf3sz4APWKKUO/CQfa5/r\nDtlmWhC6hza3AQOoGuvZ2ZnsnPQ4OTvH7etuZzA7iKVZ+MzS6s0aMwhtOfNGWFZ6UQj8h+RhRcY0\nCPNOdEFJzpQpi4x3q2o0aVA1RwahoRlYusXqrtVT0mwbyAwcpEFYVcyjUIy6UaIisWAkZ8poY112\nCkrD5yrkPLq5hYp5buzdS5smOFcLEj3Owu7xzApCpOg0V8zSDEsL2ywWKIHHLbWvK/cfvm/nfWyJ\nbUEpdcRuJJMlbIYRQnDH+jumPNZC5/nu58kUM+O9yGeCctj44X0Pz9gxTjE/OdEMwl8DMeCDQogL\ny08KISzgH8Z+/eEh+/w7kAe+MCZSXd4nAvzN2K8/ms5JGobGLtWC6SrqC7mKxanv2XoP24e3gyrp\n0gGgFF5lkxca+VnoWpAVAZSSR/QQCiDuNJQkZxaYh0kIgaZp9DuBkji1Xaw4D00qlzfHurmxZy9a\nBRIbITNE1s7ydGfl65b+dEmDsKxZVl0odZkZtuupZYRRo7bisecj+pg4ddox0QDPPDEIhVK8r2cv\nws6xyx/icv3ooWKAAdvP2mwDq+QO9vnOnaVZlshKHyDxuSUP4Wh+lK2xrdy/537SxTRhT3haJE80\nqRHxRNg1sotNg5umPvEFStEpsqZnzbRXFx/Kqd7GJy9z3s1eCHEjcOPYrw1jj5cKIe4Z+zmmlPoK\ngFIqIYT4C0qG4R+EEPdR6kDyHkryMr8Gfnng+Eqp/UKIrwJ3AK8JIX4JFCiJXLcA/6qUmtZYhaFJ\neqlBKI3GQhHptRjMDk5qjDXda3i07VGydpaoFR2/8Jqui1BQQJCfDQ9hOWR8SFFJpJBjVApSdk1J\ncsZYdpQRTmB0D4P5IFIa1NhpHLeALicXpl+USfLe3r3UZkdRroM3G+e/lr4JZxLVogEjwAAD3Lvl\nXqo8VRSdIkW39K/gFEqPbuGg54vOwc91JDtQHCg5k0MAfU4D54g+nEme13xHk4IiGgnXg1+Ar5jn\n6NLKs8fFI30sT8Z42O/nL0T1cbd/MnMaynUpWBHUDIQIj0VG+lBKEBiTzOpOdXP/3vsZyY3gM3zT\nWuFa5aliJDfCba/dxj3X3TNt4y4kNgxuKEWLdGvC8j6VcGjY2KMvrGvDKY7OnBuElNrOffSQ55bx\nupZgO/CV8h+UUvcLIa4C/hZ4H2ABe4BbgTuO1PFEKfV9IUTb2DgfoeQZ3Qb8T6XUvdN6NpS0COME\nKShzTHomQiI/8ZqVgcwAP9r0I+K5w9tAWa6NUoIiktwsGIRoBjnXxHIOTrGMFEsahIl8FfUMs2sB\nSc6U0XWDvlw1DoKI40IhCxO8OHodm3cOtHPRcC/DuDwQDHJDHs5NxXHaNvDrpefhTjARX5MaQTPI\n9pHt/PVzf42rXFzloih5bso/H4hCUfpPjf8shUTXSl/56mIeG8GQW4Upeyf3wpwAlAxCnRHlIwz4\n7MKcG4S1+Qzv6t/PNkPjbSJE4DgGnqvgicxpnCHa2exbNUuzfJ0sfhRyPF3kv3f/N+2JdiSSkDm9\nKSKa1Ah7wmyObWbX8C5WVh+W8n3S80L3C2SLWbz6zF/3g2aQdDrNQ/se4v0r3z/jxzvF/GDODUKl\n1DeAb0xynxeAd01yn4eAhyazT6UYmsRGJ6GCVBdHMaRBxs6MC0sfC9u1uWPdHfSmejGleVgbKMt1\nUAhcoDALBqGUkFEWXvfg22mkkGWX1BiwQzTLrgUlOVNG1wQJAmQcAx3wF9LkfccJjSvFGxMxru9r\nwypk+IPXQ6MR5MtaBM0vGUbjvOQQTtsmfrPkjagJhtzqfHWYORMHp2TYCb1UwCQkUkgEAiklEokQ\nAoE47BF4XXKmkCcmLDQlcWe4481coEmBi2TIDXKaBkHHpn8O5yNVqRtJ1rUZ9VdzjnZ8g2p9vomB\noocL9Ri7zIbjbj/dFDQvri0JOKUFx+74blzXpcZXM23dMQ4kYkWI5+N8d+13+eHbD838qZyiW6Q7\n2U1zsHlGc+9mkqyd5eXelym6RWrMmV98l8PGD+09ZRCeTMy5QbgQ0aRASI1BVU2tM4wmJK5yiefj\nVFvHDhP9etevWT+wHtu1qfEd/sW3HKfk+RHMihEmx/TIzANy3zTXJVTMkTWD5FwNc2E0uDgMQ5MU\nMBiwfYQVhAtZBo6xfaSQ48a+fSxPDNGhCbaFqvigrKL2gHBstb8epRTnJ4ex2zfx4OJzJ2QUSiGp\n9h4/xDhRIoUc/fjRgOQCk5yB0nfQERqDqtTPODjH/YyvGeyiMTPKA4EAX5LHzhss83hmBT6VZZ85\nN94yKSUZZRF0SovBnJ2j2lM9I9WtALrUCZkhXu1/la5kFy3BlimP2Zno5Pvrv8+24W0Y0uDypsu5\nrPkyzqs9b9zoORF4te9VRvIjWLpVscTPZDgVNj45OdGKSk4YhG7S41ZT6zhI10UpRX/62D6KLbEt\n/GrXr0gWkoSt8BG/+OWQsZiU9nblaEKQwot1QC1EVTFfkppxq0ApCgtMcqaMUdYidMIYQOQohQlS\nuVwV6+LLe9fRnBjk936LgLeGL2i1BxmDZaKBBsKeCKsSQ7yrY3NJeXiWqSpmGVYhQJDTF55BKIVA\nCMmgCqEBwTmUnWnJJrl6sJNXPQbvk1UY4vgrqLhj8WKmhYvkDvb6z5+FWR5OWYe0oVjEp/sImsHD\nIhbTTbVVjatcblt725TGcZXLQ3sf4qurv8q6gXUk80kGM4Pct/M+vvrsV7npoZv4uxf+jifbn2Qk\nNzJNs585Xuh+gZydw9KsWTtmudr4oX2zElg7xTzglIdwhhC6h/3Fei5TELALxIH2RDtnRs884vaj\n+VHuWH8Hw7lhfIZvvBr0UCzHASRylgxCKUvyE2FXoFwXIeW4BmHBiaBQpBaY5EwZQ0psobPPreN8\nWRKn3nnINoszCd7bu5eabIKNpkHKF+UvZBW+43hRagONKOVy2WgMp2sbj7acVRJ/mwU8jo1lFxlV\n1QTIkjIWXv4ngJCSuOub037Gmuvy/p49xHGwzCqWahPzSj2dWYbtKjSPd84KfqSEpPIScBXNweZZ\nOaahGQSMAM91PcdgZpBa3+Sr3/vT/fxw4w95rf81kvkklm5R7a9GCIHjOiQKCRKFBI/sf4Qn2p8g\naAY5O3o2V7VexaqGVTQFmmbgzCpnND/K2v61OMqpyKupuy4+p0jCmNzn6FTY+OTjlEE4Q5i6xl5a\nMFxFVSFHpymPqkWolOJHG39E22gbmtCOmbDtGbuxaWJ2RGqlKPUzbnLBdW00aY5VqCoSTt2ClJwp\nI8dC/z1uBCG0g7QIDywaGRIuDwaD3CiqWD7BGz5AXaAJUoorR/pxhOCJ5jNnxSisLuYBlxG3hhri\nDGmnzfgx5wIhDZJFCym1Oetn/LZYJzXZBA8GQtxyjG4kB6JUKVy8lB62ei88/g4zRNlDaLmla9RM\n5A0eiWpvNR2JDm5fdzv/cMU/HH+HMZRSPN35NPdsuYe+dN94Z6cDhbM1qRGxIkSI4LouqWKKdDHN\nmp41vNDzAiEzxNLwUq5uvZpVDatYXrV8VkK0x2J112oShQSWZk3+PVCKj3VupzE1zL+uuICMOfHr\n06mw8cnHKYNwhjA1SY+KIpRGk11ks+k5qkH4aNujvNBdakdU4z12wrbHBhTozJZBWMoh9LkKV9lo\nmFQX8rjAkNO4cCVnxpCawaAdRJclLcIjFY00GUFu0SJok71xCEFdoBk3qbhquA9bSJ5pPmNmTuQA\nqgs5lFLE7HoaRJxOLcQsdkWbPTSdZMGLJnR8c+AhbMkmuXKwi5c9Jh+QVRP+fGwv1NJZCHC9tpVH\nrLfP8CyPjiYEGbyEXVDKodQMaubxaB58uo8n2p/gaxd9bULi1yO5EX686ces6VlDPB/Ho3mo9dUe\n05iTUhLyhAh5QiilyNgZkvkkW2Jb2DCwgYAZoNHfyFUtV3Fly5WcFT1rOk9zQnSnurlv533k7TxV\n1uQX3ueNxliSHEa5Ba7p2s7Dyy6Y1P6nqo1PLk7lEM4QhiboJ4KrdFoKeQSC7lT3YdvtH93PvVvv\nPag13bHw2AqXUjXpbKBJQRqrZBCOecgixRzDmiTlRqhnhPgClJwpI3QPA24VutRpKBb5eMc2burc\nwaCb5/FwFTd6GnmXHp28MTh+AEFDsIWAEeCtQz1c0bN7ek/gCFSNiYp3O414pYOYhCbiiYQmJSME\nS54O10VVIApe8bFdl/d3l0LFPjNE6yTybB/PrMBUebo8S2dwhsdHSkFKefG74M6yQR31Rim6Re7c\ncOdxt32x50Vu/cOtPNnxJKP50nU0Yh27HeChCCHwG34aAg0sCi2iKdiEUor2RDt3b76bzzzxGR7Z\n98hUTmnSFJ0it6+9nf50P5ZuYemTyx/0OjbX9++nTRdgBrgkNUpdMjapMQ4MG59i4bMw7wTzAEOT\nFIWHpApQXywghSSWPfjLmLWzfG/d9xjMDOLVvOOt6Y6FabtkMEHMjsyLHCsq0RToY+LUkUKeQSkZ\nskNUycyClJwpY2iSASI4SlLruDQnB/md3yLkreELspaa6cjvEoLGYCt+3ce1sU4u7ds79TGPQXUx\nT07p5JSFtkCNQSh1KxklgKsEYdfFcWevsOTtg53U5BKs9gf5owmGigHSrsFz2cVcKHaw03/RDM7w\n+EjB64tBNbshd0u3sDSLh/Y+NN4y71BShRR3rLuD77zyHfaP7gcFNd4a/KZ/6sfXLOr99bQEW1gU\nXETOyfGtl75VOs4s8fMdP2dzbDOucl/vVDUJ3jnQjqeQZacvyEp/CyEk7+rZPakitnLYeOvQVnYM\n7Zj0HE5xYrFw7wZzjJQCKTWGVBXVdhFd6ozmRw/a5p6t97BzuFSmMNGeoJZTMghtZqfaTArIKC8C\niTlWZRspZBiVFgVXx1jgnyBDk+QxGCBCu+VjXbCGT+mNrDKqENOZWyQETaHF+HQv1w+0s6p/5m48\nkUKOQWGhK0iLqd885ytlceq8qxNyXZxZal/Xkk1yRWzyoWKA57JLyNqCoAkFbW7fGykEabxYCtQc\nVGlHvVEKToEfb/rxYX/bOLiRrzz7FX6373eM5Ebw636qvdUz0sHD0Axag60U3AKff+rzRzVQp5O1\n/Wu5f8/9ZOxMRS0CF2WSXDTcy3NeDx8UVSA1or46Ts9lWRFrn9RYtb5aBILPP/V5BtLHEt46xYnO\nAr+dzy1C99DjRmlwHDQEWTuLO9YGak33Gh7b/xiZYoawNfEvvMdxyeChwOxIhUgpSAsvQgksp4jp\nOPjsImk3vKAlZ8qUtAhNOpwobwks4aN6zXEriCtGCJpDS/DpFu/p38/5g5O7cE+U6kKOAQJIBJkF\nqEFYRhvrZ5xSJqYC3SnM/DEPCBX7JxkqBngsvYJmBtnqmVyu10xQLioRSmDOwmt3KF7di6mZ/HrX\nrymOGaQ5O8dPN/+Ub675JjtHduIohxpfzYzL4ehSp9HfSF+6j6+u/ipHaIg1bQznhrlrw13E83H8\nun/SLQKFUvxR715GcGkwguNRDN2KEJIG7x7sQNoT9/jqUqc50Ew8H+dTT3yKdCE9qfmc4sThlEE4\ng2iGSbtqIOAqTNfBUQ6j+VH60/2l1nT5OEEjOCn1fI/tkMakKCYfQqgEAaTxIhB4HJtIMYfCJesu\nbMmZMoZW8jJ1O5W/3o4S/FfyHL4zfCVJ9zgXdyFoDi3F0jz8ce9ezosduRCpYpSiqpBlWFWhK3fB\nVohD2SDUSboWOuAtzryH8O2Dpari1f4g75lEqBhgXzHCrnyE87R9dFtzX/ktZUlhQCDwFGffIBRC\nUG1Vk7Wz49GUr63+Gr/a9Sti2RiWtKi2Zk4o+1B8ho9qq5oXe17k7s13z8gxXOVy5/o76Up0oQud\ngDl5Q/ey4V7qswlW+wNce+BnUAiigUaaizar+iYX/vXoHhoDjXQkO/jSM1/CmaOq/VPMLKcMwhnE\n0CRtqh7dhZBjo5SiN93LHevvoCfVc8TWdMfDch2yeCjK2VHZF0KQFRYoieXY4xqEaadmQUvOlNGk\nwBU6PRUahP12gL+OvZN74+fwbLKJr/S8hUH7OF4jIWgNL8WjeXhfz27eMHR4MVKl+B0b3XWIqyhR\nMcqoMXmdtxOFsocwrrzolPoZzyStY6Hil6zJh4oBHk+vQFNFBs3WeVHoUwoZ+xBK4JnF/MsD8Rt+\ndKlz79Z7+dvn/5YtsS0UnSI13hpCVmhWpHBMx6E5mwJKwtle3cvdm+7mpZ6Xpv1YD+x5gFf7XqWo\nipOKHJUJF/O8faCDrYbGu0UI/ZDPoDADBHU/bx8ZwJ+fXOjbb/ip8dawbmAd/3vN/55RL+lCYl98\nH4lCYq6nMSHm/qqzgDE0SY+qQVOSyNgK+96t97JhYAOO6xC2Jm9keBybNB4cOXuK9RnpRyHwuQ6R\nQg4BDDsNY5IzdbM2j7lACIGmafS7k3+vVmeWcPPAu9mT9fM+bTXVfg9tTpRbe99KZ+E4oVohWRRe\niiVNPtC9kzOHeys8g4OJFHMo5TLk1FHHCAl9+trhzTc0IXDRiKkQulJ4Z9AgLIeKR3AIeCYfKs4r\njWcyS3mT2M0239wWk5Qph4xBjuufzjZCCKLeKBk7Q3+mH1MziXqjGNrs9CRuzqa4ed9GPrtnLacP\ndSGEGBeu/vpzX2cgM305dTuHd/LzHT8nUUiUFCcm0NHmUN7d14Zy8gx5Q5yuH9nZUBVsJOoq3tK9\nfdLjR6wIYU+YR/Y/csTczlO8Tk+qh39+9Z+59Q+38vFHP87W2Na5ntJxOWUQziCmJumhFpRGY7GI\nQrG2fy2pQuqoremOh9ctkkMnPwkB5KmSFT6Ukvgdh+pinoKAmFO/4CVnxtE9DLrBCa+Is67Od0cu\n5zvDV1Dn9PI2z3YejnyM0dDpaNVLiblBbu17G9vzxzHGhGRR1TIsafDBrh2sjB+79eFEqC7kAUW/\nXU9QZhd0hXipn7FkSAXREIRn0Kh5+2An0WyC5/xB3jPBXsUHsia7iJStUWvk5pXXPSO8oAS+OewF\nHTSDtARaqPHWVFRgUQlCKd4c6+Yz+zciCimGpeCmnt1U51JIIWkONJMqpPjCU1/Adqf+uUoX09yx\n/g6GskNYmnWQmPZEOT05wlmjAzzt8/In4hifQc0kbEUqkqEBqPXWlrykm+/md/t+N+n9FzrJQpJ/\n3/Lv3PLMLTze9jjDuWE6Eh186olP8etdv57XntVTBuEMomuCtPCRUT4axzyEqUIKv+E/amu6YyGU\nwnJt8kKSn6WQMUBaBKHsISzmGJKSuFO14CVnyui6QZ+qplg8fthsVyHKFwfezVPJRbyDl7B8VTwS\n+TOKYx4jzeODmhWksfirvrfySqb+2AMKyeLwMiyp86HObSxOTP4CfiCRYg6UYMCN4lng334hBFJI\nBtwwEgjOkEE41VAxlLQHa4izw/PGGZhh5WSlDxD4p5AzJpRieXoUbQo6kF7DO+niikoJFfP8ecc2\n3tG3l426oC0Q5cLAYqoU/EnbRjTHwaN7qPPXsSe+h2+9+K0pHU8pxd2b7mbPyB4ksiKJGcN1eE/f\nPnolnKMFCRwnr9LnqyOE5PqeXZPupV72kupS51svfYt1/esmPd+FSNEp8tDeh7j56Zv5xY5f0Jvu\nRRMa9f56FoUW4SqX77zyHb6x5hvk7NxcT/eILPBbwtwihUCTOkNumCWFPEEziN/wV5QoDGC6DiAo\nCkFezF7I2JUmNhqWaxMp5BkQFvZJIDlTxtAEKXyMHiPi6Cr4VfINfHXwWrIFm/cbz/Ny5AZ2Blcd\ntq1ueFA1Z2BLg28OXs0TycXHnoDUWBJehg+ND7dvoSEzeuztj0GkmCeNgYtBcY565M4mUtOIuQE0\nxIwYhFMNFQN020E25+q4QNtFu3f2u2Eci4zwo5Ss2EOouy5/1rWTj+/fyC07X+JNI/2IeewhOSsx\nxJf2bqA5GeOhgI9zPLXcpEfRdA8NgWaW5vNc17EJgJAZImSGeHj/w/x2928rPuYznc/wTOczZJ1s\nRXmDAG+JdRHOpXjNH+TN2sEG5ZOZ5dw+cinugS/7mAzNylyOlZOUoYGSUdgSaMFxHb78zJfpTExz\n8dsJhFKKl3tf5tY/3MoPN/5wXKuy1ldLlVWFFBJd6rQGW/Ebfh7e9zB//tif05PsmeOZH85Jckuf\nQwwP/SpKvW1Ta0Wp8R27Nd2xsFwHFBQRFOTsyb1ITZBRFl7bpqqQIUEAcRJIzpQpSc8Y9BSO7JWN\nOT7+59A7uCf+Rs5xd3C2d5jfRD5J0jh6OF3XdVT0DNAM/nX4Mv4rvuLYk5Aai0NLCAAf3b+R6lxl\nWmiRQp5+4UdTkBILV3JmHKmTUl5czeDyVILLBrum1SB5+2BHKVQcqCxUDPBk5jSUa5My6mAGdPSm\nQlaU8of9FYRFLcfmzzu2cfpoP89bHqRr877OrXx+1yucmRiatGdqJjFchxt79/JnndsYUEWeDUb4\ntNbAGXqQZzLL+GbsGnJ6lCorwqXJEc4daAOgzleHIQ2+8+p32DWya9LH7Up28dPNPx3vsFJJxXRd\nPsOVsW5etkzeL8IH6aN2FkPcNXIxjyYW89vh1oP2G5ehGZicDE0ZTWq0BFpI22k+/cSnD9PZPRnY\nG9/LN178Bt9++dtsjm0utRj0VBGxIoephwghqPfXU+evY9fILj78yId5ofuFOZr5kTllEM4wum7S\npuqpcRzUFAVNLcdBKYELFMTseXdK3Up81Dg2puOQUlUoFMmTwaCgFPovYNBrH+7ZXZNdxM39N7A9\nE+K9cjV9oXNZE74eNYELu6ZrUHsGUvfw09EL+behcw9exR+C0E0WhZYQcRw+um8tgcLkZVQihRwD\nBBFKktMXtmQQlHpRx5UfT6AZWzN5V+8uPr37VZoyySmP3ZpJckWsuxQqFpWFim0leDK9nHPEPrb4\nD/cmzzVCM8hhTrqoJFgs8Om2LTSnhnggEOA6Tz0XhJYjfFH8do4/a9vEp/auZWl67o2IxlyaL+zb\nxIWxLp6xTKQvyme1GnxC5xeJc/mX4ct4MV3PjwbOIuxvICg93Ni/n9pMHCEEzYFmHNfh5qduJlVI\nTfi4RafI7etupz/Tj0fzVBY5Uoo/6t1HxrXRzeBBHmpXwR3xy9CcHGGR5f9LraKvcMB9Y0yGpsme\nvAxNGVM3afI30Z/p57NPfnZcL3KhE8vGuHP9nXz12a/yfPfzJPIJfIaPqDd63BaDITNEa7CVVDHF\nXz77l/xo44/G9YnnmlMG4QxjaIIuVYehBKHcxC8WR8JybRQCBLMqSyFFyUPYVLRRyiXpliRnckZl\nHpETDUOT2EKn2339fHOuzl3xS/g/Q2+myhnkOs9Gfl/9Efq9k9OPk0Iga05D9/j5TeoN/N+Bi7DV\n0T3Imm7RElpEnW3z4X1r8dgTvwALpagqZhlxI4RF+pgezIWCJgVxAigE54WWYflqqc1n+Mze13hX\n966Kq2c11+X9PaVQcbDCUDHAa7kWhm2TVj1Och5KAEkJGWWVohMTpCaf5bP7NxPMjvJgMMSntDoa\npIWQGqd56zkvdBq2N0xNLsUn9q7jI/s20JSd2rWxEoRSXD7Uw2f3bUTPJ3kgFOIGs56r9QgOGnfE\nL+M/R89hldpC2HB4In82r6Sj1IcXE1KCD7VtwSwWx0WrB7ODfPkPX55w0cB/bv9PtsS2VNyaDuD8\n0UEWp0Z4xu/jvYfoXj6cPoNtuSjX6q+SjJ7LMGFuHzz/IMesMAOEKpShKeM1vNT56tgxvIOvrv7q\nvDFuZoKsneWXO37JzU/fzAN7HiCWjWEIgzpfHUEzOOHon6mZLA4tRhc6P9n8E7709JfmhYf1lEE4\nwxiapJcaNFcjnJ+awrvlOKAEktkNtWhSjPc0BcWoXXdSSM6UkaLUhrB3TItwb6GaWwav5/eJpVzD\nq4R8Fg+GP0KxwspvIQQisgTNG+ap7Ar+ru8Ksu7RPYyG4acp0MziQo4/3bcOfYLJ+kG7gHQdRtwa\n6hghPg8NkOlGkyXvdt52S/qO3lpODy8nb3i5bKiLm3e+zFmjsUmHLw8MFd9QYagYSsUkIZVir2d+\n5Q6WkUKQVl6sCX7GWrNJPtO2GVFM80Swii/IWsKHhM6k1DjT18TZ4dPIWQEWp0f43J5Xual9K9F8\ndiZO4zACdoGPdW7nut49bNNgdyDKLVo9DdIi4xp8c+itPJ5ayjvFy/QFzyYVPZesFuCO4UvJKA+N\nwRZaigVu6NgESuE1vES9Udb2r+XODXce9/iv9b3Gg3sfLHWqqrBy2uvYXNffxn5dcJUM4jlApqbP\nDnBv4k2cyT5e9V2DNCy0YB2vFZfx1OjBhWzhKcjQlAl5QlRb1azuWs1ta2+reJz5iqtcnup4ii8+\n/UV+tuVndCe7kUjqfHUV530KIWgONhPxRFjTs4YPP/Lh8Va2c8Upg3CGMTRJt6pBKI3aKar9l7wZ\nAjHLBqEUjLWwkoCiz2k6eSRnxhCayYAT5P7UWdw6eB2JvOIm/XnWRa5lW/DyKXtshRBoVS0YwRpe\nK7Tytd6rGXWOnhZgeULU+RpZmU3z/v3rJ5QXVxYVjzl1VIskOTF7lepzRVmcetR53SgxNINzg0uI\nBJsxlcOH2jfxp22bCE+wk0k5VPyi11NxqBhKuaevZhu5SO5kr29+VReXKfcz9hwrl2GMlakRPtG2\nhZSTZ02wipu1Y7d51KXOOf5WVoSXkzL8nJ0Y4Eu7XuY9XTsJzmBnlNOTI3xp7wYWJQZ52O9jpaeW\nD+lRdCGJOT6+Hnsn6zM1/LFczdrw2+nynYUUAk9VI12qlp8MnoFf53lGAAAgAElEQVRuBqi2opyf\nHuWC/r0ARDwRfIaPe7fey+qu1Uc9/lB2iB9s/AEj+RH8xuRb05W5tr8dTyHLbl+Q8/XXPYxKwZ3x\nS3HtIq1mhh7fSgD8/gB5PcS/jV5K/IDvw0EyNInBiuYCJdHugBHgvh33cd+O+yoeZz6hlGLDwAa+\nvvrrfHftd9k1sgtHOUS9Uaq8VdPSO7vaW01ToIneVC+ffPyTPLjnwTmTpjllEM4whiYYElXYyqCu\nOLVSc8tWoAS6mF1NsLKXQCBICUHMqTlpJGfKCN1kp9vC3SPncaa7mzd5+/hN9ScZnWYvqQzWo4ca\n2GnX8eXea+gr+o+6rd8bodpXw7mpUW5o33RcL1fVmAZhn1OHJZ150Q1jptGkwEFj1D78s1pjhjk3\ntBw8IU5PDvPFnS9x6WDnMY3rA0PFoUNytibL05nlOK7CNfzz9rtUXgxarkAdw0t4XnyQD3dsow+b\nHYEIn5M1GBMUVvZoJm8KLqI1tJSUYXHBcDe37nyRd/TtxTuNleGa6/Luvv18pGMrI26ep0IRPqk3\ncLZRyoXeX4zwlcHr6MpZfEB/jieq/oRhT8v4/l6PCd5qfpc7lw2pMEF/HSHNy3sGOmhMDiOEoNHf\niBSSv33+b+lL9R02B1e53LnhTrqSXRjCqFhxYlEmyYUjvaz2evggB+tWPp45jfXZOq7TXuXZ0A3j\nzwsh8FQ10E+EHw284aB9fL46Qkpyfe/uiot9hBA0+Bswpclta2/jua7nKhpnPuAqlxd7XuSvn/tr\n/m7N37G2fy2ZYoagESTqjU67BJLP8LEouAjbtfnWS9/i2y9/m8Ic9A9f+HeEOUYIgdRMhlWY6gno\n2B0L0y6FbLVZXj1IKUo9TZVgUHhwXR1dzrw47HzCMjSUkNwonycePIPV4T+aUOFIJWj+KFpkMT1O\nhFt738a+wtGFiqt8dVRZES5ODPHW7mMnhlcXc+BK4iqInGfVrDOFJkq9qOPOkS/gQmqsDLTQGlqC\nLTWu7919zKKTcqj4+SmGil0Fj6VP43TRzmb/pRWPM9NIWfIQ+l1wj1JpfOVQNzd172S3BnF/NR+T\n1RWJ7gd0iwuCS2gILSatGVw50M6tO17kzYMdGFPsnVuXz/D5/Zu4ZLCD1R6dgi/KF2QNwbHv8Ppc\nI18bvJZiocB7zNe4P/Jx0kfIkfaHqsnKAN8buYyc0qgLLSKAxoc6t2AVCyXRan8zmWKGzz31ucOK\nLMqt6QpOoeJQo1QuN/buZRiXJiNI9ABN25jj46ejF3IaHWz0XTauf1rGMnWkL8rT+TN5JXmAML7U\niPpLMjSnVyBDU6YcBhUI/uq5v6qo8nouKTpFnmp/ilueuYVvv/xtXup9iUQ+gaVZ1Hhr8JtHX6BP\nFV0rSdP4DB+/3f1bPvHYJ+hLH76omElmpyv4yY7hYaBQTbU9gHIVokJjynQUDhKYnbZNZTRRyiEU\nCGLCj1RQ1GZPB3E+EPYa1Ag/j5r/g4I2cxeFMroVwI4uIz68j6/0vZVv1K7mXO+RwzlRfwOOa/OW\n4V4ymsGLjUcubKku5okLC5ROWsz8OcwHyh7CYTcAHD0k7De8nBdaTmcuRm12iM/sfY2Xqpt5qmEZ\nea10mXy9qtjDTVMIFQNsKjTQV/RxodbP782miseZaTQhSCkvflfhKhuN1w1roRTXDbRz+WAn60yN\nGjPC9drUC82qDD8XGcsYLCRoyw3yjt49XDnQTt6o/JoTsguklcP9oRB/KqpoPsBQejKznO+PXEKd\nM8CbPD38Nvzxoy72pBQYVU20jRT4j8GVfKp+B02hVpzRNv64fSO/WH4hpm5S76+nLdHG/3rhf/FP\nb/4n4ODWdFVmVUWt6QAuG+6jLpvgoUCALx3weisFP4hfQt52OcMT4/f+a4+4vz9URSKX4Psjl/Jj\n36N4tZKxrVsRQtkhrh/oYE+kFUevbH7lTi4dyQ4+9+Tn+MX1v6DWN7/zlTPFDE92PMnD+x6mK9lF\nupBGkxp+w4/f8M9Kdxx43cua0BNsH97Ohx/5MP9w+T9wcePFs3L8Ux7CWUDXDNpVA/W2g21XnjRt\n2S4ZPLizKEoNpbBResxDmFBhOIkkZ8oIIRjyLp4VY7CMbnpR0RXk8fC3A2/huXTz0SZHXbCFgObj\n+sEOzo11HHGzkuSMHw1B9iSQnIGSQegKyYg7gfftgKKTwkFFJ4PjoeJh4RD0TC1UDPB4egVelWW/\nefqUxplppHi9oMw9oKJdqtLrcdlgB89ZBsvMKNdMs+pArRniotByfP5GBnWddooV/3vF0NgWrOYW\nrW7cGFQKfp54I98dvpTlbhtLfRl+H/7gcT3/PssEK8Jvs+exLRNCGj5qfHW8IZ3kkt5SUUDQDBL2\nhHmi/Qnu23HfQa3pfLqvotZ0AOFinrcNtLPF0Hm3CB20KHk2u5SXM41cK1/lydB7jzpGOR+yQ9Vy\nT2zl6384QIbmogplaMoYmkFzoJmR3AiffuLTZKYouTZTjOZH+cWOX/DZJz/LXevvYsfQDvJOnpAn\nRI23hoAZmDVj8EBCnhAtwRZG86Pc8swt/MfW/5iVvMJTHsJZwNQlPUTxu+AppHHNypL5PY5LGg82\ns1sMUA4boSQJFUVw8kjOzDW6YWLXnAFDu/jH2JXY6jneEug+fEMhaAwvomt0P+/v2UNOM9kVaTho\nk0ghy0bViIVNWp8//XJnEilAoTHiTvw7Y2gG5wSXECuMksn086H2zYx4/FQXcjwYCnHLFELFAAnX\nZE22lcvEBl7y//GUxppppCwtBjUl0MdCxqbj8KfdOzktEeNxn8XbtGpO1yvLhZsIzVaEZqb3elNU\nkrvil/BEaimr2ELG18yLwcuY6K3fF64hlU/x3aGLuct6Er83SriY5rpYDz3+atrDddR6a8nZOb67\n9rtsiW0Zb00XMitfjL27bz+uU2DYX81K7fXXPO5Y/NvoRSyhm52+84+7cPV6TIpWhAezb+SqTDdn\n+RJASYYmaJRkaDbXLCFtVb4AtnSLBn8DbYk2PvjwB6nzV55vHTSCrIisYFl4GYtDi1kcWozPqPw+\n2J/u56F9D/FU+1PEcjFydg5Ls6j2VlfUVnYm8GgeFgUX0ZPu4Y71dzCQGeDWC2+tKB1jopwyCGcB\nQxP0qhqkqxHOJRkJVOY+9zglD2FRzNzF90gIIIUPgWDUqSHKKHFj2azO4WRG1zXc2jNwY7v5v0NX\nAkczCiUt4aV0xPfyoa7t/Ew36AxGgZJHJ1jMM6KqqSHOqHH27J7EHCGEQEpBwp28V73GDBPVA+zO\n9hLOJXnB551SVXGZZzLLKThgWMZhOV7zjVJBWSldxLTzeOwiH+vcTkN6hAf9fj6gRafsLZ1tMq7B\n/xm+mvXZWt4pXmZb4BK6fWdOagxNCvRwE3vjBX4xtJyP1u6hJtRKfmQPH+zczl3eECnTojnQTHui\nnac7nsbQDGq8lXeqOjM5zFmjgzzi8/JxcbCB/G+jq0gXBW/x9PBQ4O0TGs8fjpLMJ7l9aBV3Wk+O\ntyKtCjSSHdnDW3p28PCyCyqaa5mAGaBe1TOUG2I4P1zZIAoc5fB89/MY0sDSLSzdotHfyBnVZ4wb\niUvCS4ha0WO+vm2jbTy490FWd60mno+Td/J4dS+13loMbXZTsSZCuRtMX7qPX+z8BSP5Eb5x2TcO\n64IyXZwyCGeBkvRMLVJJ3hofYo2/jh7v5I06y3YYxaTA7Hp3hBBsZxkvcxod9mk0McxOff51VVjI\nSCmgZgXOBIzCReGltMX38ZH2zdy97HwGfCHCxQJCucTcWmpFnG3TkOt1oiCkTsKpLM1CSI2V/hZS\nVoErVGHKxo9S8Hj6NJaIXrZaF01prNlACkFalNJFGvNZPjC4mWAuyQPBIH8uo9ScYP2wY46Pbw5d\nQ1suwPu01Twb/iOGK8zh9Hs9JLJV/DJzAVfkellupWkKtuIk2nh/2wbuXXExmtRoDjQznBuuuDUd\nlFrr3dC7nx4N3qgFCRwwzovZVlZnFnGtfJEngu+b8JiaFJjhRnbHC/xyaBn/o3bf2B9MqqxqLk0N\n82pigP7Q1JQUQp4QIc/UU1Rsxybn5MjYGdLFNDuGd7BpcBNSSCzdwqt7CXvCrIysZEXVCpaEl7Ak\ntISmQBO7RnbxwJ4HeKXvFRKFBAWngFcrCWpX+p7MFuW8wlg2xiP7H2E4N8xtV9+GV5/+hdj8fiUW\nCLoUdIp6tqilnJ3ZyXl7XqPLG+CVaCubwzUUJ1jx6XHtkodwFvPYyhSkxTb7jWRFLWE5MG9lMhYy\nhxqFiue5JtB1hA11FocW05bYz0f3b+Du5RdSbRdQSjFg17NMpGasQnpeohkkbS9KqYq9MwHN5DSm\n/pnfVayhrRDiermN35vXTDhEOVeU84dB8omBborA74JhPntAhe6Jwr5ihL8fuoZEQXCT/hy/D3/o\niJXEk8FfVUdqIM1tsYu5o/kZNMNLna8BO93LVV3b+UPrWXh0D42Bxikd55pYF6F8itWhMLdor2sO\nJl2TH8Qvodnto91/Jjl9ch1PfF6LRCbMfZkLeXO+j0WeUq6f11dLMBfn+t49/CxYC3OQR3couqYT\n0AIHSfUopUpGYjFD1s6SLqbZP7qfx3gMU5p4de+44ZQqprCVjVf3Um1VVgk/VwghqPXVokudl3tf\n5i8e/wvuvOZOqqzpdQ6dOK/ICYwQAk03eNq+nJbwMuIeP758hj/u3MrXtq/h3b17qJtA2yCvY5PF\nqLgjxlQQUqPPrSLnypNOcmY+IaVAq1mBq3n4l6EreDrVcsTthO5hUXAxUcfho/vX0ZpJghIMuVUn\n3funaRpxFcCZRk27Snk8vQJD5ek1l5wQOpBCCLJ4QQkSwuWZUJgvarUnnDG4LtfI1wevpXAcWZnJ\nUgodN7LDaeZXQ4sBsLwRqswgbxvpY/lIz5TGD9gFzk4McUWsi5ctk5tEGHGAIfPT0QsZKWpcbO5j\nh7+ySlRfVR0Jgnx38MLXe6mPydCsyOVYOQUZmplGCIFXL3WJafA30BRoYkloCc2BZvymn6JTJJ6P\nkywk8UgP9b56qjxVJ5QxeCARK0K9r57tQ9v52KMfozfdO63jn1jf6hMYoXvpL4YJaCYX+VtxXYe9\nhRFGi0kuHOzgklgX+31hXqtpYUswinOEm4Xl2uSEJCfmIGdH6nS5UYRUFOdJ0u3JyoGewn8ZugKO\n4inUDC8twVZIdlLTvxdXGSQJUDjJJIM0KRghgO3Y6Prc5QllXZ1ns0u4QGxlQ+DdczaPydIum3mZ\nleQDXXxBljp6TBSl4MnMafw2dSZ1WpIzPUOcbg6y0hjCJ6emy3osEq7JrkItOwq17CzUsDFXT4Pb\nzxs9vfzmGLIyleCzLBJmmP9Mr+Ly4ACtngzVwWbyI3v5QPcu7vJVkfAcexEvlKKmkKUxl6Epl6Yx\nn6Yxm8JXzKOUS0IKdLOKlgNSFtbmmngivYy3yZd5IvjeihcYuibRQ/VsTuT53UgLN1SXriVlGZob\nBjr43hRkaI50robroqvSP0O56K4a/113x55TCn1su7zUGPR4iZle7OOcpxACUzNL4tEL8FYV8oTQ\nhEZXqouPPvJRfvC2H3Ba1ZGlxibLKYNwltB1jV6i5AtFvB4PUmqssGpYYdUQt7PszMeI5BLc1L6F\n63SDDdXNvBppYMhTugAIpfAom4KQ5OcgiVtIiYOGhiIpTg7JkvnMRI1CwwzQ4G+mL9VFFx6kkqRP\nMskgTQoKmGRtgTWHN4jnskvI2IIq05lV+aKp4giT9fYb+Sd9Yq39ysQdi+/HL+WlTBPNqo92PLyY\nfkOpNziKRUaCM6xhzjAHOcOM0arHqcR5bStBWzHCjkItu4q17ChE6S4GwXUBRRODXC7WY3ureST4\nwWn3zAoh8FfVkxjIctvghfxr82qkkDSEWimO7udP2jbysxUXjy/yDdehIZehMZ8uGX+5NA3ZFJpr\no5SLC/TpGpt1naLPi0/q1AmD92mvhwezrs5d8UuodwcZ9C0jbVQfZXYTw+fzkcgE+VlyFZcGB6kx\n8uMyNNlEB+/u3MRwqA7dVWPGmjturOmHGHjjz7sOuuuiKRdDOeNGX6kT0IESKuqA5igHS6uIg7YC\nhCRueIhZAWIeH4MeL4OmlwGPl7RmzH1oWynCdmH8fW3MZajPpRk0TNZXN7I9EDmis2ey+E0/zbKZ\nnlQPn3zsk9x29W2cX3/+lMc9ZRDOEqYmyeGhL2+y9JCbUpXu5WK95DXcVRgiVUhx2cB+rhhsZ08g\nwqvRFvb7QqCggCQvZz9kLEVJz81QRXJTvPicYnqYqFHotUJEaeKX2RY0JSadZ3Sio4lSP+MR25hm\n8ZLJ8XhmBQ0Msc160xzOYvIoqZM9Quu/Y7Emu4g745eQLsIN8gW2B1bR5z2bunwP/lw/PmeUou3y\nbKKBR1iKFAqvtDndHOZMa4jTzRinG4OEtcON0JjjY1ehhh2FWnYUathdqKbgCpRSBMmyTHRzukxT\n8PgY1urpt07nef3NILUZy9nUNYkermfzaJ4Hhlt5b7QToVvU+5twU918YP96lCdIUy5FdT4DykEp\nRVYIunSNl00dVwtQjUad9HC6tHizMI8a2rwncT79BQ/vM9fxm8AnpnxeQgi8kSaGBvN8f/CNfLPp\nldLzZoCgEeCi5Aik4qBKhllRCGxReiwCthAUBNgI0gIcIXEBRwiUELhSgC5R6CBAIBEIBIwtEErG\niI5AV6AhkEKgIdGERHddMm6BNC64RQLpIS5MDGAoUEIAgpxuMOjxEfP4x43FAdPLsGmNbTO9SOVS\nmz/Uq5vEsoso5SJQDGqSbk1jcSrB6YlBMrrBpqoG1kca6Lb8UzJgLd2iNdhKV6qLm5++mb+/7O95\n6+K3TumcThmEs4ShSVKY7MxHWcqRy++l1DjDquMMq46YnWZ3foi69AgfSg6T0Q2UCuAIKMyyMDWM\nCfwiqSVO3Fgx68c/xZE5zChUz3NN8HCjMGRVYWbPo1qkSOhTS3A/0Sh5CHXitgeYmzzC9mIV2/NR\nrtNe5DHr8jmZQ6UIKUuC+Mo9bu5VyjX58egqnkovodXt4S2eTh4PfpCcXvJKx72LiHsXjW9v2Cma\nc51480OYbpqBnMn67BkgJBJo0FOcaQ3RrCdpsyPsyNcQsy2UctFwWUQ/F4tNGLrGiKwm5mlhp+ed\nbJmDKIrP6yOZCXFvahWXBAdoNPN4rDDhYpo3pOMM5dN0ahrbLBNDGtSg0yQ9XCG9hCchI7IlX8/v\nUiu5SqzjqeCN0+bxNHVJIVDLi8nTeHa0javCAwBUhVoZtJMkcNGExBASA4EfgYHAEBITgYHEFGLM\nmJvZHD1XuQy6eQacLKNunqRysF0bTyHFaZk457sKhEABrtBIGSY5TSenlR9L/7JSKz1qOrnyz1Ir\n/T72nBICj2PTmM/QmBvz6mbT1OVTSNdBKRcH6NE1Nuo6RdNLSOjUCpNF0uIi6QGl2JUfYtROc2Gs\nk0uGuuj3+FgfaWZDpJaUXlnBmqEZtAZb6U528zfP/w1fyX+Fm1beVPHresognCVMXeIIjdsz7+CB\n3lGu9ndypa+dJv3IPVNrdD81uh/b67AzHyNRTFGlRKn12Bz0oZWiZBDWiTg79JpZP/4pjs5BRuHw\nmKfwCEZhrx2gjhE6jHNnf5JziCZLHsK4O3cG4ROZ05BukRFv45x8f6eCJiUp5cV1HKR+9Bv9hnwD\n3xu5nFjB4J3yJTr8Z/CA/yPHNFiKeoCBwJlQLhx1HaqLgwRyPXiLcZRb5NVkNU+ymBqRYKnYz7la\njpwMMmQ00GedR7sWnRcFOiUvWyPDAzm+N3gB/9S0BiEgEmgk5YSpEYI3SQ9mhS3rAHKuxh3xS4m4\nI6S89SSM6W0J5w8ESWSD/HD0Es4PPEJQK4IQrDDmV5qQFJJ6zUv9EQz/pGvT62SJO1mSqkhGORSV\ng+bkMOwsPtelRim8SuErV9GI0v9eD1iLcUWCgtTwuC7umNcvJQSdhsZe00BoPqJo1AuTczQv1wjj\noKKfA4bjbG89AKN2jt35GMLOcm3vTt7Rt4fdwWrWVzdVFFLWpU5rqGQU/vMr/8xQdohPn/vpihQV\nTiqDUAjRAvw9cC0QBXqB+4FvKqVGZvLYmhQ0RiPUj3ZSKDr8+8g53Bs/hxXmMFf5O7jS106tdnil\nsS610gfJW8+fpG5khb1nJqd5VKQAF0lI5k5JzsxDJmIU9hQDrBR97J2DKvW55OB+xulZO65SsKcY\nZXV2CY+mV3Ce2MlW3zWzdvzpotS+zovrOhypj3rO1bg3cQEPpVZS68Z4v7mdR4PvI21EJx/KlBoJ\nTwMJz+tddnQ7Q2uhC2Qtm8wLDrv+zKeaeUOTaMF61iXzPBJv412RnlJLRH16ckZ/njyPrryPm4zn\n+U3wk9My5oEIUdIm7B3O8+OBM/nLxk3TfoyZJih1gjIIxpFzpYvKIaNc0sohrWyyOOTdIgXXpahc\nCsIlj8JG4SoFyiUtJbqmU6N0mqXFNdJ7kBbkZAjrFhfqLSjl0lVM0l4YpTE1xOmJWMUhZSkkLcEW\nelI9/GTzTxjKDvFXq/4KbZKLz5PGIBRCLAfWAHXAA8AOYBXwJeBaIcTlSqmhmZyDMnz01VwCQCTb\nTSjTTqIAP86fx09GzuMszyBX+zu5wttOlZY7bP+C68UzR2+ZlAKHU5Iz85ljGYVZVyfuePBIZ24n\nOQeU+xnHJ9LPeBpoL1axOruE1Zkl9BT9SGVzlthHg6fIhhOw5WNJi9DCddzD/rarEOVfR66gM+/n\narGOlK+R/w58Ylq9oLbuo09fefwN5wl+v59kNsRPEpewKvC7UoHGNLC7EOX+5BlcJjfxTPA9M+Zp\n9noMbF+Ux9Nv4JpUB28KxGfkODONUtDnBNhZqMUripzr6cMrbQyhERYa4SMsbmYTISStZphWM0zR\nddiVjxG301wQ6zgopLyxqpakcXwnjBCCpkATA5kBfrP7NwznhvnHK/+xVG09QU4agxD4ASVj8ItK\nqe+XnxRC3AZ8Gfg2/P/tnXmYpFV97z/fqq7qfRZmYR1mGEBAVodhl8hqWCNeQeOTqBiN8ZIY4Upi\nkhvjEOK9XBVzQYiaSB5i9LnGJZggQpB1BpVNkBEGZwaYgdmnp6fpnl6qq7ve3/3jvMUUNdV7dVU1\n9fs8Tz2n6yzve95vn3rf33vO75zDJytVmd7mg+ltPhiLIuYNbKI9s5mdgyluyyzj63oHJzTt4JzW\nTZzR/BrtiSxZS5C1RHjoV4GkRJakLzlT44xkFO7ItQGGTdOWR7VMQkJK8ODQcQx2LeDoxjBh4aCG\nnknNai3FluF2Vg0cxsr+JbyabQfLcZQ2cXHyBXamDmFdy1msSc0rz8kqTCLuYR3IJch7Lw9Zgn/b\ncwLf6zmW9qiH96ce44H299CdPmDUY9UDkmiaexC7Oga5teMkbjjwiSlPfs1agr/vOou2qAc1z6Ir\nPb1+wK2z5tIz0MMtXWfwjZb7aEzY2IWqTF+UYv3QPNbmlxsanEd3Lo1ZhCFSiji2sYPlzds5uWkL\nixter/qk5Dyp/Egge4eUKRhS3t3YTHdjK13pJl5PNdKVaqQr1URXqpHehtQbk2YksX/r/iQTSR7e\n9DDXPHANt5x3y7jrURcGoaSlwLuBjcDtRcmfBz4BfEjSZ8yscmNKBIftntbF9LQuhijH/IFXaR/Y\nwqsDLXxl4BTSOpllzdtZ3rw9X6CS1XuD5nSShY29dKQWVeX8zvhJJAQLjiTXsdcobGkIszD7EpXd\nB7tWmNfayOy+Pn7aczB3czgJGe2JIY5q7OToxt1hbbz0LtoT2XEfc+dwK6sGlrByYAkvZediUY4j\n2MxFyRfZnTqA9a3LWZ+a2rZftUBCYXSgL0oyF3htaDY3d72TlwZncyov0NDcwr+3f6y+dr8Zg8IJ\nGg91b+T8OTumdLzv7zmeVwfbuLJhFXdNw1BxMQmJ9JyDeLUry7/uOpKPL1w37eecCJHBpuE5/CY7\n/w0D8LWhdiwyIuAAOjla62hNDtObnM12LSA9tIdtmRT/NHACd+gE5iUHOLllB8ubtnJi47YJ/fan\nk+Ih5Q1D3XTbMC19nRy9J6KtYMIMiFwiQXeqidcbW95kMP4m2cbqHc/w0fs+Ou5z18svOO+4c7+Z\nvWncw8z2SPoZwWA8HXiw0pV7g0SS7taldLcuhdwQCwc20JbZzov9s3i8/2AS5LAyLQ464apJ9O13\nLK9U5ezOREnozUbhic0dGCKTrC3n8ErR3DaLLW3n0TTUw/zMJpqzu0lFA2weaOLJ/rejeOmLQ1I9\nHN24O/QipjtY3PA6Se3tHenKNfFYbASuGZyPRTkWawcXJdbR3Tif9a3LuD99UfUudBpICIZI0JNL\ncVfv2/lW90mkc/1c1bCSlW2X0NG0uNpVrEnyEzS+0X0GJ7fdw5yG0RfizlqC/ihNb5Smz+IwStMV\nNfO9PcexXGtY2XZJxQzvlqY0PY1z+OHAOzhnYCtHNPdW5Lyl6M41snYoLDK+NruAtdl59OeSmEU0\nM8hStnJOcj1RupndDQvZkV7C0+kz99UqyrEgs4nWga005AZ4tOdA7us5jAZFHNXYyfLm7Sxv2srh\nqc6yjR5MlsIhZQgzq7ttmI5okJ4oQ19umD5yZC0iGQ2VNBjXp1LcmekjPbdhXF33Mqv9ruCpIulL\nwPXA9WZ2c4n024A/Bq4xs6+NdqxZi46yd/35HdNT0RFQLsvcvpdZkN1EU2Mjz7W/q6Lnd2YukRm5\njvWQy9LCIAtnt7Gl5ahqV6t2iHLMzm6jNbOdllw3ueEc26I57KGVhIwm5TiysYsjG7vYMDSX1ZmF\n5KKIg9jFccmNZFL7sa7pRHamF9XETNfpoG9wmP7dWzkmuZmdNofjWc+CpoiV7Zf6BLMxyGSHyXZu\n5LTUeo5t63vDyOuPDb7eXIreKEVflCZrcfuJn8lGPhTz6f6mWA0AABKhSURBVOa45l08Nvt3Klr/\nXGT07tzIXLqZn8rSmsjSnhymLZGlRUO0JrK0JbK0KhvHZffGJbK0KUuTwsz+jDXQZ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mrr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\nxw1Cx3Ecx3GcOscNQsdxHMdxnDrn/wNQm+xEKwMpvAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "injured_per_year.plot.area(alpha=0.8)\n", "plt.xlabel('Year')\n", "plt.ylabel('Number of victims');" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "passengers = pd.read_csv('./data/annual_passengers_carried_data.csv', nrows=1, usecols=range(4,60))\n", "passengers = passengers.transpose()\n", "# renaming column\n", "passengers.columns = ['passengers']\n", "gby_year = events.groupby(events.ev_date.dt.year)\n", "\n", "injured_per_year = gby_year[['inj_tot_f', 'inj_tot_s', 'inj_tot_m']].sum()\n", "\n", "injured_per_year.tail()\n", "# parsing date in index \n", "passengers.index = pd.to_datetime(passengers.index.str[:4])\n", "# converting flight number to number\n", "passengers['passengers'] = pd.to_numeric(passengers['passengers'], errors='coerce') / 1e6\n", "passengers.index = passengers.index.year" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "flights = pd.read_csv('data/API_IS.AIR.DPRT_DS2_en_csv_v2/API_IS.AIR.DPRT_DS2_en_csv_v2.csv', skiprows=4)\n", "flights = flights[flights['Country Name'] == 'United States']\n", "\n", "flights = flights.iloc[:, 5:-1].T\n", "flights.index = pd.to_numeric(flights.index)\n", "flights = flights / 1e6\n", "\n", "flights.columns = ['flights']" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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3XjjKZY0VvPPSeq5ZVkUs4J7TkeJCKUSYfRL4TeCXgDtPee3NQAB4RisZiIiIlJ+B8QQ3\n3r+bbUeHaYwFWFET/JnAE/K5ubyxgkQqw9HB3Ajgo3t6uaqlgv95TQsbWmJl/bH2XNlzbJQn9vXT\nHPPjcc1/ScbpyhB2do3wUvsQXpeDhqiPdUuiXNYY5cqmCpbGAiVZD12IMHsP8HngA8aYr5+0aYIP\n+Kf8MTcXoF0REREpoB2dI9x4/256x+JcvCRCTdg34/Fet5PV9WFW1IboHp7m5aMjvHhkiJW1Id5/\nVRNvW1eHz31+IS6dyTI0maRreJrDAxN0DE4xnkjzxz+3sizKGrJZyzeePARYWqqCxe7OT5UhTCXS\nDE4lGZxI8tie4zy0qweHwxALeLioPswlSyOsb4mxsiZcEnXRxtqzz68yxrwHeE/+r/XAO8iVCTyb\nf27AWvuxU46/h9x2tj8gt53tfye3bNc9wP+ws2mY3ASwrVu3nv1AERERKQhrLXdv6+SbGw9jreXy\npgr85zET3lpL/0SC9oFJppIZGqI+fuWyBt67vpGKwM/O4s9mLaPTKXrGpjnSP0n74BTHhqfpHJ6i\nbzzBVDJDKpPFmNyGAsl0lresqeVz77205D8ef2JvL3/3o1e5qC5CXXTmXwqKLZnOMjKVZGAywdhU\nimTaYrGEvC5aq4NcvDTC+qYY65ZEqAx65uxrb4zZZq3dcNbjZhlmbwQ+NcMhR621raec80bgE8B1\ngI/cVri3Al+z1mbO2miewqyIiEjxTCczfOGRfTyy+zgVAQ8XL4nOyUfN49Mp2gYmGJlKEfG5+Pm1\ndaxvrqBzaJqu4Sk6h6c5PhpnPJ4ikc4FVocxr+1+FfS4CPvchLxO/B4XTofh2PAUB/sn+MQ71/Ku\ny5bMwd0XRjyV4YO3vkj/eIKrl83tCgbzIZO1jMdTDEwkGJ5KEk9lyWTta6UJaxuiXLu8kjeturBd\nyOY0zBaTwqyIiEhxdAxN8vc/2s3+4+Msrw7RVOmf8+AVT6VpH8iNtFprMcbgchq8TgdBr4uQz0XE\n58LvceFymBnbt9bycscwLqeDf//dq0t2xPP2F9q5aWMbVzXHCPvdxe7OBbPWMpVMMzSVYnAiyWQi\nRSpjqfC7uW5FFe+6rIHLGytwOWe/+QMozIqIiMgFeOZAP597aC9j8TSXNVYQLXDoymQt6UwWj8tx\nQYE5kcqw+cggb1hexRffd3nJTTQbmkjwW9/ZgsFwWdMZ948qe5OJFB1D0wxOJMhYy9IKP29dU8u7\nLq2npepnJw2ezmzD7MLY+kFERETmRDqT5dbnj/D9zR14nA6uXVY5LzPtnQ6D03Hh7XjdTtbURdh8\neJAf7ejmV69snIPezZ1vP3uYkakUb1heVeyuFFTQ62ZtgxtrLUNTSToHp7hjy1F+8FIna+pCvOPi\net62tpZY8MIn6ynMioiICACjU0n+8YE9bGobpCHqY3VduOzqOQHqIl56Rt3c8vRhrmmtZGksUOwu\nAXCob5yHdh9nSYUf73mu4lBujDFUBb1UBb2ks1n6RuMcGZjky48d4JtPt3FVS4x3XtrAG5ZXnffK\nFgqzIiIiwt6eMT714910DU2xtiFCXaQ0601nwxjDxUsibDk8xOce3sdXfv3Koq+Paq3l/z3VRjpj\nWV4TKmpfisXlcLAkFmBJLEA8laZ7OM6Ww0M8e3CA6pCHN62q4ZcvqefiJee2va7CrIiIyCL34pEh\n/vbeXaQyWTa0VhZ0W9X54nE5WdMQZlv7MHdv7eQD1zQXtT+b2gZ56cgQK2qCRQ/WpcDndrGiNsTy\nmiDj8TQdQ1P8eMcxfrT9GC1VAd66pmbW1yr/n1YRERG5ID/a3k0ileG6FdULKmjVhn0cD8a59bkj\nXLeiqmibE6QyWW55ug23y9BQ4S9KH0qVMYaI380lS3Pb6w5MJOgamuK254/O+hrntkaCiIiILCiJ\ndIYdnSNUhbwLKsiesK4hwlQqw2cf3Ec6ky1KH360/RgH+yZYUx8pyxrk+eIwhtqwj/UtlbxpdfXs\nzytgn0RERKTE7esZZ2gqSX0Z18jOxOV0sLYhwo6uEe58sWPe2x+bTvK9F9qJ+FzETrPLmZye4xxC\nv8KsiIjIIvbMwX4Mhmig/BfvP5PqkJfqkJfbNrVzqG98Xtv+7qaj9I8nWNsQmdd2FxOFWRERkUXK\nWsuLR4YIep3nNBJWjtY2REims3zuoX0k0/NTbtA5NMl927upj/jwX8C2rjIzhVkREZFFqncsztHB\nqQVbYnAyp8OwbkmE3cfG+N4L7QVvz1rLzRsPE09lWFm7OJfimi8KsyIiIovU84cGSGWy1IQXfpgF\nqAx6qQt7+Y8tHew7PlbQtl7pGOHZg/20VoVwORW3CklfXRERkUVq8+EhvC4HHtfiiQOr6yOks5bP\nPriPRDpTkDYyWctNGw/hcBgaK7UUV6Etnp9eERERec10MsOu7lGqgt5id2VeOR253cEO9I5z63NH\nCtLGI6/2sKdnjFW1oQVfi1wKFGZFREQWoZ3dI4xOp6iLLq4wC1AR8NAQ9XHXS53s7BqZ02tPJzN8\n5/kjBD0uqkOL72tbDAqzIiIii9BzBwdwOgwR38Jdkmsmq2rDWAuff3g/08m5Kze4Y8tRjo3Euagh\nrA0S5onCrIiIyCJjrWVr+xBhr2vRBi6Hw3DJ0iiH+yf41jNtF3Qtay0D43Ee39vLf27tpDrkJeRd\nnL8kFIMWPRMREVlkuoam6RqeZsUiXzIq4neztMLPD1/u5oZVNVzVEpvVedZaBiYS7OgcZVvHMLu6\nRukaniKRzuJxObh0abTAPZeTKcyKiIgsMs+19ZPJWtV0AitqQwxOJPiXh/dx6wc3EDzNiKq1lv7x\nBDu6Rth2dJidXaMcG5kmkc7ichiCXheNlQGqAh78HueiHe0uFoVZERGRRWbz4SG8bidurX+Kw+TK\nDbYeHeb/PdXGX/3SRVhr6RuLs71rlG1Hh9nVNULPaPy18BryumiqDFAV9OBzK7wWm8KsiIjIIjKR\nSLO3Z4zqkKfYXSkZIZ+b5soAD+w8xngizcHj4/SMxklmsrichpDXrfBawhRmRUREFpFXOoYZj6dZ\nUxcudldKyrLqICNTSTbu7yPkddNaFSCm8FoWFGZFREQWkecPDbxW5ymvM8awvqWy2N2Q86BiGRER\nkUUim7VsbR8m4ndrtFEWDIVZERGRReLIwATHR+PUR3zF7orInFGYFRERWSSeOzRI1loqg5r8JQuH\nwqyIiMgisfnwIH6PE5eW5JIFRD/NIiIii8DodIoDvePUaKMEWWA0lVFERBal6WSG773QziO7j/Pm\nVTX8rze2Eg0s3I/ft7YPMZXMUKd6WVlgFGZFRGRRsdby9IF+btrYRufQFCGvi7u2dvLY3l5+89pm\n3ru+EZ/bWexuzrnnDg3gdhj8noV3b7K4KcyKiMii0TE0yVcfP8jmw0P43A42tMQI+dzEk2n2947z\n9ScP8ePtx/jfNyzjbWvrcDgWxvJV6UyWVzqGiQY8WpJLFhyFWRERWfCmkxm+t7mdu1/qJJ7OsrIm\nSEOF/7Vg5/O4uLwpxuh0iv3Hx7jx/t3cs62LP/q5FVzeWFH2AfBg3wT94wnWLYkUuysic05hVkRE\nFqwTJQU3b2yjY2iK2rCXK5vDZ5zNH/W7ubq1kv6JBPuPj/Mn//EKN6yq5g/fsoLmquA8937uPHuw\nH4BYQJO/ZOFRmBURkQWpc2iSr5ympOBsjDHUhn1Uh7x0DU3zzIEBthwe4l2XNfB7Nyyjogwnib14\nZAi/x4lzgZRNiJxMYVZERBaUk0sKptMZVtaEfqqkYLYcxtBcFWBJhY+2/gnu2dbFE3v7+J/XNPH+\nDU1lM0lsYDxOW/8kDVGtYiALk8KsiIgsCD9VUjA4RW3Ey5XNsQveIMDldLCmPkJLVYD9xye4aWMb\n9+/s4X+/sZW3r6sv+dHOF48MkUhlqA2rxEAWJoVZEREpe6eWFFzVEiPsP3tJwbnwuV1c3lTB+HSK\nfcfH+cf793DPtm7+4K3Luao5VrKTxDa1DeJ2OvB79E++LEz6yRYRkbIVT2X47gvt3P1SF/F05mdW\nKSiEsN/NhtYYAxMJDvaO85EfbOddlzbwl+9YU3LbxCbTWXZ0jlARnNtgL1JKFGZFRKQspTNZPv7D\nnWw+PERNxMuVzRXzFiaNMdSEfVSFvHQMTvLjHceIpzJ84l3r8LhKJ9Du7RljcDLJZY0Vxe6KSMEo\nzIqISFm6bVM7m48MsXZJpGhbtDqMobU6hNvp4NE9vSTTWW5898V4XaUxOey5QwM4jCEa0MisLFyl\n8+ujiIjILL10ZJDbNx+lPuIrWpA92dJYgDV1YZ460M/f/tcu4qlMsbuEtZYXjwwS8DpxlGg9r8hc\nUJgVEZGyMjCe4DMP7sNpDKvrw8XuzmsaKvysa4iwqW2Qv7pnJ5OJVFH70zcWp31gqiTCvkghKcyK\niEjZSGey/NNP9tA7HufyxmjJjTjWRXxcsjTKS+1DfOzunYzHixdoNx0eJJnJUhtWmJWFTWFWRETK\nxm2b2tlyZIi19RF8JbrUVHXIy2VLo2zvHOGjd21ndCpZlH680DaIx+UoqQlpIoWgn3ARESkLJ9fJ\n1pb4R+eVIS+XN0XZfWyMP/3BdgYnEvPafjyVYVfXKFVBbZQgC5/CrIiIlLyB8QT/XIJ1sjOJBbxc\n0RzjYN84f/qDV+gdi89b27u6RhmdTlEfVZiVhU9hVkREStqJOtm+Eq2TnUnU7+aq5hjtA5P82Q9e\n4djw1Ly0++zBfozDEPFpSS5Z+BRmRUSkpL1WJ9tQunWyMwn53FzVUknX0DR/etd2OoYmC9qetZaX\n2ocJe10lu8WuyFxSmBURkZL14sl1smU8Kz/odXFVa4ze0Th/dud22vrHC9ZW9/A0XSNT1EfL9+sl\nci4KGmaNMe8yxjxqjOkyxkwbYw4bY+42xlxXyHZFRKT8lep6sucr4HGxoSXG4GSCP79rB/uPjxWk\nnefbBslkLNUh1cvK4lCwMGuM+TzwALAeeBj4KvAy8G7geWPMbxWqbRERKW/lXCc7E5/HxYaWSkan\nUnz0P3fwavfInLfxQtsAXrcTt1MfvsriUJCfdGNMPfAxoBdYZ639kLX2b6y17wPeARjgHwvRtoiI\nlL9yr5OdidftZENrjMlEmo/dvZNXOobn7NqTiTR7esaoDnnm7Joipa5Qv7a15K+9xVrbd/IL1tqn\ngHGgpkBti4hIGduyQOpkZ+JxObmqJUYineWvf7iTLUcG5+S6r3SOMB5PawtbWVQK9evuQSAJXGOM\nqbbWDpx4wRjzZiAM3FegtkVE5CzaByb56hMHSKSzLKsOsqImxKq6EM2xIBF/8WbBD4wn+OyDexdM\nnexMPC4nG1pivNwxzN/8cCdvW1vHb7+hheaq4Hlf8/mD/bgchpB3YY1mi8ykID/t1tohY8xfA18G\n9hhj7gMGgRXAfwceA/5PIdoWEZEzS2ey3LOti+88d4TpVAaf28Gr3aOksxZrwe92UhHw0FIVYFl1\ngBU1IdbUh1lS4SdQ4I/7X6+TTXBta+WCqZOdicvp4KqWSg73T/Dgrh4e29vLW1fX8DvXtbK8JnRO\n18pmLVvbhwn73VqSSxaVgr0zWWu/YoxpB24Ffv+klw4Bt51afnAyY8yHgQ8DNDc3F6qLIiKLStfQ\nFJ97eB8vHx2mMujhiqYKXPlJQulMlslkmrHpNKPTKXZ0DfNS+xBZa4HcTPzqkIfWqiCtVUFW14dZ\nVRukNuLD63LOSf9O1MlevGTh1cnOxOkwrKoLs6w6yNGhKR7f08dT+/p548oqfuf6VtbUhWcVTtsH\nJ+kZi7O6bmGPaIucqmDvFsaYvwI+A3wN+AZwHLgI+CxwhzHmCmvtX53uXGvtt4BvAWzYsMEWqo8i\nIotBNmu5b3s3tzzdxmQyw7olEWpOqUV1OR1E/R6ifg9N+eestaQylslELuCOxVNsOTzIcwcHyFqL\nMYawz8XymiAXL4myvrmCdQ1RooFz33Xq5DrZU/u2WLicDlbUhGitCtI5NMmzBwd47tAg17TG+J3r\nW7l0aXTGUPvcoQGyFqqCmvwli0tBwqwx5q3A54F7rbUfPemll40xvwocAP7CGPNNa+3hQvRBRESg\ndzTO5x7FwxbtAAAgAElEQVTex5Yjg1T43Vy7rBLPLEdSjTF4XAaPy0PspIBkrSWRzjKRSDE8mWL/\n8XF2do3y/c1H8budLKnws64hzOVNFVzeVMGSqB+H48wh7LU6WcfCr5OdDafD0FodorkySNfwNFva\nh9h8ZIj1zTF+9/oW1jfHThtqNx8exOd2vDbaLrJYFGpk9lfyj0+d+oK1dsoY8yLwq8CVgMKsiMgc\ns9byk5093LTxEKPTKS6qi1A3RztCGWPwuZ343E6qQ77X2ptMpBmcTDIwkeCh3ZM8sLMHp8NQFfKw\npi7MpY1RrmiqYGVtGJ87F6jTmSyfXmR1srPlcBiaqwI0VvrpGZlme+cIL985zCWNUX73uhauXVb1\n2i8Jo9MpDhwfp0YbJcgiVKgwe+L/TWdafuvE88kCtS8ismgNjCf4wiP7eO7QAGGvi2uXVeF1z01d\n65kYYwj53IR8blrys/ET6QwjUykGJhJsOTLEs4cGwJIrTagOsW5JhHg6w4uLsE72XDiMYWkswJIK\nP71jcfYeG+Njd+9gbUOE335DCzesqmHb0eFcCUlEYVYWn0K9czwL/DHwYWPMLdba7hMvGGN+GXgj\nEAc2Fah9EZFFx1rL43t7+doThxicTLCqJkRDhb9oM9u9Lid1Eedra55mspbx6RQDkwkO9I2z69go\nmaxd1HWy58IYQ33UT13ER/9Egra+CT5+7y5W1YYI+9y4nKbgK06IlKJC/dTfAzwOvA3Ya4y5l9wE\nsLXkShAM8DfW2rlZJVpEZJEbmUrypUcP8OS+PgJeJ9cuq8TnLq1g43QYKoIeKvL1t9Za4uksPpdq\nPM+FMYbasI+akJfBiQRt/ZNMJsepDfu0JJcsSoVaZzZrjHkn8H+BD5Crjw0AQ8CDwNestY8Wom0R\nkcXEWsszB/r518cP0jcWZ3lNiMZY8UZjz4UxBn+Byx8WMmMM1WEfVSEvk4k0Xrd+KZDFqZDrzKaA\nr+T/iIjIHBubTvK1Jw7y8O5evC4H1yyrxK+PmRedE/XKIouV3vVERMrQjs4R/vGB3RwbidNaHaSl\nMlAWo7EiInNNYVZEpIxYa3loVw9feuwAmazl6tZKgl69lYvI4qV3QBGRMpHJWr797GHu2HyUoNfF\nVS0VOGfYjEBEZDFQmBURKQPTyQz//JM9PLGvjyUVPlbVhlVWICKCwqyISMnrHYvziXt3sbt7jNV1\nIZbEAsXukohIyVCYFREpYXuOjfKJ+16lbyzOFc0VVAQ8xe6SiEhJUZgVESlRj+05zr88vJ9kJss1\nrZXa7lVE5DT0zigiUmKyWcttm9q5bVM7Pndu/ViXQwvii4icjsKsiEgJiacyfO6hfTy6+zh1ER9r\n6jXRS0RkJgqzIiIlYnAiwSfufZXtXSOsrA3RpIleIiJnpTArIlICDvSO84l7d9E9Ms3ljVEqg95i\nd0lEpCwozIqIFNnT+/v47EP7mEpmuLq1koAmeomIzJreMUVEisRayx1bjvLtZ47gcTm4pjWG2+Us\ndrdERMqKwqyISBEk0hm+/Oh+HtjZQ1XIy9qGCA5N9BIROWcKsyIi88xay6d+tJun9/ezrCZIc2VA\nKxaIiJwnhVkRkXn26J5enj3Yr61pRUTmgFbhFhGZR6PTSW7e2EbA46Khwl/s7oiIlD2FWRGRefTN\njW30jsW5eElEpQUiInNAYVZEZJ5s7xjmJ7uO01wZwK/lt0RE5oTCrIjIPEikM3z58QMYoLU6WOzu\niIgsGAqzIiLz4M4tHRzsnWDdEi3BJSIylxRmRUQKrGNwkju2dFAT8lIR8BS7OyIiC4rCrIhIAWWz\nli8/doDpVIY19eFid0dEZMFRmBURKaCHd/fwYvsQq2rDuJx6yxURmWt6ZxURKZDRqSTffPowQY+L\nuoi32N0REVmQFGZFRArkG08dYmA8wSVaU1ZEpGAUZkVkXqUzWcbjqWJ3o+C2Hh3ikd29NFcG8GlN\nWRGRgtE7rIjMm709Y3zp0f20D0xx7bIY/+PqZi5rjC64UctEOsNXHjuIw0CL1pQVESkohVkRKbip\nZJp/e/Yw//VyN1lrqQ55efrgAE8fGOCihjDvu6qRn7uoFq/LWeyuzonvbz5KW/8EVzbHtKasiEiB\nKcyKSMFYa9nUNsjXnjhIx9AUDVEfK2vDOB2GVXWWvrEEh/sn+Yf79/CtZw7zK5c18J4rllIZKt/J\nUu0Dk/zHlg5qwl6ifnexuyMisuApzIpIQQxNJPjqEwd5Yl8fbqdhQ0uMkO/1cOcwhvqoj7qIl/F4\nmsMDE3z72SPc+WInb1ldw69f3cTK2lBZlSBks5YvPbafRDrL+matKSsiMh8UZkVkTmWzlp/s6uGW\np9sYmkyyrDpIU2XgjKHUGEPE7+aKphiJVIb2wUkeerWHR/b0cnljlF/f0MR1K6rKYo3WB3f1sO3o\nMBfVR8qivyIiC4HCrIjMmY7BSb7w6H62HR0m7HVx7fJKfO7Zv8143U7W1EdYWRumZ3SaXV2jvNwx\nTEtlgHdfsZRfuXwJIW9pvm2NTCW55ZnDhLwuasPlWyYhIlJuSvNfBREpiGzWMjyVJBbw4HDM3cf3\niXSGO7d08P0tHcRTGS6qi1Ab8Z53iYDTYWiMBVha4WdoKsmR/km++sRBvvdCO29fV8/7rmqkMeYv\nmRIEay1fe+IggxMJrl1eWTL9EhFZDBRmRRaBRDrDk/v6uHtrJ4f7J4n43ayoDrKmPsLFSyNcVB+h\nOuQ5rxC2o2uELz+6nwO9E9SEvVzZVDFnH7EbY6gKeqkKeplKpjkyMMk92zq5b3s3EZ+biN9FLOCh\nIuAmFvAQC3qoCnqoDnmpCXmJBtwEvS4CbuechvdTvdQ+xGN7e2mpCpzTSLSIiFw4veuKLGCjU0nu\n236MH+/o5thIHL/bydKKABPJFDu6RnmxfZistXhcDqqCXlbV5gLuZY1RVtaGiPrdZwy44/EUtzx9\nmPt3HAPgiqYKKgKegt1LwOPi4iVR0pksPWNxJuNphidT9I7GSWctWQuZrMViyf8Pl8PgcTnwupyE\nfa584HVTEfDQFPNzw8rqGet5ZyOeyvCVxw/iMoaWKq0pKyIy3xRmRRagzqEp7nqpg8f29DEWTxH1\nu1nfFCMS+Omloqy1TCXTjE6lGJpK8mL7EM8dGiBrwed2Uhv2sqouxEX1YS5dWsGK2hBBj5ON+/v5\nxlMHOTYSpzEWYHlNcN7WU3U5HTTFAqd9zVpLJmtJZSzJTIZ4Kks8lSGRzjKZSDM8mSTVa8lks6Qz\nlps3trE05ufq1kpuWFXN5Y0V+Nznttbtd19o50j/JOtbYiovEBEpAoVZkQXCWsvOrlHufLGDzYcH\nSWUsNWEP6xoqz7idqjGGoNdN0OtmST4gZrOWyWRu1HNkOslzBwd4cl8f1kLA46Q65KV7eBqf28HV\nrZUES2hCljEGl9PgcoIfJ1H/mY9NZbIMTCToHY1z7yvd3LOti6jfzaVLo1y3soo3Lq+iNuKbMaAe\n7p/grpc6qYt4iWhNWRGRoiidf4VE5LykMlmePtDPXS91svfYGMYBS6N+mioD51W76nAYwj43YZ+b\nZnIBN5O1TCRSDE0mGZtOs6wmyNKK0pmAdT7cTgcNUT8NUT/WWsbiKY6PJnipfYjnDw3wVaeD1uoA\n1yyr4k2rqlnbEMF90tczm7V88ZH9pNJZVrdEingnIiKLm8KsSJkaj6e4f8cx7nulm878SOmquhC1\nEd+cf+TvdBiifg9Rf+FqYovJmJPvL0wynaVvPE7PaJw7t3Rwx5ajVAW9XN4U5Y0rq7m2tZJnDvaz\nvWuEtQ0RnAWcXCYiIjNTmBUpM8dHprlrayeP7D7O8FSKsM/FFU0VM07WknPjcTlojAVojAXIZi0j\n0ymOj03zzIEBntjbh9/txGEg7HVRU8Zb74qILAQKsyJlonc0zi3PtPHU/n4SqQxVIS/XLqvEf4Z6\nWJkbDoehMuihMujBWks8laF3PMHIVIq19WH9AiEiUmT6V1CkxE0l09y++Sg/3NrFRDJNYyxAc2Xg\np+o3ZX4YY/B7XLRWuaCq2L0RERFQmBUpWZms5aFdPdz6/BF6RuPUhL1c2hjF4zq3paNEREQWMoVZ\nkRJjreWVjhFu2niIPT1jBD0uNrTGCHm19JOIiMipFGZFSkjn0CQ3bWzjuYMDOIzhkiVRKoPnt82s\niIjIYqAwK1ICxqaTfHfTUe7b3k08laG1KkRjpX/edtUSEREpVwqzIkWUymS5f8cxvrupnb7xBPUR\nH+ubY+e12YGIiMhiNC9h1hjzJuAjwPVAJTAE7AK+Yq19cD76IFJKrLVsPjzIzU+3cbB3gojPpWW2\nREREzkPB/+U0xnwS+DQwADwA9ADVwJXAWwGFWVlUjgxM8I0nD7HlyBBuh+GyxiiVQS28LyIicj4K\nGmaNMe8nF2QfB95rrR0/5XVNz5ZFI57KcNNTh7h/5zFSGcvy6iBLKvya3CUiInIBChZmjTEO4PPA\nFPAbpwZZAGttqlDti5SSVCbLPz6wh6f29bG0ws/ymhBOh0KsiIjIhSrkyOz1wDLgHmDYGPMu4BIg\nDrxorX2hgG2LlIxs1vIvD+/jqX19rKkL01DhL3aXREREFoxChtmr84+9wMvApSe/aIx5Bniftba/\ngH0QKSprLV978iAP7OxheXVIQVZERGSOFXL9n9r84x8AfuBtQJjc6OwjwJuBuwvYvkhRWWv5t2eP\ncPfWTporAzRXBYrdJRERkQWnkGH2xAbyhtwI7BPW2glr7W7gV4Eu4C3GmOtOPdEY82FjzFZjzNb+\nfg3cSnm666VOvvtCO3URH8uqg8XujoiIyIJUyDA7nH88bK3dcfIL1tppcqOzANeceqK19lvW2g3W\n2g01NTUF7KJIYTyw4xg3bWyjMuBhdV1YKxaIiIgUSCHD7P7848gZXj8RdlVEKAvKU/v6+OJj+wl5\nnaxbElGQFRERKaBChtlngDSwyhjjOc3rl+Qf2wvYB5F5tfnwIP/0kz14nA4ubaxQkBURESmwgoVZ\na+0AcBcQBf7+5NeMMW8H3gGMAg8Xqg8i82lX9wg3/ng3AFc0xXAoyIqIiBRcobez/ShwLfAJY8yb\ngReBFnITwDLA71trz1SGIFI2DvaO8/Ef7iKeyrChJaYNEUREROZJQcOstbbPGHMt8ElyAfYNwDjw\nE+Cz1trNhWxfZD50Dk3xV/fsZCye5urWGG6X8+wniYiIyJwo9Mgs1tohciO0Hy10WyLzrW8szsfu\n3kH/RIKrW2N4FGRFRETmVSEngIksaKNTSf7i7h10DU+xvjmGz13w3w1FRETkFAqzIudhMpHiL+/Z\nSVv/BFc0xQh6FWRFRESKQWFW5BzFUxk+ce+r7Ooe5bKlUSJ+d7G7JCIismgpzIqcg1Qmyz/cv5vN\nR4a4eEmEWNBb7C6JiIgsagqzIrOUyVo+/9A+Nu7v56L6MDVhX7G7JCIisuip0E9kFsamk3z5sYM8\nsvs4y6tDNES1C7OIiEgpUJgVmYG1lk2HBvny4/vpGYmzoiZEU2Wg2N0SERGRPIVZkTMYj6f4xpOH\neHBXD26Xg6uXVRLw6P8yIiIipUT/MoucxpbDg3zx0QN0DU/RUhmgtTqIMdqiVkREpNQozIqcZDKR\n4qan2rh/Zw8uh+Hq1kqtISsiIlLC9K+0SN62o8N84eF9tA9N0VwZYFl1EIdGY0VEREqawqwsetPJ\nDLc808Z/vdyN08DVLTFCPm2EICIiUg4UZmVR29E1wucf2seRgUkaK/wsrw1pNFZERKSMKMzKohRP\nZfjOc0e4e2snFljfHNO2tCIiImVIYVYWnd3do3z+4X0c7J1gSczHypowDodGY0VERMqRwqwsGol0\nhtueb+fOlzqwFq5siRHVaKyIiEhZU5iVRaFjcJIb79/N3p5x6iM+VtWFcWo0VkREpOwpzMqCZq3l\nib19fPHR/Uwm0lzRVEFFwFPsbomIiMgcUZiVBSuZznLTxkP8cFsXfo+Ta5ZV4nE5i90tERERmUMK\ns7Ig9Y7GufH+3WzvHKExFmBFjbajFRERWYgUZmXB2Xx4kM88uJfBiQSXLo1SFfIWu0siIiJSIAqz\nJSydyfJq9xjPtw1QFfSwvCZIU2WA6pAXt9NR7O6VnHQmy22b2rl981FcDsO1y6rwulVWICIispAp\nzJYYay2H+yd46NXjPH2gn+6RaQxgAWvB5TAEvS5qw16aKgM0xvy0VgVZXhOkPuon4nMtyo/TR6aS\nfPqBPWxqG6Q+4mN1fVg7eYmIiCwCCrMlom8szqN7enl8by9tfRNkrCXqc3PJkiixoAdrYTqZZjKZ\nYTyeom88QefQFKmsJZu1APjcTqJ+N0sqfDRVBmiuDLC8JkRTzE991L9gl6La1T3CP/x4D8dGpllb\nH6Eu6it2l0RERGSeKMwW0Xg8xdP7+3lkz3Fe7R4lnsoS9DhZUROiNuL76fBpIORzE/K5qYu8Htas\ntaQylqlkmrHpNOOJFPt7x9nVPUo6a18bzV1ZG+Iv37GGdUuiRbjTwrDW8p9bO7nl6cNkrWXDskqC\nHv1Ii4iILCb6l3+eJdIZXjwyxMOvHuel9iHG42l8bgf1UT9Lon48rnOrhTXG4HEZPC7Pz6yfmsla\n4qk04/E0bf2T/NEdL/P+DU383g3L8JV5LelEPMUXHt7PY/t6iQU8XLwkumBHnkVEROTMFGbnQTZr\nefXYKA+/epznDg0wMJ7A5TTUhHysrY8Q8Bbm2+B0GIJeN0Gvm5qwj0N943x/81GePzTAR39xNRta\nKgvSbqEd6hvnUz/ew+H+CVbWhlha4V+UdcIiIiKiMDtnrLVMJTOMTKfoHY3TNTLF8dE4vWMJdneP\n0jk8hTGGWMDDFU0VRPzueQ1gTodhTX2Ehqif3cdG+ehdO3jXpQ380c+tIOxzz1s/LoS1lod29fCV\nJw4ST2VY3xwj4i+PvouIiEhhKMzOUjqTZSyeZmgyQc9InO6RaY6Pxekbi9M7nmBgPMFkIkM8nSGT\ntRgDDgxOp8HvdrKuIUJlyFv0GfYRv5trl1fRPjDJfdu7ebF9kI/8wmpuWFVd0qOb08kMX3/yID/e\ncYyQ18W1y6pwaXkyERGRRU9h9hTWWgYmkuw7Psbu7jEO9o3TMxpneCrJdDJDMp3NHWjAaQxOh8Hr\ncuL3OKmNeAl4nPjdTrxuJy6HKcmA6DCG5TUh6iI+dh8b5eP37uIXLqrlz9+++mfqbottdCrJf73S\nzY+2H+P4aJzWqgCt1drNS0RERHIWdZi11jI8leJA7zivdo+y//g4h/onGJpIksxkcRiD1+XA73ES\n9LioDXkJeF143U68TgeOMp9wFPS6uLq1ks6hKR7b08srnSP80VtX8o6L64oeFntH49z5UgeP7D7O\nyFSKCr+bq1tjhMqkJEJERETmx6IJs9ZaxqbTtPVPsKt7hP3HxznYO0H/RIJEOhdcPS4HYZ+L1qoA\n0YCbgGfhb0BgjKG5Kkht2MvunjE+/cBuntzXy1+8fU1R1mtt65/gjs1H2Xign3gyQ3XYy7XLKvFr\nyS0RERE5jQWbEKaTGdr6x9nZlRtx3d87Tt9YgulUBocxuJ2GkNdFU2WACr+bgNdV9HrWYvJ5XKxv\njtEzMs3zhwbY1T3K779pOe+5YmnBR6CttezoGuGOzUfZcmSYTDZLQ9RPS1MAj6u8lxATERGRwloQ\nYdZaS+9YnF3do+zsGmVvzxgdg1NMJNJgwO1wEPK6qI/6qAx4CHpdZV8iUAjGGJbEAlSFvOzpGeOL\nj+7nqX19/OU71tBcFZzz9jJZy6ZDA9yxpYNXj41iIL9Fb0BrxoqIiMislGWYnU5mONQ/zvaOEfYc\nG2Nf7ziDE0lSmSxOhyHgcVIR8LCiJkTY71YwOkdet5Mrm2P0jcd5pWOE3/vuVn796iYua4xSF/FR\n4fcQ9p3/LwSJdIZHd/dy10udHB6YwON0sLI2NyFtMY+Oi4iIyLkrizDbMzLNq8deH3U9OjjFZH7U\n1eN0EPa5WV4TJBbw4HU5Fnyd63ypDedGsvf2jPGd544AYAx4XQ58bicVfg/VYQ81IS/VIS91ER8N\nFT7qwj5iQQ8Rn+unls8aj6e4b/sx7nu5m2Oj0wQ9Li5ZEqUy6NH3TERERM5LyYfZtv4Jfv1bm0nn\nR119biexgIeVtSHCPo26FprL6eDSxgrSmSzJTJZ4KsNUMsN0MsNYPEXfeJx01pLJWrLWgs2d58kH\n3ojfTXXIQyzgYXvnCEOTSaJ+tzY8EBERkTlR8mHWWjTqWgJcTgcup4OAx0XlGcpnM1lLMp0lkc4w\nlUgzlcownUxzoDdJOpMl7HNrZQIRERGZUyWfKvweJw1Rf7G7IbPgdBj8ntwGEqW2+YKIiIgsTNoP\nVERERETKlsKsiIiIiJQthVkRERERKVsKsyIiIiJSthRmRURERKRsKcyKiIiISNlSmBURERGRsqUw\nKyIiIiJlS2FWRERERMqWwqyIiIiIlK15DbPGmN82xtj8nw/NZ9siIiIisvDMW5g1xjQBXwcm5qtN\nEREREVnY5iXMGmMM8O/AIPDN+WhTRERERBa++RqZ/VPg54H/BUzOU5siIiIissAVPMwaY9YCnwO+\naq19ptDtiYiIiMjiUdAwa4xxAbcDHcDfFrItEREREVl8XAW+/t8DVwI3WGunZ3uSMebDwIcBItUN\nBeqaiIiIiJS7go3MGmOuITca+yVr7Qvncq619lvW2g3W2g2BaKwwHRQRERGRsleQMHtSecEB4O8K\n0YaIiIiISKFGZkPAamAtED9powQLfCp/zLfzz32lQH0QERERkQWuUDWzCeA7Z3htPbk62ueA/cA5\nlSCIiIiIiJxQkDCbn+x12u1qjTE3kguz37XW/lsh2hcRERGRxWHetrMVEREREZlrCrMiIiIiUrbm\nPcxaa2+01hqVGIiIiIjIhdLIrIiIiIiULYVZERERESlbCrMiIiIiUrYUZkVERESkbCnMioiIiEjZ\nUpgVERERkbKlMCsiIiIiZUthVkRERETKlsKsiIiIiJQthVkRERERKVsKsyIiIiJSthRmRURERKRs\nKcyKiIiISNlSmBURERGRsqUwKyIiIiJlS2FWRERERMqWwqyIiIiIlC2FWREREREpWwqzIiIiIlK2\nFGZFREREpGwpzIqIiIhI2VKYFREREZGypTArIiIiImVLYVZEREREypbCrIiIiIiULYVZERERESlb\nCrMiIiIiUrYUZkVERESkbCnMioiIiEjZUpgVERERkbKlMCsiIiIiZUthVkRERETKlsKsiIiIiJQt\nhVkRERERKVsKsyIiIiJSthRmRURERKRsKcyKiIiISNlSmBURERGRsqUwKyIiIiJlS2FWRERERMqW\nwqyIiIiIlC2FWREREREpWwqzIiIiIlK2FGZFREREpGwpzIqIiIhI2VKYFREREZGypTArIiIiImVL\nYVZEREREypbCrIiIiIiUrYKFWWNMlTHmQ8aYe40xh4wx08aYUWPMc8aY3zPGKEiLiIiIyAVxFfDa\n7wduBnqAp4AO4P+3d+fBklX1Ace/P4FhdQZEZTQQYRRIXGISCeIYdVgkoqBEQE0qAirBVJTFaMol\nMYIkKYto4YImEqUmRuMWSi0FFTcWNaKIBhEQESdKdDIyoywDw/rLH+e8om26+233vu773vdT1XWr\nzz3n3tu/d173r2+fe89uwPOB9wGHRcQxmZktHoMkSZIWsTaT2euA5wLnZ+Z9U4UR8Qbgm8BRlMT2\nvBaPQZIkSYtYaz/1Z+aXM/PTvYlsLV8P/Et9uqat/UuSJGnxG9e41bvr8p4x7V+SJEmLwIInsxGx\nNXBsffq5hd6/JEmSFo9xnJl9C/B44ILM/PygChFxYkRcHhGX337zLxf26CRJktQZC5rMRsTJwKuB\na4EXD6uXmedk5n6Zud8OK3ZZsOOTJElStyxYMhsRrwDeAVwNHJiZmxZq35IkSVqcFiSZjYhTgbOB\nqyiJ7PqF2K8kSZIWt9aT2Yh4LXAW8F1KIruh7X1KkiRpaWg1mY2IN1Iu+Po2cHBm3tTm/iRJkrS0\ntDYDWEQcB7wZuBe4FDg5IvqrrcvMtW0dgyRJkha3Nqez3asutwJOHVLnYmBti8cgSZKkRazN6WxP\ny8yY5rGmrf1LkiRp8RvXdLaSJEnSvJnMSpIkqbNMZiVJktRZJrOSJEnqLJNZSZIkdZbJrCRJkjrL\nZFaSJEmdZTIrSZKkzjKZlSRJUmeZzEqSJKmzTGYlSZLUWSazkiRJ6iyTWUmSJHWWyawkSZI6y2RW\nkiRJnWUyK0mSpM4ymZUkSVJnmcxKkiSps0xmJUmS1Fkms5IkSeosk1lJkiR1lsmsJEmSOstkVpIk\nSZ1lMitJkqTOMpmVJElSZ5nMSpIkqbNMZiVJktRZJrOSJEnqLJNZSZIkdZbJrCRJkjrLZFaSJEmd\nZTIrSZKkzjKZlSRJUmeZzEqSJKmzTGYlSZLUWSazkiRJ6iyTWUmSJHWWyawkSZI6y2RWkiRJnWUy\nK0mSpM4ymZUkSVJnmcxKkiSps0xmJUmS1Fkms5IkSeosk1lJkiR1lsmsJEmSOstkVpIkSZ1lMitJ\nkqTOajWZjYjdI+LciPhZRNwZEesi4u0RsUub+5UkSdLSsHVbG46IRwNfBx4OfAq4FtgfOAV4VkQ8\nNTM3trV/SZIkLX5tnpl9DyWRPTkzj8zM12XmQcBZwL7AP7S4b0mSJC0BrSSzEbEKOBRYB7y7b/Wb\ngM3AiyNixzb2L0mSpKWhrTOzB9XlhZl5X++KzLwV+BqwA3BAS/uXJEnSEtBWMrtvXV43ZP0P63Kf\nlvYvSZKkJaCtC8BW1OXNQ9ZPle883Ybuvvc+NtyypZGDkiRJ0uLS2t0MphF1mQNXRpwInFif3nnu\nS/a/akGOanF7KHDTuA9iETCOzTCOzTCOzTGWzTCOzTCOs3j9bSWzU2deVwxZv7yv3q/JzHOAcwAi\n4sMO0gYAAAzXSURBVPLM3K/Zw1t6jGMzjGMzjGMzjGNzjGUzjGMzjOPstDVm9gd1OWxM7N51OWxM\nrSRJkjSttpLZr9TloRHxa/uIiAcDTwXuAL7R0v4lSZK0BLSSzGbmj4ALgT2BV/StPh3YEfhAZm6e\nwebOafbolizj2Azj2Azj2Azj2Bxj2Qzj2AzjOAuROfAarPlv+IHT2V4DPBk4kDK8YLXT2UqSJGk+\nWktmASJiD+DNwLOAXYGfA58ETs/MTa3tWJIkSUtCq8msJEmS1KZGxsxGxNER8a6IuDQibomIjIgP\njqi/U0ScERHXRMSWiPhVRHwpIp49pP66us1Rjzf2tVk7Tf3fauK1N6ntONY2D4+IMyPiqoi4NSI2\nRsS3I+Kv68V5g9psHxGnR8QP6n42RMTHIuK3m3jdTZvEONofh7ZZFRHvj4ifRsRdEbE+Ij48Kh72\nx4FtZhXHrvXHiNg1Ik6IiE9ExPURcUdE3BwRX42Il0XfhcY97VZHxAURsSkibo+IKyPi1IjYasS+\nDo+Ii+r2b4uIyyLiuGmO77iI+Gatf3Ntf/h8X3cbJjWWEXH8NH3yL5qKQRMWIo4RsXOUz5QPRcTV\nEXFPjcUh0xzbVnWbV9bj2lT3ubqp1z9pmrrP7N8CTwRuA24ERn0Q7QxcCjwe+D7wXsoFYc8Fzo+I\nUzLznX3N3s7g2cICeD2wDfDZIbt8B/CrAeWTeDPiVuMYEXsCl1HGMV9Eidl2wKHAmcCfRcQBmXlH\nT5ttgS9Q7kBxOSWeewDHAM+JiIMy87J5vu6mTVwce9gf72/z+5Q7nywHvgx8hNK3jgKOiIhDMvMb\nfW3sjw3EsUdX+uMxwD9Thqp9BfgJsBvwfOB9wGERcUz2/NQYEc8DzgO2AB8FNgFHAGdR+s8x/TuJ\niFcC7wI2Ah8E7gKOBtZGxBMy8zUD2rwVeDXlb/uvwDLgRcCnI+KkzDy7iQA0aGJjWX0K+O6A8stn\n/UrbtRBx3JPymQKlf91U9zFURATlPeBoym1SzwYeArwQuCQijsrMT83pFU+yzJz3g3JR196U5HIN\nZWavDw6p+/a6/jxg657yhwE/pnT4vWe43z+q27piwLq1dd2eTbzGhXi0HUfg3bXNm/rKtwK+VNcd\n27fu9bX848CDesqfV8u/31s+CY8JjaP98YFx/E5t86q+8qcAd1MuFN3G/thKHDvVH4GDKB/6D+or\nX0lJIhI4qqd8ObABuBPYr6d8O8qFyQm8qG9be1KSjI29cQF2Aa6vbZ7S12Z1Lb8e2KVvWxvr9iYq\nxhMcy+Nr+fHjjtEExXEX4GDgIfX51P/tISOO609qna8B2/WU/0Hd9wbgweOOX+N/jxb+wGsY/WY9\n9Ud+3IB1r6zr3jbDfZ1X6798wLqpP/qe4w7ypMSRcgYxgd8b0Oav6rpX95QF8D+1fK8BbS6p6w4c\nd7wmOY72xwfGEVhVy/6PAckn8J91/RH2x2bjuBj6Y99reUN9Le/qKXtpLfu3AfUPqusu7it/cy0/\nfUCbgdsDPlDLXzKgzdDtTepjzLE8ng4lswsRxwH1pv5vRyWzQ98HR/XXrj/amjRhlJV1ecOAdVNl\nB0+3kYjYjfKt6DbgP0ZUPSwiXhsRr4mIIyNi+Yi6XTKXOH6/Lp/TW1jH9hwG3Ef5mXLKo4HfBK7L\nzB8P2M/U0I6DZnjMk2gh4tjL/vjr9ddl5n0zbGN/LOYbx16LoT/eXZf39JRN9YHPDah/CXA7sLoO\nW5lJm2F9ay5tJtk4Yznld+t4z9dFxIsjYvcZHPekaSqOs1Lbrq7bunRAlS72yRlpaszsbNwEPALY\nC7i6b92qupzJxQcvpYyVXZuZt46o956+57dGxOsz890zOdgJNpc4ngkcDpwREQcCV1DGdx1K+VA8\nITO/01N/37ocNu3wD+ty2LTFXbAQcexlf7y/PsCjIiKynjaYpo39sZhvHHt1uj9GxNbAsfVpb5Iw\ntK9k5j0R8WPgcZT4XDODNj+PiM3A7hGxQ2beHhE7Ar8B3JaZPx9weJ3qj+OMZV+VU/qe3xsR7wNO\nzcwtM35BY9JwHGfrMZThbjdk5j0D1neqT87GOM7MfqYuT+u9ei8idqX8RAuwbURsP2wDdYDzCfXp\nsFkyLqEMeH4UsD3lrM7UgPOzI+LEuR3+xJh1HDNzA3AA8AnKN7PXACdT/sk+Bnyxbx8r6vLmIccw\nVT7o4ryuWIg4gv0ReuKYmddR3tR3A07q3VBEPJkyBhbKmLEp9sdivnGExdMf30K5WO6CzPx8T/lc\n+spM26zoWy6W/jjOWEIZE34S5X10R+CRwAuAdcDLgXNHH/7EaDKOs7XY+uTMtTBWZA2jx4StpHTO\nBL5HueDhHMqYr+uBzXXdshH7eGat8+05HN/hte0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "# ax[0].set_title('Millions of passengers transported')\n", "# passengers['passengers'].plot.area(ax=ax[0], alpha=0.6, color=\"#0072B2\")\n", "# ax[0].set_xlim(1975, 2014)\n", "\n", "ax.set_title('Millions of flights')\n", "flights.plot.area(ax=ax, alpha=0.6, legend=False)\n", "ax.set_xlim(1975, 2014)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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BPBH40SLi+AzBLOh3GWPmK/m/prg93dfN+CnHKaUazMGBBKl8AVcTxlXDtQVB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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "accidents_gby_year = events.groupby(events.ev_date.dt.year).ntsb_no.count()\n", "ax = accidents_gby_year.plot.area(alpha=0.8,)\n", "ax.set_xlim(1982, 2015)\n", "\n", "ax.set_ylabel('Number of accidents');" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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SmBURkZL14sl1smU8Kz/odXFVa4ze0Th/dud22vrHC9ZW9/A0XSNT1EfL9+sl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\nBL5HueDhHMqYr+uBzXXdshH7eGat8+05HN/hte0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.display(fig)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "2013 2.052230\n", "2014 2.720711\n", "2015 2.737860\n", "2016 1.661170\n", "2017 NaN\n", "dtype: float64" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accident_rate = accidents_gby_year / flights.flights\n", "accident_rate.tail()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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TMnjm3+rpKxHeLF2JEMXHbRvEkg598pokRFFIJ8GdIjXQ4bQxYMV5j+kDVi80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\nklQr/x9iRNZqbVVPawAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = accident_rate.plot.area(alpha=0.8, figsize=(11,5))\n", "ax.set_xlim(1982, 2015)\n", "ax.set_ylabel('accident rate');" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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8IkV4bxERqUwFBVwzey3wNeBlQANDd4Cdc25Y75u/oWzIrXjN7HvkAu4c59y1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\nIiIiFUUBV0REREQqigKuiIiIiFQUBVw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Ea8MWObQD9wPHqOqqlM3FwKXY6O592MTqEcBR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\nJBKJRCKRSK8iOriRSCQSiUQikV7F/wEjLMH+1q7ygAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = accident_rate.plot.area(alpha=0.8, figsize=(11,5))\n", "ax.set_xlim(1998, 2016)\n", "ax.set_ylabel('accident rate');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Official global numbers\n", "\n", "According to [EASA](https://www.easa.europa.eu/) in 2016:\n", "* Airline fatal accident rate: ~0.6 fatal accidentes / 1 Million flights\n", "* Airline non-fatal accident rate: ~4.4 non-fatal accidents / 1 Million flights\n", "\n", "https://www.easa.europa.eu/system/files/dfu/209735_EASA_ASR_MAIN_REPORT_2.0.pdf" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What can be done to keep improving? \n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Collecting and gathering all data that may support the management of safety risks\n", " - safety reports\n", " - flight data (i.e. data generated by the aircraft via the Flight Data Recorders)\n", " - surveillance data (air traffic data),\n", " - weather data\n", " - ..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## About the process\n", "\n", "* Data analysis process is not a bed of roses\n", "* Getting the data is hard! thank you NTSB!\n", "* Cleaning data is time consumming: missing and wrong values, parsing process..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* But pandas helps a lot!\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Thank you!\n", "\n", "
\n", "\n", "\n", "###### Jesús Martos & Alejandro Sáez" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# preserve\n", "from IPython.core.display import HTML\n", "css_file = 'styles/style.css'\n", "HTML(open(css_file, \"r\").read())" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }