{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "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",
    "\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,\n",
    "        get_flight_crew_accidents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mpl.rcParams['figure.figsize'] = 10, 6\n",
    "mpl.rcParams['font.size'] = 20\n",
    "\n",
    "con = sqlite3.connect('data/avall.db')\n",
    "\n",
    "events = get_events_accidents(con)\n",
    "aircraft = get_aircrafts_accidents(con)\n",
    "occurrences = get_occurrences_accidents(con)\n",
    "seq_of_events = get_seq_of_events_accidents(con)\n",
    "flight_time = get_flight_time_accidents(con)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "aircraft_with_phase = aircraft[aircraft.phase_flt_spec_gross != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsoAAAFyCAYAAADs5/zFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEJk+AvIxby4jciKegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a60e61d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aircraft_with_phase.phase_flt_spec_gross.value_counts()[:10].plot(kind='barh');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>damage</th>\n",
       "      <th>DEST</th>\n",
       "      <th>MINR</th>\n",
       "      <th>NONE</th>\n",
       "      <th>SUBS</th>\n",
       "      <th>UNK</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Landing</th>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>143</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taxi</th>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cruise</th>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>94</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Standing</th>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>41</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Descent</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Takeoff</th>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approach</th>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climb</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maneuvering</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 5,
     "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": {},
   "source": [
    "# What happens to the aircraft in each phase of flight?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuIAAAFyCAYAAACwbb/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLi4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a66bd198>"
      ]
     },
     "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": {},
   "source": [
    "# What happens to people?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>inj_tot_f</th>\n",
       "      <th>inj_tot_s</th>\n",
       "      <th>inj_tot_m</th>\n",
       "      <th>inj_tot_n</th>\n",
       "      <th>inj_tot_t</th>\n",
       "      <th>inj_tot_s+m</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Takeoff</th>\n",
       "      <td>857.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>6266.0</td>\n",
       "      <td>1359.0</td>\n",
       "      <td>502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cruise</th>\n",
       "      <td>367.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>14198.0</td>\n",
       "      <td>1196.0</td>\n",
       "      <td>829.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landing</th>\n",
       "      <td>195.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>11018.0</td>\n",
       "      <td>947.0</td>\n",
       "      <td>752.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approach</th>\n",
       "      <td>522.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2375.0</td>\n",
       "      <td>661.0</td>\n",
       "      <td>139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climb</th>\n",
       "      <td>370.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Descent</th>\n",
       "      <td>89.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>9450.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Standing</th>\n",
       "      <td>12.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>9675.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taxi</th>\n",
       "      <td>14.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>13961.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maneuvering</th>\n",
       "      <td>72.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 7,
     "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuIAAAFyCAYAAACwbb/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncTMzMzOzAjgQNzMzMzMrwP8HHgnaJQK4nLQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a667b358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "injuries_per_phase[['inj_tot_t', 'inj_tot_n']].plot.barh();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvEAAAFyCAYAAAB89IUKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XuclWW5//HP1+GkyUlRRBSGyET9KWaTlqIMmprHKG2b\nmjJYaWmllpodlCFLtNJAy52HrZA7NNRQyzylQJipoWLuYrs1Hc9KyLFMTl6/P+5n4WLNGmZmzZpZ\nM/B9v17r9bTu537u55olr72vda/ruW9FBGZmZmZm1nVsVukAzMzMzMysdZzEm5mZmZl1MU7izczM\nzMy6GCfxZmZmZmZdjJN4MzMzM7Muxkm8mZmZmVkX4yTezMzMzKyLcRJvZmZmZtbFOIk3MzMzM+ti\nnMSbmZmZmXUx3SodgFlzBgwYENXV1ZUOw8zMzKxZjz/++KKI2Ka97+Mk3jq96upq5s2bV+kwzMzM\nzJol6cWOuI/LaczMzMzMuhgn8WZmZmZmXYyTeDMzMzOzLsZJvJmZmZlZF+Mk3szMzMysi3ESb2Zm\nZmbWxTiJt87vtSehvm96mZmZmZmTeANJ9ZJCUm2lYzEzMzOz5nmzpy5IUg1wBjAaGASsBl4E7gEm\nR8SrBf3rgBuA8RExtUODNTOzjdLKlStZvHgxK1asYO3atZUOx6xdVFVV0bt3b7baait69uxZ6XDW\n4yS+C5Ek4BLgPGANcD9wC9AD2Bc4Bzhd0riIuLVigZqZ2UZt5cqVvPTSS/Tv35/q6mq6d+9O+n9R\nZhuPiGD16tUsX76cl156iSFDhnSqRN5JfNdyASmBbwCOjIi/5p+UdAzw38DNkg6OiFkdH6KZmW3s\nFi9eTP/+/RkwYEClQzFrN5Lo0aPHun/nixcvZtCgQRWO6j2uie8iJFWTkvjVwNGFCTxARNwGnA1U\nAf8paTNJs0mlNAA3ZLXvuVd1kfscK+kxSW9LWizpZkmDm4hpK0mTJC2Q9G9JyyQ9IOmQIn3rsnvW\nSfqEpNlZ/yjpAzEzs4pZsWIFffr0qXQYZh2mT58+rFixotJhrMcz8V3HeNJ/rxkR8fQG+l1HSvZ3\nJtXMTwWWAp8E7gDm5/VdWnDt6cDRwJ3AHGAf4DhgpKQ9I2JlrqOkocBsoBqYS6rHfx9wJHCPpNMi\n4toi8R0LfAK4G/h5dr2ZmXUha9eupXv37pUOw6zDdO/evdM9++EkvusYlR1/v6FOEbEmm30/Adgv\nIr6f1Sl+Eri9mQdbPwF8JP9LgqTpwPHZ9TPy+k4DhgLHR8TNef37kZL7KyTdGRFvFtzjcODwiLhn\nQ3+HmZl1bq6Bt01JZ/z37nKariNXhPVyC/rm+mzfyntcUWSWPzebvneuQdJI0iz/bfkJPEBELAUm\nAL2AY4rc446WJPCSTpU0T9K8f3TfAeqXpZeZmZmZeSa+C8l9BWxJDXlr+uabV6Qt94Wgf17bx7Jj\nX0n1Ra7ZJjvuUuTcYy0JJCKuAa4BqKmpcd28mZmZWR7PxHcdr2fHIS3ou0PBNS1VWCMPaSlLSA/L\n5mydHQ8mzboXvk7Pzm9ZZLw3WhmTmZlZp9TQ0IAk6urq2jROdXU11dXVZYmps7niiivYdddd2Xzz\nzZHE5MmTKx3SRsMz8V3HQ8AY4OO8V+LSiKQqoDZ7+8d2iiVX13JmRFzRyms9q25mtpGrPv+uSoew\nQQ2XHFHpEMpm9uzZjBkzhgkTJlBfX9/m8RoaGhg2bBjjxo1j6tSpbRrr5ptv5swzz+RDH/oQZ511\nFj179uSjH/1om2O0xEl81zEV+DbwKUm7FVtiMnMKqRb+GdIKMwC5x6mril7Reo9kx/2B1ibxZmZm\nG4XBgwezYMEC+vbt26ZxHnjggTJF1Ln89re/XXfcfvvWPqZnzXE5TRcREc8DFwPdgTsl7VrYR9JY\nYAopaT89It7NTr2VHVtSitOSWOaRlpX8tKRTivWRtLukbctxPzMzs86oe/fujBgxos0bAA0fPpzh\nw4eXKarO47XXXgNwAt9OnMR3LfXA5cD7gack/VbSpZIul/QIMDPrd3xEPJh33Z+At4GzJF0p6bvZ\nqy1TBycAfwf+S9J8SVdnsfxS0tPAX7I4zczMNkrFauLr6uqQRENDA1dffTW77747vXr1YuDAgZx6\n6qksW9Z4pbVSa+Lr6uoYM2YMABMnTkTSutfs2bPX9Vu5ciWXXHIJe+yxB1tssQV9+vRh//33Z8aM\nGeuNV19fz7BhwwCYNm3aeuO1prSmvr4eScyalTaOzx/HysflNF1INrP+DUm/As4ADgAOIs28NwCX\nAZMj4pWC65ZIOob00Ol40qZMAP/Ne/XtrY3lFUkfBr5KWkryRFK5zhvA34ArgQ1tSmVmZrbROu+8\n87j33ns56qijOOSQQ5g1axbXXnstzz33HA8++GDzA7TA2LFjgZRwjx49mtra2nXncl8KVq1axaGH\nHsqcOXMYMWIEZ5xxBm+//Ta33norxx13HPPnz+fiiy8GoLa2lqVLlzJlyhRGjhy5bnyAPffcs8Vx\n5eKYOnUqL774IhMmTGjbH2pFOYnvgiLiMVq4VGPeNfeQdlUtdq6eNMtf7FwD7y1ZWXhuBanE5+IW\n3H8qqa7fzMxso/fII4/w9NNPM2RIqmRds2YNBx54ILNmzeKxxx5j7733bmaE5o0dO5Z+/foxbdo0\namtriz7YetlllzFnzhwOO+ww7rzzTrp1S6nfhAkT2HvvvZk0aRJHHnkk++67L7W1tVRXVzNlyhT2\n3HPPkh+Ura2tpba2ltmzZ/Piiy+W5YFba8zlNGZmZmZlduGFF65L4AG6devG+PHjAXjssVbNw7XJ\n9ddfjyQuv/zydQk8wLbbbssFF1wAwHXXXddh8Vj5OIk3MzMzK7OamppGbTvuuCMAS5Ys6ZAYVqxY\nwXPPPcf222/PiBEjGp0/8MADAXjyySc7JB4rLyfxZmZmZmXWr1+/Rm25mfC1a9c2Otcecg/RNrV6\nTq596dJiez1aZ+ck3szMzGwjlFu//o03im+W/vrrr6/Xz7oWJ/FmZmZmXVRVVdrHsdjsfu/evRk+\nfDivvvoqzz77bKPzuSUg99prrxaNZ52Lk3gzMzOzLmrrrbcG4KWXXip6/pRTTiEiOPfcc9dLzBct\nWsRFF120rk9O//79kdTkeNZ5eIlJMzMzsy5q5513ZvDgwdx888306NGDIUOGIImTTjqJoUOHcs45\n53D33Xdzxx13MHLkSA4//HDefvttbrnlFhYuXMh5553HqFGj1o235ZZbss8++zB37lxOPPFEPvjB\nD1JVVcXRRx/NHnvsUcG/1Ao5iTczMzProqqqqpg5cybnn38+M2bMYMWKFUQEo0aNYujQofTo0YP7\n77+fyy+/nOnTp3PllVfSrVs3Ro4cyeTJkzn++OMbjXnjjTdy9tlnc88993DTTTcREeywww5O4jsZ\nRUSlYzDboJqampg3b16lwzAzs8yCBQvYZZddKh3GRmO77bajb9++PPPMM5UOxTagpf/uJT0eEY3X\nGC0z18SbmZmZVcjixYtZtGgRO+ywQ6VDsS7G5TRmZmZmHWzZsmX8+Mc/5t5772Xt2rUce+yxlQ7J\nuhgn8WZmZmYdbMmSJUyaNIlhw4YxadIkTjvtNADmz5/P7bff3qIx6uvr2zHC9TU0NDB16tQW9T3r\nrLOKbnZl5eUk3szMzKyDVVdXs2bNmkbt8+fPZ+LEiS0ao6OT+JbGVVdX5yS+A7gm3szMzKyTqKur\nIyJa9OpItbW1LY6rurq6Q2PbVDmJNzMzMzPrYlxOY53fa09Cfd/12+qXVSYWMzMzs07AM/HWiKQG\nSQ2VjsPMzMzMiusUSbykyF7vShq+gX6z8vrWdWCIZmZmZmadRqdI4jNrAAGfL3ZS0k7A6Kyfta+D\nspeZmZmZdUKdKYl/E5gHjJdUrFb/C6Qk/7cdGtUmKCL+HhF/r3QcZmZmZlZcZ0riAa4FtgOOzG+U\n1B0YBzwM/LXYhZI+LGmKpKckLZb0jqRnJV0mqX+R/nW5shxJYyTNlrRC0nJJd0napYn7bCHpW5Lm\nS/qXpH9K+pOk4zd0jybGCkmz895fnbUd3UT/j2bnb2lDTLXZGPWS9s7+1sVZW3XWp1FNfBs+rw9K\nuk3Skiy2hyUd0dxnY2ZmZmZN62xJ/E3Av0iz7vmOBgaSkvymfBH4LPAMcAPwc+B14OvAHyX1buK6\nI4H7gOXZNXOBw4E5kgbkd5TUD3gIuBhYC1wPTAO2AaZL+n6L/sqmTc2O45o4f3J2nFaGmD5G+lt7\n5V2zqgUxtubzGgH8Cfg08EdgCvASMBMY24J7mZmZmVkRnWqJyYhYIelmoE7SDhHxSnbqi6SkcQbw\n7SYunwScERFr8xslfR64DjgduLTIdWOBQyPigbxrJgHnA6cAP8zrOxn4EPDNiPhhXv9ewO3AtyXd\nGhHzW/o354uIP0n6P+BISVtHxFt59+hJ+pKyELinDDEdAnwpIq5uZZit+bx+BmwFnB4R/5nX/zDg\nd628r5mZmZllOttMPKTZ9ipSQoikocDBwC8j4u2mLoqIFwsT+Mz1pC8AhzZx6c35CWnmmuy4d65B\n0tbA54B5+clydu93gG+SavZPaCrGFpoG9CAl7PmOAvqTPoc1ZYhpfgkJPLT889oROBB4DljvPhFx\nN/D7Eu5tZmbWaTQ0NCCJurq6No1TXV3tXU6t1TrVTDxARDwq6WnglKwU5AukLxsbKqXJ1c2fRkp+\ndwX6sv6XlMFNXDqvSNvL2TG/lv4jpC8XIam+yDXds2PR2vBW+AVwEamk5md57bkSm2l5bW2J6bES\n42vp57VndvxTRLxb5JqHgI83dRNJpwKnAlT12Ybqd25Yv8P5d7Uw3MpouOSISodgZlY5hRv0dTYb\n0YaBs2fPZsyYMUyYMIH6+vo2j9fQ0MCwYcMYN24cU6dObfN41n46XRKfuRa4AvgEMB54PCKebOaa\nXwGfAp4H7gDeAFZm584CejZx3dLChohYIwlSgpyzdXb8SPZqypbNxLlBEfGKpAeAgyXtEhELJG1L\n+izmR8RTZYrpjRJDbOnnlfu/4G82MU5T7bkxryGb4e85aKdofZhmZmbta/DgwSxYsIC+fdv2peWB\nBwp/4DZrXmcspwG4Efg3qQxjMO+VaxQlqYaUwP8eGBER4yPiWxFRD3yPVJ7SVrmv7T+JCG3gNSbv\nmtwMdKMvS9kDqU3JzbbnZt9PzMaYVtCvlJhy2jsxXp4dBzZxvql2MzOzLqF79+6MGDGCQYMGtWmc\n4cOHM3x4k3tdbrLKUaq0MeuUSXxELAVuBXYgrVZzUzOXfCA73hkRqwvO7Q1sXoawHiMl5fu34pol\n2XHHIudqNnDdr0lJ8OckbUZK5tcA08sQU0fJ/XLysexvKDSqI4MxMzMrt2I18XV1dUiioaGBq6++\nmt13351evXoxcOBATj31VJYta1zKU2pNfF1dHWPGpHm6iRMnImnda/bs2ev6rVy5kksuuYQ99tiD\nLbbYgj59+rD//vszY8aM9carr69n2LBhAEybNm298Uoprbnzzjs56KCDGDRoED179mT77bdn9OjR\nXHXVVa0eqzmSqK2t5c033+SUU05h4MCBvO9972Pfffdl7ty5APzrX//i3HPPZejQofTs2ZPddtuN\nW265pZmRO6/OWk4D8F1SMvuPiFjRTN+G7FgLXJlrzMpQflakf6tFxEJJvwROknQBMCn3gGne/YYD\n70bEC1nTPFKSfYKkS3MP5kraivVXcSm8178lzSA9D3A2MJL0BWVhGWLqEBHxcrYGfi3pWYX81Wk+\nwQbq4c3MzLq68847j3vvvZejjjqKQw45hFmzZnHttdfy3HPP8eCDD5blHmPHptWap02bxujRo6mt\nrV13LvelYNWqVRx66KHMmTOHESNGcMYZZ/D2229z6623ctxxxzF//nwuvvhiAGpra1m6dClTpkxh\n5MiR68YH2HPPPWmNa665htNOO43tttuOo446igEDBrBw4UL+8pe/cMMNN3D66ae37Y8vYunSpey3\n33707t2b448/nsWLF3PzzTdz6KGH8qc//YnTTjuNxYsXc+SRR7J69WpuuukmjjvuOHbccUc++tGP\nlj2e9tZpk/iIeIm0pnhL/Jm0DvmnJT1MemhyIHAYad3418oU1leAnUglOidJeohU27096eHRjwDH\nAy9kf8PruSQbmC/pLqAPaV31P5CWhmzKNFISPynvfZtj6mBnkP67XCXpcOAvwPuBY0jPLXyS90qO\nzMzMNhqPPPIITz/9NEOGDAFgzZo1HHjggcyaNYvHHnuMvffeu5kRmjd27Fj69evHtGnTqK2tLfpg\n62WXXcacOXM47LDDuPPOO+nWLaV+EyZMYO+992bSpEkceeSR7LvvvtTW1lJdXc2UKVPYc8892/Sg\n7NVXX02PHj146qmn2Hbbbdc7t2jRopLH3ZCnnnqK0047jauuuorNNktFAAcffDAnn3wyY8aMYb/9\n9mP27Nn06tULgJNOOokDDjiASy+9lJkzZ7ZLTO2pU5bTtFa2tOTRpNne7YGvkco1riMtLVlYYlPq\nfZYDo4GvAotIyejXgTHACtKs+f0Fl30R+DGwBSmpHU16aPfEZu71EGl5xu7AYuC3ZYypQ0TE30ib\nSs0klfycBVSTnl94KOu2vOjFZmZmXdiFF164LoEH6NatG+PHjwfgscdKXSCu9a6//nokcfnll69L\n4AG23XZbLrjgAgCuu+66drl3t27d6N69e6P2AQMGFOnddltssQU/+tGP1iXwACeccALdunVjyZIl\nTJkyZV0CD7D//vtTXV3N/Pklbe9TcZ1iJj4i1Iq+3yWV2hS2LyZt6FRMdZH+U3lvh9QWxxQRq4Cf\nZq9mRcRK4NzsVWiDf3dE7NTCe7Q4poiY3YL7Vhdpm0ppn9f/knZsXY+k3Nr1CzYUi5mZWVdUU9P4\n0bcdd0yPyC1ZsqTRufawYsUKnnvuOQYPHsyIESManT/wwAMBePLJ5hYAbL0TTzyRb3zjG+y2224c\nd9xxjB49mv32249tttmmUd/6+nomTpxYdJxp06YxbVrjYoSIxutzfPCDH6R3797rtVVVVTFw4ED+\n9a9/8f73v7/RNYMHD+bRRx9t6Z/VqXSKJN42TtkDrdtGxBsF7QcBxwF/i4hnmhtn98F9med1183M\nrAvp16/xInS5mfC1a4vtTVl+uYdom1o9J9e+dGmj1aPb7Otf/zoDBgzgqquu4oorrmDy5MlIYvTo\n0fzoRz9a70tOfi1/vokTJzaqzd+Qppb67Nat2wbPrVmzpui5zs5JvLWnHsDLkmYB/0taYWc30g68\nq0jlRWZmZtYOconrG28U3xrm9ddfX69fuZ188smcfPLJLF26lIcffpiZM2dy/fXXc+ihh7JgwYJ1\ntfK1tbVFE/mJEye2uTZ/Y7ZR1MRbp7Ua+Dlprf9xpLr9PYBbgI9lpT1mZmZWoqqqtM9isdn93r17\nM3z4cF599VWeffbZRudnzZoFwF577dWi8UrVr18/Dj/8cK699lrq6upYvHjxumUfrXRlTeIl9Zf0\nvnKOaV1XRKyNiK9GxG4R0TciukfEoIg4rgU78JqZmVkztt46bd7+0kvFF/Q75ZRTiAjOPffc9RLz\nRYsWcdFFF63rk9O/f38kNTleS91zzz1Fy1QWLkyrZW+xxRZtGt9KKKfJ6pkPJa1JviRr25Y0uzoK\nWCPpZxHx9bJGamZmZmbr2XnnnRk8eDA333wzPXr0YMiQIUjipJNOYujQoZxzzjncfffd3HHHHYwc\nOZLDDz+ct99+m1tuuYWFCxdy3nnnMWrUe/svbrnlluyzzz7MnTuXE088kQ9+8INUVVVx9NFHs8ce\ne7Q4rs9+9rP06tWLUaNGUV1dTUQwd+5c/vznP/PhD3+Yj3/c28W0VSk18V8F/l9EnJfX9mPSEoLP\nAr2BMyU9EhEzig1gZmZmZm1XVVXFzJkzOf/885kxYwYrVqwgIhg1ahRDhw6lR48e3H///Vx++eVM\nnz6dK6+8km7dujFy5EgmT57M8ccf32jMG2+8kbPPPpt77rmHm266iYhghx12aFUSf8kll3Dvvffy\nxBNP8Lvf/Y5evXoxdOhQLr30Ur785S8XXXrSWkfFlujZ4AXSC8CciKjL3m8OvAXMjYhDJfUGngae\nj4gDyxyvbYJqampi3rx5lQ7DzMwyCxYsYJdddql0GBuN7bbbjr59+/LMM80u2GYV1NJ/95Iej4jG\na4yWWSk18duy/g6o+wC9yNYQj4gVpI2Jdm5rcGZmZmYbs8WLF7No0SJ22GGHSodiXUwp5TQrgc3z\n3u8PBPCHvLblwFZtiMvMzMxso7Vs2TJ+/OMfc++997J27VqOPfbYSodkXUwpSfwLQH6ZzDHAsxHx\nal7bjsCitgRmZmZmtrFasmQJkyZNYtiwYUyaNInTTjsNgPnz53P77be3aIyOXD+9oaGBqVOntqjv\nWWedVXSzKyuvUpL4acBkSY+SNuzZHSjcK3cvwIVdZmZmZkVUV1cXXYJx/vz5TJxYmFYV19FJfEvj\nqqurcxLfAUqpif9P4GagBtiPVP9+ae6kpL2BXYDZZYjPzMzMbJNRV1dHRLTo1ZFqa2tbHFd1dXWH\nxrapavVMfESsBk6Q9KX0NlYUdHke+BDQ0PbwzMzMzMysUCnlNABExPIm2hfhengzMzMzs3bT6nIa\nSf0l7SqpZ0H7eEl3SJqeldSYmZmZmVk7KGUm/mLgc6T14gGQ9FVgMqCsaaykmoj4W9tDNDMzs84m\nIpDUfEezjUBHP4PQEqUk8fsBD0TEv/PazgFeBU4AtgN+AXwd+EKbIzR77Umo71vpKGxjVr+s0hGY\ndSlVVVWsXr2aHj16VDoUsw6xevVqqqqqKh3GekpZnWYwaa14ACTtSloX/sqIeCgibgV+AxxQnhBt\nYyTpx5JCUrtvS2xmZuXVu3dvli8v+mic2UZp+fLl9O7du9JhrKeUJH5z4J289/uRdmz9fV7b30nJ\nvlVYlii35lVX6ZjNzKxz22qrrViyZAmLFi1i1apVnbLUwKytIoJVq1axaNEilixZwlZbbVXpkNZT\nSjnNq8CIvPeHAsuBp/La+gP55TZWOcV2ZjgL6AtMAZYWnJvf7hEllwLX4aVIzcy6nJ49ezJkyBAW\nL15MQ0MDa9eurXRIZu2iqqqK3r17M2TIEHr27Nn8BR2olCR+FjBO0ldIM/JHA7dFxLt5fT4AvFyG\n+KyNIqK+sC2bbe8LTI6Ihg4OCYCI+Afwj0rc28zM2q5nz54MGjSIQYMGVToUs01SKeU0k4B/kmZx\nryEl8vW5k5K2BUYDD5chPqsQSR+V9FNJT0taKukdSc9IukRS74K+20p6XdLbknYrONdd0qNZqc6n\n8tpdE29mZmZWolJ2bH0hS9SOzZrujIiX8roMBX4GTC9DfFY5XwEOBP4A3At0Bz4CfBM4RNK+EfEO\nQEQslHQicD/wK0kfyVu96BJgb+CnETGzo/8IMzMzs41RSTu2RsQbwE+bOPdn4M9tCco6he8CLxWU\nSSHpTNKeAJ8nfVkDICIelPQD4ALgCuCLko4AzgaeJC1DamZmZmZlUFISnyOpO+kh137AMmBBRKwu\nR2BWWRuolb8K+CHpgeafFZybSCql+oKkBcC3SaVXx0XEytbcX9KpwKkAVX22ofqdGzbYv+GSI1oz\nvJmZmVmXVkpNPJL6SPo5aWWT+cBs0mzrUkk/l9SvfCFaJUjqKelsSX+StETSWkkBrAJ6UGQJ0YhY\nS9rwaxFwGbA18KWIeLa194+IayKiJiJqqrbwRk9mZmZm+Vo9Ey+pD/BHYDdgBTAXeB0YBOxJmj0d\nldVMeyeILkhpH+07gUOAZ4FfA2+SEniA84Ci6yxFxKuS/gQcRVqO9NZ2D9jMzMxsE1NKOc23SAn8\nfwLfiYh164xL6gt8Hzgj6/etcgRpHW40KYG/E/hUfl28pJ6kuveiJH2RlMAvIs3WX0qqizczMzOz\nMimlnObTwCMRcUZ+Ag8QEcsi4qvAn4BjyhGgVcQHsuPthQ+2AvvTxL+bbNWiKaQZ+D1IDzifJemo\n9grUzMzMbFNUShI/hFQDvyFzgB1LGNs6h4bsWJvfKGl7UpLeiKQtgBmkMpsTI+J14LOk3XynSvK/\nBzMzM7MyKSWJfxvYtpk+22T9rGuaQ3pQ+WRJcyRdKulG4H9Is+xLilxzBbAr8P2ImAMQEc+TnpHY\nCpguqapDojczMzPbyJWSxP8Z+IyknYqdlDQc+A+8VnyXlS0T+gngOmAYcCawDylRPwooXDv+eNK6\n8XOB7xWM9SvgWmBU4TkzMzMzK40ionUXSAcB95FWprkSmEVanWY7UvnFV4G+wKER8ftyBmubppqa\nmpg3b16lwzAzMzNrlqTHI6Kmve/T6tVpIuIBSaeTaqO/nb1yBKwGvuIE3szMzMysfZS0Y2tEXC3p\nbuAk4EOkmfdlpDrq/46IF8sXopmZmZmZ5SspiQeIiJeAH5QxFjMzMzMza4FWP9gqaa2k6e0RjJmZ\nmZmZNa+U1WlWAC6XMTMzMzOrkFKS+CdJ64GbmZmZmVkFlJLEXwocLungcgdjZmZmZmbNK+XB1m2B\ne4C7Jd1O2tTpDaDRgvMR8Yu2hWdmZmZmZoVKSeKnkhJ2AZ/OXrB+Eq/svZN4MzMzM7MyKyWJH1/2\nKMzMzMzMrMVK2bF1WnsEYmZmZmZmLVPKg61mZmZmZlZBTuLNzMzMzLqYVpfTSHq+Bd3eBZYDC4Bf\nR8Rtrb2PmZmZmZkVV8qDrZtl122fvV8DvAVsnTfea6SlKPcEPivpd8DYiFjbtnDNzMzMzKyUcpo9\ngFeBucAooFdEDAJ6Aftn7a8Ag4GdSWvKHw6cWY6AzczMzMw2dYpotEfThi+QrgQOBv5fRKwpcr4H\n8Bfgvoj4mqQtgP8F/hERHy5DzFYGkqqBF4BpEVGX1z4VGAcMi4iGCoTWSM32VTHv1C0rHYZt6uqX\nVToCMzPrAiQ9HhE17X2fUmbiPwXcWSyBB4iIVcBvyDaBioi3gQeAD5YaZGchqUrSFyXNkbRY0mpJ\nCyX9RdJ2cz44AAAgAElEQVR1ko7O61snKSTVVTBkMzMzM9sIlVITvzXQo5k+3bN+OW+UeK9OQ1IV\n8FvgE8BS4C5S2dBWwHDgBGAEcGelYiyTbwGXkEqmzMzMzKwTKiWxfh44RtIFEbGi8KSkPsAxpFKN\nnEHA4tJC7DSOJyXwTwGjI2K939azsqF9KhFYOUXE68DrlY7DzMzMzJpWSjnNNaSHVh+VdKKkakmb\nZ8fPAY+SVq65GkCSgFpgfplirpR9s+PUwgQeUtlQRMwCkDQbuCE7dUNWVpN7VWd9tpd0oaQ/SnpD\n0ipJr0maLmmXwvGzzzckTc3+982SFkl6R9I8SUcWC1pSb0mXS3ol6/u/kr5OE//ts/HXxdnGe/eV\nNLnw3pLenxuv2HVmZmZmtmGtnomPiCmSdga+BPyiSBcB10TElOz9tsBNwP0lR9k5vJUdW1LbP5VU\ncvNJ4A7W/wKzNDseAJwPzAJuA/4J7AQcCxwtab+IeKrI2EOBx0i/iNxIKuc5DrhD0sdzXyQAJPUk\nPY/wEdIvCL8E+gEXAKNb8He05d69gAeBvYAns3v3Bb5DWsXIzMzMzEpUUp16RJwuaTpQR1oLvi9p\nc6cngV9ExB/y+r5JqrPu6n4NfBP4kqTewEzg8Yh4sbBjRExNP0DwSeD2iJhaZLwHgYGFJUmSRgJ/\nJNWlH1bkulqgPiIm5l0znbSU57mkLwU53yAl8L8GPhMR72b9LwEeb/5PbtO9zyUl8DcDJ0S2DJKk\nHwBPlHBvMzMzM8uUUk4DQEQ8FBFfiIiaiNgpIj6cvf9Dsf6S+kgaUnqolRURTwKfA97MjrcBDZLe\nkjRT0lGtHG9hsWcKstn3B4ExkroXufRF4PsF19wLvATsXdB3PGn33PNyCXzW/wXgitbEW8K9x2X3\n/lYugc/6vwxMLuHeZmZmZpbpyBVjzgYuBKo68J5lFREzJM0ExpA2uvpQdhwLjJX0C6AuP2ndEElH\nkMqSaoABNP7vMYDGD5nOb2Ln25eBj+WN3Rv4APByRPy9SP/ZwISWxFnCvfuQVux5uYm15h9q7kaS\nTgVOBajqsw3V79zQZN+GS45objgzMzOzjUqXXvaxEiJiNXBf9sotPXkMcD1wMqnM5vbmxpH0NWAK\nsIT0vMBLwNtAkL4UjAR6Frl0aZE2gDWs/8tK3+z4ZhP932guxjbcu08z926qfZ2IuIb0EDU9B+3U\nuh3JzMzMzDZyTuLbKJuZniFpd+C7wIE0k8RL6gZMJCXSe2XLOuaf/1jRC1snt4LOwCbOb1eGezRl\neTP3bqrdzMzMzFqg5Jp4ayRX367smCs7KVY+NIC0SszDRRL4LUkPhLZJVm//HDBY0vAiXWrbeo8N\n3Hs5aQWbwflLVeYZ1V73NjMzM9sUOIlvIUnHSzpYUqPPTNJ2wBezt7kHe3NLUhZ7mHchqXTmw1nS\nnhunO6nEZkCZwr6B9N/40vy4JQ0DvlamezTlF9m9J2V7BeTuvSNwVjvf28zMzGyj5nKaltsHOBN4\nQ9JDvLcj7TDgCGBz0prwt2btfyIl6mdJ2or36sCvjIhlkq4grRP/tKQ7gB6kB2a3Ii3VOKYMMV9G\nqq8/BnhC0r2kWvnjSF82ji7DPZryw+zenwV2lnRfdu//yO49lrR6jZmZmZm1kpP4lrsMeBb4OLAH\ncCjQizTjPhuYDkzPrUwTEUskHUNaAWY88L5snP8m1atfAPwD+AJwWtZ2P6muft067G0RESslfRyo\nJyXuZwINpGUiZ9KOSXxE/FvSGOB7pA2sziZ98bkYmEtK4pc3PYKZmZmZNUUtXA2x7TeSJgAXRkSX\nXWLSykPSF0krz3wpIq5urn/PQTvFoHFNLy3vJSbNzMyss5D0eETUtPd9PBNv7UbS9hHxWkHbjqRf\nIdYAv23JOLsP7ss8J+pmZmZm63RkEi/eW7nFNg23ZQ/rPk5aY74aOBLYgrST66sVjM3MzMysy+rI\nJP4G0gObtum4ETiJ9GBtX+CfwKPATyPi15UMzMzMzKwra/USk5IOknS9pO2bOL99dr42vz0iXoyI\nOSXGaV1QRFwVER+LiAER0T0i+kfEgU7gzczMzNqmlJn4rwIjCmudcyLitWzH0b6kVVvMzMzMzKyM\nStnsaS/g4Wb6PAS0+1O5ZmZmZmabolKS+G2BorPwed7M+pmZmZmZWZmVksQvA3Zsps+OwL9KGNvM\nzMzMzJpRShL/GDBW0nbFTmYPvI7N+pmZmZmZWZmVksRfCfQG5ko6WlJPAEk9JX0S+AOwJXBF+cI0\nMzMzM7OcVq9OExH3SbqItOvmTCAkLQH6896GTt+LiHvKGqmZmZmZmQGlzcQTEROATwC/AxaTlpNc\nDNwFHBoR9eUK0MzMzMzM1lfyjq0RcR9wXxljMTMzMzOzFihpJt7MzMzMzCqn5Jl4SXsAJwC7AO+L\niI9n7dXA3sD9EbGkDDGamZmZmVmekpJ4Sd8Dvs17M/mRd3oz4CbgLNJKNmZmZmZmVkaKiOZ75V8g\nfRaYDtwLfBM4Djg/Iqry+jwKLI+Ig8sYq22iaravinmnblnpMMw6j/pllY7AzMyaIOnxiKhp7/uU\nUhP/NeA54JMR8RdgVZE+C4Cd2hKYmZmZmZkVV0o5ze7A1IgolrznvAYMLC2krklS4U8aq4DlwMvA\nE8BtwH0RsbajY+tMJDUARER1ZSMxMzMz67pKSeIFvNtMn4HAOyWMvTGYmB2rgH7AbsBJwOeBeZJO\njIj/q1RwZmZmZtb1lZLEPwvs29RJSVXAKOCvpQbVlRXb6ErSQNJDvp8Bfi+pJiIWdnRsZmZmZrZx\nKKUmfgawl6RvNHH+W8AHSA+/GhARbwKfBWYDO5JW9lmPpK0kTZK0QNK/JS2T9ICkQ4r07SHpa5Ke\nkLRE0tuSGiTdIenjRfqPkHR91melpIWS5kr6chN9p0p6Oev7pqTpknYu0neqpJBULek0SU9Leie7\n5hpJffP61mYlR0OBodl1udfU1n2iZmZmZpu2Ulan2Rz4IzASmEdaXvIjwE+A/YEa4BFgdESsKWu0\nnViuJj4itIE+BwG/BxYC20X24UsaSkrwq4G5wOPA+4Ajge2A0yLi2rxxpgPHA/8DPAj8G9ie9AvI\nryPinLy+RwC3AD2Be4C/kMp8RgKDImJYXt9PAL8GugO/IT3AvAPwaWAlMCYinsjrPxUYl41/aHbN\nm8AY4EPArIg4MOtbDdSRlh4FmJz30cyPiNub+ty8Oo1ZAa9OY2bWaXXU6jStTuIBshnWKcCJpNrv\nnHeBXwJfiYgVZYmwi2hhEt8T+CepjOn9EfFC1j4bOAA4ISJuzuvfj5Tc7wxUR8Sb2We/hPSw7D6F\nD8pK2joi3sr+9wDg78DmwMERMaeg7w4R8Ur2v/sDzwNrgQMi4m95/XYDHgX+LyL2ymufSkriXwZG\nRcRLWXs30peL/bMYH8u7piH7nKqb+pwKOYk3K+Ak3sys0+qoJL6kzZ4iYhlQJ+nrpFn4rYFlwGMR\n8Y8yxrdRiYiVkt4iPfi7DfCCpJHAaODW/AQ+679U0gTgduAY4CrSLx8izYw3esA4l8BnxgF9gCsK\nE/is7yt5b08mzdB/JT+Bz/r9VdK1wFmSdi08D3wvl8Bn/ddIuoGUxO8NPEYrSToVOBWgqs82VL9z\nQ2uH6DIaLjmi0iGYmZlZF1NSEp8TEYtJmz5Zy+Vm6nM/gXwsO/aVVF+k/zbZcReAiFgu6TfAUcB8\nSbeRSnAejYi3C679aHa8uwVx5eIY2UQcH8yLozCJn1ek/8vZsX8L7t1IRFwDXAPQc9BOrf+5yMzM\nzGwj1qYkXtKOpNrnvqSZ+Ccj4uUNX7XpktQL2Cp7m/vFYuvseHD2akp+PclxpN1yT+C9JS3fkXQr\ncE72IC2kmXWAV1sQXi6OLzbTr1hdy9IibbnnIaqKnDMzMzOzNigpiZe0E6m048Ai5x4EzvBa6EWN\nIn3mb0ZEQ9aWK249MyKuaMkgEfFvoB6oz75IHUB6aPRzpIdj98+65pLrwcDTzQybi2NkthOvmZmZ\nmXVSrV5iUtIHgIeBg0gPQv4C+GF2fD5rfyjrZxlJmwHfyd7mL7/5SHbcnxJExMsR8UvS6jDPAqMk\n5WbVc2Mf1oKh2hRHK6zFs/NmZmZmbVLKOvGTSKUXZwI7R8T4iPhWRIwnraJyNjAAuLh8YXZtkrYF\nbgZqgZfI+2wiYh6ppv3Tkk5p4vrdszGQtI2kfYp0ex/Qm1TGsiprmwYsB74s6YAi4+6Q9/YG0sz9\nBEl7F+m7maTaDf+lLfIWsE22VKmZmZmZlaCUcpqDgN9FxJWFJyLiXWBKtkFRo02HNgV5D4VuRqpJ\n341URtODtErLiRGxqOCyE0hLMv6XpK+RlnNcSlqjfQ/g/5EePF1IKo15RNIC0jKTL5NWoMmtKX9F\nbnnPiFgk6QTgVmCWpLtJ68T3ycbdERiW9X1L0rHAzGz8B0i77r4LDMnuvzXQq40f0QOkFY3ukfQH\n0io7T0XEb9o4rpmZmdkmo5Qkvgcwv5k+80l12puiCdlxFbACeJFUanQbcF/2RWc9EfGKpA8DXyUt\nJZlbf/8N0kowV/JeTXtDdo9a0qZKA4DFwDPA+aQZ//yx75JUQ3oQ9iDgENI68/9L+lUlv+8DkvYA\nziGV5+yf/R2vkb5k3Nb6j6OR75O+3BwF7Jf9ndNIG0WZmZmZWQuUsmPrH4GXI+KzG+jzK2CHiNiv\njfGZ0XPQTjFo3OTmO3ZRXifezMxs49GZN3u6GJgp6bCIaLT+uKQjgE8BY9sanBnA7oP7Ms+JrpmZ\nmdk6pSTxW5M2D/ptVjf9B+BN0i6ko0nLTv4GGCDp5PwLI+IXbQvXzMzMzMxKKad5l7TbqJrpmj+w\ngIgILy1orVZTUxPz5hXbFNbMzMysc+nM5TTjyx6FmZmZmZm1WKuT+IiY1h6BmJmZmZlZy5Sy2ZOZ\nmZmZmVVQq5N4Sf0l7SqpZ0H7eEl3SJrexI6iZmZmZmZWBqUuMfk5YNtcg6SvApN572HXsZJqIuJv\nbQ/RzMzMzMzylVJOsx/wQET8O6/tHOBV0i6t/5G1fb2NsZmZmZmZWRGlzMQPBh7IvZG0K7Aj8M2I\neChr+wwpoTczMzMzszIrZSZ+c+CdvPf7kdaE/31e299Jyb6ZmZmZmZVZKUn8q8CIvPeHAsuBp/La\n+gP55TZmZmZmZlYmpZTTzALGSfoKaUb+aOC2iHg3r88HgJfLEJ+ZmZmZmRUoZSZ+EvBPYApwDSmR\nr8+dlLQtMBp4uAzxmZmZmZlZgVJ2bH1B0m7AsVnTnRHxUl6XocDPgOlliM/MzMzMzAqUUk5DRLwB\n/LSJc38G/lzYLmk0MDoivlfKPc3MzMzMLCkpiS9RLXAh4CTeWue1J6G+b6Wj2LjUL6t0BGZmZtYG\npdTEWxchqVpSSJpa0D41a69ux3vXZ/eoba97mJmZmW2qnMR3QZJGSLpS0v9IWiZplaTXJN0l6fOS\nelU6RjMzMzNrP07iuxhJFwJ/Bb4CrACmAT8G7iat338d8FAzw3wL2IW05r+ZmZmZdTEdWRNvbSTp\n28BE0hr8n4mIR4v0ORL4xobGiYjXgdfbJUgzMzMza3eeie8isvr1emA1cHixBB4gIn4LfKKZsRrV\nxOfXz0saLulWSW9JWiHpPkn/L+u3jaRrJL0u6R1Jf5Y0ppn7jZP0pKR/S1oo6XpJ27XizzczMzOz\nPE7iu47xQHfS7rj/s6GOEbGyDfepBh4FBgJTgfuAjwOzJe0EPAJ8BPgVMAMYCdwtaUgT450N/Bx4\nCpgMPJP9LQ9L2qYNcZqZmZltslxO03WMyo4PtPN9RgPfjYgf5BokXUBaGvRRUuJ+ekS8m527H/gF\nKVk/u8h4hwH7RMSTeeP9BDgLuAT4fDv9HWZmZmYbLSfxXceg7PhKO9+ngZRc55tGSuJ7AufmEvjM\ndOB6YM8mxrsxP4HP1JNm40+QdHqxXw4knQqcClDVZxuq37mhlX+GbdD5d1U6AuviGi45otIhmJlt\n0jqynGYZ8FIH3m9jo+wY7Xyf+RGxtqDttez4fxGxIv9E1vdNYIcmxptT2BARy4D5QC/SKjmNRMQ1\nEVETETVVW3ijJzMzM7N8rU7iJT0o6eRm+nxO0oP5bRExOSKGtfZ+tk4ukW4qWS6XRlt5RsSaps5l\n1pDq9Yt5s4n2N7KjM3QzMzOzViplJr6W9PDjhgwl1VZb+eTWfj+oolG03sAm2nOr0zT1xcDMzMzM\nmtBe5TSbk2ZnrXxuIC0veYykXTfUUVLPjgmpRRp9mZPUl1RD/w6woMMjMjMzM+viSk3ii9ZlKxkK\nHE7akMjKJCIaSA+E9gDuklRTrJ+kT5B2b+0sTpL0oYK2elIZzU1tXA7TzMzMbJPUotVpJL3L+ol7\nvaT6DV0CXNyGuKyIiLhYUjdgAvBnSQ8D84B/kspWDgB2yto6i7uBP0qaQdoldlT2agDOr2BcZmZm\nZl1WS5eY/APvJfEHkFaZaSjSby3wFmkt8+vaGpw1FhHfk3QLcDowhrRUYy/S5z4fuBT478pF2MhP\ngJmkdeGPI33hmAp8OyIWVjAuMzMzsy5LEa1bsTCbla+PiO+1T0hm66upqYl58zrTjwtmZmZmxUl6\nPCKKlj2XUymbPQ0DlpY7EDMzMzMza5lWJ/ER8WJ7BGJmZmZmZi3TbBIv6cISx46IuKjEa83MzMzM\nrAktmYmvL3HsAJzEm5mZmZmVWUuS+DHtHoWZmZmZmbVYS5L4JcAbXg7QzMzMzKxzaMmOrU8CX8q9\nkfSgpJPbLyQzMzMzM9uQliTx7wJVee9rger2CMbMzMzMzJrXkiT+FWDP9g7EzMzMzMxapiU18b8B\nviJpAfB61lYnqbaZ6yIiDmpLcGZmZmZm1lhLkvjvAD2AI4DRpKUjq2m+pCbaEpiZmZmZmRXXbDlN\nRKyIiC9FxI4RUQUIqI+IzZp5VTU3tpmZmZmZtV5LauILzQEayhyHmZmZmZm1UKuT+IgYExG/aO11\nks6U9HxrrzMzMzMzs/WVMhNfqn7A0A68n5mZmZnZRqklD7aaVdZrT0J930pHsXGqX1bpCMzMzKwE\nHTkTb5sYSSFpdqXjMDMzM9vYOIlvhqTvZMloSNq50vGYmZmZmTmJ3wBJAj7Pe2vef7GC4ZiZmZmZ\nAU7im3MIMAyYBrwJjJPUo7IhmZmZmdmmzkn8huVm3q8FfgkMAD5V2ElSfVZuUytpnKQnJf1b0kJJ\n10varsg1s7Nrekr6vqQXJK2U9HdJE4p9WcjVmEvaTtJ1kl6VtFZSXV6fQZJ+JqlB0ipJ/5D0a0kf\nLjJeX0nnSnpQ0it5/e+U9NGmPhRJI7K/qyGLeaGkuZK+3ET/AZKukfR61v+vksY3Nb6ZmZmZbZiT\n+CZIGggcDfxfRDwM3JCdOnUDl50N/Bx4CpgMPAOMBx6WtE0T18wATgF+A/yUVLpTD9yWlfMU2gp4\nBPgo8OvsmjezmIcB84DTgb8DlwH3AkdkMRxZMNYuwA+Ad4G7gMuB+4EDgbmSPlF4c0lHAE8A44C/\nZtfcBlQB5xWJtx/wR+BjwK3AL4DtgesljWviMzEzMzOzDfASk00bD3QHpgJExP9IegIYI+kDEfFc\nkWsOA/aJiCdzDZJ+ApwFXEKqry+0C7BbRCzJ+n8HmAUcCXwOuLGg/+5Z2ykRsabg3M9JCfJ3I+IH\neTFcBfwBmCZpaET8Mzu1ANg+IhblDyJpB+Ax4CfAPXntA4DppH83B0bEnCLXFRoJ/BdwWkSszftM\n/gJ8k1SqZGZmZmat0JEz8bOB73Xg/UqWzYB/gTRDnb877VQgd66YG/MT+Ew9sAw4QVLPItdclEvg\nASLiHeBb2dtTivRfBZxTmMBnCfQhwEvAD/PPZb8k3ESaxf90XvuywgQ+a3+FNGs+QtKQvFPjgD7A\nfxYm8HnXFXob+Hougc/6/Y00O7+LpN5FrjEzMzOzDSh5Jl5Sd+Ag0kzylhFxUdbei5ToLYqId3P9\ns6SvUeLXSR0IDAfujYhX89qnAz8G6iRdEBGrC64rltgukzQfGE36rOY3dw0wF1gDfKjIuYaIWFik\nPdd3bpG4AB4kzex/iLwvJpL2A84klbtsCxTW4g8mfTGAVMIDcHeR8ZvybEQsL9L+cnbsB6woPCnp\nVLLSpao+21D9zg2FXawczr+r0hGYWSs0XHJEpUMws06ipCQ+q5X+L2A70sx0ABdlp/ckzbJ+jjT7\n2xXl6t6n5jdGxFuSfgMcA3ySNFud780mxnsjOxbbdrTRNRGxVtJbpKS6qbEK5cZ+vYnzufZ+uQZJ\nnyL9De+QauH/DvyL9AtELemLR/6vB7lr87/YNGdpE+25XxKqip2MiGuAawB6DtopivUxMzMz21S1\nupxGUg1wOylxP5s0O71ORDwCvECRVVy6guwB1LHZ25vyNnoKSUFK4KH4A64Dmxg2tzpNsT3uG10j\nqQrYGig2g91UQpsbu9FKOJlBRWK4iFSeUxMRYyPiGxFxYUTUkx7KLZRLyAc3cQ8zMzMz6wClzMRf\nQKpzromINyRNKNLnz8BebYqscsaRSkoep3HpS87RwMclDYuIF/LaR7N+DT2S+pJ+nXiH9CBpodE0\nfnh1f9J/m8L6+g3J9R0lqVuRh17HZMcn8to+APw1ItaLS9JmwKgi93gEOJb0AO89Rc6bmZmZWQco\n5cHW/YDbI6Kpsg5I9c6DNnC+M8s9tHp6RHyh2Au4muIPuJ4kqbCOvZ5U6nJTRKwscr8LJPXPvcme\nKZiUvW1xIXj2UOn9QDVpNZx1JO0DnAAsAWbmnWoAdpK0fV5fAROAXYvcZhrp14EvSzqg8GQTq9OY\nmZmZWZmVMhO/JdBoRZMCW9AF16CXVAvsDDwdEY9toOt/Ad8Bxhf8EnE38EdJM0g16KOyVwNwfhNj\nLQD+KulWYDWp1n44ad32whn65nyJ9DzCjyQdQlozfkfgM6Q69/ERkf8Q6U9Iy1I+Kem27P77kRL4\n3wBH5Q8eEYsknUCqo58l6W7SUpF9gD2yew1rZcxmZmZm1kqlJNqvArs102dP4PkSxq603A6t122o\nU0Q0AL8n/dqQn+j+hLTR0p6k2fARpIdj921iRRmA/wCuz8b5Cum/ST1wTES06oHOiHgeqCEl5jsD\n5/Be6ct+EXFHQf+rSevhv04qIzqR9CvKPqxfdpN/zV3ZPX5JWunmHNKXhOC9XxDMzMzMrB2VMhN/\nN/AlSaMi4qHCk5IOA/YlbW7UpUTEiaREtiV9D8n9b0kj89qnUrCqTTPjrAS+m72a61tsB9fCPq8C\nX27F/adSPN6nSV8mil3zV+DkFozdZLwRUQfUNR+hmZmZmRUqJYmfBHwWuE/SlaQabCQdARwAnEGa\n2b28TDHaJm73wX2Z57WRzczMzNZpdRIfEa9m9dYzgHPzTt1Jetjz78Cni+0EamZmZmZmbVfSZk8R\n8YSknYEjSDt9bk1af/wR4I4iyxuamZmZmVmZqJXPTpp1uJqampg3b16lwzAzMzNrlqTHI6Kmve9T\ntmUgJXWX9KFsht7MzMzMzP5/e3ceL9l853/89U6jY+22NN3EpMUyCD8k9q2bCGKJMMgkPztDJpGQ\nEcMY4cpCM/LTgoROYvuRICIIiT22iKVp+xBi2r4v3RqN1p/54/stfZSqe29V171Vde77+XjU4/Q9\n3+855/O5VV33U6e+53sGSMNFvKRdJV0kabHCuuWBh0jzkj8s6RJJTQ3VMTMzMzOz3jVzJn4fYOWI\neK2w7ifACsCfSTf/2YE0/7iZmZmZmbVYM0X8qsBdlR8kLQJsA1wUEVsA6wKP4CLezMzMzGxANFPE\njyLNA1+xAWmWmwsAIuJ94Fpg+bmOzszMzMzMPqaZIv5NYETh53FAAMW7t84EFp6LuMzMzMzMrI5m\nLj59DPiSpOGk4n0X4P6qmzt9GnipBfGZmZmZmVmVZs7ETwI+Qyrm/zv/+8yqPuuRZqsxMzMzM7MW\na7iIj4hzgAnAAqRhNafmBwCSNgfGkmaqMTMzMzOzFmtqLveIOAI4ok7zrcCiwFvNBmVmZmZmZvW1\n/IZMEfEe8F6r92tmZmZmZkkzY+LNzMzMzKyNmjoTL2kMcCSwFbAMMF+NbhERLT/Tb0PQc1OgZ0Tf\n/czMzKy2nmntjsBarOEz8ZKWASYDB5DGvQ8HniLNVvMBIOA+4JbWhWkDQdLZkkLS2MK6sXnd2W0L\nzMzMzMx61cxwmqOA0cDWEbFGXndWRKxMmm7yamB+YKfWhNhdcgEc7Y7DzMzMzMqrmSJ+K+CqiLiu\nuiEiniHd/Gl+4Ji5jM3a41lgFeA/2h2ImZmZmdXWTBE/mo/eyOkDUtEOQETMAK4Fdpi70KwdIuL9\niHgkIp5vdyxmZmZmVlszRfx0Pnoh6+uki1uLpgGjmg1qqJD0FUnnSfqbpLckzZB0t6TvSPrYc1Mc\nwy7pAEkPSJop6UVJkyTVvPpT0haSbsnHeE3SpZJWrtO35pj4uTj2VpL+Un3sWuPxzczMzKx/mpk9\n5klg2cLP9wGbS1ogIt7OxeeWwDOtCLDkJgCzgTtIw1hGAJsDJwPrALvX2e4E0rCmPwDXAJsB/wKs\nkLf/kKSdgQtJc/dfCDwPbAz8Fbi/iZgbOfZXgV8D7wIX5WNvmI99XxPHNjMzMzOaK+KvB/aXNG9E\nvA+cA5wL3CbpWlKB+Fng2NaFWVrbRsTfiyvyh6CzgD0knRoRd9TYbn1g9Yh4Km8zD3ADsJmkdSPi\nzrx+IeAM0geFTSJicuE4JwEHNxFzf4+9MHA6MAvYICI+LNolTQAOa+LYZmZmZkZzRfyvSENolgCe\nj4jzJH0e+Dbwf3KfC4AftybE8qou4PO62ZJOBvYgnfGuVcT/oFJE521mSToL2ARYF7gzN+0ALAac\nWyzgsx5gb9LZ/0Y0cuyRpJmLqs+6/4g0RenIegeRtD+wP8CwRUYxduZZDYZp3WTqhG3bHYKZmVlX\naZHXNjQAABkQSURBVHhMfEQ8FhHHFy98jIjvAmOADYAxEfH1iJjZwjhLSdLikiZIuj+Ph69MT3l3\n7lJ9rUFFdUEO8HReLlpY97m8vKm6c0RMA+5tIuz+HnutvLy1xrFn9HXsiJgUEWtHxNrDFvCNnszM\nzMyKWnZH1Yh4GXi5VfsrO0kjgbuA5Uhnr88FXiMNPxkJHES6kVYtb9RYNysvhxXWVarfF+vs54UG\nQm71seutNzMzM7M+tKyIt4btRyrgj4mInmKDpA1IRfzcqtxjeak67aNbcIx6pvdx7HrrzczMzKwP\nTRXxkhYD9iGNgV6Uj56BrYiI+MJcxFZ2K+Tl72q0jWvRMe4p7O/MYkOeEnLNFh2nlil5uXGNYy80\nwMc2MzMzK7WGi/g8v/iNpHng1UvXaDKmoWJqXo4HHqislLQWrbtb6mWki5C/LumUqotbe2j8otZG\njz0N+L+STq66uPVIermo1czMzMx618yZ+BOBJUlznE8Cno6ID1oaVQlU3yypyjdJY+APBSZK2gx4\nDFgR2A64BPjq3MYQETPyLC8XArdIKs4TvxpwM7Dp3B6nzrGnS/omcB5p+tHiPPFrkC62HUea/tLM\nzMzMGtBMEb8JcGVEHNHqYEpmz17aDo6I5yRtQvowtDFpOslHSAX+dbSgiAeIiIslbQ0cDexKuvHS\nzaSZhA5ngIr4fOxfS3od+D4pn+KxT8zdptfZ3MzMzMzqUERjo14kTQd+HhG+WY81RdIw4AlgeET0\neXHt2muvHZMn15rZ0szMzKyzSLo7ItYe6OM0PE88aQ7zf2x1IFY+kkZKWqBqnUhj4v+BNGzIzMzM\nzBrUzHCaHwBXSxofETe2OB4rl/WBCyVdQ7qQd6G8bk3SDaJ62haZmZmZWRfrs4iXtEeN1ZcB10j6\nDenMfK0bABER585deNblHgWuADYCtiG93p4BfgocGxEvtTE2MzMzs67V55h4SbP5+HSR1VNL1mqP\niKg1f7xZQzwm3szMzLrFYI2J789wmr0HOggzMzMzM+u/Pov4iDhnMAIxMzMzM7P+aebCVgAkLQTs\nCKxFuvPnNOAe4NKImNGa8MzMzMzMrFpTRbykXYDTgZF8dHx8AG9IOiAiLm5BfGZmZmZmVqXhIl7S\nF4HfALOBc4EbgReA0cBmwNeB30h6IyKua12oZmZmZmYGzZ2JPwp4F9gkIu6pajtH0qnAzbmfi3gz\nMzMzsxZr5o6tawEX1ijgAYiIycBFwOfmJjAzMzMzM6utmSL+XeD5Pvo8l/uZmZmZmVmLNVPE3wJs\n3EefjUhDaszMzMzMrMWaKeIPA1aXNEHSgsUGSQtKOgFYDTi8FQGamZmZmdlHNXNh62HA/cChwP6S\n7gFeBJYijYMfQToLf5hUnH2SiIh95y5cMzMzMzNrpojfq/DvkcDmNfqMy4+iAFzEm5mZmZnNpWaK\n+OVaHoV1JEkB3BQR49sayHNToGdEW0MwMzOzNuqZ1u4IOk7DRXxEPDkQgdjHSVoZ+BbpJlrLAvMD\nrwBTgEuA8yNiZvsiNDMzM7N2aOZMvA0CSUcBR5MuPr4dOAeYQbr2YDzwS+BfgbUHMIxVgLcHcP9m\nZmZm1gQX8R1I0hHAMcDTwC4RcUeNPtsBhwxkHBHxyEDu38zMzMya08wUkzaAJI0FeoD3gW1qFfAA\nEXEFsHVlG0kh6WxJK0m6UNJLkmZLGp/7TJU0tc4xe/L246vWh6Qbq9YtLOn7kh6UNF3Sm5L+no/5\n+Rr7Xk/SxZJekPSepKclnSFp6YZ+MWZmZmb2IZ+J7zx7A/MCF0TEg711jIjqu+IuD9wB/A04nzSG\nfnqrAlOaM/QqYEPgr6QhPbNI4/XHk24Edneh/97AL0h3772c9M3CisB+wPaS1o+Ip1oVn5mZmdlQ\n4SK+81Tuhnt9k9seFxFHtDCeotVIBfylEbFjsUHSJ0j3CKj8vBJwBjAVGBcRzxbaNgeuBU4GPrIf\nMzMzM+ubh9N0njF5+UwT275IGks/0N6pXhERsyPi9cKqfyV9o3BQsYDPfW8gnZnfXtLCAxqpmZmZ\nWQn5THznqdzmNprY9r4aQ2xa6WHgXuBrkj4NXAbcCkyOiPeq+m6Ql+MkrVNjX0sCw4CVKAzBqZC0\nP7A/wLBFRjF25lmtycDM5srUCdu2OwQzM8NFfCd6DlgZ+FQT277Q4lg+IiI+yENhjgJ2Bo7PTW9K\nOgf4j4iYkdctnpeH9rHbheocaxIwCWD4mBWb+UBjZmZmVloeTtN5bs3LLzSxbW/F7mzqf2gb2e8D\nRLweEd+NiGWZc5HqI8CBwM8LXSu3VhsREerlcVN/j21mZmZmiYv4znMWaXrJf5K0am8dJQ1vYL+v\nA0tJmrdGW1M3jIqIxyPiV8A40o2odig0356XmzSzbzMzMzOrz0V8h4mIqaR54ucDrpRUs8CWtDXw\npwZ2fSfpTPzeVfvZC9ioPzuQtJykz9ZoWhQYzkcveD2V9GHkpDxTTfW+5pPkAt/MzMysCR4T34Ei\n4lhJ8wBHA3dJug2YTDrbvRSwKWkoy+QGdnsKqYD/uaQvkOZsX4M0ZeQVwHb92McawO8l3Q08SBq/\nP4p0Bn5e5oyRJyIekbQPcCbwkKSrSPPXzwv8A+kM/cuk8f9mZmZm1gAX8R0qIn4g6bfAN4HNSAX4\nJ4FXSTPEHA+c18D+Hpa0BXAssD3pJk23kGaR2Yn+FfGTgeNIw2e2Jp2Bf5k0u8xPI+Ij3wxExHmS\n7gMOyTlsCbxFKv4vBi7sb/xmZmZmNociPPGHdbbhY1aMMXtObHcYZoanmDQz64ukuyOiqesNG+Ez\n8dbxVl9mBJNdOJiZmZl9yBe2mpmZmZl1GRfxZmZmZmZdxkW8mZmZmVmXcRFvZmZmZtZlXMSbmZmZ\nmXUZF/FmZmZmZl3GRbyZmZmZWZdxEW9mZmZm1mVcxJuZmZmZdRkX8WZmZmZmXcZFvJmZmZlZl3ER\nb2ZmZmbWZVzEm5mZmZl1GRfxZmZmZmZdxkW8mZmZmVmXmafdAZj16bkp0DOi3VGYmbVez7R2R2Bm\nXcpn4ktA0oGSQtLO7Y6lQsmhkh6R9E6Ob79C+96S7pM0I7f9qJ3xmpmZmXUTn4kfQJKiwU32joiz\nByKWNtgXOAG4EzgJeA+4B0DSFsCZwCPAacA7wM3tCdPMzMys+7iIH1jH1Fh3MDACOBl4o6rt3gGP\naPBsBwSwZURUf1+8XV5+NSLuH9ywzMzMzLqfi/gBFBE91esk7UUq4idGxNRBDmkwLQ28XaOAr7QB\nPDeI8ZiZmZmVhsfEdyBJ60s6VdIDkt6QNFPSo5ImSFq4gf0sKelOSR9I+nZV2yhJJ+b9zpT0uqSr\nJY2vs68FJB0l6aE8xn2apD9L2qGq34l5GNE6wIJ5vHvkse8H5rZdcveXC+1LNPRLMjMzMxvCfCa+\nMx0IbE4aJ341MC+pKD4M2FLShhExs7cdSFoBuApYBtg1In5XaFsJuCG3/Rm4ElgE+DJwvaTdI+LX\nhf7z537rAg8Ap+T+uwCXSvrPiDg2d78GmAHsDywBVNa/RxoffwywK7AK8F/A27m9sjQzMzOzPriI\n70xHAk9FxOziSkkHARNJF42eVm9jSesBfwCGAV+MiFurupwPjAZ2iIjLC9stDvwFOF3SHyOiMmb/\nSFIB/zvSOPYPcv8fApOBH+b+90bENcA1krYDFqkxpOhOSauRivgTIuKV/v1KzMzMzKzCRXwH6mWs\n/M9IM75sRZ0iXtL2wAXAy8DWEfFIVftGwNrA2cUCPh/31VyYn0c6K39ubtoHmAUcUingc/9nJU0g\nfbDYB/hOA2n2StL+pLP5DFtkFGNnntWqXZuZdY7Dr2x3BGZDxtQJ27Y7hJZyEd+BJA0HvkkadrIy\naehK8fqFZepsugewDWnIyzYR8XyNPhvk5ShJPTXaK/teJccyhnTW/tGIeLJG/xvycq06MTUlIiYB\nkwCGj1mx0ak6zczMzErNRXyHkSTgcmBL4DHgEuBF0phygH8HhtfZfCPSEJpb6xTwAIvn5bb5Uc9C\neVm5VWq9/VXWj+xlX2ZmZmbWQi7iO884UgF/ObBjcVx8PkP//V62/S6wG3CgpE8AB0ZE9VnsypSP\n+0bEmf2Ip9J/dJ32MVX9zMzMzGyAeYrJzrNCXl5afWErsAm9P2dvA9sDV5CG4/wiF/NFtxf21ad8\nRv8FYHlJy9boslle3tOf/ZmZmZnZ3HMR33mm5uX44kpJS5Pu8tqriHgX2Ik0k8y+wDmShhW63EQq\nuHeT9LVa+5C0lqRFC6vOIk1zeXzxQ0GO6XDSnVl95amZmZnZIPFwms5zEzAF2EPSWNKZ86VJ49cn\nM2f4Sl0R8b6kfwbOIQ2vGS7p6xExKyJC0i7A9cCvJR0C3AVMB5YlXaC6MrA68Hre5Y+ALwJfA1aV\ndDWwMOnC28WBoyNiSgtyNzMzM7N+cBHfYXIBvjXwY9JUkusBTwE/BY4Dnu3nfmZJ2h14F9gbmE/S\nrhHxXkQ8IWkt4CBgR9KsNiJdpPoQ6SZMjxf29Xa+k+uhwFfzdu+RPmycHBGXzHXiZmZmZtZv+vh1\nj2adZfiYFWPMnhPbHYaZmZl1scGaJ17S3RGx9kAfx2fireOtvswIJpfsBg1mZmZmc8MXtpqZmZmZ\ndRkX8WZmZmZmXcZFvJmZmZlZl3ERb2ZmZmbWZVzEm5mZmZl1GRfxZmZmZmZdxkW8mZmZmVmX8c2e\nrONJehN4tN1xtMESwCvtDqINnPfQMlTzhqGbu/MeWoZi3p8G/jMiJg3kQVzEW8eTNHkw7nzWaZz3\n0OK8h56hmrvzHlqc98DxcBozMzMzsy7jIt7MzMzMrMu4iLduMKBjyjqY8x5anPfQM1Rzd95Di/Me\nIB4Tb2ZmZmbWZXwm3szMzMysy7iINzMzMzPrMi7irSNJ+pSkMyU9J+ldSVMlTZS0aLtj6w9JO0s6\nRdItkqZLCknn9bHNhpL+KOk1SW9Lul/SwZKG9bLNdpJulDRN0gxJd0jas/UZ9Y+kxSXtJ+n3kh6X\n9E6O7VZJ+0qq+Z5TktyPl3S9pKdz3q9JmiLpaEmL19mm6/OuJmn3/HoPSfvV6dNwDpL2lHRn7j8t\nb7/dwGTRt/yeFHUeL9TZpjTPt6RNJP1O0vP5Pfp5SddI2qZG367OW9JevTzXlccHNbbr6rwLMW2b\nn9tn8nvbE5J+K2mDOv27Pm8l+0i6XdKbOY8pkr5TL4+25B0RfvjRUQ9geeBFIIBLgQnADfnnR4DF\n2x1jP3K4N8f7JvDf+d/n9dJ/B2AWMAP4FfBfOdcAfltnmwNz+yvAacBJwNN53Yltyvsb+fjPAecD\nxwFnAm/k9ReTr8UpYe7vAbfnfCcApwB35ZieBZYtY95V8S2bn+s3c0z7tSIH4MTc/nTufxrwal53\nYJtynZpz7anx+F6N/qV5voEjcwwvA2cBx5Iu4rsLOKFseQNr1nmee4Drc1xXlC3vHNPxhZh+SXpv\nu5j0fjcb2K2keZ+bj/9izvtk4CE67O/YoP9i/PCjrwdwdX4Rf7tq/f/L609vd4z9yGEzYEVAwHh6\nKeKBRYCXgHeBtQvrPwnclrf956ptxgIzSYXM2ML6RYHH8zYbtCHvzYHtgU9UrR8NPJXj+qeS5v7J\nOut/nGP6WRnzLsQh4Drg7/kP2MeK+GZyADbM6x8HFq3a16t5f2MHKq9e8p0KTO1n39I838Au+djX\nAgvXaJ+3jHn38vv4a47py2XLm/S+/QHwArBkVdtmOaYnSpj3Vyq5AUsUX9vA73PbXp2Qd9v/A/jh\nR/EBfCa/eP+HjxeCC5M+5b4FLNjuWBvIaTy9F/H75PZzarRtnttuqlr/g7z+mEb21+bfwxE5rlOG\nUu7AGjmma8ucN3AQ6czcpqQzlLWK+IZzYM4Zsb1rbFN3f4OQ71T6X8SX4vkmDcF9Ir8HjxoqefeS\n32o5nmeAYWXLG1gvH/eyOu3TgTdLmHflPedbvTznd3dC3h4Tb51m87y8JiJmFxsi4k3gL8ACwPqD\nHdgAquR8VY22m4G3gQ0lDe/nNn+q6tMp3s/LWYV1QyH37fPy/sK6UuUtaRXS1+wnR8TNvXRtJoeO\nzRsYLmk3SUdIOkjSZnXGv5bl+d4QWA74I/B6Hit9WM691vjosuRdzwF5+auIKI6JL0vej5GGzawr\naYlig6RNSSfWriusLkveo/PyiRptlXWfkzQy/7ttebuIt07zj3n5tzrtj+XlSoMQy2Cpm3NEzCJ9\nKzEP6VuK/mzzPOlM2ackLdDaUJsjaR5gj/xj8U2rdLlL+p6kHkknSboF+CGpgJ9Q6FaavPNz+/9J\nw6WO6KN7QzlIWhBYBpiR26u1+/1gNCn3HwMTSdfuPCZpXFW/sjzf6+Tli8A9wBWk1/VE4DZJN0ka\nVehflrw/RtL8wG6kb59+WdVcirwj4jXgMGAp4GFJkyQdJ+ki4BrSkKoDCpuUIm/SGHVIH1irFWNf\nOS/blreLeOs0I/JyWp32yvqRddq7UTM593ebEXXaB9sE0teQf4yIqwvry5j794CjgYOBjUkfWraM\niJcLfcqU91HAWqQxou/00bfRHDr5/eAs4AukQn5BYHXgDNJY1z9JWqPQtyzP95J5+Q1gfmAL0tnY\n1UjXMm0K/LbQvyx517IrKe4/RcTTVW2lyTsiJgI7kYrQfwEOJ10X8TRwdkS8VOhelryvyMt/k7RY\nZWU+YXFMoV9ltry25e0i3rqN8jLaGsXgaibnjvk9SfoOcAjpSv3dG908L7sm94gYHREiFXc7kc6+\nTJH0uQZ20xV5S1qXdPb9JxHx11bsMi8bzWHQn+uIOCYiboiIFyPi7Yh4MCK+QboAf37SdQH91RXP\nN1AZKiRg54i4PiJmRMRDwI6kseHj6k09WEO35F3L/nl5RhPbdk3ekv6dNBvL2aSZ4xYEPk8aVnK+\npBMa2V1ednreF5CGtCzPnG8gJpJmnduGOd8Afmxa0ToGLG8X8dZp+vr0uUhVvzJoJuf+bjN9LuKa\na5K+RZqa62Fgs/z1bFFpc8/F3e+BLYHFSRdLVXR93oVhNH8Dvt/PzRrNoa/+fZ3NaofT83LTwrqu\nf76z1/PyiYi4r9iQv4WpfMu2bl6WJe+PkLQq6fqAZ0jXB1QrRd6SxpOmmLw8Iv4tIp7IH1jvIX1o\nexY4RFJlmEgp8s7X432Z9K3qC6STT/uQnu+NSTPKQJqRBtqYt4t46zSP5mW9Ma4r5mW9MfPdqG7O\nuVBajnQx6BP93GYM6WzJMxHxdmtD7T9JBwOnAg+SCvhaN8ApZe5FEfEk6UPMZwsXh5Uh74VyLKsA\nM1W48Q1pOBHAL/K6ifnnhnKIiLdIhcJCub1aJ74fVP6wL1hYV4bnuxjTG3XaK0X+/FX9uz3vavUu\naK0oS96Vm6n9ubohx3EnqY5cK68uS95ExKyI+ElErBkR80fEIhGxNem9fE3gHdK88dDGvF3EW6ep\nvFlsqaq7e0paGNiI9J/n9sEObADdkJdb12jblDQbz20R8W4/t/lSVZ9BJ+kw0o0r7iUV8C/V6Vq6\n3OtYOi8rf/DLkPe7pJua1HpMyX1uzT9Xhto0k0On5d2XylCS4h/sMjzfkGbamAWsKGm+Gu2r5eXU\nvCxL3h+S9EnSmdnZpNd2LWXJuzKbyqg67ZX17+VlWfLuze6k+d8viojKjGvty3ug5tn0w49mH5Tg\nZk9VcY+n75s9vUxjN4pYjg67QUYhhu/n408GFuujbylyJ81SMLrG+k8w52ZPfylb3r38PnqoPU98\nwznQgTd7Aj5b67UNfJo0XjaAI8r4fAPn5WP/qGr9F0mF7RvAyLLlXYhj9xzDH3rpU4q8SRfvBmlI\nyTJVbV/Kz/c75LuolyXvSi411q0DvEa6I/VnOuH5bst/Aj/86O1BupjkxfwivhQ4jvSJNEhfQS3e\n7hj7kcNXSBcCnU2anSRId7KsrDuxRv/KLZt/CZxA4ZbNVN3iOW/z7dzeSbeq3jMff1aOp6fGY6+y\n5U6aieZ90i3YJ+XX7Jn5OQ/geWDVsuXdy++jhxpFfLM5AD/J7U/n/qfl7QM4sE35zSRd/PYz0rjh\ni0kFTQBXAvOV8fkmzVBT+aByM3Bijn9W/j+wSxnzLsR2S45j+z76dX3epJMQ1+bjTwfOya/1y0kF\nfAAHlS3vHNMdwI2kIaHH5ZxnkaZ+3KpTnu+2/Ufww4/eHsCypCncnid9Vfck6QLJXs/sdsqDOUVM\nvcfUGttsRL6JCqkYeAD4LoU7AdbYZnvgJtKZgbeAu4A9OzjvAG4sW+6kYQSnkYYPvZLfzKflmHrq\nvW67Pe9+vA4+VsQ3mwPpA+Jduf+befvt2pTfOOA3+Y/0G6Ti9WVSwbNHrT/YZXq+gcVI34z+D+n9\n+VXgMmD9kue9CnM+TNaNvUx5A/OSTlLcTirkZ5Gu+7iCNHVuWfM+FLg7//9+N7/WT6eXb/3akbfy\nTszMzMzMrEv4wlYzMzMzsy7jIt7MzMzMrMu4iDczMzMz6zIu4s3MzMzMuoyLeDMzMzOzLuMi3szM\nzMysy7iINzMzMzPrMi7izczMzMy6jIt4MzMzM7Mu4yLezMzMzKzL/C/MJDTG3jRGzgAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a66ceeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "injuries_per_phase[['inj_tot_f', 'inj_tot_s+m']].plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What kind of events occur?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th>Taxi</th>\n",
       "      <th>Takeoff</th>\n",
       "      <th>Climb</th>\n",
       "      <th>Cruise</th>\n",
       "      <th>Descent</th>\n",
       "      <th>Approach</th>\n",
       "      <th>Landing</th>\n",
       "      <th>Maneuvering</th>\n",
       "      <th>Other</th>\n",
       "      <th>Unknown</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>98</td>\n",
       "      <td>71</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <td>95</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous/other</th>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with object</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Loss of control - in flight</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hard landing</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with terrain/water</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 10,
     "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": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABEIAAAFyCAYAAADxgH9zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xm8XePZ//HPt8aaQoxBiZY+pU9LNWYqhBpbU1FDK7Sl\ntEWfTvRRopQY2ge/DqpaKaVoaWhpqRBqKgkxUyWHmGkmcyS5fn/c905WdvZ4zj7j/r5fr7x2zlr3\nWutaa6+9z7mvdQ+KCMzMzMzMzMzM2sH7ejsAMzMzMzMzM7Oe4kSImZmZmZmZmbUNJ0LMzMzMzMzM\nrG04EWJmZmZmZmZmbcOJEDMzMzMzMzNrG06EmJmZmZmZmVnbcCLEzMzMzMzMzNqGEyFmZmZmZmZm\n1jacCDEzMzMzMzOztuFEiJmZmZmZmZm1jUV7OwAzMzPru1ZaaaUYOnRob4dhZmZmVtfEiRNfi4iV\n65VzIsTMzMyqGjp0KBMmTOjtMMzMzMzqkvRMI+XcNcbMzMzMzMzM2oYTIWZmZmZmZmbWNpwIMTMz\nMzMzM7O24USImZmZmZmZmbUNJ0LMzMzMzMzMrG04EWJmZmZmZmZmbcPT55qZmVlVDz0/g6HHXdfb\nYfR7HaN36+0QzMzMLHOLEOtXJA2VFJLG9HYsBpI6JHWULRuZ36OR9co2eayQNL6z2/dFksZLiia3\nqXh921lX7y0zMzMzay9OhDRI0jBJF0l6WtLbkmZKekjSWZLW6O34bD5JP5M0R9LKvXR8J2us0yQN\nz/fPqIF0rP7G3yNmZmZmA5e7xtQhScBo4LvAbODvwB+AxYEtgW8DR0k6JCL+2GuBGjDv/doDuD0i\nXu3teGwBI7q4/frAW60IpA/5IrBUbwcxAHT13lqAv0fMzMzMBjYnQur7ASkJ0gHsHhGPFFdK2gf4\nHXC5pB0j4paeD9EKNgXWAM7u7UBsQRHxVBe3f7xVsfQVEfFsb8cwEHT13qrA3yNmZmZmA5i7xtQg\naSgpEfIe8NnyJAhARFwFfBNYBPiFpPcVtp/Xl1/Sdnk8gNdzt5rrJK3fZDxLSBqVu+e8K2mypFPz\n8oXGT8hlIzd/P1DSPyW9UWFMh/0k3SZpRu7285Ck4yUtUSGGquM0SBqT1w8tLJvXvDv//3JJr0l6\nR9IESbtX2deykn4i6blc9nFJ/0P9e3bv/Do27+eufK2WLtv/bTmuX5ct3yAvv7iwbHVJJ0q6Q9JL\nkmZJekHSZeXvYe5iMDn/eEjeV+nfyLKyO0m6Pl+PdyU9lbtaLV/henTkf8vl69Ih6b1GuzRI2lTS\nFZKez8d6UdKNkvarULbh+6EZqjyeyOKSjpZ0n6Rpkt7K5a6RtENZ2Yr3nqRBkk6X9ES+V6ZJuqF8\n+1x2XlcQSRvlz+H0fNxbJW3Z4Lksk++DO8qWvz/HEJK+ULbuqLz8sMKyBcYIUeoGUUqmnlR2/wyv\nEMd26uT3SjPHknSApFvytX1H0mOSTqh0T5TeJ0mrSbow33NzSve/5n9PfFDSNyQ9mO+z8Xn94pK+\nnj8bz+T7daqkmyTtUuVcao5V04nr5O8RMzMzswHMLUJqO5R0ja6MiIdqlLuQlDD5L2Bb5lcuSnYn\nNbP+K3A+sAGwK7CJpA0i4rV6gUgScBWwG/Ak8FNgMWAk8NE6m38L2BH4c45tUGG/pwHHA68BlwFv\nALsApwE7KbVyea9efA1YG7gHeBq4BBgM7A9cI2mHYkuaXLkaB2wCPABcCixPusbb1jnOXsB9EdGR\nfx4HbA5sA/wt738pYLO8vrxJ/faF7Uo+BRxHunZXka7ResDngM9K2ioiHshlx+dYj8mxjy3sZ1Lh\nHE8ETgamAn8BXgE+TupqtaukLSJiZllsiwM3k67djcBM5leWqpL0FeAXwBzgWtL9swowDDgKuLJQ\ntqfuh5IxwAHAw8DFwNvA6sDWwM7ATbU2zpW9O0ifqXuBc4CVgP2AGyUdGRG/rLDpMFJLr7tIn9+1\ngH2AcZI2iognah03It6QdA+wmaRlI+L1vGoroJQcGEG610sq3VvlSvfLIcCtpPuppKOsbFe/Vxo6\nVq7kHwY8B1wNTCd9pk4BRuR7YnbZvgcDd5Pun6uBucDLZWXOJX0urwOuJ92fpW3PBe4kdUV8FRgC\nfAa4XtJXIuLCOudW1Jnr5O8RMzMzswHMiZDats6vNStjETE7P808kFQRKk+E7AnsFBHz/iiWdDrp\nj+LDgDMbiOVgUhLkH8AOETEr7+dEUoWjlu2BLSLi/uJCSVuQKr1TgE0j4qW8/HjgT6QKxHdIleCu\nGg6MioiTC8e/jFSp+A4LXrNvkZIgVwP7RsTcXH40MLHaASR9lFSx+EFh8c3A/5IqKn/Ly7YhVQb+\nDuwo6UOFpvUjCtsV97FqobJbOt6GpEr4aFKygIgYn59MHwNMiohRFeLcjlR5uQvYNSKmF9aNBC7K\n679ZtukQ4FFg24h4s9p1KDvWBsDPSZWdbSp07Vqz8P+evB+QNAj4POk93Swi5pStX7GB3ZxBqthe\nAHw1IiJvewYwAThP0g2FCm3JbsChETGmcLwjSBXlY0gJonpuJn3eP0WqzEO6f+YAt1GoHCu1FBsO\nPB0Rz1TbYUSMlTSdlJwYX+n+KejS90ojx8r342Gk9/+giHi7sG4UcBLwNVLiouhjpCTQYRWSJCUb\nA5+IiPJK+DRg7Yh4riyWQaTP25mSLi3GUkdT18nfI2ZmZmYDn7vG1DYkv05poGypzOoV1l1e/CM8\nuyC/btpgLIfk1xNKSRCA/MfvKXW2vaA8CZKVmuifWqr05n3OJiUj5gJfbjC+ep4BTi0uiIgbgGdZ\n+Bocmo/93VISJJefDJxX4xh75dc/FZbdCbzDgk9sR5AGvj2p8HOxsvpkRMx7zyPilfLKS17+AKly\ns52kxWrEVe7o/PqVYuUl73MM6YnvQVW2/VaTlZcjSQnPU6p07SpWNnvyfgAIQMC7ed/lsf2n1sb5\nmh9MerJ+fCkJkrd9knSvLE4akLTcHcUkSPYb0n3R6Gey9Jkuv7cmkp74rynpw3n5RsCK1G4N0qxW\nfK/UcwzpmhxWIfFwCvAfKt+rs4Bv10iCAJxZIQlCRLxbngTJy2eQ3qMVSInSRjV7nfw9Akg6XKn7\n4oQ5b81oIiwzMzOzvs8tQmpTfo2apeqXnVBhWekP5BUajOUTpMrinRXW3V5n23uqLN84v95cviIi\n/iXpOWAdScuX/6HdCZPKn/hnU4AtSj9IWhZYF5hSZQDE8cyveJTbm1T5mFfhj4h3JN1JqmSsmCvX\n2wP3RsRdkl4mVWAuIF2P5YEryncsaTfgq6QuFSux8GdnJeDFKnGV24I07sy+kvatsH5xYOVCvCXv\nAA82eIySzfPrXxso25P3AxExU9KfSV0eJkm6itTi6Z8R0cjsMB8hzbhyR0RMrbD+ZuAE0men3EKf\nyYh4L98PjX4m7yJ15SlVgAeRruGZzL+GI4B/Mb+rxELXtgta8b1SVe76sSGpm9SxqXfeQt4lzeZT\nriMiXqlziGrfS6VWGd8htbYZAixZVqSZKcubvU7+HgEi4gJywmiJIes18jvQzMzMrN9wIqS2F0mV\nrbUaKFvqYlDpj9iFKo25Ow2kQVYbMQiYWuUJa3nf+3IvVVleGiuk2h/eL5LOfRAVzqFJ1bafzYIt\nk0oxVTuniuciaW1ShfeMCqvHkSot20kal8uVunfcTGrWLuY/7V3g6bGko0lN/6eRmsE/S5rGNUjN\n7jdk/rgQjViR9NmrltApWYb0xL3klWKrhwaVBkx8voGyPXk/lOwPfI/UrazUbeodSX8ktSiodW83\nEi/MvwZFte7Hhj6TETFL0u3ADpJWIVVMFwHGRcRjkl4g3VO/yK9BaxMhrfheqWUFUoJ3Zerfq+Wq\nfefULSNpc9J1WpT0WbyW1LVrLqllzR4093lr+Dr5e8TMzMysPTgRUtvtwHbADsCvqhWStAipKTSk\nvt7dYSYwWNKiFZIhq9bZttofvaX2zqsBlVpfDCkrV9pXtfumUoWzWaVjVTun1aosr9ScvaRU+dyB\nVJl6H/MrKTeTBuvckPmV1eLArYuSKugvARtHxAKV7jyuRrNmAO+LiMFNbteZykupErgGUG/62c7c\nD12Su1uMAkZJ+gCpBcBIUpeXoaRxGKopxltJy+Ot4GbSQMTbA1uSWkiUvgNuAXbJg/9uAzzSQCuJ\nvqR03e6PiI1rllxYI/dqtTInAO8HtouI8cUVebyaPZqMpRn+HjEzMzNrAx4jpLYxpIEP98pNtas5\njDQ2yBOk2Re6w/2k96vS9J5bV1jW6D5hfhJnHknrklq5TC7rBjEN+ECF8ouQntZ2Se5D/29gDUkf\nqlBkoVizvYAXqNzc/l5SImkEqcL6NqlbA8yvyOxKGvjywVhwFomVSAmeOytUXpZhfneSolIXoGpP\n5e8GVqhzT7VKaSDditOOlunM/dAyETElIi4FdiLNbLN1nQFTnyA9Ud9IUqUuDtvl1/taG+kCiuOE\nbE/qpvNOYd1g0jgtS9P4+CD17p9WqnqsiHgDeAT4qKRmK9tdsS6p9dv4CuvqzRrVVf4eMTMzM2sD\nToTUEBFPk5o+LwZcm2fgWICkPUnNnecARxUH92yxi/PrqZIWLxx/EAvObtCM3+TXEyStXNjnIsDZ\npPvj12Xb3AOsJenTZctPIE2R2woX5WOfkQceLMW1DvMHCKSwfGVS5WNspSbfeWyS20gVrH2B2yPi\n3bxuMmmq0GNI402Ud114hVTZ/mSusJSOuRjpfV+pQvzTSE9dq3Wp+r/8+itJCw2uK2np3D2gFX5B\n6u7xgyr375qFHztzP3SapJUlbVZh1dLAsjnuWRXWA6lrCmlq5WWAH5bt+0Oke+U9FpzCttUmklrd\n7EGaxrqY7Cj9//j82mi3mFI3hka65HVVvWP9hDTWxG+UpipegKQVJDXbWqSeDlLrt4+XHetLpCRZ\nt/D3iJmZmVn7cNeY+kaRKmb/Azwg6QbSU9LFSK0zNiM9GTwgIlrZ/7/cxaSpRncGHpZ0bY5hH9Jg\ngP9FhZk3aomIOyWdCXw37/OPwJuk1gP/TeoadFbZZmeTKiPXSLoCmEq6DuuQBjId3olzK/djUp/5\nfYD78jUfRBpP4jbgs2Xl9yA9Nb26xj7HkaZ/XYWFn8yPA75U+P88ETFX0nmkqTYfknQNqWK4Help\n/y3Mb3lQ2uYNSf8EtpF0KWmwzDnAtRHxYESMk3QccDrwpKTrgcmkCv3apKfet5Pe6y6JiEclHUWa\nFvb+HP+TpPEFhgGvl+Lv5P3QFWsAd0t6jNRqYwqwHOl9Wg04r9IsG2WOI3U7+bqkTUjvx0rAfqRk\nytcrzUzSKvn+uJX53TXGFdY9K+kp4EOk97/R1mJPkMZ0+bykWaSxJAK4JGpMvdtJNY8VEb+R9EnS\ndMJP5c/is6R7fx1SV6aLSAOAtso5pO+Y2yVdSeoCMozU8u2PwOdaeKwif4+YmZmZtQm3CKkjIuZG\nxLdICY/LSE99jwYOJ/3B+WPgwxHxh26OI0jNtk8hJUC+QfrD/bfA13KxmZ3Y7/dIfdufJE0zejTp\nvjgB2DEKU/Xm8uNISYpHSImZQ0hPQjclTZHbZfkp6w6kJ54rk56yDidNv/vNCpvsRXp6WquiWayY\nlCesSutmkxIt5X5Amj72beAI0qwSE0jn/GyV430BuI5UCTmJ9L7Ne3IeEWeQKpHXkZ5CH0t6yrwG\naaaGE2qcS1Mi4lekSuRfSNfxO6Rk0mvAz8rKNnU/dFEH6dq8RKoE/g/p2k4mDZ56bL0d5NlitiDN\n1LJi3se+pJZLO0fEz1sYbzWl+2cmC89QUlo3MU//WlduebAXqRK7H2lsiVNIiYeWauRYEfE10sw+\nd5E+l/9Dun8GkRJj57Q4pr/l4z1KSn5+iTT2ynakz0t38feImZmZWZuQB4/v/yTtCNwIjI6I4+uV\nH0iUptt9FbgiIg7p7XjMrP/x90htw4YNiwkTKs1CbGZmZta3SJoYEcPqlXOLkH6kSj/wFYHR+cdK\nMx0MdLuSppxsx3M3s9bw94iZmZlZG/EYIf3LTyRtCNxJenq5Jmn8hsHALyOi0kwHA1pEXAFc0dtx\nmFn/5e8RMzMzs/biREj/cjWwKqn//PLAO6SxOn4DXNiLcZmZmZmZmZn1C06E9CMRcSVwZW/HYWZm\nZmZmZtZfeYwQMzMzMzMzM2sbToSYmZmZmZmZWdtwIsTMzMzMzMzM2oYTIWZmZmZmZmbWNpwIMTMz\nMzMzM7O24USImZmZmZmZmbUNJ0LMzMzMzMzMrG04EWJmZmZmZmZmbcOJEDMzMzMzMzNrG06EmJmZ\nmZmZmVnbcCLEzMzMzMzMzNrGor0dgJmZmfVdDz0/g6HHXdfbYQwoHaN36+0QzMzM2ppbhJiZmfVh\nkn4nKSSt2duxmJmZmQ0EToSYmZn1sJzYqPVvZG/HaGZmZjZQuWuMmZlZ7zm5yvJJhf9/BzgVeKn7\nwzEzMzMb+JwIMTMz6yURMaqBMi8CL3Z/NGZmZmbtwV1jzMzM+rBKY4RIWjcvu1DSf0n6g6RXJc2V\ntHWh3IqSzpD0uKS3JU2X9HdJO/TO2ZiZmZn1PrcIMTMz678+DNwDPAr8DlgKeB1A0jrALcDawG3A\n9cCywO7AjZK+FBEX9UbQZmZmZr3JiRAzM7NeImlUhcUdETGmwV1sA5wSESdWWHcJsBawX0T8oXDM\nFUiJkZ9K+ktEvNpc1GZmZmb9mxMhZmZmveekCstuBcY0uP0LpIFUFyDpk8BWwOXFJAhAREzLCZg/\nAnsBFzQRr5mZmVm/50SImZlZL4kIdXEXkyJiVoXlW+TXFaq0Olk1v65faaeSDgcOB1hkuZW7GKKZ\nmZlZ3+JEiJmZWf9VbUrdFfPrTvlfNctUWhgRF5BbiiwxZL3odHRmZmZmfZATIWZmZv1XtSTFjPz6\ntYj4eU8FY2ZmZtYfePpcMzOzgefu/LpNr0ZhZmZm1gc5EWJmZjbARMTdwF3AfpIOqVRG0oaSVurZ\nyMzMzMx6n7vGmJmZDUyfB8YBYyQdC9wDTAfWBDYCNgA2AV7rtQjNzMzMeoETIWZmZgNQRDybp9E9\nGtgbOIjUEvQl4FHgnPxqZmZm1lacCDEzM+thzUybGxEHAweXLfs3UHcfETETODX/MzMzMzOcCDEz\nM7MaPrbGICaM3q23wzAzMzNrGQ+WamZmZmZmZmZtw4kQMzMzMzMzM2sbToSYmZmZmZmZWdtwIsTM\nzMzMzMzM2oYTIWZmZmZmZmbWNpwIMTMzMzMzM7O24USImZmZmZmZmbUNJ0LMzMzMzMzMrG04EWJm\nZmZmZmZmbcOJEDMzMzMzMzNrG06EmJmZmZmZmVnbcCLEzMzMzMzMzNqGEyFmZmZmZmZm1jacCDEz\nMzMzMzOztuFEiJmZmZmZmZm1jUV7OwAzMzPrux56fgZDj7uut8MYUDpG79bbIZiZmbU1twgxM7N+\nRVJIGt9g2aG5/Jjujao5kobnuEaVLR8vKXopLDMzM7O24ESImZmVkgs1K+CSOnK5oT0TlZmZmZlZ\n67lrjJmZWd/xRWCp3g7CzMzMbCDrUiJE0grAMhExpUXxmJmZta2IeLa3YzAzMzMb6JruGiNpGUk/\nlvQS8BowubBuM0nXS9q4lUGamVnfJWlPSb+T9C9Jb0p6Q9JESUdLWuj3jKQxuYvNByV9Q9KDkt4u\njvshaXFJP5D0lKR3JU2WdKqkJVoU84cljZY0QdKr+RjPSLpA0poVys8b00PSRpKukzRd0luSbpW0\nZZXjrCrp15Jezuc4SdIhNeJaaIyQLhx7iKSLJL1SPHa18UnMzMzM2kVTLUIkDQJuBz4KTCIlQtYv\nFHkI2AY4ALivRTGamVnfNhqYC/wTeB4YBGwPnAtsAnyhynbnkn5nXAdcD8wBkCTgSmAP4Cngp8Di\nwGHAx1oU897AV4FbgDuBWaTfbV8GPiNpWEQ8X2G7YcB3gbuAC4G1gH2AcZI2iognSgUlrZj3/UHS\n787bgSHA+cCNnYi5mWOvko89FLgt/3814OedPLaZmZnZgNFs15j/Jf2hODIiLpZ0EnBiaWVEvCXp\nVmBEC2M0M7MeUqeVwPJVlu8WEU+V7ed9wEXAFyX9NCL+WWG7jYFPRMTksuUHkJIgdwPbRcQ7eZ8n\nAffWP4uGXAL8X0S8Wxb3p4G/AicAR1bYbjfg0IgYU9jmCFJy4xjgqELZ00lJkHMi4puF8j8lJTOa\n1eyxhwJnRsT3CuXPAe7pxLHNzMzMBoxmEyF7AzdExMU1yjxDegJoZmb9z0nNblCeBMnL5ko6lzT4\n506k1iLlzqyQBAE4NL9+v5QEyfucKukUUoKlS6q09iAibpT0SI65kjuKiYjsN6RWK5uWFkhaDDgI\neB0YVXaMCZIuBap2kenisRcnJZNmAKeWHfsBSReTWr5UJelw4HCARZZbuckwzczMzPq2ZscIWRN4\nsE6ZN0jNos3MrJ+JCFX7R0p0L0TSinm8jQfz+CClqXgn5iJrVDlctZYJG5O62txeYd34Jk6nKiUH\nS7opjxEyuxD3x6ge84TyBRHxHvAysEJh8UdIs79MiogZFfYzvhNhN3rs/wLeDzwYEa9X2E+l61q+\n3wsiYlhEDFtkKf9KNzMzs4Gl2RYhrwOr1CmzDmnsEDMzG+AkLU/qrrIOKbFxMTAVmE3qSnMMUG2A\n05eqLB8ETM2V/Ea3adZPgGOBF4EbSGObvJ3XjQTWrrLd9CrLZwOLFH4uZQ9erlK+M+fRqmNXW25m\nZmbWFppNhNwL7C5p2UpPmSQNAXYF/tKK4MzMrM/7MikJcnJEjCqukLQFKRFSTVRZPgMYLGmxCsmQ\n1TobaCGuVYCjgYeBLct/n0k6oKvHIJ0DwKpV1nf5PGqYWefY1ZabmZmZtYVmu8acC6wIXC+pOFsM\n+ec/AEsC57UmPDMz6+PWza9XVVi3bSf3eR/p99PWFdYN7+Q+iz6Y939jhSTImnl9Vz0OvAVslGdc\nKze8Bceodey3gY9LWrbC+krX1czMzKxtNJUIiYgbSIO+bUV6knY8gKTX8s9bAsdHxJ2tDdPMzPqo\njvw6vLhQ0ifIvyM6oTQY6o8kLVnY52DSbC5d1ZFft5Y0r0uJpGWAX9F8a8mF5JYslwLLUjZYqqRh\npIFUu0VEzAKuIHWRWeB6SdqQNICtmZmZWdtqtkUIEfFD0vS41wLTgDmk5s3XAztExFktjdDMzPqy\n0pgg50i6WtIZkq4mzRLz107u8/ek3zFbAA9L+rGk80gJ90e6GnBEvARcTpppZVLe/4V53x8EJnX1\nGNn3gaeBYyX9Q9LpksYA/yD9zuxOxwHPAt+VNF7SaZIuAu4sHHtuN8dgZmZm1id16qlXRNwC3NLi\nWMzMrJ+JiBckbQOMJnW52InUNeMo4CZg/07sMyTtS6rMjwS+ThrU9CLgh8A71bdu2JdISYr9ga8B\nr5KSLydSuZtP0yLiNUlbAacBnwGGAU8AR5JapXy2FcepcuyXJW2Zj70rsFk+9lHAm8CezB9LxMzM\nzKytKKLaWHVmZmY20Ej6Eam1ys65y2tNw4YNiwkTFpq518zMzKzPkTQxIobVK9d01xgzMzPr+ySt\nXmHZx0gz5kwFbu3xoMzMzMz6gJpdYyTNpfr0hrVERHR5sDkzMzPrtAmS/k0aW+VNYD1gN9JDkK9G\nRCu6GJmZmZn1O/WSFbexcCJkBeDjpEHWpgAvAasBHyD9cfUgaRBVMzMz6z2/JI0FcgBp9prpwA3A\n2RExvhfjMjMzM+tVNRMhETG8+LOkIaQR568GvhMRkwvr1gHOBj4B7NzySM3MzKxhEXEycHJvx2Fm\nZmbW1zQ7RsgZwLSI+FwxCQKQf/4cMCOXMzMzMzMzMzPrU5pNhOxEalZbUaQpaG7ALULMzMzMzMzM\nrA9qNhGyLDCoTplBuZyZmZmZmZmZWZ/SbCLkMWB/SR+otFLS2sD+wKNdDczMzMzMzMzMrNWaneL2\nLOAy4H5J55FmlXkZWBXYFvgGqUXIWa0M0szMzMzMzMysFZpKhETE5XnmmNOBk8pWC3gP+HZEXNGi\n+MzMzMzMzMzMWqbZFiFExP9Juho4mDRV7iDSTDH3AZdGxDOtDdHMzMzMzMzMrDWaToQA5GTHj1oc\ni5mZmZmZmZlZt2p2sFQzMzMzMzMzs36rU4kQSZ+XdJOk/0iaLWmqpL9L+nyrAzQzMzMzMzMza5Wm\nusZIEnAxcCBpcNQ5wKvASsAIYHtJn42IA1sdqJmZmZmZmZlZVzXbIuQI4CDSwKg7AEtGxBBgyfzz\nRGB/SV9taZRmZmZmZmZmZi2giGi8sHQPqfXHRyPi7Qrr3w88DEyNiE1aFqWZWR8laTngVOCzwJrA\nIsAnImJSrwbWh0kaCVwEHBoRY7rxOB0AETG0G4+xGHACqaXkWsDiwF7AJGAy8NuIGFkoPwY4BFgn\nIjq6cNyR9MA1BFhiyHox5JBzuvMQba1j9G69HYKZmdmAIWliRAyrV67ZWWM2AH5ZKQkCEBFvSxpL\najliZm1CUgBEhHo7ll5wJuk77y/AJaQugy/1akRN6omEwQD2LeBE4DbgSuA94PFejaiKViVhzMzM\nzPq7ZhMhQRobpJZ2rAiZWfvaHfhXRHymtwOxhYzogWPsDrwB7BgRs0oLJQ2tUv54YDTwfLdHZmZm\nZmYVNTtGyGPA3rkLzELy8j2BR7samJlZP7E68GJvB2ELi4inIuKpbj7M6sB/ikmQOjG9GBGPR8R7\n3RyXmZmZmVXRbCLkN6Q+0LdJGiFpUQBJi0jaDrgFWDuXMzOrKH9//C1Pvf2OpH9JGi1pUIWyH5R0\ngaR/S3o7b/OQpPMlrVgot7ikoyXdJ2mapLckdUi6RtIOTcQ2RNLP8razJL0q6WpJnywrNz53CRKw\nraTI/8Y3eJw1JZ0n6cl8DaZKukfSDyqU/aSkqyS9IuldSc9I+rmkIRXKjslxDJV0RL5W70h6OV/H\nQYWyw/M5rA2sXTiHyN0oSuUin+9qki6U9LykOXmciqauW0/KsXSULRuZz2ekpO3yeb0uaaak6ySt\n3+C+x+QRnf4aAAAgAElEQVRrtw4LXruORrYrbzGi5BhJj+b363lJP5U0qNJ5lG1b9zxyrIfkHyc3\nGq+ZmZnZQNRs15hfAtsABwA3AnMlTQUGk5IqAq6MiPNbGqWZDRiSjgB+AbwJ/AF4BRgOfA/4jKSt\nImJ6LjsEuBdYDrgeuIo0S9U6wBeAnwL/ybseQ/puepg0zffbpKf1WwM7Azc1ENs6wO15u5uB3wMf\nAPYFdpO0T0T8pXC88cBJwDP5Z4COBo4zDLiB9N15G3A1sBRpHKZRwCmFsrvn8xbwx3ysTwJHAnvk\n61XpmGcCOwF/Jn1fbwd8BVgX2L4Q68nAsfnn4oiY5YO9DgbuJnUDuRqYC7ycY2zmuvUVuwN7AH8F\nzidd+12BTSRtEBGv1dl+LOn6lV+76Z2M52ek9/QF4AJgFmkA3k2BxUhjj1TS6HmcTGqxuSFwbiHO\nzsZrZmZm1m81lQiJNMXMQZL+AhwGfIL0x/EM4H7gNxHx+5ZHaWYDgqS1gfNIlelNI+LxwrqfkyqC\nZwKH58WfI33HHBsR55bta2lSZZzcyuHzpCm8N4uIOWVlV6Qx55Mq8ydExI/KYrsN+K2ktSPijdJM\nHZJOAjoiYlQjB5C0OCkBNBg4KCIuK1v/gcL/lyElWBYFhkfEPwrrvkcaa+IC4NMVDrU58LGIeDaX\nX5SUpNhO0qYRcU9OoIwqteyocw4fIw0Ge1hEzC5b1/B1q7H/nrYnsFNEjCstkHQ6cBzp99uZtTaO\niLHA2AavXU2StiHd+/8i3b+lROD3SQm81UkJsE6fR0SMyq1QNgTO8WCpZmZm1s6a7RoDQET8PiJ2\njIiVImKx/LqjkyBmVsfBpOlFf1pMgmT/C7wOfEHSEmXrFpqpKiLeLMxgVeqi8i45OVJW9j/ly8pJ\nWpOUUHiWskpwRNxJauUwGNi73r7q+AwwFLi2PAmSjzWl8OMewIrAFcUkSPZjUouEHSWtVeE4Pywl\nQfJ+Z5OmW4XUyqBZs4BvlydBevC6tdrlxeRBdkF+7cz16YpSl5UflZIgAHnckePrbNuXzsPMzMys\nX+hUIsTMrJM2zq83l6+IiGmklmVLAh/Ji68ltR75WR4j43BJH5Wksm1nkrqAbAlMknRiHjdhqSZi\n+0R+/UeVgSxvLivXWZvn1782ULbW9ZpNam1RLaYJFZaVkiwrNHDsch0R8UqF5d163SRtJGlU2b9j\n629ZV6uvT1eUrs3tFdbdDZS3wCnqlvPIn7UJkibMeWtGZ3djZmZm1ifV7Roj6X3A5aQnrgdXG+k+\nN/e+hNSD5vMtjdLMBorSQJ3VZlkpLV8eICKekbQpadyMnZnfqmCKpLMj4rzCtvuTxhk5kDQeAsA7\nkv5Iasnwcitj64LS9o1Mn9qVmCqN/VCqUC/SwLHLvVRleXdft41I47AUPcOC45l0xkLXJyJm5xxb\nZ65PV5Su4UL3aETMkVSrRVO3nEdEXEBuWbLEkPWis/sxMzMz64saaRGyT/53Ta3p/nIT3rHAvpL2\naVF8ZjawlB4tr1Zl/ZCyckTEYxGxP6mLyDDS2AfvA86V9KVCubcjYlREfJg0u9XBpCfsB5MGGW15\nbJ1Uqriu0UDZnoqpEdUqw90aY0SMiQiV/RvamX31YTPz66rlKyQtQrr3zczMzKxFGkmE7Ecaxb6R\n8T8uJz3lPLArQZnZgHV/fh1evkLS8qSn/+8Aj5Wvj4jZETExIs4gzQ4DaaDIhUTElIi4lDRrypPA\n1g0MmFqKbes8sGi57fLrfXX2U8/d+XWXBsrWul6LkmbEaUVMc+h864Geum4D2bxrWGHd5jQ/w1s1\npUGEe7rFi5mZmVmf0kgiZBPg5jxjTE25zM2kp7ZmZuV+R5oG9BuS1i1bdwppmtzfRcS7AJI2lbTQ\nU3LmPzl/K5dbWdJmFcotDSxL6hIyq1ZgEfEc8HfSQKYLjEGR930gMA34U639NODPpEFOPyvpgPKV\nkootRcYCU4EDJG1eVvRY4IPATcVBUTvpP8DKkt7f7IY9eN0Gsovz6//mGZCAeV1OT2vhcUpdbCoN\nrmtmZmbWNhp5yrQa8FwT+3weWKVz4ZhZfyZpTI3VR0VERx7o8mfAfZKuBF4FtgW2AB4njfNRciDw\nNUm3Av8mVag/RJp55V3mjxOxBnC3pMdILQ+mkJIqu5O+w86LiNcbOIWvAncAZ0n6NGkgyg8A+5Jm\nozm0wf1UFRGzJO0L3AhcJukIUiuRJYH1gRHk7+aIeEPSYaTpdm+V9AfS7CyfJM3U8hJwRFfiycaR\nkt5/k3Qb6do+EBF/bnD7br9uA1lE3CrpAtK00Y9IuoqUMPwMqUvRC1SYDakTxgHfAX6Vx855A5ge\nET9twb7NzMzM+o1GEiGzgPKpLGtZgvQHnJm1n0NqrDsWeCsifi7p38C3SeMPLUVKXJwFnFacPpTU\nJW8J0mwwGwPvJyVbLwd+HBEP53IdpAE1h5O6YqxEaknxBGlMkcsbCT4inpY0DDgB2DXvbybwN9LU\npvc2sp8GjjNB0kY5tl1I5/c6KdlzUlnZayRtBXyf1NVnECkBcj5wSkS80IKQTiUNZvoZYCtS14nf\nklqvNHI+PXLdBrgjSYnAI0iJpf+QWtF8n/Qw4qmuHiAibpD0LeArwDdJU1k/AzgRYmZmZm1F9Xq8\nSHocmBIROza0Q+nvwAci4iN1C5uZmVlVktYD/gVcHhELdaXqCUsMWS+GHNLVSXqsmo7Ru/V2CGZm\nZgOGpIkRUXeojkZahNwBfEHSuhHx7zoHXZf0JHBMI0GamZkZSFoNeCUi5haWLcX87l+9NsbKx9YY\nxARX1s3MzGwAaWSw1PNJCZM/SKo69oeklYEr8z4vaE14ZmZmbeFYYLKk30oancfbeYLU1eivpHFi\nzMzMzKwF6rYIiYh7Jf2S1G/5kfz/m0l9lgNYkzS43+HAisD57g9uZmbWlL8DG5IGwR1MmunoX8B5\nwDmNzNxmZmZmZo1ppGsMwDdIg+d9GTg+/ysn4FfA0a0JzczMrD1ExDjSrC5mZmZm1s0a6RpDRMyO\niMNJswn8DpgMvJP/TQYuAbaOiCMiYk53BWtmZmZmZmZm1hWNtggBICLuAu7qpljMzMzMzMzMzLpV\nQy1CukrSSZJm98SxzMzMzMzMzMyq6ZFESKYePJaZmZmZmZmZ2UJ6MhFiZmZmZmZmZtarnAgxMzMz\nMzMzs7bhRIiZmZmZmZmZtQ0nQszMzMzMzMysbTgRYmZmZmZmZmZtw4kQMzMzMzMzM2sbToSYmZmZ\nmZmZWdtwIsTMzMzMzMzM2saiPXScsUBHDx3LzMzMWuSh52cw9LjrejuMAa9j9G69HYKZmVnb6FSL\nEEkrS/qqpHMlXVi2fFNJ7y+Wj4gHIuK3XQ3WzHqGpAMk3S/pdUkh6Zy8vENSR1nZkbnMyC4ec2je\nz5iu7KcvaOY6VSrb5LFC0vjObt8XSRovKZrcpiX3YWc1+z5IGp63GdV9UZmZmZlZJU0nQiR9idS6\n42fAN4BDC6tXBe4CDmxFcGa2oFxxaqqC2IljbAFcCiwL/AI4Gfhbdx6zs3q78ms9x4mDrvPnxczM\nzCxpqmuMpB2BC4AHgZOAnYCvltZHxMOSHgH2BH7dwjjNrOfsBgj4YkTc2UD5PwF3Ay92a1QD14gu\nbr8+8FYrAulDvggs1dtBdLN7SO/da70diJmZmVm7aXaMkO+RKjvbRsRMSZ+oUOZBYIsuR2ZmvWX1\n/PpCI4UjYgYwo/vCGdgi4qkubv94q2LpKyLi2d6OobtFxFvAgHvvzMzMzPqDZrvGDAP+EhEza5R5\nDlit8yGZWTOKY2vk/18u6TVJ70iaIGn3BvczMne7KXV3m1zqiiNpaL3tKjW3l7STpDskvSlpqqSx\nkj6SY62630bOI4/HcFH+8aJCrDXjLdvHppKukPS8pHclvSjpRkn7VSi7n6TbJM2Q9LakhyQdL2mJ\nRo5VI4ZK44ksLuloSfdJmibprVzuGkk7lJWtODaFpEGSTpf0RL6G0yTdUL59Ljuv24mkjSRdJ2l6\nPu6tkrZs8FyWkTRL0h1ly9+fYwhJXyhbd1Reflhh2QJjhORxY27JP55U9l4PrxDHdnkfr0uamc9n\n/UbOobCP9ymNhXWvpDfyPXyvpCMlVf3dKWl1SZdIeiXfJxMlLdRdtFZXH0mD83v3WN7HDEnjJH26\nxnH3z2Wm5mvdIen3kobl9ePp4ufFzMzMbKBotkXI4sCbdcosD8zpXDhm1gVrk5rbPw1cAgwG9geu\nkbRDRNxSa2NgEmk8kD2BDYFzgel53fRqG1UjaX/gMuBd4EpSa7ItSeMIPdCC8xiT49oDuCbHX1I3\nXklfIY2BMge4FngSWIWU8D0qx1wqexpwPKkbw2XAG8AuwGnATpJ2jIj36h2zCWOAA4CHgYuBt0kt\ndbYGdgZuqrWxpOWBO4ANgHuBc4CVgP2AGyUdGRG/rLDpMOC7pPfoQmAtYB9gnKSNIuKJWseNiDck\n3QNsJmnZiHg9r9oKKCWMRpDe15Lt8+u4Grsem18PAW4FxhfWdZSV3Z10T/wVOJ90DXYFNpG0QUQ0\n2hXlEtJ4V1NI1yKAvYCfk96HgypsswJwJ+n+u4j0+3A/4FJJa0TEWfUOKmlt0vkNBf5BGp9n6Xxe\nf5N0RET8qlBe+ViHkO7Pq4FXgTWB7YAngAl08fNiZmZmNpA0mwjpAD5Zp8xmpD+8zKxnDQdGRcTJ\npQWSLiNVpL7D/CfqFUXEJGBSfjq8IXBORHR0JhBJy5IqobOBLSLigcK60aRudl06j4gYk+qA7AGM\njYgxTcS3AalCOxPYJiIeKVu/ZuH/W5CSIFOATSPipbz8eNL4KLvnuE5r9Ph1YhsEfB6YCGwWEXPK\n1q/YwG7OICUALgC+GhGRtz2DVCk+T9INFd7f3YBDi9dS0hGk9/IYUoKonptJiY9PAaU5V0eQEk63\nURgTJbesGA48HRHPVNthRIyVNJ1U2R8fEaNqHH9PYKeImJdYkXQ6cBxwGHBmvROQdAApCXI/8KmI\neCMvP4GUiDlQ0nURcVnZph8H/gB8PiLm5m1Gk97LH0m6KiKernP435KSgQdExOWFmJYnJUjOk3Rt\nRLycV32FdF3uBXbMXdVK2yxCSu516fNiZmZmNtA02zXmGmAbSftWWinpUNIfgld1NTAza9ozwKnF\nBRFxA/AssGkPx7IH6Wn4pcUkSHYqtZ9A98R5HElKBJ9SngTJx3uu8GOpy8appSRILjMb+BYwF/hy\ni+KC1PJApJY0cyvE9p9aG0taDDiY1Grl+FISJG/7JHAeqXXfFytsfkeFCvJvSAmtRq99KQFRHAR2\nBCkZcBWwpqQP5+UbAStSuzVIsy4vJkGyC/Jro+dQes+PKyVBACLiTeYn8Sq953OA75WSIHmbyaRr\nvhjwhQrbzCNpQ2Bb4KpiEiTvZzppkPIlSa10Sr6RX48oJkHyNnMiolODGEs6XKlL2oQ5b3kIIDMz\nMxtYmm0RcibpSeXvJX0OGAQg6evANsDepObl/6+VQZpZQyaVtx7IptDzAxiXBlK+vXxF7j4xidQS\noJKeOI/N8+tfGyi7cX69uXxFRPxL0nPAOpKWz5XVLskDUf8Z+Ayphc5VpC4S/8wDbNbzEdKMK3dE\nxNQK628GTmD+e1Q0oUI870l6mdTtoxF3kbryjIB5LVw2Jv3+KF3DEcC/mN8tZqFr2wULnQPp3oHG\nz2FjUhJqfIV1t5ISHpWu37M58VFuPCmJUWmbotL9PajS2CHAyvl1fQBJSwP/DbwcEffX2XdTIuIC\ncgJpiSHrdeuU3WZmZmY9ralESERMk7Qtqc96sVXIefn1H8CB+amZmfWsapXw2TTf+qurBuXXl6us\nr7YceuY8ls+vzzdQtnQu1Z6sv0gaS2MQrRtrYX9Sy4MDSeO2ALwj6Y/AtwvdIippJF6Yfw2Kal37\nRWocc56ImCXpdmAHSauQKveLAOMi4jFJL5ASIb/Ir0FrEyELnUNEzM7dQho6B9I1nBoRs6rs6zVy\nl5My1d6XUkuiQVXWl5S6Pe2Y/1WzTH5t5j42MzMzs6zZFiGlaQ2HS/o46Q/cFUlTZ94dERNbHJ+Z\n9U+lmaVWrbK+2vKeUqosr0H9KUxL/QJWAypNdTukrFyXRcTbwChglKQPkMbbGEnq8jKU1AKvmmK8\nlbQ83gpuJlXktycNkPsuafBWSGO87KI02842wCMR8Uo3xtIZM4DBkhYrHwRX0qKkgWcrzZ5W7b4u\nvRf1rnlp/TERcV7NkknxPjYzMzOzBnX66WpEPBgRv4yI0yLiZ06CmFlBqZn+1uUrJC1DGhuiFUpd\naBp90l9yd37dpYGypXMZXr5C0rqk2Tkmt6JbTCURMSUiLgV2InU93LrOgKlPAG8BG0mq1BVku/x6\nX2sjXUBxnJDtSd103imsG0wap2VpGh8fpLPvdWfcT/r9+KkK6z6VY6h0/daqMhXt8MJ+ayndl7US\nXfPk1pcPA6tKqtftBnr2GpqZmZn1WU0lQiS9X9Jakhavsn6JvH7J1oRnZv3UNaSn2wflASCLTqBy\nt4zOKA0culaT2/2C1N3jB3kGmQUUZ40hDRYKcIKklQtlFgHOJn2P/rrJ41claWVJm1VYtTSwbI57\noS4bJbk7x6Wk7hM/LNv3h4CjgfdYcArbVpvI/KlaP8qCyY7S/4/Pr412i+nse90Zpff8dElLlRbm\n/4/OP1Z6zxcBzsiz4ZS2WYd0zWcDv6t10IiYQOpiurekwyqVkfSx3OWopNRy5Jd5PJZi2fdJGlJY\n1JPX0MzMzKzParZrzInAsaRmuJUG4Vua1Mz87FzWzNpQHvDzKFLF705JV5LGptiSNDXvraTZMRaa\nFaVJd5FaPxwraTDzx2j4f+UzaJTF92iO73zgfknXkFpbrAgMA14nt5yIiDslnQl8F3g4j9PxJqk1\nyX+TBoQ9q4vnUbQGcLekx0itDqYAy5Gm6V0NOC8iXq+zj+NIrQq+LmkTUneUlYD9SMmUr1cZ1LMl\nImKupFtJiRAoJEIi4llJTwEfIrVQuLXB3T5BGgvj85JmkWYRCuCSWlPvdkZEXCZpD9L1ekTS2Hys\nPYF1gCtzK51yD5KmkJ8o6UbSmCD7kxJ/342ISl2ryh1ISg79WtLRwD9JSaU1SbOy/TepW2qpO9GF\npJZXXwSezPfyq8DqpNY4vyF1s4JOfl7MzMzMBppmEyG7ADdVmYmAiJgq6SbSH+xOhJi1sVyZnAb8\ngFQZfBe4jVSJOzsXqzTOQjPHmCZpH9KMHIeSkrGQEjA1K3YR8StJDwPfJnVd2BN4jVSZvbCs7Pck\n3Q98nVThXIw0XsgJwI8rDarZBR2k8xlOSsasREo8P0FKcFxebcNCvFMlbUFqdbE38D+kmVzuAc6K\niBtbGG8140iJkJksPJPLOFIiZGKjFfCImCNpL1KLjFJCR6REVEsTIdkBpCTNYcARedljwI9JLYoq\nmUb6PXkm6X5cDngUODsiLmvkoBHxnKRPkqbF3Qc4iNTS5KW8r/8HPFQoH8AhOfFyOOnaLEFKPP4D\nuLZQttOfFzMzM7OBROlvqAYLS9OBX0fEt2qUORs4LCIGtyA+MxtgcpeSp4ElIqLagJ5mA5qknUnT\nN38/Ik7v7XhqWWLIejHkkHN6O4wBr2P0br0dgpmZWb8naWJEDKtXrtkWIYtRvyl7AB4jxKzNSVoe\nmBURbxWWidSKYi2qP1U3awcfzq/P9WoUDfjYGoOY4Eq6mZmZDSDNJkKeJvXrr2U43dNM2cz6l82B\nK3KT/Q7S4J2bk2aMmcL8cQvM2oakTwF7kaZDfhP4W68GZGZmZtaGmp0+91rgk5K+W2mlpOOAjYGx\nXQ3MzPq9J4C/AJsAR5HGWliONMvFJhHxSo1tzQaq7YEvkcb72DEiXu3leMzMzMzaTrNjhKwA3A98\nIL/eSBrFfw1gJ9KT3meBjSNiWsujNTMzsx41bNiwmDChfLxbMzMzs76nW8YIySPODwcuJc38sDFp\nTBDlIncCBzsJYmZmZmZmZmZ9UbNjhBARHcBWkjYm9fdfHpgO3B0R97U2PDMzMzMzMzOz1mk6EVKS\nkx5OfJiZmZmZmZlZv9HsYKlmZmZmZmZmZv1W0y1CJC0G7AFsCqwALFKhWETEl7oYm5mZmZmZmZlZ\nSzWVCJG0OvB34CPMHyC1kiBND2hmZmZmZmZm1mc02yLkx8D6wO+BXwFTgNmtDsrMzMzMzMzMrDs0\nmwj5NHBbRBzUHcGYmZmZmZmZmXWnZgdLXRL4Z3cEYmZmZmZmZmbW3ZpNhDwMrN0dgZiZmZmZmZmZ\ndbdmEyFnAZ+VtEF3BGNmZmZmZmZm1p2aHSPkFeDPwJ2SzgUmAtMrFYyI27oYm5mZmZmZmZlZSyki\nGi8szSVNjVuaOrfqxhGxSNdCMzMzs962xJD1Ysgh5/R2GNZGOkbv1tshmJlZPyVpYkQMq1eu2RYh\nP6RG8sOsv5F0APBdYF1gGeDciDhWUgdARAwtlB0JXAQcGhFjunDMocBk4LcRMbKz++kLmrlOlco2\neawAbo2I4Z2Ltu+RNB7YNiJUr2xhm5G04D4cSLp6b5mZmZlZe2kqERIRo7opDrMF5EovzVQQO3GM\nLYBLgaeBXwBvAXd31/G6wpXf9iFpOHALcHJ3f+f25LH6G0k/A74KrBYRr/bC8YcyQBKmZmZmZn1N\nsy1CzAaS3UjdvL4YEXc2UP5PpETJi90a1cA1oovbr09KVg0kXwSW6u0gBoCu3lsLkCRgD+D23kiC\nmJmZmVn36lQiRNJipD881weWiYhT8vIlgeWA1yJibsuiNOseq+fXFxopHBEzgBndF87AFhFPdXH7\nx1sVS18REc/2dgwDQVfvrQo2BdYAzm7xfs3MzMysD2h2+lwk7Qx0ANcBPwZGFVZvRHpavn8LYjNb\ngKShkkLSmPz/yyW9JukdSRMk7d7gfkbmrjeH5kWT834jN0evuV3uplK+bidJd0h6U9JUSWMlfSTH\nWnW/jZxHHkfiovzjRYVYa8Zbto9NJV0h6XlJ70p6UdKNkvarUHY/SbdJmiHpbUkPSTpe0hKNHKtG\nDB2lsRwKyxaXdLSk+yRNk/RWLneNpB3Kyka+FuX7HSTpdElP5Gs4TdIN5dvnssPzfkZJ2kjSdZKm\n5+PeKmnLBs9lGUmzJN1Rtvz9OYaQ9IWydUfl5YcVlo0vdQPLP48hdVUBOKnsvR5eIY7t8j5elzQz\nn8/6DZ5Dw8eSdICkW/K1fUfSY5JOqHRPlN4nSatJujDfc3NKn5vCZ+KDkr4h6cF8n43P6xeX9HVJ\n10t6Jt+vUyXdJGmXKudS6d6a93ntxHXaO7+Ozfu6K8exdNkxbsvH+HXZ8g3y8osLy1aXdKLS98RL\n+f55QdJl5bFIGkXqFgNwSNl7M7Ks7E75Wr2WY3xK0lmSlq92nSQtJ+kn+f/v5eOZmZmZtY2mWoRI\nGkb6w/A14Jukp2YHlNZHxN2SJgN7Ab9vYZxmRWsD95DG9rgEGExKvl0jaYeIuKXWxsAk4GRgT2BD\n4FzmTwNdcTroWiTtD1wGvAtcSUoGbgncBTzQgvMYk+PaA7gmx19SN15JXyGNgTIHuBZ4ElgFGAYc\nlWMulT0NOJ70Gb8MeAPYBTgN2EnSjhHxXr1jNmEM6TvkYeBi4G1SS52tgZ2Bm2ptnCt7dwAbAPcC\n5wArAfsBN0o6MiJ+WWHTYaRBcu8CLgTWAvYBxknaKCKeqHXciHhD0j3AZpKWjYjX86qtgFJyYATp\nfS3ZPr+Oq7Hrsfn1EOBWYHxhXUdZ2d1J98RfgfNJ12BXYBNJG0TEa7XOodFj5Ur+YcBzwNWke25z\n4BRgRL4nZpftezCpG9kbeZu5wMtlZc4FtiEl1a8n3Z+lbc8F7gT+DrwKDAE+A1wv6SsRcWGdcyvq\nzHXaC7gvIkrXYVw+522AvwFIWgrYLK8v75pT6b3+FHAcKfl0FenarAd8DvispK0iovR9MR5YHjiG\n9B0ytrCfeZ9/SSeSvsumAn8hTXH/ceDbwK6StoiImWWxLQ7cTLrONwIzmZ90MTMzM2sLzXaN+QGp\nj/6wiHhJ0kkVytwLbNzlyMyqGw6MioiTSwskXUaqoHyH+U+5K4qIScAkpdYUGwLnFCo8TZG0LKly\nNRvYolCRQdJo4HtdPY+IGCMJUmVubDODpUraAPg5qbKzTUQ8UrZ+zcL/tyAlQaYAm0bES3n5/2fv\nvuPtqMr9j3++VC+igRCkCkHEhgpCUEBKICAIIgIigoWABTteUQEFCcJPKVau1wIKQQVBBSkixZsQ\nejF0ERGBQOggTUAI5fn98aydTCazz9n7nH1yUr7v1yuvfc7Mmpm1Z8+enPXMWs86kMyP8p5Sr291\nevx+6jYC+CBwDfCOiHixtn65DnZzJNmwPRb4VJT5wCUdCUwFjpF0fsPnuz1zzmqzD/lZ7ksGiPoz\nmQx8bEY25iEbxC8CF1NpHEtahPy874iIu9rtMCLOkPQ4GZyY0k8C0/cB20TEzMa2pG+Tje29gaP6\nqnwnxyq9D/YmP/8PRcR/KusmAIcAnyUDF1VvIYNAezcESVrWA94WEfVG+GPA6hFxT60uI8ig11GS\nTqrWpR9dnSdJa5MBioMriycDXyc/0/PKsk3JoMKfga0lrVkZojOusl11HytUgmat461T3tcRZNCR\niJhSerjsC1zf5rPZggyCXAFsFxGPV9aNJ3uRHUo+tKhaCfgbOVvR0/X9mpmZmS0Muh0a806yIfZA\nH2Wmk39omQ2Vu4DDqwsi4nzgbrKX0ty0I/nk9qRqEKQ4nL57bMyN9/FpMuB5WD0IUo5XbWy2hmwc\nXv2Ol4bsfuRT/Y/3qF6QU3GL7EkzR06hiPhXXxsrcxV9mHyyfmArCFK2vQ04hmyofrRh88saAkrH\nkwGtTs99q2Fd7Q0wjgzsnAasKul1Zfm6wHL03RukW6dUG/fFseW1V9fPvuQ52bsh8HAY8C/gQw3b\nzVCV8vkAACAASURBVAC+3EcQBOCohiAIEfFcPQhSlj9BfkbLAht0WH/o/jztVF7/UFl2OfAsc37W\nL5DBoNbv1aDXbRExvVL/h+pBkLL8BjJIskW5pjv1hfL6iWoQpOxzItlzpOmzAdivvyCIpE8qh+pN\nffEZp0YyMzOzBUu3PUKWJrvM92UpBpB7xKwL19d7DxTTgY3mcl3eVl4vra8owyeuJxtFTebG+9iw\nvJ7bQdlWT67J9RUR8Q9J9wBrSFqm3vAaiIh4UtLZ5JCH6yWdBlwCXBURncwO8wbyfnNZRDzasH4y\ncBCzPqOqqQ31eV7Sg2RDuxNXkEN5Wg3gEeQ5PIpZ53Ac8A9mDZWY49wOwhzvgbx2oPP30FYZ+rEO\nec//YumVVPccmTS7blpEPNTPIa7u49hrk72PNiMD6y+rFVmln31XdXuediaDGDMDhxHxrKTLyWDF\nciVItyXwl4i4olw348gAy3pkcPTUhve1PTkl7xhyCFf9/+BRdD4r1UbA88CuknZtWL8EsHylvi3P\nAjf2t/OIOJYSMFpypbWin+JmZmZm85VuAyH3Amv3U2ZdMueB2VBp1wh/gbkfhBtRXuv5D+hnOcyd\n99FKmHhvB2Vb76VdQ+x+MpfGCAaQS6WN3cjhQ3uQ3fgBnpX0e7JHQV/nr5P6wqxzUNXXuV+0j2PO\nFBEzJF0KbCXpVWTDdFFgUkTcIuk+snH8k/Ia9DYQMsd7iIgXSsCio/fQj2XJHjvLM6vXQ6f66jXY\nZxlJG5LnaTGyB81Z5NCul8j/X3ZkVh6WTnR8niStTgbOjmzYzyQy+LGFpEmlXGuY2GRyeIyY1Wtk\ntl4okr5ADiF6jBxOczc51DSYla+om/e1HHmO+vtsliZ77rQ8VO09ZWZmZrYw6jYQci7wKUmbRMQc\nT8CVGf03Jsc6my0MWokIV2izvt3yuaXVCFwF6G/62Vb/9xWBpulIV6qVG7Qy3GICMEHSq8keAOPJ\nIS+jyTwM7VTr26Tn9W0wGdiabCBvTPaQaM0kcyHwbuXMKpsCN3fQS2Je0jpv10VEt3mfOmlotytz\nEPBfwBYRMaW6ouSr2bHLunSjaVhMSyuItRUZlFmEWcGOyWTS33WYFfSamatI0mJkoO8BYL2ImC14\nV/LzdOsJYJGIGNnldg6CmJmZ2UKv26fO3yYbVheUZIRvguzuW37/HfkU9ns9raXZvOu68rpJfYWk\npckn2L3QGkLT7ZP+K8tr47SjNa33Mra+QtJrgVWBO3sxLKZJREyPiJOAbciZbTbpJ2HqreQT9XUl\nNQ1x2KK8Xtvbms6mmidkS3KYzrOVdSPJPC0vp/P8IAP9rAei7bEi4ingZmBtSd02tgfjtcCj9SBI\nsfkQH3sn4D6ah+38hQx8tj7r/5DDo2DWZ7sdmUvrxtpsNKPInkmXNwRBlqY5wXh/18GVwLJlGJGZ\nmZmZdaGrQEhE3Au8i/xD8SvArmTX6bPK7/cD23YwbaPZguJM8snsh8rsD1UH0TwsYyBaXdtX63K7\nn5DDPQ4uM8jMpjprDJmIEuAgSctXyiwKfIe8X/yiy+O3JWl5Se9oWPVy4BWl3jPabR8RM4CTyK7/\n36zte00ymeTzzD6Fba9dw6ypjddm9mBH6+cDy2unw2IG+lkPRH/H+h6Za+L4MlXxbCQtK6nXs4RN\nA0ZKemvtWB8jg2RDolzzrYTgc/SaKPl8LiYDNbsCl0bEc2XdnaXe+5J5a+qf9UNk0G79EvhoHXNx\ncrjMqIYqPUb23mj32Xy/vB4naeWG9/PyMszIzMzMzGq6HRpDRFwr6fXk9JMbkeOUnyCfTp3ZzywB\nZguUkvDzM8Cvgcsl/ZYMCG5MdpO/iHyKPcesKF26gmxIfbE8nW/lzvifMptGu/r9rdTvp8B1ks4k\ne1ssRyZs/Del50REXC7pKOCrwF9Lno6nyd4kbyYTwh49yPdRtQpwpaRbyF4b04FXktP0rggc0zTL\nRs0B5LCTz0nagByOMAr4ABlM+VzTzCS9EhEvSbqIWcM1JlXW3S3pdmBN8un+RR3u9lYyp8sHJc0g\nc0kE8Ku+pt4doD6PFRHHS1qfnE74dkmtWY1GAmuQQ5lOIBOA9soPyIDHpeX79AR5rW4C/B54fw+P\nVbUj2fvi9D7KTCKvz1cxZw+fScDHKj/PVK6TY8jr9abyPVyC/O6NJK/bLWrbPCXpKmBTSSeRSXdf\nBM6KiBsjYpKkA8iemrdJ+hNwJxkYXJ2871wKbNv5KTAzMzNbOHQVCJG0GjCjTK15VvlntlCLiJMl\nPQYcTCb/fI58crwR2ZMCZuUSGegxHpO0C5kYcS+y1wRkAKbPHBgRcZykvwJfJoe9vI+cCeRG4Oe1\nsvtLug74HDnt7OJkvpCDgO+WXhi9Mo18P2PJRuAo4FGycX4AcEp/O4iIR0t+hQPJ2T6+RA5ZuBo4\nOiIu6GF925lENqKfZM4ZSiaRgZBr+gpYVUXEi5J2InMttQI6Ihu1PQ2EdHKsiPispHPJYMdWZC+n\nR8mAyNHkNdjLOp0naQfymtuNbPxfTV4jr2HoAiE7kb0w+gpYVQMc9V4frUDIC+T3v+5g4GFyCup9\nyO/tn8n3eWhDeYCPkD0/tiVzkAi4hzLrS0QcKekysvfTJuR1+AQZ3DoWOLmP92JmZma20FI3yeMl\nvQicGBF7D12VzBYMZUjJHcCSEdEuoaeZDTNJryCDFKdGxJ7DXZ95zZgxY2Lq1KZZiM3MzMzmLZKu\niYgx/ZXrNlnq4+STZDMrJC0jaanaMpFPelej7672Zjb8tiOnrm2aLcbMzMzMFjDd5gi5EnjbUFTE\nbD62IXCqpAvI4R5Ll2XrknkvJgxbzcysXxFxKnDqcNfDzMzMzOaObnuETCATt318COpiNr+6Ffgj\nsAGZVHJvMunnMcAGEfHQMNbNzMzMzMzMKrrtEfJuYArwM0mfJhPYPUDOMlAVEXHY4KtnNu8rs5J8\naLjrYWZmZmZmZv3rNhAyofLz22g/TCYAB0LMzMzMzMzMbJ7SbSBkiyGphZmZmZmZmZnZXNBVICQi\nLhqqipiZmZmZmZmZDbWukqVKmizJQ17MzMzMzMzMbL7U7awxGwKLDkVFzMzMzMzMzMyGWreBkNuA\nVw9FRczMzMzMzMzMhlq3gZCfA9tLWm0oKmNmZmZmZmZmNpS6nTXmbGBr4DJJRwJ/AR4gp8udTUTc\nPfjqmZmZmZmZmZn1TreBkDvIoIeAH/ZRLgawbzMzMzMzMzOzIdVtsOKXNPT+MDMzMzMzMzObH3QV\nCImI8UNUDzMzMzMzMzOzIefhK2ZmZtbWTfc+wegDzhnuapiZ9dy0I7Yf7iqY2TDpdtaYeYakCZJC\n0tgBbLuWpD9IeqDs4/EhqKKZzcckjZH0Z0mPlPvE9QPcz9iy/YTa8imSPNSwS+VcTmlYvqKkEyXd\nI+nFUm6ZYajioLV7j2ZmZmbWG131CJF0fIdFIyI+NoD6IOnrwOHl1zdExK0D2U8f+18UOAN4LfAr\n4B7g2V4eY14l6RxgI+BVEfHCcNfH+lcCfRcCh0bEhH7K7gr8FtglIk4f+tr1rzT0L4qIscNdl25I\neiVwDvAy8j7xCDlD1kJnPrpvTATeBfwG+CeZz2qevLdLmgYQEaOHtyZmZmZmC6duh8aM72d9a0aZ\nALoOhEhS2a61n08AX25T/EfAKUC30/SuAbwJOC4iPtltHedXkl4BjANOnccbMzZwOwH/Ac4f7oos\nAN4OvAr4ekR8a5D7uhp4IxlMma/ML/cNSUuQU7v/X0R8aLjr0wNvBJ4Z7kqYmZmZLai6DYSs0Wb5\nMsAGwMHA5cABA6zPu8oxJgLvBvaU9LWImFEvGBGPMLCGxcrl9b4B1nF+tR2wJPCH4a6I9V5pCG4P\nXBARTw93fRYAPbtPRMQzwN8Hu59hMr/cN1Ykh3ouEPf1iJhfrxczMzOz+UJXOUIi4q42/26IiJ8D\nmwDbAlsNsD6fKK/HAScBo8in3HNolyOkNba6jBf/uaR7y3jx8a1u+qXoIaXszLH71X1K2kPSVZKe\nanVjLmXGSzpN0h2S/iPpSUmXSfpwm3pOKftcXNI3JN0u6VlJf5f0iUq5T0m6qezzHkmHSmr8fCS9\nQ9LvS46TGZKmS/qZpJWbyhc7k08YZ+stIOkNko6XNE3Sc5IeknSJpE83HHecpPMkPVrewz8kHSFp\nxFC+b0mjy74mlvqeUerwtKRLJb2rzXlaUtIBkm6U9Ez5rC6R9IGGstVjjJZ0ijI3xLOSpkp6T7sT\nK2l3SRdKeqyUv0XSQZKWbCjbuj5HSTpW0v3lvN8saa9a2YnksBiY/Xptyo0zDngllQarpBUkfUfS\nreVcPV5+nijpNaXMtmV/jcPeyjl8pPxbsixbQtIXJF1b3vMz5fo5U9JWpUzr+wawea3uE2rH6Ph6\n7uV11eb9ji71PrEsOqFS7/GlzOvKdT9V0sPl87urfJ6rNuyzMUdIm+OPrx6rYf0cuSPUwX2rlOvJ\nfaNyDa+gvHc8WK6vyyVtWsq8XNLR5by0ru9dG97PCElfkTS5fE4zyjk9S9KG/Z2vso9pwF3l1z0r\nn9fE+vlp2HZ0tWxl+cSyfLSkfcq19Gx5r8eq4Z5XtltV0jGSbivlH5V0taSDy/qx5fpaHVi99r2Y\nWNlPuzwoIyR9W/k9flb5/Tu/9b2rlZ153UlaV9I5ynvAM5IukrRxJ+fXzMzMbEHU01ljImK6pLOB\nfYFfdLOtpBWA9wL/iIjLJT0JfAn4JHBql1UZCVwJPAWcDrwEPAgcCowG9iQDIlNK+Sm17fcju1mf\nTTZEq3/0/gT4G3AxcD+wHPnU9FeSXh8RB7ep0ynAO4A/Ac8D7weOlfQ88NZSpz8Ck8jz8A2yAXJk\ndSfKxvJxwHPAWcB0YC3g48AOkjaMiLtr2yxJ9rA5LyL+U1m+PfA78onveeTY+mWAdYCvlvfaKrtP\n+f3pss1DwFhg/3Lcd0ZEU9LZnrzvYg3gCuCvwM+AlYDdgHMl7RERM68TZQ+J84HNyafx/wssVY5/\nqqR1I+JrDcdYnRzKcAeZG2JkOcaZkraKiAurhSX9AtibzDVzOvA4sCFwGDBO0tYNQwqWAS4DZgC/\nJ/NQvB84XtJLEdFqhJ9RXuvXK8C02j53Al4gr1kkLVWOsSbw57Jc5f3tWI57RzlHtwO7SfrviHii\ntt9dyGv8uxHxXFk2Edid/Bx+SQ7HWZlZgdD/A64nv2+HkI3UiZV9znwfA7mei15eV1WPl3qvW87T\nmeW9UHndGfgUeW+4nPwc167UeUxE3NvPcYZC2/tWL+8bResa/jd53xgJfBA4X9JG5PdzJPkZLE5e\nL6dKmh4RV1b280bg/5H303OAx4DVyM/s3ZJ2iIjz+nnfPyDv6/sCNzDrezOg5LY1RwHbkOf0AmAL\nMmD/WmDLakFJY8jv00jy/ZxO3nPeBEwg7wnTyOvri5W6t/RZX2Xi18vK/v5Sth0FfAC4QNKnI+Jn\nDZuOIe/nVwA/J8/vLsCkch/saR4uMzMzs/nBUEyf+yD5B3a39iL/YJ4IEBF/lXQtsIWk10bEP7vY\n11vIRuzetUboueWp4J7AlD6ST24JbBQR1zWse3NE3F5dUBrd5wIHSPppm0bQamXbx8s23yUb6N8n\nG19vbW2nfHL8T+DLkr7beg+SXkc2MKYBm1ePI2lLssH7Q+bsRbMV8Apm7y0wCjiZvAa2jIiLqhuo\n8mRb0urAMWRg6e3VbtuSfgx8mmwwNOVcGfT7rtgM+E5EfKVy/B+Rf+D/VNK5EfFkWbUfGQQ5F3hv\n5RweSgY6DpT0x4i4vHaMscCEiDi0coyTyUDRV5jVQwPlU/u9yfP6oVqQaQIZBPgs+ZlUrUMGCveJ\niBdL+e8DN5KBpRMBIuIM5YxGfV6vyp4O7yWTkj5aFo8jgyA/iIj/rpVfggx+EREh6afA0cBHyNw7\nVa3P9Niy7QiywXsN8I5W/Sv7Xq7s93rgekmHANOa6j6I6xl6e13NVPY3oXy2OwJnRMTEWrFfAd+v\nBIZadX4Xeb0dRH4n5rbG+1Yv7xsV65R9fiYiXir7+jMZGLuQbLCPjYhny7pfkcGB/WvHuQVYuQx1\nrNZ5VfJ7+n3yu9dWRPxA0mgyEHJ9f0mFu7Qh8JZWkEjSYsBk8v+lt0fE1WX5EmSAeCR5Lzi59n5e\nXeo6jVnXF13W9UgyCHIs8KmIiLLvI4GpwDGSzi/HqNoe2Kt6HZfA9k/Jc/aZLupgZmZmtkDo6fS5\nyhlZtgTqT5X7207kk8mXyD+kWyaST7E/3mVVZgBfHkRyv2PbBEGoB0HKshlkj4PFyAZokwOqPSYi\n4g7gUvLJ6mHVxkkpdzb5tG+Vyj4+TQaL9q0HWyJiMvmkdwdlgsOqncin5n+sLNuTHErxk3oQpOzv\nnsqvHwaWAH7UMHb96+RT4Y+oYShIj953yxPAN2v1nEoOo1qG2RtYe5NJd79UvQ4i4iHyySw0X1d3\nMWvWotY255NJed9eK7sv2Qtj74Yn5ocB/wKaEjc+U+o1M4gQEX8jG49vbPj8+rMxsALNDdZ6vYiI\nGRHx78qiE8jZNfaplpP0ejKYdGFE/KO1OfmdfI78vtb3/a8u6j3Q6xl6e111JSLurQdByvILgJvJ\nHgTDod19q5f3jZZngK+0giDFyeT3YdlyrJkztkTEJWQgZt3a8Z+oB0HK8nvIXktvkLRaw/Hnlm9W\ne8qUe8kJ5dfq/WAHslfKWfUgSNlu+mAqIWlx8j78FHBgKwhS9n0bGaheAvhow+aXNQTzjic/q/o9\nzczMzGyh0O30uZv1sZ9Xk7061iW733ZjS/Lp9fm1P9RPBr4DjJd0cEQ83+H+ppUG70Bd3W5F+aN8\nfzLgsRrwX7Ui7RpaUxuWtRL7XdOwrnUeVmXW+PeNyuvmkjZo2OZVwKLA61r7LMGp95I9CqpDV1rj\n789tU9+q9crr5PqKiHhM0nVkb403kF3Tq3rxvluurTXgW6aQgZ23ASeWBt1rgXsbAjfV9/G2hnXX\n13s5FNOZdf5bQ0/WIRP2fjFjeXN4juz6X3dbpedK/RiQjfmm99nOzmSA4ozKsovIc3mApPXIISSX\n0fD+IuJfkn4LfFTSxpVeMq3eID+tlH2yDH/bgezxcRpwCXBVZFLQbnR9PVf08rrqSgncfoicRWsd\nsuG/aKXIHMmd55J2961e3jda/lH/LkbEi5IeBF5eAlN195LDmWYj6Z1kUHGjUpclakVWofvZwXql\n6TprfU+XrSzr5n46EG8gh9lcVun1VTWZ7InUdE+b4z1ExPPls1q2oTwAkj5JuQcs+srlB1JnMzMz\ns3lWt0NjppANrnZEdn/+Sh9lmrQaXBOrC0sD7WxyPHMrr0EnHujy+B1tr0wweTX5x+Ml5JjxJ4AX\nmZV7pKlXBDFn7gXIJ3LQ3IOmtW7xyrLlymt/53fpys+bAMuT49WrlimvneQyaOUauL/N+tbyZeor\nevS+Wx5sc/zW5zWi9tp1fclhFU1eYPYeVMuS1/vy5BCYbvR1DJi9Ud2J9wFX13pBPKlMNnko2aBt\n9VJ4pAxnOrwWWPwx+TR5H+Dy0rtnTzIXTDXAApkzZX9gj7J/gGcl/Z7sidXuc6obyPUM9Py66tb3\nyBwP95M5Ie5lVs+b8WQeluHQ7r7Xy/tGS7tefy/0s262/3Mk7UTe158lh+jcTuYheokcprY5be6p\nc0nTd7Xpe9rN/XQghuqe1vZeExHHUobELbnSWn39v29mZmY23+k2EPJNmgMhL5FJ7q5ujZnulKTl\nyYYcwG8k/aZN0U/SeSBksH+0tdv+S2SjYq96V2NJu5MNx6HUamCMaNOjoMlO5Ps5s7a89cfxKsBN\nHR53RbLrf91KtXJDZYU2y1esHf+J2vK6XtS3te11EbFenyWHkKR1ySSycyRJLMMLPlZ6MLyJ7Hn1\nWTJx6CLkdNetsleVnDwfkPRFMknmcsCRUZu+ugwDmkDmOng12RtoPNl1fzSwaYfVH8j1PKwkvQr4\nApkoduN6r4hyHxiM1lCTOe7NJVlmX9rdt3p53+i1w8geNGMi4pbqCkk/IwMhg9X2nNIcOBiI6v10\nKMyNe5qZmZnZQqOrQEiPk9C17El2hb6G9lnz3wtsJWmNiLhzCOrQqdeW19Ma1vXiD/b+XAmsTzY0\nz+lwm/cBV0ZE/UnileRMG++mn2SEwHXk8Iux5CwcM5XG2brkE91b5tiyt9aT9IqG4TFjy+t1ABHx\nb0m3A6+RtFYZQ1+1RXm9dqAViYinJN0MrC1pZJvu6r3QGsbS7sltKy9KU34QIBOikgGsmyWdQQ4z\neB+VQEjxE3JmkY8yqyF8XF+VK7kPTioBzL8Dm0harpIr5KU+6j6Q63m4vYYMIl3QEARZtawfjMfK\n66sb1o0Z4D57ed/otdcCNzcEQRYhe6X0wlCc07rWTDjvpjKUrA8vMucQoL7cSuZlWVfSshHxWG39\noO9pZmZmZguTniZLHaBWwsrPRMTHm/6RT7sHkjS116aV17HVhZK2Ye7U7Udk8sLvl5kgZiNpCUmb\nVn5fn+ym39RIPhF4Evh0U+6X6qwxwK/LcT8v6bW1ooeRSVd/3ZRAssdGkL0ZZlJOWfkh8klo9X0e\nT14zR5d8B63yo5gVADh+kPX5HtmYOb7pab2kZUt+jsFoBRTaJYzcGfhbJZlp69hvLjNp1LV61TTl\n8ziZPI9fJQN7f64nB5a0vKQ58jwALydnGHmB2XNk/IvmBih0eT3PI6aV101q19XSZNBosDNxTSWD\nR3uUPDSt/Y8kZ2YaiF7eN3ptGrCWpJUrxxc53OxNPTpGq5fiXmXWl9ZxXk3tfjIIZ5Pv5b1NvYIk\n1XuK/AtYXlI9x1Sj0ivrJHL40mwJoyWtSfZSep6c0cjMzMzM+tFtstT1yan4ftaUB0DSiuQQlrMi\np8/sb39jgdcDN/UzpOYX5Owke0k6ZBCzwQzWj8mEsL8rSSLvBd4MbAv8lsydMGQi4u+S9iYb8DdL\nOg/4B5n3YDXyie/DZGI96KO3QEQ8ImkPcrjRhZLOJadvfSXwVrLxukYpO60Ml/hf4NqSWPNhsrG8\nEdkTYP/ev+M5XAx8vDTELyO7g+9GBvT2qXX7/w75dHZH4AZJfyKTDe5KJmQ8KiIuHUxlIuL48p34\nDHC7pNbsMiPJc7cZOcPEpwZxmFvJ6+yDkmaU/QfZ4FmcvP4Ob9huK+B7ki4nP5+HyEShO5IN7aMb\n3s8zkk4kG1XQMNyG7Pp/paRbyKfP08lr5j1kt/1jaj0lJpW6n032+noBuDgiLh7A9TzsIuIBSaeQ\nUwhfL+kCMkC3Ndkr6npqM6N0uf/7JZ1ETmV8vaRzyPO7HXn9NyXD7G+fPbtvDIHvkz0oriv31OeB\nd5JBkFZS3kEpw74uJr+PV0uaTAYEdyBzvLQL1HVzjBmSdiXzRp2snJ72SuBlZMLkccz+/+0kYAPg\nvFK354AbIuLsPg5zAPlZfa4kvb2QnAnpA2QQ8nPD3GPSzMzMbL7R7dPL/cjuyoe1Wf8g8DGyu3PT\nNH51nyivfc4yUxri/0c2NnZg7vyB3lSPGyVtQTY8tyPP3w3kU/nHGeJASKnDryXdQH4WWwDvIpML\n3kcGNU6tFN+JDDL9s82+zik9Klqz4LyL7Eb+d+DbtbI/lvRP4Mtk8tqlyEbw0cC32sws0Wt3kkGF\nI8rrkmRj/JuRU9xW6ztD0tZkXpc9gM+TjfAbgC9GRLtcNF2JiM+WINKnyODDMsCjZMDiaLI3zWD2\n/2JJKHkEsxo8IqeKbc0A0vR9OB/4Adn425FsTN9PJqT8XmVmmLrjyUDI/eS0qnXTyKf1Y8nrbxT5\nfm8lG2qn1MrvSwZuxpHfmUXIBKsXl/fXzfU8r/gYcAf5ff8sGUQ4i+xd0DRsrlufIO+lu5f9301O\nj3o0eQ10rZf3jV6KiJ9Jeo5MPrsnmXT2EjLgvAs9CIQUO5Lnb0fyXnAb2fPpAgZ4TusiYmrJ2XMA\nGYTdmJz96Z/MmVD5cPJesQMZ+FmU7KXXNhASEY9K2gg4kPw/50vk+boaOLpM32xmZmZmHVCmD+iw\nsHQn+TS3bVJQSScAm0XEmj2onw1Q6QJ/Kxkk6HZWk3lKGeJxJ3BiRIwf1srMQ0pvj1UiomezlEga\nT/ZiOTwi6jlEbAG3IN03rHeWXGmtWGnPHwx3NczMem7aEdsPdxXMrMckXRMR/eaB67ZHyIrAPf2U\nuY9ZGext+MzN7u02l0laCdiQ7CnQq30uRj5lfoHmYTG24PN9w+bwllVGMNWNBTMzM1uAdBsIeQZY\nvp8yy5PjnW0YRcSRwJHDXQ8bGmU2j54kO5a0CZnvZSzwFuBHZepdW8j4vmFmZmZmC4NuG1LXAzuW\nGRLmIOmV5BjsfhOlmtk8YysyZ8F65MwnXx3e6piZmZmZmQ2dbgMhx5I9Pv4s6a3VFZLWIRPPjSrl\nzHoiIqZFhJwfZGhExIRyfpeLiE9GxH+Gu05mZmZmZmZDpauhMRFxqqR3kzPCXCfpQXJqz1XI6QhF\nJrTsyYwcZmZmZmZmZma91HWOgfJU/lPA38jkqeuX15uBT0bEXr2soJmZmZmZmZlZr3SbLBWAiDgW\nOFbSUsAywOMR8UxPa2ZmZmZmZmZm1mMDCoS0lOCHAyBmZmZmZmZmNl/oamiMpPUlfUPSCm3Wr1jW\nr9ub6pmZmZmZmZmZ9U63OUL2Az4OPNRm/YPAx4AvDaZSZmZmZmZmZmZDodtAyEbAhRERTSvL8snA\nOwdbMTMzMzMzMzOzXus2ELIicE8/Ze4DVhpYdczMzMzMzMzMhk63gZBngOX7KbM88NzAqmNmZmZm\nZmZmNnS6DYRcD+woaemmlZJeCexYypmZmZmZmZmZzVO6DYQcS/b4+LOkt1ZXSFoHuAAYVcqZmZmZ\nmZmZmc1TFuumcEScKundwEeB6yQ9CNwLrAKsAAg4MSJ+0/OampmZmZmZmZkNUleBEICIGC/p8LSE\nhAAAIABJREFUcuDzwNpkAlWAvwLHRMTPe1g/MzMzG0Y33fsEow84Z7irYWY2X5l2xPbDXQUz60O3\nQ2MAiIhjI+ItwNLAqsDSEfFWB0HMbEEnaYqkxinEh5ukCZJC0tja8pA0ZXhqZZ2Yl68rMzMzswVN\n14EQSZtL+pqkHwFHAuOBMb2umJlZr5WAQEh6SdKafZS7sFJ2/Fysos2jJP2vpBcl9TdzWrvtJ5br\naXRva2ZmZmZm3ep4aIykzYGfAK9vLSqvUdb/HfhMRFzU0xqamfXWC+S972PA1+orJa0FbF4pV/dR\nYKmhrKDNWySJnBHt0oh4eLjrY2ZmZmaD01EgRNIuwG9K+fuAKcB0MhiyKjAWeCM5m8wHI+L0oais\nmVkPPAjcD+wl6RsR8UJt/cfJe9sfgffVN46Iu4e+ijaPeTuZFPw7w10RMzMzMxu8fofGSFoZOJF8\nOvppYPWI+HBEHBgRB0TEh4HVgH2A54Fflm3MzOZVx5GJnt9TXShpcWBP4HLg5qYNm3I5KO0p6XJJ\nD0t6VtJ0SedL2q1hH6tKOkbSbaXso5KulnRwm7I/knSHpOck/UvSWZI2GMT7R9LKkr4h6TJJD0ia\nIek+SSdLemND+dFlaMfE8vMpkh4p9Z8q6T1Nxynb7l6GGz1Wyt8i6SBJS7YpP07SeeW8PCvpH5KO\nkDSioew0SdPa7KddzpRNJZ0t6Z5yTh+QdKWkQ9q8hZ3L6xm1/awv6TRJD5X93CXpx5JWqpUL8roC\nuLMy7GqOektarAw/va3sc7qkIyUt0eY9vqF8JtNL+QfLZ/j6hrKt4TmvkfR5STdK+o+cP8bMzMwW\nMp30CPki2Q18l4j4Q1OBiHgJOE7Sw8DpwL7A/j2rpZlZb/0G+B7Z+6PauH0vORX4AcBru9jf/wMO\nBO4Efgs8AawEbADsCpzaKihpDHA+MBK4mLxnLgW8CZgAHFYpux5wQSl7fik7iuypcqmknSLiT13U\ns2oz8n1eCJwGPAWsBbwfeK+kd0bEDQ3brQ5cDdwB/KrUbTfgTElbRcSF1cKSfgHsDdxT6v84sGF5\nn+MkbV3tlSNpH3IY5tPA74CHyF6H+wM7lHo9PsD3jKRtgXOAJ4GzyCngR5K9Gj8DHNqw2U7AtREx\nrbKf95DnTcDvgbuA9ckHBjuWerbKH0p+ZusAPyzngMpr1cnApsC5pY7bAV8FXgXs1fBeTgcWB84G\n/kn20twZ2F7SFhFxbcMxfliOcQ7wJ+DFhjJmZmZmC6xOAiHbAle1C4JURcQZkq4C3o0DIWY2j4qI\nf0s6BRgvadWIuKes+gTZ+PwtDflD+rAP2aB+c0Q8U10haVTl5yXIxv1I4EMRcXKt7KsrPy9W6rE0\nsEU1/1LpdfcX4BeSRkfEc13UtWUysEJE/LtWh3WAy4AjyHt53VhgQkQcWtnmZOA84CtkYKW1fDwZ\nBPlDeb//qaybABwCfJZsmCNpdeAYMijz9oj4e6X8j8kgw1HAJwfwfls+QfaGHFsP9FQ/q8qytckA\n0cGVZUsDE8n/Q8dGxCWVdfuT5+5Y4F0AETFBmSR1HeAH1YBKgzWBtSPi0bK/rwM3AB+VdGBEPFCW\nL0sG9J4BNouIv9XqfBXwc2C9hmOsB7wtIu7sox5mZmZmC6xOZo1Znewm3qnLgdEDqo2Z2dxzHLAo\n2VBvNcK3Bk6qBzM69DwNT9Yj4pHKrzuQ98ez6kGQUnZ65dftyUbx/9STUEfEfWRAYEVg3ADqSkQ8\nVA+ClOU3kEGSLZRDheruAg6vbXM+cDeZS6NqX3JY5d7VIEhxGPAv4EOVZR8GlgB+VA2CFF8H/g18\npN2Qmi7V61P/rFp2Kq/VhwE7AssBp1aDIMV3gWnA1pJWG0C99m8FQUqdngZOIv+/rs7Q9lFgGeCQ\nahCkbHMzeX2/TdKbGo5xVH9BEEmfLEOepr74zBMDeBtmZmZm865OeoQsDszoYp/Pk40LM7N5VkRc\nJekmYG9Jh5PDZBYhG5DdOgn4PHCzpN8BFwFXRES9BblheT23g31uVF5XL70n6tYqr28khzd0TdL2\nwKfIBvYo5vw/YRSZWLbq+ohoGkoxvVJnJC1F9oB4BPiipIZNeK7Uv6XVe2FyvWBEPCbpOnJIzxvI\nXhIDcRI5dOQqSaeSPVguq/QKqtsZuK0EFzqp5wuSLiYDXm8jA0TdmNqwrBUgW7ayrHWu12lzfbyu\nvL4R+Ftt3dX9VSIijiV7tbDkSmtFP8XNzMzM5iudBELuB97SxT7XBh4YWHXMzOaq48ihGNuS+Reu\niYjrBrCf/wZuJ3uXHFD+vSDpT8B+EfHPUm6Z8npvB/tcrrzu2k+5pbusKwCSvkAOSXkM+DPZYH+G\nnBK9lc+iqedFu/wcLzB7L8NlyfwZy5NDYDrRSoZaD75QW75Mm/X9iojTS36P/cjPax8ASdcAB0bE\nn1tlSy+htwFHzq16tsl/0sqhUn3I0Lo+PtHPLpuuD/8fbWZmZgu1TgIhFwN7SHpDQ1fl2ShnGtiG\nfOJmZjav+xXZyP0ZOT3qNweyk9JD4ofADyW9CtgE+CAZxFhb0tolj0erkbtKB7tt9SbZMSLOGki9\n2in5Rw4lG8TrRcT9tfUbNW7YnVb9r4uIpjwVfW2zIs2z9qxUKwfwEjmcpkljICIizgHOkfRy4B3k\n7EGfBv4o6W2VoSZNw2Lq9WzSVM9ea+17nYi4sctt3cPDzMzMFmqd5Aj5ETk85o9txhoDM4MgZ5NP\nrP63N9UzMxs65en778mZNp4mk08Odp8PRcTpEfEBcujEmsCby+ory2tTEtK6VtlNB1unBqPIIMHl\nDUGQpWlOsNmViHiKDGasLWlkh5u1euOMra+QtAywLvAscEtl1WPACm3ymYxpWFat49MRMTkivgR8\niwyoVD+bnYD7mHMoSV/1XIwMhAFUZ2xpDSfq1dDRobw+zMzMzBZo/QZCIuIa4GjgNcC1kk6W9DFJ\n75K0dfn5N+Qfhq8BvhcRTWOczczmRQeRDd5tmpKH9kfSkpLGqZYEozTMWwGAVvLVs8lEmu+VtHvD\nvqo9Rc4kh9t8VtJ2bY69UcnF0a2HSp3WL4GPap1/SAZKeuF7ZHDh+BLImI2kZcsUwS2/JvNMfV5S\nffriw4BXAr+uzZJzNdm7sT617HjgnQ3HHCfpvxrqukJ5faaUW75sf0ZE1HtQnAE8CuwuacPaui+S\n/xf+X0RU84P8q7wOJIFqkxPIHkaHSKonqUXSIpLG9uhYZmZmZguUTobGEBH7S3qabDB8ENitVkTk\n067DgAm9rKCZ2VAqjdVuE1pW/Rfwf8C0Mn34XcDLyBlo3kjOEHNLOdYMSbsCFwAnS9qHfLL/slJ2\nHOW+HBHPS9oZOJ8cxnE5cD3ZUH81sAHZ4F6JWYGWTt/zS5KOIXOZ3CTpTDJgsQUZvLmw/DwoEXG8\npPWBzwC3S2rNLjMSWINMfHoCmbCViJgm6Ytkr8JrJf0WeBjYnEwO+nfmnJr9f8ggyE8kjSMTi64D\nbAz8kRz2UvVdYLSkKWRQagawPrAl+dmdUsrtSPbeOL3hfT0laW9yKuSLSoLcu8t+3kUOOdqnttkk\ncnrh4yT9npwi+PGI+FH7M9heRPxL0vvJYTtXSppE9sB5iQy2bETmEXnZQPZvZmZmtiDrKBACEBHf\nlHQimVzuneQf3yKTwl0KTOxvOj4zswXQ02TjfAuy8f0+cprX28m8E8dXC0fEVEnrkkGId5dt/g38\nk1pS0Yi4UdI6wJfIBv1eZEP3frIX3iHkrCwDcTAZZPg42Wh/gkyaehCZP6QnIuKzks4lgx1bkUNy\nHiUDB0eTvUCq5X8s6Z/Al4FdgKXI4MbRwLfqyUQj4m+StiKHtuxAJha9hAwE7MycgZBvkT2AxpT6\nvFTq8i3gBxHxWCm3Ezns5iIaRMSZkt4JfI3MjTWCDID8FDisTHFcLX++pP3I5Kb/TQae7iKHnw5I\nREyS9FbyXG1DDpOZQQ7nmQycNtB9m5mZmS3INGePXzMzs4WXpFeQQaJTI2LP4a7PcBszZkxMneoR\nr2ZmZjbvk3RNRPSZJw46S5ZqZma2MNmOnDq4PluMmZmZmS0AHAgxMzOriIhTI0IRccZw18XMzMzM\nes+BEDMzMzMzMzNbaDgQYmZmZmZmZmYLDQdCzMzMzMzMzGyh4UCImZmZmZmZmS00HAgxMzMzMzMz\ns4WGAyFmZmZmZmZmttBwIMTMzMzMzMzMFhoOhJiZmZmZmZnZQsOBEDMzMzMzMzNbaDgQYmZmZmZm\nZmYLDQdCzMzMzMzMzGyh4UCImZmZmZmZmS00HAgxMzMzMzMzs4WGAyFmZmZmZmZmttBYbLgrYGaD\nJ2k0cCdwYkSMH9bKGJKmAUTE6Mqy8cAJwF4RMbGvsl0eK4CLImLswGo775E0Bdg8ItTFNuNpOL9z\nS7efg6SxwIXAoRExYehqNng33fsEow84Z7irYWZmNs+adsT2w10F65J7hNigSBoj6QRJd0j6j6Qn\nJd0k6WhJqwx3/WwWSf8r6UVJyw/T8UdLCkkTh+P4Nn+TNLZcPxOGuy7zK0njyzkcP9x1MTMzMxtO\n7hFiAyJJwBHAV4EXgD8DvwOWADYGvgx8RtKeEfH7YauoATM/rx2BSyPi4eGuj81m3CC3fyPwTC8q\nMg/5KLDUcFdiiF1NfnaPDHdFzMzMzBY2DoTYQB1MBkGmAe+JiJurKyXtAvwaOEXS1hFx4dyvolW8\nHVgF+M5wV8RmFxG3D3L7v/eqLvOKiLh7uOsw1CLiGWCB++zMzMzM5gceGmNdK/koDgaeB95bD4IA\nRMRpwH8DiwI/kbRIZfuZ3bMlbSFpiqR/l2E150h6Y5f1WVLShDI85zlJd0o6vCyPkm+gWn5CWT5W\n0h6SrpL0VCtXQ6XcByRdLOmJMuznJkkHSlqyoQ5zHKeybmJZP7qybOYwkfLzKZIekfSspKmS3tNm\nX6+Q9D1J95Syf5f0Jfr/Lu9cXs8o+7minKuX1/Z/canXL2rL31SW/7KybGVJ35B0maQHJM2QdJ+k\nk+ufYRnOcGf5dc+yr9a/8bWy20j6Uzkfz0m6vQy1WqbhfEwr/15Zzss0Sc93OnxC0tslnSrp3nKs\n+yVdIOkDDWU7vh660XoPtWVLSPqCpGslPSbpmVLuTElb1co2XnuSRkj6tqRby7XymKTz69uXsjOH\nnUhat3wPHy/HvUjSxh2+l6XLdXBZbfl/lTqEpI/U1n2mLN+7smyKMudG6/eJZD4NgENq18/Yhnps\nocHfVxaR9ClJf1HeH54uP39alftZw3YrS/qVpIfKdXKNpD0ayrUd6iNpZPnsbin7eELSJEnv6uO4\nu5Uyj5ZzPU3SbySNKeunkDlUAE6oncPR3ZwbMzMzs/mde4TYQOxFXju/jYib+ij3czJg8npgc2Y1\nZFreQw7XOBf4KfAmYDtgA0lvioh+u4xLEnAasD1wG/AjYHFgPLB2P5vvB2wNnF3qNqKy328BB5Ld\n1k8GngLeDXwL2EbZy+X5/urXgdXJLvJ3AL8CRgK7AWdK2qrak6Y0uCcBGwA3ACcBy5DnePN+jrMT\ncG1ETCu/TwI2BDYFziv7Xwp4R1lfH66xZWW7ls2AA8hzdxp5jtYC3g+8V9I7I+KGUnZKqeu+pe5n\nVPZzfeU9fgM4FHgU+CPwEPBWcqjVdpI2iogna3VbAphMnrsLgCeZFXRpS9IngJ8ALwJnkdfPq4Ax\nwGeA31bKzq3roWUisDvwV+CXwH+AlYFNgG2B/+tr4xI0uoz8Tv0F+AEwCvgAcIGkT0fEzxo2HUP2\n9LqC/P6uBuwCTJK0bkTc2tdxI+IpSVcD75D0ioj4d1n1TqAVMBpHXustTddWXet62RO4iLyeWqbV\nyg76vlL8CtgDmE6eiyC/Rz8mP4cPNWyzLHA58DgZdFiGPOcnSVolIo7u76CSViff32jgEvL7+fLy\nvs6TtE9EHFcpr3KsPcnr83TgYWBVYAvgVmAqeU09Tp6bM6l878pyMzMzs4WGAyE2EJuU1z4bYxHx\nQnkKuQfZEKoHQt4HbBMRMxtAkr5NNq73Bo7qoC4fJoMglwBbRcSMsp9vAFf2s+2WwEYRcV11oaSN\nyEbvdODtEfFAWX4g8AeyQfIVshE8WGOBCRFxaOX4J5ONn68w+znbjwyCnA7sGhEvlfJHANe0O4Ck\ntckAxcGVxZOBr5ON0vPKsk3JoMKfga0lrVkZtjGusl11HytUGrut461DNsKPIIMFRMSU0uthX+D6\nplkyJG1BBkGuALaLiMcr68aTjb1DyZ5GVSsBfyNnGXm63XmoHetNZIP2SWDThqFdq1Z+npvXA5JG\nAB8kP9N3RMSLtfXLdbCbI8kAwLHApyIiyrZHko3iYySdXwmMtWzPnLPa7EMGFPYlA0T9mUx+3zcD\nWlONjCMDThdTCbKVnhVjgTsi4q52O4yIMyQ9Tjb2p/Qzy8qg7yuSdifvW9cBm0XEU2X5QWQgZg9J\n50TEybVN30rmSvpgw/fz/0k6LSLu6OfwJ5IB0t0j4pRKnZYhAyTHSDorIh4sqz5Bnpe/AFtHxBOV\nbRYlg3tExMSMmbAjcMZwzKxjZmZmNq/w0BgbiJXK6/QOyrbKrNyw7pRqY6U4try+vcO67FleD2oF\nQQBKI/qwfrY9th4EKVpd9A9vNXrLPl8ggxEvAR/vsH79uQs4vLogIs4H7mbOc7BXOfZXW42sUv5O\n4Jg+jrFTef1DZdnlwLPM3vNjHJn49pDK79XG6m0RMfMzj4iH6kGQsvwGsjG8haTF+6hX3RfK6yeq\nQZCyz4nkE+ymp/AA+3UaBCk+TQaCD2sztOueyq9z83qA7Hkg4Lmy73rd/tXXxuWcf5jstXJgKwhS\ntr2NvFaWIBOS1l3W0EA+nrwuOv1Otr7T9WvrGrLn0KqSXleWrwssR9+9QbrVi/tK6zM/oBUEASjX\n2P7l16bP/EVg/zbfz8WBjzRsM1MJIm4OnFYNgpT9PE5+N19G9tJp+Xx53acaBCnbvBgR9/d1TDMz\nM7OFkXuE2ECovEafpfovO7VhWauhvWyHdXkb2Vi8vGHdpf1se3Wb5euV18n1FRHxD0n3AGtIWqbe\nYB+A6+tP/IvpwEatXyS9AngtML1Ncs0pzApg1O1MBjFmNvgj4llJl5PBiuVK43pL4C8RcYWkB8nG\n67Hk+VgGOLW+Y0nbA58ih1SMYs57yiig04bYRmTemV0l7dqwfglg+Up9W54FbuzwGC0bltdzOyg7\nN68HIuJJSWcDOwDXSzqN7PF0VUmw2Z83kDOuXBYRjzasnwwcRH536ub4TkbE8+V66PQ7eQU5lKcV\nSBtBnsOjmHUOxwH/YNawmDnO7SD04r6yHnlfmdKw7iIy4NF0/u4ugY+6KeT3s2mbqtZ3fkRT7hCg\nNfX1GwGUOX7eDDzYJqg7YJI+CXwSYNFXDsuM22ZmZmZDxoEQG4j7ycbWah2UbQ0xaGoMz9FoLMNp\nIJOsdmIE8Gh5Ol/3YMOyqgfaLG/lCmnXgL+ffO8jGPzY+nbbv8DsPbZadWr3nhrfS8k38DZyqETd\nJLIhuoWkSaVca3jHZHJ4jJj1ZH+2p+ySvgD8EHiMHE5zNzmNa5DDE9ZhVl6ITixH3pPaBXRalgaq\ngZCHqr0eOtRKvHpvB2Xn5vXQshvZ82APcjgQwLOSfg98uTIsokkn9YVZ56Cqr+uxo+9kRMyQdCmw\nlaRXkY37RYFJEXGLpPvIa+on5TXobSCkl/eVGfUVZV+PUIac1PT3/RzRZn1La9jT1uVfO0uX126u\n465ExLGUnjRLrrRWt98vMzMzs3maAyE2EJeSSfi2Ao5rV6iMTx9bfr2sXblBehIYKWmxhmDICv1s\n2+6P+1b38hWBpt4XK9XKtfbV7vvU1ODsVutY7d7Tim2WNw2LaWk1Prcin34vwqxgx2QyWec6zGqs\nVhO3LkY20B8A1qt3vy95Nbr1BLBIRIzscruBNNJajeVV6H8K04FcD4MSEf8BJgATJL2azLcxnhzy\nMprM59JOtb5Nel7fBpPJhvyWwMbkMJ/WPeBC4N0l+e+mwM0R8dAQ1mUgniDvK4vXk+CWa38Uee+p\n6+/72d85b63fNyL6Gu7WUr2OzczMzKxDzhFiAzGR7Bq+U0nE2c7eZG6QW8nu5EPhOvI6bprec5OG\nZZ3uE2YFcWaS9Fqyl8udtWEQjwGvbii/KJkHYVBKLo5/AqtIWrOhyBx1LXYC7qN5GNBfyMbcOLLB\n+h9yWAPMCohsRya+vLE228YoMsBzeUMQZGlmDSepag0BavdU/kpg2X6uqV5pJdJ9dwdlB3I99ExE\nTI+Ik4BtyJltNuknYeqtZM+cdSU1DQXZorxe29uazqaaJ2RLcpjOs5V1I8k8LS+n8/wg/V0/vdS6\nr2zWsG6zUoem87dam6lox1b225fWddlXoGumkrPkr8AKkvobdgNz9xyamZmZzbMcCLGulVkPvkUm\n/zurzMAxG0nvI4dNvAh8ppo8sMd+WV4Pl7RE5fgjmH2WlG4cX14PkjRzcHwJanyH/N78orbN1WQj\n6F215QeRM0D0wgnl2EeWBKateq3BrESjVJYvTwYxzmgaOlJyk1xM5h7ZFbg0Ip4r6+4kpyXdl8w3\nUR+68BDZ2F6/BD5ax1yc/NxHNdT/MbL3RrshVd8vr8dJmiO5rqSXS9qwvnyAfkIO9zi4zfW7auXX\ngVwPAyZpeUnvaFj1cuAVpd5zDNloKcM5TiKHT3yztu81yWvleWafwrbXrmHWVK1rM3uwo/XzgeW1\n02ExreFQnQzJG6zWZ/5t5bTSwMwppo8ovzZ95ovS/vv5AvDrvg4aEVPJfDA7S9q7qYykt5QhRy2t\nniM/K/e9atlFJK1UWTQ3z6GZmZnZPMtDY2ygJpANsy8BN0g6H7iZDI5sDLyD7GGwe0T0cvx/3S/J\nqUa3Bf4q6axSh13IpImvp2Hmjb5ExOWSjgK+Wvb5e+BpsvfAm8mhQUfXNvsO+cT+TEmnAo+S52EN\nMlHi2AG8t7rvkrk3dgGuLed8BJlP4mLgvbXyO5INs9P72OckcvrXVzHnk/lJwMcqP88UES9JOoac\nkvQmSWeSyUy3IJ/2X8isngetbZ6SdBWwqaSTyGSZLwJnRcSNETFJ0gHAt4HbJP0JuJNs0K9OzqZx\nKflZD0pE/E3SZ8hpYa8r9b+NzNEwBvh3q/4DvB4GYxXgSkm3kL0OpgOvJD+nFYFjmmbrqTmA7FXw\nOUkbkJ/HKOADZDDlc22SevZEuT4uIq9BqFw/EXG3pNuBNcnPv9PeYreSuTA+KGkGmZMmgF/1NfXu\nQETEyZJ2JM/XzZLOYFbumzWA35ZeOnU3kve+ayRdwKzv5zLkbE9NQ6vq9iCDQ78oeXiuIoNKq5LT\n876ZzLvSGk70c7L320fJ782ZwMNkb7wtyaDOhFL2CjKA+UVJI5mV0+R/6jPOmJmZmS3IHAixASk9\nPPYrjf7Pkt3Fx5ENm2lko/0HtWlIh6IeIWkn4Gvk1JSfJ5NBngj8mGyINY3l72+/+0u6Dvgc2cBY\nnMwPcRDw3XoSxdKIfx/wDTIw8zSZQHQ3ZiW7HJSIeE7SVmSjZjeyt8Y0cvrdPzBnIGQnshdGXw3N\naoCjHrBqBUJeIAMtdQeTDa6PA/uQ+Q3+TJ6jdu/5I2TPj23JHCQC7qHM+hIRR0q6jHyCvgn5+T1B\nNoCPBU7u4710JSKOk/RX4MtkoOp9wCOlLj+vle3qehikaWTC2LFkMGYUGVi7lQxwnNJuw0p9Hy15\nWg4kZw36EhmYvBo4OiIu6GF925nErO9ffSaXSWQg5JpOG+AR8WL5rh/BrICOyEBUTwMhxe7kd2dv\n8voGuIW8t/2kzTaPkQGyo8jprl8J/A34TkR0dO1GxD2S1ifvZbuQU0YvSubj+RvwP8BNlfIB7FkC\nL58kz82S5H3wEuCsStnHJO1CXl97kcFsyJ4qDoSYmZnZQkPdT7ZgNn+QtDVwAXBERBzYX/kFSZlu\n92Hg1IjYc7jrY2azk7QtOX3z1yLi28Ndn74sudJasdKePxjuapiZmc2zph2x/XBXwQpJ10TEmP7K\nuUeIzfckrRwR99WWLcessfxNM6Ys6LYjnwovjO/dbH7wuvI6pL3meuEtq4xgqv/AMzMzswWIAyG2\nIPiepHWAy8leEKuS3dNHAj+LiKYZUxZoEXEqcOpw18PMZidpM3LY2nhyCN15w1ohMzMzs4WQAyG2\nIDgdWAHYgUxK+CyZuPV4arkezMyG2ZZk7p2bgC9HxMPDXB8zMzOzhY5zhJiZmVlbY8aMialT6/lu\nzczMzOY9neYIWWRuVMbMzMzMzMzMbF7gQIiZmZmZmZmZLTQcCDEzMzMzMzOzhYYDIWZmZmZmZma2\n0HAgxMzMzMzMzMwWGg6EmJmZmZmZmdlCw4EQMzMzMzMzM1toOBBiZmZmZmZmZgsNB0LMzMzMzMzM\nbKHhQIiZmZmZmZmZLTQcCDEzMzMzMzOzhYYDIWZmZmZmZma20FhsuCtgZmZm866b7n2C0QecM9zV\nMDMzs/nUtCO2H+4qzME9QszmIkm7S7pO0r8lhaQflOXTJE2rlR1fyowf5DFHl/1MHMx+zNppun47\n2GZCuS7HDk2t5i+9+r6bmZmZWf8cCDEDSgMkhvgYGwEnAa8AfgIcCpw3lMccKDfKhpakseX8Thju\nugwVX0OzWxg+czMzM7P5hYfGmM092wMCPhoRl3dQ/g/AlcD9Q1ors8EbN9wVMDMzMzPrlAMhZnPP\nyuX1vk4KR8QTwBNDVx2z3oiI24e7DmZmZmZmnfLQGLM2qrk1ys+nSHpE0rOSpkp6T4f7GV+G3exV\nFt3ZGoojaXR/2zUNLZC0jaTLJD0t6VFJZ0h6Q6lr2/128j4kTQFOKL+eUKlrn/Wt7eMdkn4v6QFJ\nMyRNl/QzSSs3lJ1S9r2YpK9Juk3Sc2WbIyUt0eYYb5B0fMlP8ZykhyRdIunTDWXHSTrcb52UAAAX\n+UlEQVSvnKtnJf1D0hGSRjSUbZvvol1ei7JsiqRRko6VdH+p082S9qqVnQhcWH49pHZ+6/vdXdKF\nkh4r9b5F0kGSlmyoW6sOK0r6uaR7Jb3Y19AUSa8v251UW75GpU6b1tYdVZZv2e6cdXsNSXq/pKsl\nPVM+o1MkrdKu3rVttyn7/X+15VtWjvnq2rrfluWvqS1vfYeml8/vQUknS3p9w3FfV66hqZIeLuXv\nKp//qrWyE+nwMy/ltyif5b8lPSnpHElvbPP+l5J0oKTrlfeDpyRdIWn3hrIzh+dIenvZ76PtPhcz\nMzOzBZV7hJj1b3XgauAO4FfASGA34ExJW0XEhX1tDFxP5gN5H7AO8EPg8bLu8XYbtSNpN+Bk4Dng\nt+TQmY2BK4AbevA+JpZ67Qic+f/bu/Nwt6p6jePfF4SiILSgCIqIIDgwFLTIJGNlUAYnVBSwiAMg\nIjjixKVcucrjBBdQJsWqFVFRwamKdgJE4CJUVGQSDlAEsQVlqLRCf/ePtTbskyY5SU5ycpK8n+fJ\ns0/2kKy19jpJ9m+vIae/MGJ684X/eTl9PwHuBjYF3g3sL2n7iLiryqEXADsDs4CHgNcCHwPW5akg\nUvEe+wI/ACaQxln5LjCRVL4fI43BUux7RH7+aD7mfmA34Picnp0iounzUMVE4LfAMuAiYDXgQOB8\nScsj4pt5v4vzchowH5hXeo2hUrq/DhwOLAR+RCr77YHPAFMl7RkRj1ekYW1Sd6pH8jHLgb/XSnBE\n3CzpHmCPik1TK/6+vPR8D+AxoF73rhk0XofeBxxAqivzge1I9XKypK0jYmmd9yGnbVlO56cq0lnO\nwwwASSKd/6GIuL3YQdI+pDJbBfgpcBuwAfBGYF9Ju0fEdaXXfCNwJCnAcWVOw+Y8Vc+nRMQ9ed+G\nznm2H6ncZgFnAy8j/S9sK+llEbGolOaJwBxgG+A64HzSDY69gQskbR4Rn16xyNgB+ARwRT7mWTn9\nZmZmZgPBgRCzke0GTI+Ik4oVki4gXYB/lKfu9FYVEQuABfmO62TgtIgYaiUhkp5Jujh6HNghIv5Q\n2nYK6eJ+VPmIiBnpWpHXARdHxIwm0rcZcA7p4m7X0oUguQXBr0mBoDdUOXwTYPOIeCDv/ylSYOcd\nkj4REffl9c8iBU2eBuwREfMr0rBB6e8XAKeTAgOvjIibStu+ChwFfB54b6N5rGMy8HXgiIh4Ir/H\nqcANpPPyTYCIuFjSP0kXxfMiYnrlC+VWHIeTxok5OCL+Xdo2HTgROJpUlmVbkoJch1cJktQyBzg0\nXzT/Oa+bCiwiBWGmAtPze08iXXTPi4jHar1gk3VoH2DbiPhjsSLXy7fl479fL/ERsUTS1cCOktbK\nXcqKPFwPbEgpEAJsBTybFOwo3m8SKZi2BNglIm4sbdscuBr4GvDy0lt/Gzi1MlAjaS9SEOPTpPrV\n0DkveT2wd0TMLr3m54CPk+rE50v7nkY6H8dHxOdL+69GCr58UtJF+TOobC/gyIg4p046zMzMzPqW\nu8aYjexO4OTyioj4FXAX8MoxTsvrSC0PvlMOgmQnU7/Fxljk4yjSHfVjy0GQ/F5zSHf9988BnUrH\nF0GQvP+jpFl2VgKmlPabBqwJnFUZBMnHLSw9PQRYFTizHATJPgU8TAoCrNDVpAVLgA8VQZCclhtJ\nrUReWiPPtRxLCnYdXg6CZJ8BFgMHVzluGfCRJoIgAMUFd7kVyO6kAMlvgO0krVFav1LpmHY4vRwE\nyc7Ly0br5WxgZWBXeDJgOIUUeJvLii1cimMK7yD9X51YDoIA5ODQecA2kl5WWn9PtdYqEXEp8GdS\nq4xWXFgOgmTn5uWT5SFpHVL9vrYcBMlpeIwUfBPw9irvsWCkIIik9+ZuP9c+scRDFZmZmVl/cYsQ\ns5EtKF/cltxNamI+lrbJyysqN0TEI5IWkFp+VDMW+SheZ1dJ21bZvi7pgnUz4PcV266tkTaASaV1\n2+flrAbSU9zBn1O5ISIelHQ9sAvwEup3K2rErRHxUJX1RR4mkgIvdUl6Bql1ySLguNyyotJSoNqY\nEUMRcX9jyX1SORByuqQtgOfk9XcDH+GpLktFd5MVynMUGj3v9cwhtVqZSgq27Ur6fptNap10oKSX\nRsRfqJ6Hot5OVvXpbTfLy5cCN8KTXWwOBg4jna9JpLpdaLWrSaPlsW1+v1pT8q5SSnOla0ZKRESc\nSw7ATFh/045OLW5mZmY21hwIMRtZrVYWjzP2raqKwT1rjftQczwIxiYf6+TlR0fYb43KFTXG6Sha\nNpQvMCfm5T2MrCivWlMQF+sn1tjejHrlC8PzUM8k0p38Z5O6wDTjvib3JyIWSroV2E3SygxvMXEf\n8J+8blZePkT1i/VWNXre67mKNAZMkfappEDEFTw1BsfUnM9dgBuLrlZZUW/fM8L7lOvtl4HjSHXo\nV6T6WLTeOYw0Jk8rViiPiHg8B8TK5VGkedv8qGWF/zVaqCdmZmZm/cSBELPeUrQ4eE6N7bXWj5Wi\nDf1aNVpHtENxofg8oLJLRa30rEfqrlBp/Yr9IA0wWnWmGtoTMBlJkZbrI+LldfdcUat37ucAR5Au\nqKcCdxVT4kq6Bni1pPVJLWd+1mTXm46LiP9IugLYO6dzKvC7iFgC3CJpIfBq0oCiz2TFFi1FmU+O\niBtGej9J6wIfAP4E7BgRD1dsX2HGlg4o0nxqRHyoyWPdwsPMzMwGmscIMest1+flqyo35HEctm7T\n+xRdaBq9I1+4Ki93rrvX6BTv8ZoG9i3Ka7fKDXnGja1JM6D8pbTpQeA5klapPIbhY5WMRs3yjYhH\nSEGbzSWt3ab3G0nRPWZvUouJ31Rs2wo4qGLfkbRah1pVpOsgYAuGp3MOqQ7sWbFvodl6uzHp+/PS\nKkGQDfL2Su0uj2tIQbtO/q+ZmZmZ9SUHQsx6yyWkO8EHS5pcse3TtK/FwuK83LDJ484kdaU4Nc8g\nM4ykVSWN9sLtm6SWMUdJ2qXKe2xQejozp+cYSS+q2PUzpEFXZ1YMenkNqbVc5ZS9hwE7jTLthZHK\n98ukVinn54DNMJImSWq2tUg9c0mtBN5H6k5UGUQQadaS4nkjWq1DrSrS9XFSeivzsBYpf8sZPn0t\nwDdILY1OlLTCAK2SVpK0W2nVUF6+KncnKvZbgzSwarXWlm0tjzwWzHeAKZJOkLTCe0raRNIL2/F+\nZmZmZv3EXWPMekhEPCTpfaQL/CslfZ80RsGOpAEb55MGilw+yrf6HWkWlONyq4Ri7JEzStOTVkvf\nTZIOB84H/izpl8AtpIEbNyTdvf4HqYtFSyJikaS3AxcBcyXNIk1Ruyap5cLzgRfmfYckHQd8Bbgu\nl9c/SGW0A3ATK045fAYpCHKWpKmkgSonk8r4Z8B+raa95GbSmBIHSVpGmrkngG9HxJ0Rcb6kV5Au\n3P8qqZjdZ+2ct11IF+9HtiEtRZneQMonDA92FHVhXVLZjdQdqfK4purQKFwPPEBK5yMMHxC0CIqs\nS5plZdg4HBGxWNKBpOmKr5I0m9QqZzmp3u5AGpNjtbz/fZIuJLU+WSDpUlKgZU9SC6MFrNg6q+45\nbzHP7wc2Bf6bNPvRFaRyfi5pkNRtSdMQ39Hi65uZmZn1JQdCzHpMRFwg6UHgBOCtpBlELiNdrH0x\n7zaq8TnyjCpvIg3W+U5g9bxpJsPH06h27ExJfwA+TJpudS/SQJZ/IwUvvjeatOX3+LmkKaQgxtT8\nHg+SAhufq9j3q5JuI81+8ibgGaTgxheAz1a5KL5R0quBzwL7kwbuvJxUvm+kDYGQiHhC0huAU4C3\nkMatEGlwzzvzPkfnIM+RpPEtJpIu9O/KaZ852nRUmE0KhAwbSDQiluUL7L2AuRHR0PgSo6lDrYiI\n5ZLmkc7RZeVxTPKAsLeQZn+p2qIlImZL2opUT/YmBe2WkertHOCHFYe8C7id9D94NClI9BPgv6rs\n29A5byHPD0naFXgvaZrcN5GCNX8HbgU+SJpC2MzMzMxK1OBvWjMb53IT/duBCRGxXrfTY2b9YcL6\nm8b6007rdjLMzMysRw2dsu+YvZek30fEiOP6uUWIWY/JY0YsyzNiFOtEGiNkQ+CsbqXNzPrPls9b\ni2vH8AeMmZmZWac5EGLWe7YHvpfHJRgC1sjrtiZ1+ZjetZSZmZmZmZmNcw6EmPWem0mDdu4EvJb0\nf7wQOJ005sX9XUybmZmZmZnZuOZAiFmPiYg7gIO7nQ4zMzMzM7NetFK3E2BmZmZmZmZmNlYcCDEz\nMzMzMzOzgeFAiJmZmZmZmZkNDAdCzMzMzMzMzGxgKCK6nQYzMzMbpyQ9TJqtalA9C1jU7UR02aCX\nwaDnH1wGg55/cBkMev6hd8rgBRHx7JF28qwxZmZmVs/NETGl24noFknXDnL+wWUw6PkHl8Gg5x9c\nBoOef+i/MnDXGDMzMzMzMzMbGA6EmJmZmZmZmdnAcCDEzMzM6jm32wnoskHPP7gMBj3/4DIY9PyD\ny2DQ8w99VgYeLNXMzMzMzMzMBoZbhJiZmZmZmZnZwHAgxMzMzMzMzMwGhgMhZmZmNoykDSSdL+lv\nkpZKGpJ0mqRJ3U5bO0haR9K7Jf1Y0m2S/i3pX5KukPQuSStV7L+RpKjzuLBbeRmNfF5r5em+Gsfs\nKOkXkh6QtETSDZKOk7TyWKd/NCQdNsI5DUlPlPbv2Tog6UBJZ0i6XNJDOb0zRzim6fMsaT9J8/L/\n0iOSrpY0rf05ak4z+Ze0qaTjJc2RdLekZZL+LukSSbvXOGakunRkZ3M4sibLoOW6LmmapGvy+f9X\nrg/7dS5njWky/zMa+GyYXXHMuK4DavI7r3Rc33wOVPO0bifAzMzMxg9JmwBXAusClwA3Aa8EjgX2\nkbRTRCzuYhLb4c3AWcC9wFzgLuA5wBuBrwGvkfTmWHEgtT8AF1d5vT91MK2d9i/gtCrrH6lcIel1\nwA+Bx4DvAQ8A+wOnAjuRyrVXLABOqrFtZ2APYFaVbb1YBz4NTCad04XAS+rt3Mp5lvR+4AxgMTAT\nWAYcCMyQtGVEfKRdmWlBM/n/DPBW4EbgF6S8vxg4ADhA0rERcXqNYy8h1atK17aY7nZqqg5kTdV1\nSV8EPpxf/zxgVeAg4KeSjomIM1tId7s0k/+LgaEa2w4FNqb6ZwOM3zrQ9HdeH34OrCgi/PDDDz/8\n8MMPP4gIgF8BARxTsf7Lef3Z3U5jG/K4B+kH3UoV69cj/UAM4E2l9RvldTO6nfY2l8MQMNTgvmsC\n9wNLgSml9auRAmcBHNTtPLWpXH6X83NAP9QBYHdgU0DAbjkfM9t1nnPZPEa6+NmotH4ScFs+Zoce\nyf9hwDZV1u9KuqhbCqxf5ZgADuv2uW5TGTRd14Ed8zG3AZMqXmtxrh8bjSYPY5X/Oq8xEViS68Cz\neqkO0Px3Xt99DlR7uGuMmZmZASBpY2Av0gXyVyo2nwg8ChwqafUxTlpbRcSciPhpRCyvWH8fcHZ+\nutuYJ2x8OxB4NnBhRDx5dzMiHiPdbQU4qhsJaydJWwDbA/cAP+9yctoiIuZGxK2Rr0pG0Mp5PhyY\nAJwZEUOlYx4EPpufdq1rQDP5j4gZEXF9lfXzgXmkVg47tj+VndVkHWhFcX7/J5/34n2HSN8lE4B3\ndui9R9Sm/B8KPB34UUQsalPSxkQL33l99zlQjbvGmJmZWWGPvLy0yg+mhyX9lhQo2R6YXXlwn/hP\nXj5eZdtzJR0BrEO66/W7iLhhzFLWGRMkHQJsSAp03QBcFhFPVOxX1I1fVnmNy0h3SneUNCEilnYs\ntZ13RF5+vUoZQH/WgbJWznO9Y2ZV7NPL6n02AGwt6TjSXfN7gLkRsXBMUtYZzdT1kerACXmfE9ue\nyrHznrw8t84+vVgHqtXrgfgccCDEzMzMCi/Oy1tqbL+VFAjZjD4MhEh6GvCO/LTaj7k986N8zDxg\nWkTc1dnUdcx6wLcr1t0h6Z35LnihZt2IiMcl3QFsTuo//5eOpLTDJD0dOARYTuo3X00/1oGyVs5z\nvWPulfQosIGkZ0TEkg6kueMkvQCYSroAvKzGbsdWPH9C0teA4/Kd9F7TUF3PLQSfBzwSEfdWeZ1b\n83KzDqWz4yTtAGwJ3BIRc+vs2lN1oM533kB8DrhrjJmZmRXWyst/1dherJ84BmnphlOALYBfRMSv\nSuuXkAZRfAWpv/Mk0pgBc0nNiWf3aHehb5Au7tYDVif90D+H1Nd7lqTJpX0HoW68hZT+WRFxd8W2\nfq0DlVo5z40es1aN7eOapAnAd0jN/qeXu35kdwDHkC4EVweeS6pLQ6QWRuePWWLbo9m6PgifDe/N\ny/NqbO/VOlDrO28gPgccCDEzM7NGKS871c+8ayR9gDTjwU2kvuBPioj7I+K/IuK6iPhnflxGah1z\nNfAi4N1jnuhRioiTct/xv0fEkoj4U0QcSRoY9+nA9CZerh/qRnGxc07lhn6tAy1o5Tz3bN3I04R+\nmzRLxveAL1buExHzI+LMiLgl/x/dGxE/IA3Q+SDwtoqg4rjWwbrec+cfQNJapKDGMmBGtX16sQ7U\n+85r5PC87OnPAQdCzMzMrDDSHZs1K/brC5KOBv6XNGXm7hHxQCPHRcTjPNWFYpcOJa8bisHzynnq\n67oh6WWkQTAXkqZNbUgf1oFWznOjxzw0inSNuRwEmUmaJvT7wCHNDLaZWxUVdann60aduj7S+R+p\npcB4dwjwDFoYJHW81oEGvvMG4nPAgRAzMzMr3JyXtfpyb5qXtcYQ6Tl5YLszgT+RfhDe1+RL/CMv\n+6FbROH+vCznqWbdyP3MX0gabO/2ziatY0YaJLWefqoDrZznesesTyqXheNlXIBG5Lx+FzgIuAB4\new4ENKuf6gZUyU9EPEoaGHSNfL4r9fr3RjFI6gotxRo0rupAg995A/E54ECImZmZFYpB4PaSNOw3\ngqRnkpqH/xu4aqwT1gmSjgdOBRaQfhDeP8Ih1Wyfl70aAKhmh7ws52lOXu5TZf9dSHdMr+zFGWMk\nrUZqGr4c+HoLL9FPdaCV81zvmNdU7DPuSVoVuIjUEuRbwKEtBMcK2+VlP9QNqF3X+6oOFCRtB0wm\nDZI6r8WXGTd1oInvvIH4HHAgxMzMzACIiL8Cl5IGyzy6YvNJpDs638p3AHuapBNIA8X9Hphar8mz\npO3yxVHl+j2AD+anMzuS0A6RtLmktausfwHpbiEMz9NFwCLgIElTSvuvBpycn57VoeR22ptJA0L+\nosogqUB/1oEaWjnP3wCWAu+XtFHpmEnAJ/PTs+kBeWDUHwOvIwXF3lk5lXiVY3ausk6SPkEKKi6i\n+ixU41KLdb04v5/K5704ZiPSd8lSUj3pNcW4QfWmzO2JOtDMdx4D8jmgJrq6mZmZWZ+TtAlwJbAu\ncAlparztSIO+3QLsGBGLu5fC0ZM0jTTo3RPAGVTvuz4UETPy/vNIUwXOI40hAbAVsEf++4SIOJke\nImk68HFSK6A7gIeBTYB9gdVI/drfEBHLSse8nvQD+THgQuAB4ADSTAkXAW9pZgyF8ULS5cCrgAMi\n4qc19plHj9aBfN5en5+uB+xNujt9eV63KCI+UrF/U+dZ0jHA6cBi0qCiy4ADgQ2AL5Vff6w1k39J\n3wAOI10EfpXqAzvOK7cOkBSkz8b/I3URWYvUem4L0gwsb4iIS9uaqSY1WQbzaKGuS/oS8KF8zEXA\nqsBbgXWAYyLizMpjxkqz/wP5mDWBvwGrAM8bIVg+rutAs995+Zi++hyoKiL88MMPP/zwww8/nnwA\nzyfd3bmX9EPmTtLAamt3O21tyt900gVOvce80v7vAn5GmgrxEdJdr7tIP/R27nZ+WiyDXUljINwE\n/BP4D6kv+6+Bd5BvllU5bidSkORBUjepP5LuEq/c7Ty1WA4vzef77np56OU60EB9H2rHeQb2B+aT\ngmqPki4Kp/VS/kkX/yN9NkyveP0v5Hz/jXTRuCT/X50JbNzt/LdQBi3XdWBaPu+P5nowH9ivl/Jf\nOuaovO27Dbz+uK4DDeR/2Hde6bi++Ryo9nCLEDMzMzMzMzMbGB4jxMzMzMzMzMwGhgMhZmZmZmZm\nZjYwHAgxMzMzMzMzs4HhQIiZmZmZmZmZDQwHQszMzMzMzMxsYDgQYmZmZmZmZmYDw4EQMzMzMzMz\nMxsYDoSYmZmZmZmZ2cBwIMTMzMzMzMzMBoYDIWZmZmZmZmY2MP4f9EtzuAwAyZUAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a66b45c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phases_per_occurence.iloc[:10].loc[:, 'TOTAL'].plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# When do they occur?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <th>Fire</th>\n",
       "      <th>Hard landing</th>\n",
       "      <th>In flight collision with object</th>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <th>Loss of control - in flight</th>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <th>On ground/water collision with terrain/water</th>\n",
       "      <th>Miscellaneous/other</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Standing</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taxi</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Takeoff</th>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climb</th>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cruise</th>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Descent</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approach</th>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landing</th>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maneuvering</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 12,
     "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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a6632d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAANLCAYAAAAQPqQJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a66320f0>"
      ]
     },
     "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());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Which occurrences cause more victims?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "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": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABEIAAAFyCAYAAADxgH9zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a668ceb8>"
      ]
     },
     "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": 16,
   "metadata": {
    "collapsed": true
   },
   "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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABEIAAAFyCAYAAADxgH9zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucVVX9//HX2+GWioDiBUEYMk0zRY28ogyaWt4ti9TU\n0V9JaRcrNa2UIfuKpplombcUNFHxbpqSKaB5x0StyLQcNW9EXERJFPz8/lj74OFwzsw5M2dmYOb9\nfDx4bGbvtdf6nIsO53PW+ixFBGZmZmZmZmZmXcEaHR2AmZmZmZmZmVl7cSLEzMzMzMzMzLoMJ0LM\nzMzMzMzMrMtwIsTMzMzMzMzMugwnQszMzMzMzMysy3AixMzMzMzMzMy6DCdCzMzMzMzMzKzLcCLE\nzMzMzMzMzLoMJ0LMzMzMzMzMrMtwIsTMzMzMzMzMuoxuHR2AmZmZrbr69+8ftbW1HR2GmZmZWbOe\nfPLJuRGxfnPtnAgxMzOzkmpra5k5c2ZHh2FmZmbWLEkvldPOS2PMzMzMzMzMrMtwIsTMzMzMzMzM\nugwnQszMzMzMzMysy3AixMzMzMzMzMy6DCdCzMzMzMzMzKzLcCLEzMzMzMzMzLoMb59rZmZmJT37\n6kJqT72ro8PoMI29Dq/shoaFbROImZmZVY1nhJiZdSBJDZJCUl1Hx2JmZmZm1hV4RoiZWRuQ9CPg\np9mPW0TEcx0ZT1uQ1AgQEbUdG4mZmVnXsWTJEubNm8eiRYtYtmxZR4dj1mZqamro3bs36667Lj17\n9qxq306EmJlVmSQB/w8IQMDXgJM6NCgzMzNb7S1ZsoSXX36Zfv36UVtbS/fu3Un/7DDrXCKC999/\nn7feeouXX36ZwYMHVzUZ4qUxZmbVtzcwFJgEvAkcLalHx4ZkZmZmq7t58+bRr18/+vfvT48ePZwE\nsU5LEj169KB///7069ePefPmVbV/J0LMzKrva9nxcuBaoD9wSHM3STpa0lOS/idpjqQrJW1UpN30\nrK5ID0lnSHpO0hJJE7PrJeuOSKrNrk0sOD8xO/9RSd+T9HdJ70r6t6RfSFonr22dpACGAEOy+6JY\nvyUeZ26soZK+Kelv2ViNkn6YzahB0hclPS7pnez5+KWkXkX6O1jSbyX9I2v7tqQnJX1b0kq/5/LG\nr5U0RtKz2fhvSrpMUp8ScQ/KYvhX9nz/V9Idkj7d1BhFrtVl1xryzv1d0nuS+pcY+9TsnhNaEdPy\n94WkwyU9lj1XjcXGNDOzVc+iRYtYZ511mm9o1omss846LFq0qKp9emmMmVkVSdoQOBD4R0Q8LOkt\n4HvAccANTdz6XdJMkhuAe4ARwDFAnaQdI+I/Re65Gfg0cDdwGzCnCg/hF8DuwBTgdmAf4ERgN0kj\nIuJdoBEYl50HuCDv/lkVjHUeUAf8DvgD6Xn7P6CHpHnA2aTH9SCwF3ACUAN8o6Cfs4EPgMeAV4E+\nwB7ABNLzc2SJ8X+WPb7c+KNISayPZfcvJ2n7rM26wFTgFlKC62DgT5IOiYjfV/DYC00CzgIOAy4q\ncv0o4D3g+irE9H3S8/k7YBrp+TIzs9XAsmXL6N69e0eHYdauunfvXvV6OE6EmJlV1zFAd2AiQET8\nRdKfgVGSPhYRL5S473PAjhHxVO6EpF+Qkg1nk2qOFBoCfDIi5lYx/l2BbSPipSyG04Abgc8DJwNn\nRkQj0CCpHiAiGlo41qeAbSLi1WysBuCFbJzFwKciYnZ2rSfwFHCspLERkZ/02S8i/pnfcTYT5Crg\nKEm/jIjHioy/E7B1RLyc3dMNuJ/0Wu0QEY/nnZ8CrA2MiogZeeNsDDwB/EZSbUQsaeFzcTWpuO7R\nFCRCstkdWwK3RMR/qxDTHsDO+e81MzNbfcjLYayLaYv3vJfGmJlVSbak46uk2QlX512aSCqa+tUm\nbr+myAfTBmAhcHiWCCh0epWTIAATckkQgIj4gJSY+AA4tspjnZlLgmRjLQDuANYEfp1LgmTXlpBm\ny/QgJQXIu7ZCEiQv7gnZj/uUGP8nuSRIds9SUvIEYIe8dvsBmwIX5SccsnteI80s2QjYs+QjbUb2\nPNwHfErSVgWXj86Ok6oU02XNJUEkHSdppqSZyxYvrOCRmJmZma36PCPEzKx69iB9OJ2a/wEfmExa\nBlIv6fSIeL/IvTMKT0TEQkmzgJGkD/+Fy04er07YzcbxL0mvALWS+mYJi2qYWeTca9nxySLXcs/p\noPyTktYjJWv2BT4KrFVw38AKxn8lO/bLO7dzdhySX9cjz2bZcUugNctjJpKWrBwNnAKgVGT3y8B/\nCvpuTUzNvm8i4jLgMoCeAzaLsqI3MzMzW004EWJmVj3HZceJ+Scj4r+Sfgd8ATgIuKnIvW+W6PON\n7FisjsMbRc61VlNxDMniqFYipNhUg6VlXFu+OFpSX9IykKGkD/hXA/Oytn2B7wCl9lor9jhyY9Tk\nnVsvO36xRD85azdzvTm3Am8BX5F0WkQsA/bPxr8gm7FSjZja4n1jZmbWbhobGxk6dChHH300EydO\nbHE/tbW1y/vrbC688EIuueQSXnzxRd59911+8YtfcOKJJzZ/YxfhRIiZWRVIWp9UpBLgOknXlWh6\nHMUTIRuWaJ/bNWalxEBElPqm/oPsWOz/8X1L3JMfx3OVxNHBvkpKgowrrFUiaWdSIqS1co/5oIi4\no8x7Kn4NIuJ/kqaQHtNepKK5xZbFtDSm5UNV2N7MzFYTtafe1dEhNKnx7P06OoSqmT59OqNGjWLs\n2LE0NDS0ur9qJXcArr/+er7zne+w3XbbceKJJ9KzZ0922mmnVsfYmTgRYmZWHUeT6lc8SemdUw4E\nPiNpaES8WHBtJCvWFSHbxnVb4F1gNuWbnx03KXJteDP3jgQeKIjjo1lfjQXLYpaRHnNH+lh2vLnI\ntZFVGuPR7LgbqYZJOfJfg8ICuU29BhNJiZCjJc0kFdF9JiIK31MticnMzKxTGDhwILNnz6ZPn9Zt\nfHbfffdVKaJVy5133rn8uPHGG3dwNKsmF0s1M6uOXCHU4yPiq8X+AJdSumjqkZK2KzjXQFqKcl2F\nu5HkakAck+0uAoCkTYAzmrn3O5KG5N2zBnAu6ffFVQVt/wusL+kjFcRWbY3ZsS7/ZPZcnlalMW4H\n/gmcIGnfYg0k7SxpzbxTudfgawXttqaJWSoR8RDwPGkJ1TfI24GoCjGZmZl1Ct27d2eLLbZgwIAB\nrepn0003ZdNNN61SVKuO115LJdecBCnNiRAzs1aSVAd8HHg2t+VqCb8hLUtYIUGRuRt4SNJESeMl\nPUjaOrcROLWSeLKtYh8gzRZ4XNJ5kq4BngUeaeb2h4BZki6RdA7wZ9LWuU+SdiLJdx+p/sY9ks6U\n9GNJB1QSaxXkaoJcIOkWSedIugV4jPSctlpW3PbzpOUod0l6SNKvJJ0r6XpJ/wQeBtbJu+12UkLj\nMEkPZG1vINUzaa6g6tXAR4DTSTVLJlcpJjMzs06hsbERSdTX1y8/V19fjyQaGxu59NJL2XrrrenV\nqxcbbrghxx13HAsXrry6t7a2dnmdkErU19czatQoAMaNG4ek5X+mT5++vN2SJUs4++yz2WabbVhz\nzTVZZ5112G233ZgyZcoK/TU0NDB06FAAJk2atEJ/lSyTaWhoQBLTpk0DWKEfW5GXxpiZtV7uW/8r\nmmoUEY2S/kiq/3AAqThmzi+yn08ERgNvk2YC/DAi5rQgpoNIMzkOAr5F+lB+CvAH4EtN3Pdd4BDS\nY6olzfqYAJwREe8WtP0pqd7FAcCupAKjk4DftSDeFomI1yTtBpwNjCBtlft34Hjgj6TnshrjPCNp\nGPA9UgHTY0h1QF4HngLGAnPz2r8raU/SbkF7AZ8G/gIcTkrcNPUaXA2MI80GuTMiihawrTQmMzOz\nruCUU05h6tSpHHDAAey9995MmzaNyy+/nBdeeIH777+/KmMcfHAqCzdp0iRGjhxJXV3d8mu5xMp7\n773HPvvsw4wZM9hiiy044YQTWLx4MTfddBOjR49m1qxZnHXWWQDU1dWxYMECJkyYwLBhw5b3D7Dt\nttuWHVcujokTJ/LSSy8xduzY1j3QTkyla+2ZmVlXIWkiqc7J0Iho7NhobFUyfPjwmDmz2E7DZmbW\n3mbPns2WW25Z8npXKZZarLBofX09kyZNYpNNNuFPf/oTgwcPBmDp0qXssccePPjggzz22GPssMMO\ny/tpza4xzRVLHT9+PD/84Q/53Oc+xx133EG3bmkOwpw5c9hhhx146aWXeOihh9hll11KPqaWqqur\nY8aMGXSmz/rNvfdzJD0ZEc3VxPPSGDMzMzMzM+sczjjjjOVJEIBu3bpxzDHHAPD4402tYK6uK6+8\nEkmcf/75y5MgABtssAGnn346AFdc0eRkYmtDToSYmZmZmZlZpzB8+MqTATbZJG2kN3/+/JWutYVF\nixbxwgsvsPHGG7PFFlusdH2PPfYA4KmnnmqXeGxlToSYmZmZmZlZp9C3b9+VzuVmZCxbtqxdYsgV\nZi21q03u/IIFC9olHluZEyFmZkZE1EeEXB/EzMzMrHX69OkDwBtvvFH0+uuvv75CO2t/ToSYmZmZ\nmZmZVaCmpgYoPsukd+/ebLrpprz66qs8//zzK13PbW+7/fbbl9WfVZ8TIWZmZmZmZmYVWG+99QB4\n+eWXi14/9thjiQhOPvnkFZIbc+fO5cwzz1zeJqdfv35IKtmfVVe35puYmZmZmZmZWc7HP/5xBg4c\nyPXXX0+PHj0YPHgwkjjyyCMZMmQIJ510EnfffTe33347w4YNY99992Xx4sXceOONzJkzh1NOOYUR\nI0Ys72/ttddmxx135MEHH+SII45g8803p6amhgMPPJBtttmmAx9p5+REiJmZmZmZmVkFampquPXW\nWzn11FOZMmUKixYtIiIYMWIEQ4YMoUePHtx7772cf/75TJ48mYsuuohu3boxbNgwLrjgAg477LCV\n+rzmmmv47ne/yz333MN1111HRDBo0CAnQtqAIqKjYzAzM7NV1PDhw2PmzJkdHYaZmQGzZ89myy23\n7OgwOo2NNtqIPn368Nxzz3V0KNaMct/7kp6MiJX3UC7gGiFmZmZmZmbWpcybN4+5c+cyaNCgjg7F\nOoCXxpiZmZmZmVmXsHDhQs477zymTp3KsmXLOPTQQzs6JOsAToSYmZmZmZlZlzB//nzGjx/P0KFD\nGT9+PGPGjAFg1qxZ3HbbbWX10dDQ0IYRrqixsZGJEyeW1fbEE0+kb9++bRtQJ+FEiJmZmZmZmXUJ\ntbW1LF26dKXzs2bNYty4cWX10d6JkHLjqq+vdyKkTK4RYmZmZmZmZl1afX09EVHWn/ZUV1dXdly1\ntbXtGtvqzIkQMzMzMzMzM+syvDTGzMzMSnr21YXUnnpXu4zV2OvwdhmnQzUs7OgIzMzMujzPCDEz\ns9WKpHpJIam+zPYNWfu6to2sMpImZnHV5p2rzc5N7LDAzMzMzDo5J0LMzFZT2Qfmpv7Ud3SMZmZm\nZmarGi+NMTNb/ZUqJT6rXaOwangV2BLw+gkzMzOzNuJEiJnZai4iGjo6BquOiHgf+HtHx2FmZmbW\nmXlpjJlZFyFpgKRfSWqU9J6k/0i6RdKnirRdXodD0mclTZe0UFIUtNtC0pVZn0skzZH0oKRvFOlz\ni6wuxitZ2zclTZb08RLxfkzSjZLmS3pH0sOS9qvi83GwpN9K+kfW/9uSnpT0bUkr/X7Mr+khaYyk\nZyW9mz2OyyT1KTHOZ7Ln5B1J8yTdJmmLEm2L1ghpxdj7SHqocOxi9UnMzMzMugrPCDEz6wIkDQX+\nBGwM3A9cB2wCfBHYT9IXIuLOIrceCnwWuBu4BKjN63M/4EagJ3BP1mdfYBhwCvDrvLafBW4BugO/\nA14ABgGfz8YfFRF/zmu/GfAIsF429izgY8Bt2c/VcDbwAfAYaUlKH2APYALwaeDIEvf9DNgnexx/\nAEYBX8vi2yO/oaRDgRuA97Lj68CI7LE904KYKxl7NDAZWAJMycbeJRv76RaMbWZmZtYpOBFiZraa\nk9RQ5HRjREzM+/kSUhLkxxHxf3n3Xgw8AEySNCQi3i7oZ19g34i4p2DM/qQP2d2APSJiRsH1QXl/\n70dKkiwGdo+Iv+Vd24qUiLgC2D6vi1+RkiAnRsSEvPYHkZIh1bBfRPyzIO41gKuAoyT9MiIeK3Lf\nTsDWEfFydk83UnJplKQdIuLx7PzawKWkZMtuETEzb5xfACe2IOZyx+5Nes2XAjtHxPLEh6SzgR+0\nYGwzMzOzTsFLY8zMVn9ji/ypz13MkhJ7Ay+TZhQsFxEPk5IU65JmZxS6vTAJkjkaWAf4dWESJOv3\n33k/HkWaKTI2PwmStfsrcDmwnaRP5MW7F/Ai8MuC9rcDK43XEoVJkOzcB6QZIZBmXhTzk1wiIrtn\nKSl5ArBDXruDSM/r5PwkSKaBlhVErWTsvsC1+UmQzE+BBS0Y28zMbJXQ2NiIJOrr61vVT21tLbW1\ntVWJyVYvnhFiZraaiwg102S77PhgVoyz0P3AV7J2Vxdce7xEnztlx3KWqeycHYeVmL2yeXbcEvhb\nXrx/iohlRdpPB0aWMW6TJK0HnEya9fJRYK2CJgNL3FqY1AB4JTv2yzuXm+FSLFG0UNIsKn8c5Y69\n/DksMvbb2dh1pQaRdBxwHEDNOutXGKKZmXWYhqIlo1YdDZ1nU7Tp06czatQoxo4dS0NDQ6v7a2xs\nZOjQoRx99NFMnDix1f1Z05wIMTPr/HL/Knq9xPXc+b5Frr1R4p5c21fLGH+97Pi1ZtqtnR1z8b5Z\nol2pmMomqS/wBDCUlOy5GphHWkrSF/gOqfZJMcVmUyzNjjV559ricVRr7FLnAYiIy4DLAHoO2Cya\namtmZtbeBg4cyOzZs+nTp3WJn/vuu69KEdnqxokQM7POL/f1y0Ylrg8oaJev1Ifg3AfygcCzZY4/\nLCLKKRCaa79hieulHkclvkpKgowr3H5Y0s6kREhrtcfjKOWtZsYudd7MzGyV1717d7bYougGbBXZ\ndNNNqxBN5yOp089McY0QM7PO76nsOCIrrlloVHb8c5FrpTyaHT9XQdvdyuw7P96aItfryuynKR/L\njjcXudbqZTeZ3PO5Un/ZdrfbVmmcYpY/h0XGXruNxzYzM2tTxWqE1NfXI4nGxkYuvfRStt56a3r1\n6sWGG27Icccdx8KFK3/f09IaIfX19Ywalf75NG7cOCQt/zN9+vTl7ZYsWcLZZ5/NNttsw5prrsk6\n66zDbrvtxpQpU1bor6GhgaFDhwIwadKkFfprSTLijjvuYM8992TAgAH07NmTjTfemJEjR3LxxRdX\n3FdzJFFXV8ebb77Jsccey4Ybbshaa63FLrvswoMPPgjAO++8w8knn8yQIUPo2bMnW221FTfeeGPV\nY6mEZ4SYmXVyEfFvSfeSCpCeCJyXuyZpR+BwYD5wawXdTgLOAL4h6eaIeCD/oqRBeQVTrwJ+BIyV\n9ERuZ5O8tmuQdpOZXiTeb/Jh8dLcrjHVSFQ0Zsc68ma0SNoOOK0K/QPcTnpeD5d0UUHB1AY+XL7S\nFm4nzUg5QtKEgoKpP6b4MigzM7PV3imnnMLUqVM54IAD2HvvvZk2bRqXX345L7zwAvfff39Vxjj4\n4IOBlLQYOXIkdXV1y6/lEivvvfce++yzDzNmzGCLLbbghBNOYPHixdx0002MHj2aWbNmcdZZZwFQ\nV1fHggULmDBhAsOGDVveP8C221b23cVll13GmDFj2GijjTjggAPo378/c+bM4ZlnnuGqq67i+OOP\nb92DL2LBggXsuuuu9O7dm8MOO4x58+Zx/fXXs88++/DII48wZswY5s2bx/7778/777/Pddddx+jR\no9lkk03Yaaedmh+gDTgRYmbWNXwdeAg4V9LepKKbmwBfJG3vekxELCq3s4iYK+lw4CZgmqS7gWdI\nO8lsk/U9NGv7X0mHkhItj0q6D/hrNu5gUjHV9YBeeUOcADwCXJDF+zRpFschwO+AA1ryJOS5mlQo\n9QJJo4Dngc2A/YFbgNGt7D9XlPQ44AbgQUk3kOqxjAA+Sdq2ePfWjlNi7LckHQ/8FnhY0pRs7F2A\nYaQCriNJr4GZmVmn8eijj/Lss88yePBgAJYuXcoee+zBtGnTePzxx9lhhx2a6aF5Bx98MH379mXS\npEnU1dUVLZb685//nBkzZvC5z32OO+64g27d0kfvsWPHssMOOzB+/Hj2339/dtllF+rq6qitrWXC\nhAlsu+22rSq+eumll9KjRw+efvppNthggxWuzZ07t8X9NuXpp59mzJgxXHzxxayxRlp0stdee3HU\nUUcxatQodt11V6ZPn06vXumfekceeSS7774755xzDrfeWsn3cNXjpTFmZl1ARPwLGA5cAnwcOIm0\nrOUeYNdsW9pK+7wr6/Na0i4lJ5ESKwGML2h7HylBcjFQS0rMfJWUELgf+HJB++dJO9PcDOxKqtmx\nCXAwKVHRKhHxGmmpzl2kxMQ3gSHA8cCpre0/b5ybgM8CTwJfIj3ueaTkz4vVGqfE2JOB/UhJpNHA\nN0izRHYG3s6avVX8bjMzs9XTGWecsTwJAtCtWzeOOeYYAB5/vNRmeNV35ZVXIonzzz9/eRIEYIMN\nNuD0008H4IorrmiTsbt160b37t1XOt+/f/82GW/NNdfk3HPPXZ4EATj88MPp1q0b8+fPZ8KECcuT\nIAC77bYbtbW1zJo1q03iKYdnhJiZrabK2Da3sP2rpA/D5bSdCEwso91fgaPK7LORlHAoS0S8ABxa\n4nKzseX100BailJ4/m/AgSVuW+m5jYh6oL7EGNOL3ZNduxe4t8illfrLnqNqjn03BVscZ3VXtgbe\njIhiu9CYmZmttoYPH77SuU022QSA+fPnt0sMixYt4oUXXmDgwIFFi7ruscceADz11FMrXWutI444\ngu9///tstdVWjB49mpEjR7Lrrruy/vrrr9S2oaGBcePGFe1n0qRJTJo0aaXzESvX0d98883p3bv3\nCudqamrYcMMNeeedd/joRz+60j0DBw7kscceK/dhVZ0TIWZmZp1QtkXwexGxOO+cSDVCBgO/Lqef\nrQf2YebZ+7VNkCsptnGRmZlZ+fr2XbkMVm5GxrJly9olhlxh1gEDBhS9nju/YEH1v4/43ve+R//+\n/bn44ou58MILueCCC5DEyJEjOffcc1dIFOXXNsk3bty4lWqVNKXUNsbdunVr8trSpUvL6r8tOBFi\nZmbWOe0E3CDpD6TisGtn57YFXqHILBkzMzNrvdyH/zfeeKPo9ddff32FdtV21FFHcdRRR7FgwQIe\nfvhhbr31Vq688kr22WcfZs+evbx2SF1dXdFkyLhx41pdq2RV5xohZmZmndNzwJ3Ap0m1T44lFbO9\nEPh0RMzpwNjMzMxWazU1NUDxWSa9e/dm00035dVXX+X5559f6fq0adMA2H777cvqr6X69u3Lvvvu\ny+WXX059fT3z5s1bvqVtV+dEiJmZWScUES9GxBERURsRa0VEz4jYNCK+ExFvdnR8ZmZmq7P11lsP\ngJdffrno9WOPPZaI4OSTT14huTF37lzOPPPM5W1y+vXrh6SS/ZXrnnvuKbrkZM6c9P3Hmmuu2ar+\nOwsvjTEzMzMzMzOrwMc//nEGDhzI9ddfT48ePRg8eDCSOPLIIxkyZAgnnXQSd999N7fffjvDhg1j\n3333ZfHixdx4443MmTOHU045hREjRizvb+2112bHHXfkwQcf5IgjjmDzzTenpqaGAw88kG222abs\nuL785S/Tq1cvRowYQW1tLRHBgw8+yBNPPMGnPvUpPvOZz7TF07HacSLEzMzMzMzMrAI1NTXceuut\nnHrqqUyZMoVFixYREYwYMYIhQ4bQo0cP7r33Xs4//3wmT57MRRddRLdu3Rg2bBgXXHABhx122Ep9\nXnPNNXz3u9/lnnvu4brrriMiGDRoUEWJkLPPPpupU6fy5z//md///vf06tWLIUOGcM455/CNb3yj\n6La6XZGKbX9jZmZmBjB8+PCYOXNmR4dhZmbA7Nmz2XLLLTs6jE5jo402ok+fPjz33HMdHYo1o9z3\nvqQnI2LlPZQLuEaImZmZmZmZdSnz5s1j7ty5DBo0qKNDsQ7gpTFmZmZmZmbWJSxcuJDzzjuPqVOn\nsmzZMg499NCODsk6gBMhZmZmZmZm1iXMnz+f8ePHM3ToUMaPH8+YMWMAmDVrFrfddltZfTQ0NLRh\nhCtqbGxk4sSJZbU98cQT6du3b9sG1Ek4EWJmZmZmZmZdQm1tbdHtZWfNmsW4cePK6qO9EyHlxlVf\nX+9ESJlcI8TMzMzMzMy6tPr6eiKirD/tqa6uruy4amtr2zW21ZkTIWZmZmZmZmbWZTgRYmZmZmZm\nZmZdhhMhZmZmZmZmZtZlOBFiZmZmZma2mmjvGhVmHa0t3vPeNcbMzMxKevbVhdSeeleL72/sdXgV\no7HlGhZ2dARm1gFqamp4//336dGjR0eHYtZu3n//fWpqaqrap2eEmJmZmZmZrQZ69+7NW2+91dFh\nmLWrt956i969e1e1TydCzMys05A0XNJVkv4l6X+S3pL0rKRzJQ3s6PjMzMxaY91112X+/PnMnTuX\n9957z8tkrNOKCN577z3mzp3L/PnzWXfddavav5fGmJnZak+SgLOBU4ClwL3AjUAPYBfgJOB4SUdH\nxE0dFqiZmVkr9OzZk8GDBzNv3jwaGxtZtmxZR4dk1mZqamro3bs3gwcPpmfPnlXtu1WJEEn9gLUj\n4pUqxWNmZtYSp5OSII3A/hHx1/yLkr4A/Ba4XtJeETGt/UM0MzNrvZ49ezJgwAAGDBjQ0aGYrbYq\nXhojaW1JP5f0BjAXeDHv2o6Sfi9p+2oGaWZmVoqkWlIi5H3gwMIkCEBE3Ax8F6gBfi1pDUmnSQpJ\n3y7R78aSlkl6ouB8N0nHS3o0W3qzWNJTkr4paY2CtrXZGBMlbS7pBklzJH0gqS5rMz1r00PSGZKe\nk7RE0sTsekN2va7YY8/1X3B+Yna+VtKYbHnQu5LelHSZpD7lPbtmZmZmnU9FiZDsH06PkP4x+Row\nG1Bek2fP6AyZAAAgAElEQVSB3YDDqhWgmZlZM44hzXC8NSKebaLdFaTfXR8HRgJXAx8AR5do/xXS\n78lJuROSugN3Ar8C+gKTgcuydhflty2wKfAYUAtcm91TWO3uZuB44GHgAtLv1Nb6Wfbn6SzmV4Gv\nAbdWoW8zMzOz1VKlS2N+BGwF1EfE1ZLGAmfkLkbEYkkzgD2rGKOZmVlTRmTHPzbVKCKWSpoOHA7s\nGhHTJP0R2FvSJyPiLwW3HE2aZXJd3rkfAfsAvwROjIhlAJJqSMmNYyXdFBG3F4lxfET8sIkQhwCf\njIi5TT2OCu0EbB0RL2dxdgPuB0ZJ2iEiHq/iWGZmZmarhUqXxnwemBoRVzfR5iXAlfnNzKy95BZJ\nl1OvKtdm4+yYm8GxwqwQScOBTwB3RsR/s3NrAN8E3gC+m0uCAGR//z4QwBFFxn0TGNdMbKdXOQkC\n8JNcEgRSMgi4Kvtxh1I3STpO0kxJM5ctXljlkMzMzMw6VqUzQgaRpu425W3Aa4/NzKy95JZolrOH\nYGHbW4GFwFcknZqX3MglRibm3bs5sB7wPPDjtFHNSv4HbFnk/NMRsaSZ2NpidsbMIudyyaB+pW6K\niMtIM1zoOWAz781oZmZmnUqliZBFwAbNtBlKKqJqZmbWHl4HtgAGl9F2UN49RMT/JE0h1c3YG7g7\nqwNyGPAf4O68e9fLjpsBY5sYY+0i594oI7Zy2lRqQZFzS7NjTRuMZ2ZmZrbKq3RpzBPA/pJ6F7so\naQCwL/Cn1gZmZmZWptzvnM801Sir41GX/fhQ3qXC5TH7k5IekyPi/bx2uTUit0aEmvgztMjwzc6q\niIhSbT7IjsW+vOjbXL9mZmZmtqJKEyETSP84/L2kFab+Zj/fCPQCLqxOeGZmZs2aCCwDDpG0VRPt\njiXVBnkOmJE7GREPkZa7HJTtjpZLiBTuAPN30gyLnbJZI+1lfnbcpMi14e0Yh5mZmVmnUFEiJCKm\nAg3ArsBfgNMAJM3Nft4FOC0iHq5umGZmZsVFxL+As4DuwB2SPlHYRtLBpGT+MuD4iPigoMkkUiL/\neNLMxmci4qmCcZaStsgdAFwo6SNFxhlQbPxWytUOOSbb9SU31ibk7dxmZmZmZuWptEYIEfETSQ8C\n3yZty7ceacrv74FfRMT91Q3RzMysWQ3AWsD3gKclTQX+SkqO7ALsSCpkeliJ31NXAz8h7ezSnZVn\ng+ScCQwDvg4cIOl+4FVS/azNSF8U/Aj4W1UeFRARj0l6ANgdeDwbc0PgAGAqxWeKmJmZmVkJFSdC\nACJiGjCtyrGYmZm1SDbD4/uSbgBOICUN9iTNAGkEfg5cEBH/LnH/K5KmZfcsBa4t0e79bHbJV4B6\nUj2RtUmFVV8ETi91bysdBJybHb9FWspzCvAH4EttMJ6ZmZlZp6XStdnMzMysqxs+fHjMnFlsF14z\nMzOzVYukJyOi2RpqlRZLNTMzMzMzMzNbbTW5NEbSB5Sx5V8REREtWnZjZmZmZmZmZtZWmktWPMDK\niZB+wDbAB8ArwBvARqRibWsAz/DhVn9mZmZmZmZmZquMJhMhEVGX/7OkAcDDwC3AyRHxYt61ocB5\nwHbAZ6seqZmZmZmZmZlZK1VaI+QcYH5EHJqfBAHIfj4UWJi1MzMzMzMzMzNbpVSaCNkHmFrqYqQt\naKbiGSFmZmZmZmZmtgqqNBHSG+jTTJs+WTszMzMzMzMzs1VKpYmQ2cBoSZsUuyhpCDAa+FtrAzMz\nMzMzMzMzq7ZKt7g9F5gMPCXpQtKuMm8CGwIjgW+RZoScW80gzczMzMzMzMyqoaJESERcn+0cMx4Y\nW3BZwPvASRFxQ5XiMzMzMzMzMzOrmkpnhBARv5B0C/AV0la5fUg7xfwZuDYiXqpuiGZmZmZmZmZm\n1VFxIgQgS3b8X5VjMTMzMzMzMzNrU5UWSzUzMzMzMzMzW221KBEi6cuS/ijpv5KWSpon6V5JX652\ngGZmZmZmZmZm1VLR0hhJAq4GDicVR10G/AfoD+wJ7CHpwIg4vNqBmpmZmZmZmZm1VqUzQsYAR5AK\no34G6BURA4Be2c9PAqMlfb2qUZqZmZmZmZmZVYEiovzG0uOk2R9bRcT/ilz/CPAXYF5EfLpqUZpZ\nu5J0GHAK8DFgbWBCRJwoqREgImrz2tYDVwHHRMTEVoxZC7wITIqI+pb2syqo5Hkq1rbCsQKYERF1\nLYt21SNpOjAyIlTBPfVU4X3YUpW+DpLqgGnAuIhoaLvIWq/ngM1iwNEXdHQYtgpq7FXGBOCGhW0f\niJmZWUbSkxExvLl2lc4I+QRwa7EkCEB2/jZgywr7NbMySIrsA1dbjrEzcC3QG/g1MA64py3HbClJ\n9dlzUt/RsVjbklSXvdYNHR3L6sr/vZiZmZkllW6fG6TaIE0p+xs8M1sl7Uf67/ioiHi4jPa3Ao8C\nr7dpVJ3Xnq28f0tgcTUCWYUcBazZ0UG0scdJr93cjg7EzMzMrKupNBEyG/i8pB81sTTmYOBv1QjO\nzDrExtnxtXIaR8RCwHOfWygi/tnK+/9erVhWFRHxckfH0NYiYjHQ6V47MzMzs9VBpUtjrgQGAw9I\n2lNSNwBJNZJGkdY7D8namVk7kFSbTXefmP39eklzJb0raaak/cvspz5bdnNMdurF3FKcrH5Hk/cV\nm24vaR9JD0l6J9tm+zZJW2Sxluy3nMeR1ZG4KvvxqrxYm4y3oI8dJN0g6VVJSyS9LukPkr5UpO2X\nJD0gaaGk/0l6VtJpknqWM1YTMTTm6oTknesh6duS/ixpvqTFWbvbJX2moG1kz0Vhv30kjZf0XPYc\nzpc0tfD+rO3yZSeStpV0l6QF2bgzJO1S5mNZW9J7kh4qOP+RLIaQdGTBteOz88fmnZuevwRM0kTS\n7xeAsQWvdV2ROEZlfSyS9Fb2eCpasilpDUlfl/SEpLez9/ATkr4hqeTvTkkbS7pG0pzsffKkpJUK\nKaiJpT6S1s1eu9lZHwsl3Sdp7ybGHZ21mZc9142SrpM0PLs+nVb+92JmZmbWWVQ6I+RSYDfgMOAP\nwAeS5gHrkpIqAqZExCVVjdLMyjGENN3+X8A1pP8uRwO3S/pMRExr6mZgFqkeyMHAMGACsCC7tqDU\nTaVIGg1MBpYAU0hLZ3YBHgGersLjmJjFdRBwexZ/TrPxSvoaqQbKMuAO4HlgA2A4cHwWc67tWcBp\npGUMk4G3gc8BZwH7SNorIt5vbswKTCT9f/YvpC3L/0eaqTMC+Czwx6ZultQXeIhU1+kJ4AJSoesv\nAX+Q9I2IuLTIrcNJRXIfAa4gJb6/ANwnaduIeK6pcSPibaWi2jtK6h0Ri7JLuwK5hNGepNc1Z4/s\neF8TXd+WHY8GZgDT8641FrTdn/SeuBu4hPQc7At8WtInIqLcpSjXkLaKf4X0XARwCHAx6XU4osg9\n/YCHSe+/q4C+pOf8WkkDI+Lc5gaVNIT0+GqBB0n1edbKHtc9ksZExOV57ZWNdTTp/XkLaVv7QcAo\n4DlgJq3878XMzMysM6koERJpi5kjJN0JHAtsR/qQshB4CrgyIq6repRmVo46oCEixuVOSJpM+iB1\nMh9+o15URMwCZmXfDg8DLoiIxpYEIqk36UPoUmDniHg679rZwA9a+zgiYmL6DMhBwG2V7BQi6ROk\nD7RvAbtFxF8Lrg/K+/vOpCTIK8AOEfFGdv40Un2U/bO4zip3/GZi6wN8mbQd+Y4Rsazg+npldHMO\nKQFwGfD17P/dSDqH9KH4QklTi7y++7HyrjZjSK/ld0gJoubcT0p87A7clZ3bk5RweoC8mijZzIo6\n4F8R8VKpDiPiNkkLSB/2pzezy8rBwD4RsTyxImk8cCrp99bPmnsASrsmHU76vbZ7RLydnf8xKRFz\nuKS7ImJywa3bADcCX46ID7J7zia9lv8n6eaI+Fczw08iJQMPi4jr82LqS0qQXCjpjoh4M7v0NdLz\n8gSwV7ZULXdPDSm516r/XszMzMw6m0qXxgAQEddFxF4R0T8iumfHvZwEMetQLwE/zT8REVOBl4Ed\n2jmWg0jfhl+bnwTJ/JSmv4Fuj8fxDVIi+MzCJEg23r/zfswt2fhpLgmStVkKfB/4APhqleKCD4tS\nL8n6Loztv03dLKk78BXSrJXTckmQ7N7ngQuBHqSCpIUeKvIB+UpSQqvc5z6XgMgvArsnKRlwMzBI\n0ubZ+W2B9Wh6Nkilrs9PgmQuy47lPobca35qLgkCEBHv8GESr9hrvgz4QS4Jkt3zIuk57w4cWeSe\n5SQNA0YCN+cnQbJ+FgBjgV6kWTo538qOY/KTINk9yyLCRYzNzMzMClS6NMbMVl2zCmcPZF4Bdm7n\nWLbLjn8qvJAtn5hFmglQTHs8jp2y491ltN0+O95feCEi/iHp38BQSX2zD6utEhFvSfodcABphs7N\npCUSj2UFNpuzBWnHlYciYl6R6/cDP+bD1yjfzCLxvC/pTdKyj3I8QlrKsycsn+GyPWkmRu453BP4\nBx8ui1npuW2FlR4D6b0D5T+G7UlJqOlFrs0gJTyKPX8vZ4mPQtNJSYxi9+TLvb/7FKsdAqyfHbcE\nkLQW8EngzYh4qpm+KyLpOOA4gJp11m+mtZmZmdnqpdlESDZ1+XrSt5RfKbUOXlIP0prqiIgvVzVK\nMytHqQ/hS2nh7K9W6JMd3yxxvdR5aJ/H0Tc7vlpG29xjKfXN+uukWhp9qF6thdGkmQeHk+q2ALwr\n6SbgpLxlEcWUEy98+Bzka+q5r2lizOUi4j1JfwI+I2kD0of7GuC+iJgt6TVSIuTX2TGobiJkpccQ\nEUuzZSFlPQbSczgvIt4r0ddcsiUnBUq9LrmZRH1KXM/JLXvaK/tTytrZsZL3cUUi4jKymTQ9B2wW\nzTQ3MzMzW62U86HiC9mf25sqBpj9g/E24IuSvlCqnZl1CW9lxw1LXC91vr3kPiwPLKNtbrnBRiWu\nDyho12oR8b+IaIiIzUlJlq+QZtd8BbipmdvbPd4i7ict79mDlOxYQireCqnGyyil3XZ2A/4aEXPa\nMJaWWAismy0zWoHSbmn9+fA9nq/U+zr3WjT3nOeufyci1MSf3M5OlbyPzczMzCxTTiLkS8BrQDn1\nP64nfTO10laBZtal5Kbpjyi8IGltUm2IasgtoSn3m/6cR7Pj58pom3ssdYUXJH2MtDvHi9VYFlNM\nRLwSEdcC+5B2thnRTMHU54DFwLaSii0FGZUd/1zdSFeQXydkD9IynXfzrq1LqtOyFuXXB2npa90S\nT5F+P+5e5NruWQzFnr/BJbaircvrtym59+VuzUbI8polfwE2lNTcshto3+fQzMzMbJVVTiLk08D9\n+QX3Ssna3E/agtHMuq7bSd9uH5EVgMz3Y4ovy2iJXOHQwRXe92vSco/Tsx1kVpC/awypWCjAjyWt\nn9emBjiP9P/R31Q4fkmS1pe0Y5FLawG9s7hXWrKRk83Ou5a0fOInBX1vCnwbeJ8Vt7Cttif5cKvW\nrVgx2ZH7+2nZsdxlMS19rVsi95qPl7Rm7mT297OzH4u95jXAOdmS0tw9Q0nP+VLgt00NGhEzSfVg\nPi/p2GJtJG2dLTnKuTA7XprVY8lvu4akAXmn2vM5NDMzM1tllVMsdSPg3822+tCrFF87bWZdRFbw\n83jSB7+HJU0h1abYhbQ17wzS7hgr7YpSoUdIsx9OlLQuH9ZouKhwB42C+P6WxXcJ8JSk20mzLdYj\nJXIXkc2ciIiHJf0MOAX4S1an4x3SbJJPkpasnNvKx5FvIPCopNmkWQevAOuQtundCLgwIhY108ep\npFkF35T0adJylP6kGX69gW+WKOpZFRHxgaQZpEQI5CVCIuJlSf8ENiXNUJhRZrfPkX6/fFnSe6Rd\nhAK4pqmtd1siIiZLOoj0fP1V0m3ZWAcDQ4Ep2SydQs8AOwJPSvoDqSbIaFLi75SI+GcZwx9OSg79\nRtK3gcdISaVBpO15P0mqu5JbTnQFaebVUcDz2Xv5P8DGpNk4VwINWdsW/fdiZmZm1tmUkwh5D+hZ\nQZ89Sd82mlkXln2YnA+cTvowuAR4gPQh7rysWbE6C5WMMT+rSTQWOIY0awJSAqbJD3YRcbmkvwAn\nkZYuHAzMJX2YvaKg7Q8kPQV8k/SBszvwT9Lslp8XK6rZCo2kx1NHSsb0B+aREgGnkpYgNiki5kna\nmTTr4vPA90g7uTwOnBsRf6hivKXcR0qEvMXKO7ncR0qEPFnuB/CIWCbpENKMjFxCR6REVFUTIZnD\nSEmaY4Ex2bnZwM9JM4qKmU9KkP2M9H5cB/gbcF5ETC5n0Ij4t6RPkbbF/QJwBGmmyRtZXxcBz+a1\nD+DoLPFyHOm56UlKPD4I3JHXtsX/vZiZmZl1JmpuxYukvwOvRERTFezz298LbBIRW1QhPjPrZLIl\nJf8CekZEqYKeZp2apM+Stm/+YUSM7+h4mtJzwGYx4OgLOjoMWwU19iqjJFyDc2xmZtZ+JD0ZEc2W\n6ihnRshDwJGSPhYRLzQz6MdI32JOLCdIM+u8JPUF3ouIxXnnRJpFMZjS36qbdQWbZ8dKlp52iK0H\n9mHm2ft1dBi2SnKSw8zMVk/lJEIuIU2hvVHSPqW2OcyKCE4hFQ68rHohmtlqaifghmzKfiOpeOdO\npB1jXuHDugVmXYak3YFDgHpSrZl7OjQgMzMzsy6o2URIRDwh6VLSGum/Zn+/n/QtVpAKuO1JWpu8\nHnBJRDzRdiGb2WriOeBOYFdgX9L/b/5N2uXirFJJVbNObg/g/5HqfJwUEf/p4HjMzMzMupxma4QA\nSOoGXAx8lZT8KNoMuBw4PiKWVS1CMzMz6zDDhw+PmTML692amZmZrXrKrRGyRjmdRcTSiDiO9M3u\nb4EXgXezPy8C1wAjImKMkyBmZmZmZmZmtqoqp0bIchHxCPBIG8ViZmZmZmZmZtamypoR0lqSxkpa\n2h5jmZmZmZmZmZmV0i6JkIzacSwzMzMzMzMzs5W0ZyLEzMzMzMzMzKxDORFiZmZmZmZmZl2GEyFm\nZmZmZmZm1mU4EWJmZmZmZmZmXYYTIWZmZmZmZmbWZTgRYmZmZmZmZmZdhhMhZmZmZmZmZtZlOBFi\nZmZmZmZmZl1Gt3Ya5zagsZ3GMjMzsyp59tWF1J56V4eN39jr8A4b26qsYWFHR2BmZga0cEaIpPUl\nfV3SBElXFJzfQdJH8ttHxNMRMam1wZqZdTRJ0yVFR8dRjKQGSSGpruB8SJreMVFZOVbl95WZmZlZ\nZ1NxIkTS/yPN7vgV8C3gmLzLGwKPAP76xsxWOVlCICR9IGnTJtpNy2tb344h2ipK0q8kLZO0fgvv\nn5i9n2qrG5mZmZmZVaqiRIikvYDLgH8AhwC/zr8eEX8B/gocXK0AzcyqbCkg4P8VuyhpM2Bk1q6Y\no4At2yY0WxVJEnAQ8KeI+E9Hx2NmZmZmrVPpjJAfAK8DIyPiDmBOkTbPAJ9obWBmZm3kTWAmcIyk\nYnWSvkpKlNxZ7OaIeDki/t6G8dmqZwdgIHBrRwdiZmZmZq1XaSJkOHBnRLzVRJt/Axu1PCQzszZ3\nOen/U/vnn5TUHTgaeJg0u20lxWo5KDla0sOS/iPpXUmvSJoqaXSRPgZJulDS81nbeZIel3R6iba/\nlPQvSUsk/VfSHZI+3YrHj6SNJZ0h6SFJb0h6T9JrkiZLWmnGi6TabGnHxOzv10uam8U/U9L+xcbJ\n7j0sW240P2s/W9KPJfUs0X5PSfdkz8u7kv4h6WxJfYq0bZTUWKKfUjVTdpP0O0n/zp7TNyQ9Kmls\niYfw+ex4W0E/n5J0s6Q5WT8vSbpY0oCCdkF6XwG8mLfsaqW4JXWT9MPsvbEkex+dI6lHice4Rfaa\nvJK1fzN7DT9epG1uec5HJX1L0jOS/uf6MWZmZtbVVLprTA/gnWba9AWWtSwcM7N2cR1wPmn2R/6H\n2wNJtY5OBT5WQX//B5wGvAhMARYCA4BPA18Ebsg1lDQcmAqsCzwA3AKsSZpJ1wCcmdd2e+APWdup\nWdv+pOWHf5J0SET8voI48+1OepzTgJuBt4HNgEOBAyXtGhFPF7lvCPA48C/gmiy20cDtkj4TEdPy\nG0v6DXAsKUl+C7AA2Cl7nHtK2isilua1H0NadvkOcCNp5mEdaUbiAVlcC1r4mJH0WeAu4C3gDuDV\n7DFsCRwPjCty2yHAnyOiMa+f/UnPm4CbgJeATwHfAA7K4sy1H0d6zYYBE7LngLxjvsnAbsDdWYz7\nAqcAG7BiTa7cY7kF6A78DngBGERK3OwnaVRE/LnIGBOyMe4Cfo9/Z5uZmVkXU2kipJH0D72m7Ag8\n16JozMzaQUQsknQ9UC9pUET8O7v0NdKHzynADyvocgzpA/UnI2Jx/gVJ/fP+3oP04X5d4IiImFzQ\ndpO8v3fL4lgbGBURM/KubQw8AfxGUm1ELKkg1pz7gQ0jYlFBDMOAh4Czgc8Vua8OaIiIcXn3TAbu\nAU4mJVZy5+tJSZBbs8f7v7xrDcBY4ATSB3MkDQEuJCVldshfgiTpYlKS4WfAcS14vDlfI82GrCtM\n9OS/VnnntiIliE7PO7c2MJH0O7QuIh7Mu/YD0nN3GbA3QEQ0KBVJHQZckJ9QKWJTYKuImJf19yPg\naeAoSadFxBvZ+X6khN5iYPeI+FtBzI8BVwDbFxlje2C7iHixiTjMzMzMOq1Kl8bcDuwm6YvFLko6\nBtiG9C2Zmdmq7HKghvRBPfchfC/g2sJkRpnep8g36xExN+/HA4Ba4I7CJEjW9pW8H/cjfSi+KD8J\nkrV7jZQQ2AjYswWxEhFzCpMg2fmnSUmSUUpLhQq9BPy04J6pwMukWhr5vkMqOntsfhIkcybwX+CI\nvHNfIc08/GWROiw/AhYBR5ZaUlOhwngKX6ucQ7Jjfn2Qg4D1gBvykyCZn5O+NNhL0uAWxPWDXBIk\ni+kd4FrS7+vhee2OIs3AHJufBMnu+Svp/b2dpGI1u37WXBJE0nHZkqeZyxYvbMHDMDMzM1t1VToj\n5GfAl4HrJB0K9AGQ9E3SNNvPA88DF1UzSDOzaouIxyQ9Cxwr6aekZTJrkD5AVupa0nbif5V0IzAD\neCQiCj9B7pQd7y6jz52z45Bs9kShzbLjlqTlDRWTtB/wddIH7P6s/DuhP6lAdr5ZEVFsKcUreTEj\naU3SDIi5wImSioWwhBV34MnNXri/sGFEzJf0FGlJzxakWRItcS3pd9Vjkm4gzWB5KG9WUKHPA89n\nyYVy4lwq6QFSwms7UoKoEjOLnMslyPrlncs918NKvD82z45bAn8ruPZ4c0FExGWkWS30HLBZNNPc\nzMzMbLVSUSIk+4foSOBq0rr3nAuz44PA4dk3WGZmq7rLSf//+iyp/sKTEfFUC/r5LvBP0uySU7M/\nSyX9Hvh+RLyQteubHV8to8/1smPRGXh51q4wVgAkfZu0JGU+cC/pA/tiIPiwnkWxmRel6nMsZcVZ\nhv1I9TPWJy2BKUeuGGph8oWC831LXG9WRNyS1ff4Pun1GgMg6UngtIi4N9c2myW0HXBOe8VZov5J\nroZKTd653Pvja810Wez98UalcZmZmZl1JpXOCCEiXgbqJG1D+kZqPVJhwEcj4skqx2dm1pauIX3I\nvZS0PepPWtJJNkNiAjBB0gbACNLsuS8CW0naKqvjkfuQO7CMbnOzSQ7Ktiuvmqz+yDjSB+LtI+L1\ngus7F72xMrn4n4qIYnUqmrpnI4rv2jOgoB3AB6TlNMUUTURExF3AXZLWItW12p9Uf+ROSdvlLTUp\ntiymMM5iisVZbbm+h0XEMxXe6xkeZmZm1qVVWiNkuYh4JiIujYizIuJXToKY2eom+/b9JtJOG++Q\nik+2ts85EXFLRHyJtHRiU+CT2eVHs2OxIqSFcm13a21MRfQnJQkeLpIEWZviBTYrEhFvk5IZW0la\nt8zbcrNx6govSOoLbAu8C8zOuzQf2LBEPZPhRc7lx/hORNwfEd8DziIlVPJfm0OA11h5KUlTcXYj\nJcIA8ndsyS0nqqE62vL9YWZmZtapVZQIkfQRSYOznQ+KXe+ZXe9VnfDMzNrcj0kfePcpVjy0Odn/\n9/ZUQRGM7IN5LgGQK776O1IhzQMlHVakr/yZIreTltucIGnfEmPvnNXiqNScLKZPZYmP/JgnkBIl\n1XA+KblwZZbIWIGkftkWwTm/JRWd/Zakwu2LzwTWAX5bsEvO46TZjYVby9YDuxYZc09JHykS64bZ\ncXHWbv3s/tsionAGxW3APOAwSTsVXDsR+Cjwx2wGZc5/s2NLCqgWcxVphtFYSYVFapG0hqS6Ko1l\nZmZm1qlUujTmDNI/8gaS/hFYaC3g/7N33/F2VOX+xz9fkXIR6UgVgooKXAU1dIRA6IgIqAgWAhYE\nf1dQUEBBgngVwYJcFA0KQaV5QSl6KZoQqoCUKNIFQ++9h/L8/njWkMlk73P2PmefnJTv+/XKa+fM\nrJlZM3v2nLOevdazbgF+UMqamc3SSmO124SWdf8B/AWYIukqclaVBcgZaFYlZ4i5uRxrapl160Lg\nFEl7kt/sL1DKjqY8lyPiZUk7AheQwziuACaTDfW3AmuRDe5lmRZo6fScX5N0DJnL5AZJZ5MBi03I\n4M1F5f+DEhEnSPoAsDdwh6RqdpnFgZXJxKcnkglbiYgpkvYFfgpcJ+l3wCPAxuRQzFuAAxqH+R8y\nCHKcpNFkYtE1gPWBP5LDXup+CIyQNIkMSk0lp4XflHzvTivltid7b/y+xXk9K2kPcirki0uC3LvL\nfrYghxzt2dhsAjm98PGSziCnCH4yIo5tfwXbi4jHStLyPwBXSppA9sB5jQy2VENX/cWEmZmZWUO3\ngZCtyW+5WgVBiIjHJf2F/MPTgRAzmxs8RzbONyEb3x8hp3m9g8w7cUK9cERcI2lNMgixddnmGeBf\nNJKKRsQ/JK0BfJV8ru5ONnQfIIdnHErOyjIQh5BBhs+RjfanyKSpB5P5Q3oiIr4k6Twy2LEZOSTn\ncZlaYCIAACAASURBVDJwcBTZC6Re/meS/gXsD+wELEgGN44CvttMJhoRN0najBzash2ZWPRSMhCw\nIzMGQr5L9gAaWerzWqnLd4GjI+KJUm4HctjNxbQQEWdL2gD4BrAlmUD1QeDnwOFliuN6+Qsk7Ucm\nN/0KGXi6CxhQIKTsc0LJ17V/qcMHycDO/eSwLE9lb2ZmZtaCZuzx20dh6UngVxGxXx9lfgDsERGd\njgk3MzObZUh6MxkkOj0idhvu+gy3+ZddJZbd7ehhO/6UBXYdtmNbj40dyvzBZmZmORNgRPSZJw66\n7xEyL/ntWV8Cd8U1M7PZ1zbk1MHN2WLmSu9ZfhGuOWLbYayBG89mZmbWW93OGnMnOVa7L6PI7r5m\nZmaznYg4PSIUEWcNd13MzMzMrPe6DYScQ84y8PVWKyUdSE676D8ezczMzMzMzGyW0+3QmB8AnwS+\nJ+nj5MwH95GzyGwJrEkmnTuyl5U0MzMzMzMzM+uFrgIhEfGEpFHAyWRG/veTOUFUilwBfKqWdd/M\nzMzMzMzMbJbRbY8QImIKsIGk9wPrklMhPglcGRHX9bZ6ZmZmZmZmZma903UgpFKCHg58mJmZmZmZ\nmdlso9tkqWZmZmZmZmZms62ue4RImhfYHlgbWAyYp0WxiIjPDrJuZmZmZmZmZmY91VUgRNJywJ+B\ndzMtQWorATgQYmZmZmZmZmazlG57hPwQWBU4FTgeuAd4pdeVMjMzMzMzMzMbCt0GQrYALomITw5F\nZczMzMzMzMzMhlK3yVIXAK4aioqYmZmZmZmZmQ21bgMh/wRWGoqKmJmZmZmZmZkNtW4DIUcBH5a0\n2lBUxszMzMzMzMxsKHWbI+Rh4FzgCkk/Aa4FnmxVMCIuGWTdzMzMzMzMzMx6ShHReWHpNXJq3Grq\n3LYbR8Q8g6uamZmZDbf5l10llt3t6OGuxkwxZYFdh7sKZtOMfWq4a2BmNtuRdG1EjOyvXLc9Qr5N\nH8EPMxsekkYA/wZOiogxw1oZQ9IUgIgYUVs2BjgR2D0ixvdVtstjBXBxRIwaWG1nPZImARtHhPor\nW9tmDC2u78zS7fsgaRRwEXBYRIwdupqZmZmZWVNXgRD/sWZNkkYCXwI2BpYFXgbuAs4Hjo6I+4ax\nelYj6afAF4FlIuKRYTj+CByssQFy4GDwhjtYZGZmZjar6LZHiBkAkgQcAXwdeAX4M/C/wHzA+sD+\nwN6SdouIM4atoga8/n5tD1w2HEEQ69PoQW6/KvB8LyoyC/kMsOBwV2KIXU2+d48Od0XMzMzM5jYD\nCoRImpf8431VYKGIOLwsXwBYGHg0Il7rWS1tVnQIGQSZAnwoIm6sr5S0E/Bb4DRJm0fERTO/ilaz\nNrA88IPhrohNLyLuGOT2t/SqLrOKiLh7uOsw1CLieWCOe+/MzMzMZgfdTp+LpK3Ixu+fgB8CY2ur\n1wQeAHbuQd1sFlWGOBxCDoP5cDMIAhARZwJfAeYBjpP0htr2YyRFed1E0iRJz0h6WtKfJK3aZX3m\nlzRW0p2SXpL0b0nfKcuj5Buolx9blo+StKukqyQ9W+VqqJX7uKRLJD0l6QVJN0g6SNL8Leoww3Fq\n68aX9SNqy0aUZePL/0+T9KikFyVdI+lDbfb1Zkk/knRvKXuLpK/S/2d5x/J6VtnPX8u1elNj/5eU\nev2qsXy1svzXtWXLSfqWpMslPShpqqT7JZ3SfA8ljSWHxQDsVvZV/RvTKLulpP8r1+MlSXdIOkrS\noi2ux5Tyb+FyXaZIerkcr1+S1pZ0uqT7yrEekHShpI+3KNvx/dCN6hway+aT9GVJ10l6QtLzpdzZ\nkjZrlG1570laRNL3JN1a7pUnJF3Q3L6UHVX2M1bSmuVz+GQ57sWS1u/wXBYq98HljeX/UeoQkj7d\nWLd3Wb5HbdkkZc6N6ufx5LAYgEMb98+oFvXYRIN/rrxB0hcl/U35fHiu/H8v1Z5nLbZbTtJvJD1c\n7pNrJc2QgbN+zVusW7y8dzeXfTwlaYKkLfo47s6lzOPlWk+RdKpy+GKVd+XEUvzExjUc0c21MTMz\nM5vdddUjpPxBdRbZlfcr5LfMu1TrI+JKSf8GdgBO7WE9bdayO3nv/C4ibuij3C/JgMm7yBwizV4h\nHyKHa5wH/BxYDdgGWEvSahHRb5dxSQLOBLYFbgeOBeYFxgCr97P5fsDm5JTQFwGL1Pb7XeAg8l4/\nBXgW2Br4LrClspfLy/3VrwMrkV3k7wR+AyxOBhLPlrRZvSdNaXBPANYC/g6cDCxKXuON+znODsB1\nETGl/DwBWBf4IJnPBUkLAuuU9c3hGpvWtqtsBBxIXrszyWu0CvBR4MOSNoiIv5eyk0pd9yl1P6u2\nn8m1c/wWcBjwOPBHcsru95JDrbaRtF5EPN2o23zARPLaXQg8zbSgS1uSPg8cB7wKnEPeP28BRgJ7\nA7+rlZ1Z90NlPPls/Sfwa+AFYDlgQ2Ar4C99bVyCRpeTn6m/AUcDSwIfBy6UtFdE/KLFpiPJnl5/\nJT+/KwI7ARMkrRkRt/Z13Ih4VtLVwDqS3hwRz5RVGwBVwGg0ea9XWt1bTdX9shtwMXk/VaY0yg76\nuVL8BtgVuIe8FkF+jn5Gvg+fbLHNYsAV5LTyJ5L3/MeBkyUtHxFH9XdQSSuR5zcCuJT8fL6pnNf5\nkvaMiONr5VWOtRt5f/4eeARYAdgEuBW4hrynniSvzdnUPndluZmZmdlco9uhMYeQY9FHRsSDkg5t\nUeZvwPsHXTOblW1YXvtsjEXEK+VbyF3JhlAzEPIRYMuIeL0BJOl7ZON6D+DIDuryKTIIcimwWURM\nLfv5FnBlP9tuCqwXEdfXF0paj2z03gOsHREPluUHAX8gGyRfIxvBgzUKGBsRh9WOfwrZ+Pka01+z\n/cggyO+Bj1XDzyQdAVzb7gCSVicDFIfUFk8Evkk2Ss8vyz5IBhX+DGwu6e21YRuja9vV97F0rbFb\nHW8NshF+BBksICImlV4P+wCTWyW7lLQJGQT5K7BNRDxZWzeGbOwdRgZh65YFbiJnGXmu3XVoHGs1\nskH7NPDBFkO7Vqj9f2beD0haBPgE+Z6uExGvNtYv0cFuvk8GAMYBX4wyT7qk75ON4mMkXVALjFW2\nZcZZbfYkAwr7kAGi/kwkP+8bkT0HIe+fV4FLqAXZSs+KUcCdEXFXux1GxFmSniQb+5P6SZY66OeK\npF3I59b1wEYR8WxZfjAZiNlV0p8i4pTGpu8lcyV9osXn878lnRkRd/Zz+JPIAOkuEXFarU6LkgGS\nYySdExEPlVWfJ6/L34DNI+Kp2jbzkME9ImJ8xkzYHjjLyVLNzMxsbtbt0JgNyD+gHuyjzD1kw8Tm\nXNX7e08HZasyy7VYd1q9sVKMK69rd1iX3crrwVUQBKA0og/vZ9txzSBIUXXR/079Xo+IV8hgxGvA\n5zqsX3/uAr5TXxARFwB3M+M12L0c++v1HDwR8W/gmD6OsUN5/UNt2RXAi0zf82M0mfj20NrP9cbq\n7RHx+nseEQ83gyBl+d/JxvAmynxCnfpyef18PQhS9jme/Aa71bfwAPt1GgQp9iIDwYe3Gdp1b+3H\nmXk/QPY8EPBS2Xezbo/1tXG55p8ie60cVAVByra3k/fKfGRC0qbLWzSQTyDvi04/k9VnunlvXUv2\nHFpB0jvL8jWBJei7N0i3evFcqd7zA6sgCEC5xw4oP7Z6z18FDmjz+ZwX+HSLbV5XgogbA2fWgyBl\nP0+Sn80FyF46lf8qr3vWgyBlm1cj4oG+jtlHXb6gHKZ3zavPP9X/BmZmZmazkW57hCxE/xnuF2QA\nuUdstqLyGn2W6r/sNS2WVQ3txTqsy/vIxuIVLdZd1s+2V7dZXvVomthcERG3SboXWFnSos0G+wBM\nbn7jX9wDrFf9IOnNwDuAe9ok15zEtABG045kEOP1Bn9EvCjpCjJYsURpXG8K/C0i/irpIbLxOo68\nHosCpzd3LGlbckrekeTQi+YzZUkyb1An1iPzznxM0sdarJ8PWKpW38qLwD86PEZl3fJ6XgdlZ+b9\nQEQ8LelcYDtgsqQzyR5PV5UEm/15N/kcvjwiHm+xfiJwMPnZaZrhMxkRL5f7odPP5F/JoTxVIG0R\n8hoeybRrOBq4jWnDYma4toPQi+fK+8nnyqQW6y4mAx6trt/dJfDRNIn8fLbapq76zC/SKncIsFR5\nXRVAmePnP4GH2gR1BywixlECSPMvu0onz3ozMzOz2Ua3gZD76D/vwppkvgObcz1ANrZW7KBsNcSg\nVWN4hkZjGU4DmWS1E4sAj5dv55searGsrl3PpipXSLsG/APkuS/C4MfWt9v+FaYPKFZ1andOLc+l\n5Bt4HzlUomkC2RDdRNKEUq4a3jGRHB4jpn2zP9237JK+DPwEeIIcTnM3OXQuyOEJazAtL0QnliCf\nSe0COpWFgHog5OF6r4cOVYlX7+ug7My8Hyo7kz0PdiWHAwG8KOkMYP/asIhWOqkvTLsGdX3djx19\nJiNiqqTLgM0kvYVs3M8DTIiImyXdT95Tx5XXoLeBkF4+V6Y2V5R9PUoZctLQ3+dzkTbrK9Wwp83L\nv3YWKq/d3MdmZmZmVnTbc+M8MjHghq1WStoaWJ9McmhzrqqnxQyzT9SV8emjyo+X91F0MJ4GFpfU\nKqi3dD/btms8V/3Al2mzftlGuWpf7QKLrRqc3aqO1e6c2tW11bCYStX43IxMqvgGpgU7JpK9OdZg\nWmO1nrj1jWQD/UFg9YjYOSK+FhGHlvwN/QWhWnkKeCIi1M+/Zi6JgXxbXTWWl++wXtDd/TAoEfFC\nRIyNiHeSQZZPkZ+7TwFn9LP5TK9vCxPJ3mCbkvfPS0x7BlxEBt/mJ/PS3BgRDw9hXQbiKfK5MsPQ\nrnLvL0k+e5r6+3z2d82r9fv08xnYvZTr5j42MzMzs6LbQMj3yD+8LixJ91aD7B5ffv5f8tvGH/W0\nljarGU92Dd+hJOJsZw8yN8itZHfyoXA9eR+3mt6zZcCuw33CtCDO6yS9g+zl8u/GMIgngLe2KD8P\n2UtqUEoujn8By0t6e4siM9S12AG4n9bDgP5GNuZGkw3WF8hhDTAtILINmRvoHzH9bBtLkgGeK5o5\nCCQtROuEydUQoHbfyl8JLNbPPdUrVSLdrTsoO5D7oWci4p6IOBnYkpzZZsN+EqbeSvbMWVNSq6Eg\nm5TX63pb0+nU84RsSg7TebG2bnEyT8ub6Dw/SH/3Ty9Vz5WNWqzbqNSh1fVbsc1UtKNq++1LdV9+\nsN8a8nrOkn8CS0vqb9gNzNxraGZmZjbL6ioQEhH3AVuQDauvAR8jv/U7p/z8ALBVdD49oc2GyqwH\n3yWT/51TZuCYjqSPkMMmXgX2ricP7LFfl9fvSJqvdvxFmH6WlG6cUF4PllSNya+CGj8gPze/amxz\nNdkI2qKx/GByBoheOLEc+/slgWlVr5WZlmiU2vKlmJbgeIZeEyU3ySVk7pGPAZdFxEtl3b/JaUn3\nIfNNNIcuPEw2tj9QAh/VMecl3/clW9T/CbL3RrshVT8ur8dLmiG5rqQ3SVq3uXyAjiOHexzS5v5d\nofbjQO6HAZO0lKR1Wqx6E/DmUu8ZhmxUynCOk8nhE99u7Pvt5L3yMtNPYdtr1zJtqtbVmT7YUf3/\noPLa6bCYajhUJ0PyBqt6z7+nnFYaeH2K6SPKj63e83lo//l8BfhtXweNiGvIfDA7StqjVRlJ7ylD\njipVouRflOdevewbJNWTl8/Ma2hmZmY2y+o2RwgRcZ2kd5HTLK5Hjml+ivwm6+w2uRpszjOWbJh9\nFfi7pAuAG8ngyPrAOmQPg10iopfj/5t+TU41uhXwT0nnlDrsRCZNfBctZt7oS0RcIelI4Otln2cA\nz5G9B/6THKJwVGOzH5Df2J8t6XTgcfI6rEwmShw1gHNr+iGZe2Mn4LpyzRch80lcAny4UX57smH2\n+z72OYGc/vUtzPjN/ATgs7X/vy4iXpN0DDkl6Q2SziaTmW5Cftt/EdN6HlTbPCvpKuCDkk4mk2W+\nCpwTEf+IiAmSDiR7nt0u6f+Af5MN+pXI2TQuI9/rQYmImyTtTU4Le32p/+3k82wk8ExV/wHeD4Ox\nPHClpJvJXgf3AAuT79MywDGtZutpOJDsVfD/JK1Fvh9LAh8ngyn/r01Sz54o98fF5D0ItfsnIu6W\ndAfwdvL977S32K1kLoxPSJpK5qQJ4DcthksNSkScIml78nrdKOkspuW+WRn4Xeml0/QP8tl3raQL\nmfb5XJSc7alVouOmXcng0K9KHp6ryKDSCuT0vP9J/u6thhP9kuz99hnyc3M28AjZG29TMqgztpT9\nKxnA3FfS4kwbwvY/zRlnzMzMzOZkXQVCJK0ITC1TSJ5T/tlcqPTw2K80+r9EdhcfTTZsppCN9qMb\n05AORT1C0g7AN8ipKf+L7Jl0EvAzsiHWaix/f/s9QNL1wP8jGxjzAneQPTx+2EyiWBrxHwG+RQZm\nniMTiO7MtGSXgxIRL0najGzU7Ez21phCTr/7B2YMhOxA9sLoq6FZD3A0A1ZVIOQVMtDSdAjZ4Poc\nsCcZEP0zeY3anfOnyZ4fWwG7kD3K7qXM+hIR35d0OfkN+obk+/cU2QAeB5zSx7l0JSKOl/RPYH8y\nUPURclasf5CNy3rZru6HQZpCJowdRQZjliQDa7eSAY7T2m1Yq+/jktYje13sSAYsXyB7Lh0VERf2\nsL7tTGDa5685k8sEMhBybacN8Ih4tXzWj2BaQEdkIKqngZBiF/Kzswd5fwPcTD7bjmuzzRNkgOxI\ncrrrhYGbgB9EREf3bkTcK+kD5LNsJ3LK6HnIfDw3Af8D3FArH8BuJfDyBfLazE8+By+l9ns6Ip6Q\ntBN5f+1OBrMhe6o4EGJmZmZzDXUz2YKkV4GTIqJll12zWYmkzYELgSMi4qD+ys9JlNPtPgKcHhG7\nDXd9zGx6krYiE5B/IyK+N9z16cvIkSPjmmtazUpsZmZmNmuRdG1EjOyvXLfJUp8kvzE1m2W0ySex\nBNPG8reaMWVOtw35rfDceO5ms4N3ltch7TVnZmZmZjPqNkfIlUAnmenNZqYfSVoDuILsBbEC2T19\nceAXEdFqxpQ5WkScDpw+3PUws+lJ2ogctjaGHEJ3/rBWyMzMzGwu1G0gZCxwqaTPRcQv+ytsNpP8\nHlga2I5MSvgimbj1BBq5HszMhtmmZO6dG4D9I+KRYa6PmZmZ2Vyn2xwh3yJnwtgcmEwm3nuQzKZf\nFxFxeK8qaWZmZsPDOULMzMxsdtFpjpCB9AipvI/2w2QCcCDEzMzMzMzMzGYp3QZCNhmSWpiZmZmZ\nmZmZzQRdBUIi4uKhqoiZmZmZmZmZ2VDravpcSRMleciLmZmZmZmZmc2WugqEAOsC8wxFRczMzMzM\nzMzMhlq3gZDbgbcORUXMzMzMzMzMzIZat4GQXwLbSlpxKCpjZmZmZmZmZjaUup015lxgc+BySd8H\n/gY8SE6XO52IuHvw1TMzMzMzMzMz651uAyF3kkEPAT/po1wMYN9mZmZmZmZmZkOq22DFr2nR+8PM\nzMzMzMzMbHbQVSAkIsYMUT3MzMzMzMzMzIach6+YmZlZWzfc9xQjDvzTcFfDbI41ZYFdh7sKnRn7\n1HDXwMysZ7qdNcbMzGokLSzpGElTJL0iKSStOdz1mpVJGlOu05ghPs4USVOG+BjzSjpM0u2SXirn\n9RFJI8r/xzfKjy/LRwzyuDPlGpqZmZnNibrqESLphA6LRkR8dgD1MbPZkKQAiAgNd12GwZHAnsAf\ngd8Ar5Kzac02qmBBRIwY3prMlvYDvgVcAvwOeBm4ZVhr1EYJyuwGrBwRU4a3NmZmZmbDp9uhMWP6\nWV/NKBOAAyFmNjf4EHBbRGw33BWxGYyeCcf4EPAssHlETK0W9tHj4yDgCOC+Ia+ZmZmZmbXUbSBk\n5TbLFwXWAg4BrgAOHEylzMxmI8uRvQFsFhMRd8yEwywHPFYPgvQlIh4AHhjaKpmZmZlZX7rKERIR\nd7X59/eI+CWwIbAVsNmQ1NbM5giSRks6X9Ljkl6UdJukIyQt0qLs2ySNk/QvSS+UbW6Q9HNJS9TK\nzSfpy5Kuk/SEpOdLjoizJXX8TJK0rKSflm2nSnpE0u8lfaBRblIZEiRg45KvISRN6vA4K5TcIreX\na/C4pKslHdKi7AcknSnp4ZKH4i5JP5O0bIuyr+egkLRnuVYvSnqoXMdFamVHlXNYCVipdg7T5bao\nzkvSMpJ+Kek+Sa/W81N0et1mplY5Quq5NSRtUs7rGUlPS/qTpFU73Pf4cu1WZvprN6WT7Zo9RpT2\nkXRTeb/uk3SspEVanUdj237Po9R1t/Ljvzutr5mZmdmcqKezxkTEPZLOBfYBftXLfZvZnEHSnsBx\nwHPA/wIPA6OAA4DtJG0QEU+WsssCfwMWBv4POBNYgGx8fho4Fnis7Ho8sAvwT+DXwAvkt/VVgPYv\nHdRtZeCyst1E4FTgrcDHgG0l7RQRf6wdbxJwKHBX+RlgSgfHGQlcACxO9ib5PbAgsBowFji8VvZD\n5bwFnFGO9QFgL2D7cr1aHfNIYEvgXOBCYBPg88A7gE1rdT0M2Lf8fHRt+8mN/S0OXEkOA/k98Brw\nUKljN9dtVvEhYHvgPODn5LXfBlhL0moR8Wg/259FXr/mtXtygPX5Kfme3g+MA6YCHwbWBuYlc4+0\n0ul5HAZ8BFgD+EmtngOtr5mZmdlsayimz30IWGUI9mtmszlJKwHHkI3ptSPiltq6n5ENwSOBL5TF\nHyUb4PtGxE8a+3oT2Rin9HL4BHAtsE5EvNoouwSd+TnZmD84Iv67UbdLgJMkrRQRz0bE+LLuUGBK\nRIzt5ACS5iMDQIsDn4yIUxrr31r7/0JkgOWNwKiIuLS27gAy18Q4YIsWh1oXeE9E3F3Kv5EMUmwi\nae2IuLoEUMZWPTv6OYf3kMlg94iIVxrrOr5ufex/ZvsIsGVETKgWSPoeObRzD/I+bCsizgLO6vDa\n9UnSB8l7/zby/q0Cgd8gA3jLkQGwAZ9HRIwtvVDWAI52slQzMzObm/V0+lxJ85DfNHqicTNr5VPA\nfMCx9SBI8U3gGeDTkuZvrHuhuaOIeC4iquXVEJWXKMGRRtnHmsuaJK1ABhTuptEIjogryF4OiwM7\n9revfmwHjADOaQZByrHuqf24PbAEcHo9CFL8kOyRsLmkFVsc59tVEKTs9xXgxPLj2gOo91Rg/2YQ\nZCZet147rR48KMaV14Fcn8Gohqz8dxUEASh5Rw7qZ9tZ6TzMzMzMZgvdTp+7UR/7eSuwO7Am8MtB\n1svM5kzvL68Tmysi4glJ1wMbAe8G/g6cA3wX+KmkLcnhJJcDN0VE1LZ9ugzL2w6YLOlM4FLgqoh4\nvsO6va+8XhoRrYYhTCQDOe8jh94M1Lrl9bwOyvZ1vV6RdAkZVHkfGYiou6bF/qogy2IdHLtpSkQ8\n3GL5kF43SWuSvR7qnoyIo1uV70Kvr89gVNfwshbrrgSaPXDqhuQ8JH2B0jNrnoWXGuhuzMzMzGZJ\n3Q6NmUR+89qOyG7QXxtohcxsjlYl6mw3a0a1fFHIBM2S1ibzZmzFtF4F90j6QUQcU9t2ZzLPyK5k\nPgSAFyWdQfZkeKiXdRuEavtOpk8dTJ1a5X6oGtTzdHDspgfbLB/q67YmmYel7i6mz2cyEDNcnxJc\ngoFdn8GoruEM92hEvCqprx5NQ3IeETGO0rNk/mVX6ev3vpmZmdlsp9tAyLdpHQh5DXgCuDoirh50\nrcxsTlUNm1sGuLHF+mUb5YiIm4GdS46LNchZqf4L+Imk5yLiV6XcC2TAZGzJs7ERMIbsjTAC+GAX\ndWtlhroNUNVwXb6DsjOrTp1o1xge0jqWXCzjB7LtbOTp8ro0cGd9RRlyugSdBc7MzMzMrANdBUIG\nkwzOzAy4nuzVMQqYLq+BpEXJb/9fBG5ublhyU1wLXCvpCrL32UdoMUNVybNxsqRTgVuADSUt0U+u\nkOvL64aS3tgiIegm5fW6Ps+wf1eW163JJKN9qeo0isZ5lsDQhj2q06tk7paBmFnXbU52PTk8ZkMa\ngRByKFWvEptXSYRndo8XMzMzs1lKT5Olmpn147fkNKD/JekdjXWHk9Pk/jYiXgKQtLakpVvsp1r2\nfCm3lKR1WpR7E/BmckjI1L4qFhH3An8me4/sW19X9r0r2fPtD33tpwPnkklOPyxpl+ZKSfWeImcB\njwO7SFq3UXRf4G3AX+pJUQfoMWApSf/R7YYz8brNyarcKd8sMyABr88w9N0eHqcKBLZKrmtmZmY2\n1+g2WeoHgG2BX7Qaby9pGTK52jkRMbk3VTSz2YWk8X2s3jsipkjaF/gpcJ2k3wGPABsD65G9Nw6o\nbbMr8CVJFwP/IhvUbyeTor7EtDwRywNXSrqZ7HlwDxlU+RA5ZOOYiHimg1P4IpmM9ShJW5CJKN8K\nfIwcArh7h/tpKyKmSvoYcCFwiqQ9yV4iCwCrAqMpz+aIeFbSHuR0uxdL+l8yKeoHyJlaHgT2HEx9\nignAWsD5JQHrS8DfI+LcDrcf8us2J4uIiyWNI39/3liS/b5M3udPAffTYjakAZhA5vA6vuTOeZZM\nPHtsD/ZtZmZmNtvotrvtfmTX3cPbrH8I+CzwDuAzg6iXmc2edutj3b7A8xHxM0n/AvYHdgIWJAMX\nRwHfrU8fSk69Oj+wPjmDyn+QuRJOA34YEf8s5aaQCTVHkUMxliR7UtwKHFjK9ysi7pQ0EjgY2Kbs\n72ngfHJq0791sp8OjnNNmQ3lQHKIzPrk1MH/opEYNCLOlrQB8A1gSzKx5oPksJrDI+L+HlTpO2Qy\n0+2ADcihEyeRvVc6OZ+Zct3mcHuRgcA9ycDSY2Qvmm8A9wJ3DPYAEXGBpP2AzwNfIYdD3QU4EGJm\nZmZzFdVmoOy/sPRv4JKIaNvYkXQisFFEvL0H9TMzM5trSVoFuA04LSJmGEo1M8y/7Cqx7G6DCeBF\nyAAAIABJREFUnaTHzNqZssCuw12FzoydGXm5zcwGR9K1ETGyv3Ld9ghZhvxmqi/3M22WADMzM+tH\nGVr6cES8Vlu2INOGfw1bjpX3LL8I1xyx7XAd3mwu4ACDmdnM1m0g5HlgqX7KLEWOLzczM7PO7Esm\nxZ0EPEB+8TAaWAE4j8wTY2ZmZmY90G0gZDKwvaSvRsSzzZWSFga2L+XMzMysM38G1iCT4C5OznR0\nG3AMcHR0M47VzMzMzPrUbSBkHJm88M+S9oyIf1QrJK0B/IJMUjiud1U0MzObs0XEBHJWFzMzMzMb\nYl0FQiLidElbkzPCXC/pIXIGh+WBpQEBJ0XEqT2vqZmZmZmZmZnZIL2h2w0iYgw5td9N5BjmD5TX\nG4EvRMTuvaygmZmZmZmZmVmvdDs0BoCIGAeMKxntFwWejIjne1ozMzMzMzMzM7MeG1AgpFKCHw6A\nmJmZmZmZmdlsoauhMZI+IOlbkpZus36Zsn7N3lTPzMzMzMzMzKx3us0Rsh/wOeDhNusfAj4LfHUw\nlTIzMzMzMzMzGwrdBkLWAy6KiGi1siyfCGww2IqZmZmZmZmZmfVat4GQZYB7+ylzP7DswKpjZmZm\nZmZmZjZ0ug2EPA8s1U+ZpYCXBlYdMzMzMzMzM7Oh020gZDKwvaSFWq2UtDCwfSlnZmZmZmZmZjZL\n6TYQMo7s8fFnSe+tr5C0BnAhsGQpZ2ZmZmZmZmY2S3ljN4Uj4nRJWwOfAa6X9BBwH7A8sDQg4KSI\nOLXnNTUzMzMzMzMzG6SuAiEAETFG0hXAfwGrkwlUAf4JHBMRv+xh/czMzGwY3XDfU4w48E/DXQ2m\nLLDrcFfBzGZFY58a7hqY2Wyo26ExAETEuIh4D7AQsAKwUES810EQs75J2kXS9ZKekRSSji7Lp0ia\n0ig7ppQZM8hjjij7GT+Y/Zi10+r+7WCbseW+HDU0tZq99OrzbmZmZmb96zoQImljSd+QdCzwfWAM\nMLLXFTObmUoDJIb4GOsBJwNvBo4DDgPOH8pjDpQbZUNL0qhyfccOd12Giu+h6c0N77mZmZnZ7KLj\noTGSNiYbb++qFpXXKOtvAfaOiIt7WkOzOce25OfmMxFxRQfl/wBcCTwwpLUyG7zRw10BMzMzM7NO\ndRQIkbQTcGopfz8wCbiHbNStAIwCViVnk/lERPx+KCprNptbrrze30nhiHgK8MBXm+VFxB3DXQcz\nMzMzs071OzRG0nLAScArwF7AShHxqYg4KCIOjIhPASsCewIvA78u25jN1uq5Ncr/T5P0qKQXJV0j\n6UMd7mdMGXaze1n072oojqQR/W3XamiBpC0lXS7pOUmPSzpL0rtLXdvut5PzkDQJOLH8eGKtrn3W\nt7GPdSSdIelBSVMl3SPpF62eDZImlX2/sQy7u13SS2Wb70uar80x3i3phJKf4iVJD0u6VNJeLcqO\nlnR+uVYvSrpN0hGSFmlRtm2+i3Z5LcqySZKWlDRO0gOlTjdK2r1RdjxwUfnx0Mb1be53F0kXSXqi\n1PtmSQdLmr9F3ao6LCPpl5Luk/RqX0NTJL2rbHdyY/nKtTp9sLHuyLJ803bXrNt7SNJHJV0t6fny\nHp0mafl29W5su2XZ7383lm9aO+ZbG+t+V5a/rbG8+gzdU96/hySdIuldNEh6Z7mHrpH0SCl/V3n/\nV2iUHU+H73kpv0l5L5+R9LSkP0latc35LyjpIEmTlc+DZyX9VdIuLcq+PjxH0tplv4+3e1/MzMzM\n5lSd9AjZF1gQ2Cki/tCqQES8Bhwv6RHg98A+wAE9q6XZ8FoJuBq4E/gNsDiwM3C2pM0i4qK+NgYm\nk/lAPgKsAfwEeLKse7LdRu1I2hk4BXgJ+B05dGZ94K/A33twHuNLvbYHzi71r/Rb39LwP77U7xyy\n99gqwOeA7SStGxF3t9j0FOCDwHnA08A2wNeBtzAtiFQdY1vgf4H5yTwrpwKLktf36+QwvqrsnuXn\n58o2D5O92A4o9dkgIrp+H1pYFLgcmAqcASwAfBQ4QdJrEXFSKXdWed0NuJjsYVeZUqv3r4A9gHvJ\n5+qTwLrA4cBoSZtHxCuNOixODqd6tmzzGvBQuwpHxK2S7gM2bawa3fj/pbWfNwVeBPoa3jWezu+h\nvYEPk/fKxcA65H25hqQ1I+KlPo5DqdvUUs9vNupZP4fxAJJEvv9TIuLOqoCkrchrNi9wLvAvssfj\njsC2kjaJiOtq+9wR+CIZ4Lii1GF1pt3nIyPivlK2o/e8+BB53c4Dfg6sRn4W1pK0WkQ8WqvzosBE\n4H3AdcAJ5BccWwKnSFo9Ig6e8ZKxHnAQcFnZZslSfzMzM7O5QieBkK2Aq9oFQeoi4ixJVwFb40CI\nzTlGAWMj4rBqgaRTyAb415j2TW9LETEZmFy+cV0DODoipgykIpLeTDaOXgHWi4i/19YdQd+fu47O\nIyLGZ1uR7YGzImJ8F/V7J/ALsnG3ca0hSOlB8GcyELRDi83fDqweEY+X8t8kAzufkXRQRDxYli9J\nBk3eCGzazEtU/zZe0krAMWRgYO2IuKW27mdkL7cjgS90eo59WAP4FbBnRLxajvFj4B/k+3ISvP6c\nfJJsFE+KiLHNHZVeHHuQeWI+GREv1NaNBQ4FvkRey7r3kEGuPVoESdqZCHy6NJpvLMtGA4+SQZjR\nwNhy7MXIRvekiHix3Q67vIe2AtaKiBuqBeW+3KVs/7u+Kh8Rz5ffO+tLWqQMKavO4Xqyx+LrgRDg\nvcBSZLCjOt5iZDDteWCjiLiptm514Crgl8D7a4f+DfDjZqBG0hZkEONg8v7q6D2v+QiwZURMqO3z\ne8CB5D1xZK3s0eT7cUBEHFkrvwAZfPmGpDPKM6huC+CLEfGLPuphZmZmNsfqZNaYlej7m7+mK4AR\nA6qN2azpLuA79QURcQFwN7D2TK7L9mTPg5PrQZDiO/TdY2NmnMde5Dfq+9SDIOVYE8lv/bcrAZ2m\nA6ogSCn/HDnLzhuYfmaq3YCFgeNaJWeOiHtrP34KmA84th4EKb4JPEMGAWYYajIAzwNfrYIgpS43\nkb1EVm1zzu3sQwa79qgHQYrDgceAT7bYbiqwfxdBEICqwV3vBbIJGSD5C7COpIVqy99Q26YXjqkH\nQYrjy2un9+UEYB5gY3g9YDiSDLxdxIw9XKptKp8hP1eH1oMgACU4dDzwPkmr1Zbf16q3SkRcCNxI\n9soYiNPqQZBiXHl9/XpIWoK8v6+pB0FKHV4kg28Cdm1xjMn9BUEkfaEM+7nm1eedqsjMzMzmLJ30\nCJmX7rrMvkz+QWo2p5hcb9zW3EN2MZ+Z3ldeL2uuiIhnJU0me360MjPOo9rPxpLWarH+LeTz4Z3A\ntY1117SpG8BitWXrltfzOqhP9Q3+xOaKiHhC0vXARsC76XtYUSduj4inWyyvzmFRMvDSJ0kLkr1L\nHgX2LT0rml4iE1Q3TYmIhzur7uvqgZBjJP0nsHRZfg+wP9OGLFXDTWa4noPQ6fvel4lkr5XRZLBt\nY/L32wSyd9JHJa0aETfT+hyq+3YNtZ7e9p3ldVXgJnh9iM0nySnk1yh1rf/uG+hQk06vx1rleO2m\n5J23Vuemq/urRESMowRg5l92lSGdWtzMzMxsZuskEPIA2d26U6sDDw6sOmazpHa9LF6hs15VvVQl\n92yX96FtPghmznksUV6/1k+5hZoL2uTpqHo21BuYi5bX++hfdb3aTUFcLV+0zfpu9HV9ofMA8WLk\nN/lLkUNgutH1szci7pV0OzBK0jxM32PiQTK4PZoMhIwm87e0aqwPVKfve1+uJHPAVHUfTQYiLmNa\nDo7R5Tw3Am6qhloV1X37+X6OU79vf0Tm0HoAuIC8H6veO2PI3pQDMcP1iIhXSkCsfj2qOq9V/rUz\nw2cN/442MzOzuVwngZBLgF0lvbtF1/LplKz2W5Ld2c2s96oeB0u3Wd9u+cxS9aFfpE3viF6oGorL\nA80hFe3qsww5XKFp2UY5yASjLWeqoTcBk/5Udbk+It7fZ8kZDfSb+4nkzF9rkUGEu6spcSVdDWwm\naVmy58wfuxx6M+Qi4mVJlwFblnqOBv4aEc8Dt0m6F9iMTCj6Zmbs0VJd8zUi4h/9HU/SW4AvA/8E\n1o+IZxrrZ5ixZQhUdf5xRHy1y23dw8PMzMzmap18C3ws2cX2j/Xx0U0lCHIu+Y3VT3tTPTNruL68\nbthcUfI4rNmj41RDaLod5nZlef1gn6UGpzrG1h2Ura7XqOaKMuPGmuQMKDfXVj0BLC1p3uY2TJ+r\nZDDaXt+IeJYM2qwuafEeHa8/1fCYLckeE39prHsv8IlG2f4M9B4aqKpenwD+k+nrOZG8BzZvlK10\ne9++jfz9eWGLIMgKZX1Tr6/H1WTQbig/a2ZmZmZzpH4DIRFxLXAU+YfddZJOkfRZSVtI2rz8/1Sy\nwfE24EcR0ctu02Y2zdnkN8GflLRGY93B9K7HwmPldcUutzuWHErx4zKDzHQkzSdpsA23k8ieMXtJ\n2qjFMVao/fjbUp//kvSORtHDyaSrv20kvbya7C3XnLJ3DLDBIOte6e/6/ojslXJCCdhMR9Jikrrt\nLdKXi8heAnuTw4maQQSRs5ZUP3dioPfQQFX1OpCsb/McFiHP7zWmn74W4ESyp9GhkmZI0CrpDZJG\n1RZNKa8bluFEVbmFyMSqrXpb9vR6lFwwJwMjJR0iaYZjSnq7pJV7cTwzMzOzOUknQ2OIiAMkPUc2\ntD4B7NwoIvLbrsMp0yyaWe9FxNOS9iYb+FdI+h2Zo2B9MmHjxWSiyNcGeai/krOg7Ft6JVS5R/6n\nNj1pq/rdImkP4ATgRknnA7eRvcpWJL+9foQcYjEgEfGopF2BM4CLJJ1HTlG7MNlz4a3AyqXsFEn7\nkr3UrivX6xHyGq0H3MKMUw7/DxkEOU7SaDJR5RrkNf4j8KGB1r3mVjKnxCckTSVn7gngNxFxV0Sc\nIOkDZMP9DknV7D6Ll3PbiGy8f7EHdamu6T/I84Tpgx3VvfAW8tr1NxypuV1X99AgXA88TtbzWaZP\nCFoFRd5CzrIyXR6OiHhM0kfJ6YqvlDSB7JXzGnnfrkfm5FiglH9Q0mnk78PJki4kAy2bkz2MJjNj\n76w+3/MBnvP/A1YBvk3OfnQZeZ2XI5OkrkVOQ/zvAe7fzMzMbI7UUSAEICK+LekkYA/yW9FlyQDI\nA2RCuvER4T+2zIZYRJwi6QngEDIo+RKZy2c94Ael2KDyc5QZVXYik3XuDryprPot0+fTaLXtbyX9\nHdiPnG51CzKR5f1k8OL0wdStHONPkkaSQYzR5RhPkIGN7zXK/kzSv8jZT3YCFiSDG0cB323RKL5J\n0mbAd4HtyMSdl5LXd0d6EAiJiFcl7QAcAXyczFsh8ll6VynzpRLk+SKZ32JRsqF/d6n7bwdbj4YJ\nZCBkukSiETG1NLC3AC6KiI7ySwzmHhqIiHhN0iTyPbqknsekJIS9jZz9pWWPloiYIOm95H2yJRm0\nm0retxOBMxubfBa4k/wMfokMEp0DfKtF2Y7e8wGc89OSNga+QE6TuxMZrHkIuB34CjmFsJmZmZnV\nqMO/ac1sFle66N8JzB8Rywx3fcxszjBy5Mi45hqPeDUzM7NZn6RrI6LfvH4ze+pPMxskSYtKWrCx\nTOTQtRWB3w9LxczMzMzMzGYDHQ+NMbNZxrrA6SUvwRRgobJsTXLIx9hhq5mZmZmZmdkszoEQs9nP\nrWTSzg2AbcjP8b3AMWTOi4eHsW5mZmZmZmazNAdCzGYzJSnxJ4e7HmZmZmZmZrMj5wgxMzMzMzMz\ns7mGAyFmZmZmZmZmNtdwIMTMzMzMzMzM5hoOhJiZmZmZmZnZXMOBEDMzMzMzMzObazgQYmZmZmZm\nZmZzDQdCzMzMzMzMzGyu4UCImZmZmZmZmc01HAgxMzMzMzMzs7mGAyFmZmZmZmZmNtdwIMTMzMzM\nzMzM5hoOhJiZmZmZmZnZXOONw12BgZI0FjgU2CQiJnW57SrAkcB6wNLAUxGxaK/raGazL0kjge8B\n7wOWAP4eEWsOYD+jgIuAwyJibG35JGDjiFAv6ju3kBTAxRExqrF8GeD7wGhgWTLQv1hEPDnTKzlI\n7c5xuNxw31OMOPBPw10Ns7nClAV2He4qmA3M2KeGuwZmXZnleoRI+qakKP/eNQT7nwc4C9gG+CNw\nGHBEr48zK5L0J0mPS5ptA2BzG0mjymdhbAdlP1bK7jgTqtaRUp9Jw12PbklaGPgTsDZwGvmc+Pmw\nVmqYzEbPjfHAp4GLge+Q79mLw1mhdiRNkTRluOthZmZmNreapf6wlSTgs0AAAj4P7N+m+LFkA+Xu\nLg+zMrAacHxEfGGAVZ3tSHoz+U3p6RHxynDXx4bEDsALwAXDXZE5wNrAW4BvRsR3B7mvq4FVgUcH\nXauZbHZ5bkiaD9gc+EtEfHK469MDqwLPD3clzMzMzOZUs1qPkC3IQMVJwEPAbuUP3BlExKMRcUtE\ndPvH4nLl9f6BV3O2tA0wP/CH4a6I9V75nGwLXBgRzw13feYAPXtORMTz5Vk12wVCmH2eG8uQv8/m\niOd6uV+6DfKbmZmZWYdmtUDI58vr8cDJwJLkt9wzkDS2dLsf1VgekiZJWkbSLyXdJ+lVSWOqcdel\n6KG1IThjm/uUtKukqyQ9W+/CXPZzpqQ7Jb0g6WlJl0v6VJt6Tir7nFfStyTdIelFSbdI+nyt3Bcl\n3VD2ea+kwyS1fH8krSPpDEkPSpoq6R5Jv5C0XKvyxY7kN4zT9RaQ9G5JJ5Su2i9JeljSpZL2anHc\n0ZLOL93kX5R0m6QjJC0ylOctaUTZ1/hS37NKHZ6TdJmkLdpcp/klHSjpH5KeL+/VpZI+3qJs/Rgj\nJJ0m6dFS52skfajdhZW0i6SLJD1Ryt8s6WBJ87coW92fS0oaJ+mBct1vlLR7o+x4MrcETH+/znDf\nk9/aL0ytwSppaUk/kHRruVZPlv+Pl/S2Umarsr8T+riGj5Z/85dl80n6sqTryjk/X+6fsyVtVspU\nnzeAjRt1H9s4Rsf3cy/vqzbnO6LU+6Sy6MRavceUMu8s9/01kh4p799d5f1cocU+uxneNKZ+rBbr\nZxhqpA6eW6VcT54btXt4aeWz46Fyf10h6YOlzJskHVWuS3V/f6zF+Swi6WuSJpb3aWq5pudIWre/\n61X2MQW4q/y4W+39Gt+8Pi22HVEvW1s+viwfIWnPci+9WM51nFo888p2K0g6RtLtpfzjkq6WdEhZ\nP6rcXysBKzU+F+Nr+2k5pKxcr+8pP8cvKj9/F1Sfu0bZ1+87SWsqhzg9qfy8Xixp/U6ur5mZmdmc\naJYZGiNpaeDDwG0RcYWkp4GvAl8ATu9yd4sDVwLPAr8HXiN7mBwGjAB2IwMik0r5SY3t9yO7WZ9L\nNkTrf/QeB9wEXAI8QCZR3Ab4jaR3RcQhbep0GrAO8H/Ay8BHgXGSXgbeW+r0R2ACeR2+RTZAvl/f\nibKxfDzwEnAOcA+wCvA5YDtJ6za/SVQ2YLcGzo+IF2rLtwX+l/zG93zgVGBRYA3g6+Vcq7J7lp+f\nK9s8DIwCDijH3aBNUsKenHexMvBX4J/AL8iEiDsD50naNSJev0+UPSQuADYGbgF+CixYjn+6pDUj\n4hstjrESOZThTuA35L20M3C2pM0i4qJ6YUm/AvYA7iXvtSeBdYHDgdGSNm8xpGBR4HJgKnAGsECp\n1wmSXouIqhF+Vnlt3q8AUxr73AF4hbxnkbRgOcbbgT+X5Srnt3057p3lGt0B7CzpKxHRzHS1E3mP\n/zAiXirLxgO7kO/Dr8nhOMsBGwJbAX8BJpOft0PJRur42j5fP4+B3M9FL++ruidLvdcs1+nsci7U\nXncEvkg+G64g38fVa3UeGRH39XOcodD2udXL50ZR3cPPkM+NxYFPABdIWo/8fC5OvgfzkvfL6ZLu\niYgra/tZFfhv8nn6J+AJYEXyPdta0nYRcX4/5300+VzfB/g70z43k9tt0IUjgS3Ja3ohsAkZsH8H\nsGm9oDK57gXkeV9CPg8WJIdijiWfCVPI+2vfWt0rfdZXUnXNVwP+VrZdEvg4cKGkvSLiFy02HUk+\nz/8K/JK8vjsBE8pz8Na+L4GZmZnZnGeWCYQAu5N/MI8HiIh/SroO2ETSOyLiX13s6z1kI3aPRiP0\nvPKt4G7ApPoMDg2bAutFxPUt1v1nRNxRX1Aa3ecBB0r6eZtG0Ipl2yfLNj8kG+g/Jhtf7622U35z\n/C9gf0k/rM5B0jvJBsYUcraJ148jaVOywfsTZuxFsxnwZqbvLbAkcAp5D2waERfXN1Dtm21JKwHH\nkIGltSPiltq6nwF7kQ2GVjlXBn3eNRsBP4iIr9WOfyz5B/7PJZ0XEU+XVfuRQZDzgA/XruFhZKDj\nIEl/jIgrGscYBYyNiMNqxziFDBR9jWk9NFB+a78HeV0/2QgyjSWDAF8i35O6NYBfAXtGxKul/I+B\nf5CBpZMAIuIsSU/Sz/2q7OnwYXKWicfL4tFkEOToiPhKo/x8ZPCLiAhJPweOIhNNHtvYffWejivb\nLkI2eK8F1qnqX9v3EmW/k4HJkg4FprSq+yDuZ+jtffW6sr+x5b3dHjgrIsY3iv0G+HEtMFTVeQvy\nfjuY/EzMbC2fW718btSsUfa5d0S8Vvb1ZzIwdhHZYB8VES+Wdb8hgwMHNI5zM7Bcc9hQef5cTb6f\nfQZCIuJoSSPIQMjkPp7rA7Eu8J4qSKRMGDuR/L20dkRcXZbPRwaIFyefBac0zuetpa5TmHZ/0WVd\nv08GQcYBX4yIKPv+PnANcIykC8ox6rYFdq/fxyWw/XPymu3dRR3MzMzM5gizxNAYSSK/mXyN/EO6\nMp78FvtzXe5yKrD/IJL7jWsTBKEZBCnLppI9Dt5INkBbObDeYyIi7gQuI79ZPbzeOCnlziW/7Vu+\nto+9yGDRPs1gS0RMJL/p3U6Z4LBuB/Jb8z/Wlu1GDqU4rhkEKfu7t/bjp4D5gGPrQZDim+S3wp9W\ni6EgPTrvylPAtxv1vIYcRrUo0zew9iCT7n61fh9ExMPkN7PQ+r66i5xxon6MC8ikvGs3yu5D9sLY\no8U35ocDjwGtEjc+X+r1ehAhIm4iG4+rtnj/+rM+OQ10qwZrs15ExNSIeKa26ERydo096+WUszZt\nDFwUEbdVm5OfyZfIz2tz3491Ue+B3s/Q2/uqKxFxXzMIUpZfCNxI9iAYDu2eW718blSeB75WBUGK\nU8jPw2LlWK/P2BIRl5KBmOmmH46Ip1rlTinPnzOAd0tascXxZ5Zv13vKlGfJieXH+vNgO7JXyjnN\nIEjZ7p7BVELSvORz+FngoCoIUvZ9Oxmong/4TIvNL28RzDuBfK+azzQzMzOzucKs0iNkU/Lb6wsa\nf6ifAvwAGCPpkIh4ucP9TSkN3oG6ut2K8kf5AWTAY0XgPxpF2jW0rmmxrErsd22LddV1WIFp49/X\nK68bS1qrxTZvAeYB3lntUzld8IfJHgX1oSvV+Pvz2tS37v3ldWJzRUQ8Iel6srfGu8mu6XW9OO/K\ndY0GfGUSGdh5H3BSadC9A7ivReCmfh7va7FucrOXQ3EP065/NfRkDXImkH0zljeDl8iu/02313qu\nNI8B2ZhvdZ7t7EgGKM6qLbuYvJYHSno/OYTkclqcX0Q8Jul3wGckrV/rJVP1Bvl5rezTks4lG36T\nJZ0JXApcFd0nLu76fq7p5X3VlRK4/SQwhrwHFiv1rEwdzP4Hod1zq5fPjcptzc9iRLwq6SHgTSUw\n1XQfOZxpOpI2IIOK65W6NBNkL0/3s4P1Sqv7rPqcLlZb1s3zdCDeTQ6zubzW66tuItkTqdUzbYZz\niIiXy3u1WIvyAEj6AuUZMM/CSw2kzmZmZmazrFklEFI1uMbXF5YG2rnkeOYqr0EnHhxkfVpur0ww\neTX5x+Ol5Jjxp4BXmZZ7pFWvCGLG3AuQ38hR9tFu3by1ZUuU16/Rt4Vq/98QWIocr163aHntJJdB\nlWvggTbrq+WLNlf06LwrD7U5fvV+LdJ47bq+5LCKVl5h+h5Ui5E9I5Yih8B0o69jwPSN6k58BLi6\n0QviaWWyycPIBm3VS+HRMpzpO43A4s/Ib5P3BK4ovXt2I3PB1AMskDlTDgB2LfsHeFHSGWRPrHbv\nU9NA7meg5/dVt35E5nh4gMwJcR/Tet6MIfOwDId2z71ePjcqra4x5HXua910v3Mk7UA+118kh+jc\nQeYheo0cprYxbZ6pM0mrz2qrz2k3z9OBGKpnWttnTUSMowyJm3/ZVaJdOTMzM7PZ0bAHQiQtRTbk\nAE6VdGqbol+g80DIYP9oa7f9V8lGxe7NrsaSdiEbjkOpamAs0qZHQSs7kOdzdmN59cfx8sANHR53\nGbLrf9OyjXJDZek2y5dpHP+pxvKmXtS32vb6iHh/nyWHkKQ1ySSyMyRJLMMLPlt6MKxG9rz6Epk4\n9A3AIbWyV5WcPB+XtC+ZJHMJ4Ptl6Fd9vy+QyR/HltwHG5EBgE+RAcEPdlj9gdzPw0rSW4Avk4li\n12/2iijPgcGohprM8GwuyTL70u651cvnRq8dTvagGRkRN9dXSPoFGQgZrLbXlNaBg4GoP0+Hwsx4\nppmZmZnNNWaFHCG7kV2hryUTSLb69wiwmaSVh6uSxTvK65kt1vXiD/b+VLMtdNrQhAwyXRkRzW8S\nq31t3cE+qrwDo5orSuNsTfIb3Zub63vs/W3yRVT1uh6gNE7vAJaXtEqL8puU1+sGWpGIeJYMCq0u\nafGB7qcD1TCWdt/cVnlRWuUHATIhakTcGBH/Q84qAtOCj3XHkTPYfIYMPAY500hbEXFPRJxM9ji5\nHdiwSphavNZH3QdyPw+3t5HPzQtbBEFWKOsH44ny+tYW60YOcJ+9fG702juAm1oEQd5A9krphaG4\npk3dPE8hP9fd9Py6lczLsqakVsNZBv1MMzMzM5ubzAqBkCph5d4R8blW//5/e/ceb+mBIrVlAAAe\nCklEQVRc93/89UYoNIxRRJmSu6JSImYcmnFIOTQpp3RwqH4ppLv8ijvuRkmYkqTjLanwoJ/uSBE1\nYwyG5DCkMjlNCA2GQcyMmT6/Pz7fZa+5Zu2919p77b32zHo/H4/1uGZdx+91fa9rzf5+ru+BfNs9\nkE5T221OmU6onylpN4YnbWeSnRd+s4wEsRRJq0raoe7728hq+o0KyT8BngI+KWnHBvvaqO7rueW4\nR0p6bWXVr5Cdrp7bqAPJNhtF1mZ4gXLIyg+Sb0Lrz/Ns8p6ZUvo7qK0/hp6aEGcPMj2nkUG8sxu9\nrZe0TumfYzBqnY/21mHk+8iC5N/qZ0p6YxlJo6pWq6ZRfx7nk9fx82Rg73fVzoElrSdpmX4egDXI\nEUYWs3QfGY/TuAAKLd7PI8ScMt2+cl+tSQaNBlvL7iYyeHRg6Yemtv/R5MhMA9HO3412mwNsKukV\ndccX2dxsszYdo9Z3yiFl1JfacV5J5fdkEC4lz+U9jWoFSarWFHkcWE9StY+phkqtrPPI5ktLdRgt\naROyltLz5IhGZmZmZtaPjjaNUQ5l+zrgT7VhCHvxI3J0kkMkfWkQo8EM1nfJYX7/X+kk8h/AG4F3\nAT8n+04YMhFxp6RDyQL8nyX9Fvgb2e/Bq8g3vo+SHetBH7UFIuIxSQeSzY2uknQ5OXzrS4E3k4XX\nV5d155TmEt8Bbikdaz5KFpbHkcOWfqH9Z7yMGcDHSkH8OrI6+P5kQO8TlWr/Xyffzk4CbpN0GdnZ\n4L5kh4ynRsS1g0lMRJxdCo2fAu6RVBtdZjR57XYkR5g4bBCHmU3eZwdIWlT2H2SB50Xk/Xdig+12\nAU6TNJPMn7lkR6GTyIL2lAbn86ykn5CFKmjQ3Ias+n+DpL+Sb58fIO+ZPclq+2dUakpMLWm/lKz1\ntRiYEREzBnA/d1xEPCLpAnII4VmSriQDdLuStaJmURkZpcX9PyzpPHIo41mSfkNe393J+79RZ5j9\n7bNtvxtD4JtkZ7y3lt/U54HtyCBIrVPeQSnNvmaQz+ONkqaRAcG9yD5eegvUtXKMRZL2JfuNOl85\nPO0NZA2rN5Cda9f/fzsV2Br4bUnbQuC2iLi0j8McQ+bVEaXT26vIkZD2I4OQR0TEfYM9FzMzM7Nu\n0Ok+Qj5epmf1tVIpiP+eLGzsxfD8gd4oHbdLmkgWPHcnr99t5Fv5JxniQEhJw7mSbgM+R1aHfifZ\nueBDZFDjwrrV9yaDTHf3sq/flBoVtVFw3klWI78T+Fpl3e9Kuhs4muy89iVkIXgKcFIvI0u0231k\nUOHkMl2NLIx/uQxxW5/eRZJ2Jft1ORA4kiyE3wZ8JiJ664umJRFxeAkiHUYGH9YG5pEBiylkbZrB\n7H9J6VDyZHoKPCKHiq2NANLoebgCOJ0s/E0iC9MPkx1SnlY3MkzV2WQg5GFyWNWqOeTb+gnk/TeG\nPN/ZZEHtgsr6R5GBm53JZ2YlsoPVGeX8WrmfR4qPAveSz/vhZBDhV2TtgkbN5lr1cbJj4A+U/d9P\nDo86hbwHWtbO3412iogfSFpIdj57ENnp7DVkwPn9tCEQUkwir98k8rfgLrLm05UM8JpWRcRNpc+e\nY8gg7Hhy9Ke7WbZD5RPJ34q9yMDPymQtvV4DIRExT9I44Fjy/5zPktfrRmBKGb7ZzMzMzJqgCHcG\nvyIqVeBnk0GCVkc1GVFKE4/7gJ9ExMEdTcwIUmp7bBgRbRulRNLBZC2WEyPi+H5WtxXMivS7Ye2z\n2gabxgYHnd7pZJh1hTmrH9jpJJgNzGT3120jg6SbI6LffuA6XSPEhs5wVm+3YSZpA2BbsqZAu/a5\nCvmWeTGNm8XYis+/G7aMN204iptO3qPTyTDrEi5MmpkNBwdCVlARcQpwSqfTYUOjjObRls6OJW1P\n9vcyAXgTcGYZete6jH83zMzMzKwbOBBiZruQfRjMI0c++Xxnk2NmZmZmZjZ0HAixES8i5pAdhNoQ\niIjJwOQOJ8PMzMzMzGxYtKVqvZmZmZmZmZnZ8sCBEDMzMzMzMzPrGg6EmJmZmZmZmVnXcCDEzMzM\nzMzMzLqGAyFmZmZmZmZm1jUcCDEzMzMzMzOzruFAiJmZmZmZmZl1DQdCzMzMzMzMzKxrOBBiZmZm\nZmZmZl3DgRAzMzMzMzMz6xoOhJiZmZmZmZlZ13AgxMzMzMzMzMy6xiqdToCZmZmNXH/6x3zGHvOb\nTifDzMxWYHNWP7DTSbChNHl+p1OwDNcIsa4m6QOSbpX0tKSQdHqZP0fSnMq6B5d1Dh7kMceW/Zwz\nmP2MBK1cp0brtniskDR9oNuPRJKmS4oWt2nLfbgiGey9ZWZmZmbdxYEQG5FKQa+lAuIAjjEOOA9Y\nC/gecALw26E85kC58Ns9JE0oeT15RTrW8kbSdyQtkbReh46/wgRMzczMzEYaN42xbrYHIOAjETGz\nifV/CdwAPDykqVpx7TzI7d8APNuOhIwgHwFe0ulErAAGe28tRZKAScC1EfFoO/dtZmZmZp3nQIh1\ns1eU6UPNrBwR84GR18BtORER9wxy+zvblZaRIiLu73QaVgSDvbcaeDuwIfD1Nu/XzMzMzEYAN42x\n5UZ9VfHy7wskPSZpgaSbJO3Z5H4OLs1uDimz7qs1xZE0tr/tGjVPkbSbpOsk/UvSPEkXS3p9SWuv\n+23mPEq/GD8uX39cl9Y+01vZx9slXSjpH5IWSnpY0pWS9muw7n6SZkiaL+k5SX+SdKyk1Zo5Vh9p\naNSfyKqSPi3pFklPSHq2rHeJpF0q6zbsI0TSKElfkzS7XMMnJF1R3b6s+0JTEElvkfQbSU+W414t\naXyT57KmpEWSrqvMf3FJQ0j6cGXZp8r8Q+vmLdVHSGkGcVX5+qVKXk9okI6JZR9PS3qqnM8bmjyH\npo+l7EvnqnJtF0j6q6TjGt0TtXyStL6ks8o9t6T23NQ9E6+RdKSk28t9Nr0sX1XSEZIuk/T3cr/O\nk/R7Se/u5Vz67KtmANfpfWV6cdnX9SUda1SOMaMc40eV+ZuV+T+tm/cKSf+t/J14pNw/D0k6v5oW\nZVOl+8rXgyp5c3Bl3d3KtXqspPEeSVMkrd3bdZL0UkmnlX8/LzeNMjMzsy7jGiG2PNoYuBG4F/gZ\nMBrYH7hE0i4RcVVfGwOzyP5A3gtsAXwLeLIse7K3jXojaX/gfGAh8HOy6cx44HrgtjacxzklXZOA\nS0r6a/pNr6SPk32gLAF+BdwFvAzYCvhUSXNt3ZOAY4HHyjk9A7wbOAnYTdKuEfF8f8dswTnAB4A7\ngJ8Cz5E1dbYH3gX8vq+NS2HvOmAz4I/A6cAYYD/gSkmfjIgfNNh0K+DzZB6dBbwKeD8wVdJbImJ2\nX8eNiGck3QhsI2mtiHi6LNoOqAUHdibztWanMp3ax64vLtODgKuB6XXL5lTW3ZO8Jy4Hvk9eg92B\nrSVtFhGP9XUOzR6rFPIPBR4E/pe857YFvgLsXO6JxZV9jyabkT1Ttvk38M/KOt8CdgB+A1xG3p+1\nbb8FzAR+BzwKbADsBVwm6eMRcVY/51ZvINdpb+CWiKhdh6nlnHeg9CMk6SXANmV5tWlOo7zeETiG\nDD79grw2mwL7AO+RtF1E1H4vpgNrA0eRvyEX1+3nhedf0n+Tv2XzgF8Dc4E3A0cDu0saFxFPVdK2\nKjCNvM5XAk/RE3QxMzMz6woOhNjyaAIwOSJOqM2QdD5ZQPm/9LzlbigiZgGzlLUptgBOryvwtETS\nWmThajEwrq4gg6STgS8M9jwi4hxJkIW5iyPinBbStxnwXbKws0NE/LmyfKO6f48jgyAPAG+PiEfK\n/GPJ/lH2LOk6qdnj95O2UcABwM3ANhGxpLJ83SZ2cwpZsP0hcFhERNn2FOAm4AxJVzTI3z2AQ+qv\npaRPkHl5FBkg6s80MvCxI1mYhywQLwFmUFc4lrQSmd/3RsTfe9thRFws6UkyODE9Iib3cfz3ArtF\nxAuFbUlfIwvbhwKn9pX4Zo5Vah8cSub/ByPiubplk4EvAYeTgYt6byKDQIc2CJLUbAm8NSKqhfAn\ngI0j4sFKWkaRQa9TJZ1Xn5Z+tHSdJG1OBiiOr5s9Dfgimae1DpV3IIMKvwN2lbRJXROdneu2q9/H\ny+uCZrXjbVHO62Qy6EhETC81XI4CZvWSNxPJIMj1wO4R8WTdsoPJWmQnAP9Z2XQD4C/AOyLiX9X9\nmpmZmXUDN42x5dHfgRPrZ0TEFcD9ZNv+4TSJfHN7Xn0QpDiRvmtsDMd5fJIMeH6lGgQpx6svbNaa\nbJxYC4KUdRYDnyPf6n+sTekCCLKz2oVl39W0Pd7XxpJeBHyIfLN+bC0IUra9CziDLKh+pMHm1zUI\nKJ1NBrSavfa1gnV9bYCdycDOL4CNJP1Hmf8WYF36rg3SqgvqC/fFD8u0XffPUeQ1ObRB4OErwOPA\nBxtstwg4uo8gCMCpDYIgRMTCahCkzJ9P5tE6wNZNph9av057l+kv6+bNBBawbF4vJoNBte/1Qa+7\nIuKBuvTPrQZByvzbyCDJxHJPN+vTZfrx+iBI2ec5ZM2RRnkD8Ln+giCS/o+yqd5NS55110hmZma2\nYnGNEFsezarWHigeAMYNc1reWqbXVheU5hOzyEJRI8NxHtuW6eVNrLtlmU6rLoiIv0l6EHi1pLWr\nBa+BiIinJF1KNnmYJekXwDXAHyKimdFhXk+OuHJdRMxrsHwacBw9eVTvpgbpeV7SP8mCdjOuJ5vy\n1ArAo8hreCo913Bn4G/0NJVY5toOwjLnQN470Pw59Ko0/diCbCb1mVIrqWohOZpP1ZyImNvPIW7s\n49ibk7WPdiRrMKxeWWXDfvZdr9Xr9D4yiPFC4DAiFkiaSQYr1i1Bup2AP0bE9eW+2ZkMsGxJBkcv\nbHBeewCHkU2zxrDs/8FjaH5UqnHA88C+kvZtsHxVYL269NYsAG7vb+cR8UNKwGi1DTYd0qHMzczM\nzIabAyG2POqtEL6Y4a/lNKpMq/0f0M98GJ7zqHWY+I8m1q2dS28FsYfJvjRGMYC+VHqxP9l86ECy\nGj/AAkkXkTUK+rp+zaQXeq5Bvb6u/cp9HPMFEbFI0rXALpJeRhZMVwamRsRfJT1EFo6/V6ZBewMh\ny5xDRCwuAYumzqEf65A1dtajp9ZDsx7pf5XG60jalrxOq5A1aH5FNu36N1mzZhI9/bA0o+nrJGlj\nMnB2SoP9TCWDHxMlTS3r1ZqJTSObx4ieWiNL1UKR9GmyCdETZHOa+8nhoIOe/opaOa91yWvUX96s\nSdbcqZlbX3vKzMzMrBs5EGI2OLWOCF/ey/Le5g+XWiFwQ6C/4Wdr9d/XBxoNR7pBZb1BK80tJgOT\nJb2SrAFwMNnkZSzZD0Nv6tPbSNvT28A0YFeygDyerCFRG0nmKuDdypFVdgD+3EQtiZGkdt1ujYgt\n+1xzWc0UtHtb5zjgxcDEiJhev6D0VzOpxbS0olGzmJpaEGsXMiizEj3Bjmlkp79b0BP0eqGvIkmr\nkIG+R4AtI2Kp4F3pn6dV84GVImJ0i9s5CGJmZmZdz32EmA3OrWW6fXWBpDXJN9jtUGtC0+qb/hvK\ntOGwoxW1c5lQXSDptcBGwH3taBbTSEQ8EBHnAbuRI9ts30+HqbPJN+pvkdSoicPEMr2lvSldSn0/\nITuRzXQW1C0bTfbTsgbN9w8y0LweiF6PFRHPAH8GNpfUamF7MF4LzKsGQYp3DPGx9wYeonGznT+S\ngc9aXj9HNo+CnrzdnexA9/bKaDRjyJpJMxsEQdakp1lavf7ugxuAdUozIjMzMzNrgQMhZoNzCflm\n9oNl9Id6x9G4WcZA1Kq2v6rF7b5HNvc4vowgs5T6UWPIjigBjpO0Xt06KwNfJ38vftTi8XslaT1J\n2zRYtAawVkn3ot62j4hFwHlk1f8vV/a9CdmZ5PMsPYRtu91Mz9DGm7N0sKP272PLtNlmMQPN64Ho\n71inkX1NnF2GKl6KpHUktVpbpD9zgNGS3lw51kfJINmQKPf8duTITMvUmij9+cwgAzX7AtdGxMKy\n7L6S7qPIfmuqeT2XDNq9rQQ+asd8EdlcZkyDJD1B1t7oLW++Wab/I+kVDc5njdLMyMzMzMwq3DTG\nbBBKh5+fAs4FZkr6Odk3xXiymvzV5FvsZUZFadH1ZEHqM+XtfK3vjG+X0TR6S99fSvq+D9wq6RKy\ntsW6ZIeNT1NqTkTETEmnAp8H7ij9dPyLrE3yRrJD2CmDPI96GwI3SPorWWvjAeCl5DC96wNnNBpl\no+IYstnJEZK2JpsjjAH2I4MpRzQamaRdIuLfkq6mp7nG1Lpl90u6B9iEfLt/dZO7nU326XKApEVk\nXxIB/KyvoXcHqM9jRcTZkt5GDid8j6TaqEajgVeTTZl+THYA2i6nkwGPa8vzNJ+8V7cHLgL2aeOx\n6k0ia1/8bx/rTCXvz5exbA2fqcBH6/79gnKfnEHer38qz+Gq5LM3mrxvJ1a2eUbSH4AdJJ1Hdrq7\nBPhVRNweEVMlHQN8DbhL0mXAfWRgcGPyd+da4F3NXwIzMzOz7uBAiNkgRcT5kp4Ajic7/1xIvjke\nR9akgJ6+RAZ6jCckvZ/sGPEQstYEZACmzz4wIuJ/JN0BHE02e3kvORLI7cBZlXW/IOlW4Ahy2NkX\nkf2FHAd8o9TCaJc55PlMIAuBY4B5ZOH8GOCC/nYQEfNK/wrHkqN9fJZssnAjMCUirmxjenszlSxE\nP8WyI5RMJQMhN/cVsKoXEUsk7Q2cTE9AR2Shtq2BkGaOFRGHS7qcDHbsQtZymkcGRKaQ92A70/Rb\nSXuR99z+ZOH/RvIeeQ1DFwjZm6yF0VfAqj7AUa31UQuELCaf/6rjgUfJIag/QT63vyPP84QG6wN8\nmKz58S6yDxIBD1JGfYmIUyRdR9Z+2p68D+eTwa0fAuf3cS5mZmZmXUvuPN5saJQmJfcCq0VEbx16\nmlmHSVqLDFJcGBEHdTo9I81qG2waGxx0eqeTYWZmK7A5qx/Y6STYUJo8lGMXLE3SzRGxVX/ruUaI\n2SCVvhMWRcSzdfNEvul9FdlPh5mNXLuTQ9c2Gi2m671pw1HcdPIenU6GmZmt0IavoGwGDoSYtcO2\nwIWSriSbe6xZ5r2F7PdicsdSZmb9iogLgQs7nQ4zMzMzGx4OhJgN3mzg1+SIE7uTz9WDwBnASREx\nt4NpMzMzMzMzszoOhJgNUhmV5IOdToeZmZmZmZn1b6VOJ8DMzMzMzMzMbLg4EGJmZmZmZmZmXcOB\nEDMzMzMzMzPrGg6EmJmZmZmZmVnXUER0Og1mZmY2Qkl6mhwdy1ZcY4DHOp0IG3LO5xWf87g7OJ/7\ntnFErNffSh41xszMzPoyOyK26nQibOhIusl5vOJzPq/4nMfdwfncHm4aY2ZmZmZmZmZdw4EQMzMz\nMzMzM+saDoSYmZlZX37Y6QTYkHMedwfn84rPedwdnM9t4M5SzczMzMzMzKxruEaImZmZmZmZmXUN\nB0LMzMzMzMzMrGs4EGJmZmZLkbSRpLMlPSRpoaQ5kk6XtE6n02bLKvkTvXwe6WWb8ZIukzRP0rOS\nbpf0GUkr93GcPSVNlzRf0jOS/iDpoKE7s+4iaR9J35Z0jaSnSv6d2882w5KPkg6SdGNZf37Zfs+B\nnms3ayWfJY3t49kOSRf0cZyW8kzSyuXeuV3Sc+WeukzS+HacdzeRtK6kj0n6paS7y/WcL+laSR+V\n1LAM7ud5eLmPEDMzM3uBpE2AmcDLgEuAO4G3AxOB2cB2EfF451JoVZLmAGsDpzdY/ExEfL2y/iTg\nF8AC4EJgHrAX8DrgoojYt8ExjgC+DTxetlkE7ANsBHwjIo5u1/l0K0mzgC2AZ4AHgdcD50XEh3pZ\nf1jyUdLXgc+VNF0ErAocAIwGjoyIMwd+1t2nlXyWNBa4D7gNuLjB7u6IiIsabNdSnkkS8HPyXpgN\nXFrW3R9YHXh/RFzS+tl2J0mHAd8DHgauAu4HXg68DxhFPrf7Rl1B3M9zB0SEP/74448//vjjDxEB\ncAUQ5B9E9fNPK/O/3+k0+rNMns0B5jS57kuBucBCYKu6+auTAbAADqhsM5b84/xxYGzd/HWAu8s2\n4zp9HZb3Dxls3BQQMKFc13M7mY/A+DL/bmCdyr4eL/sbO5jz7rZPi/k8tiw/p4X9t5xnwAfKNtcB\nq9fN37rcY3OBtTp97ZaXD7ATGcRYqTJ/fTIoEmRwqTbfz3MHPm4aY2ZmZgBIeg3wTrJg/Z3K4i8B\n/wI+LGmNYU6atc8+wHrABRFxU21mRCwAjitfP1nZ5lBgNeDMiJhTt80TwEnl62FDleBuERFXRcRd\nUUom/RiufKx9/2pZr7bNHPI3YjXgkCbSa0WL+TwQA8mz2r1yXLmHatv8kaxpsB55z1kTImJaRFwa\nEf+uzH8E+H75OqFukZ/nDnAgxMzMzGp2KtMrG/wB9zT5tvAlwLbDnTDr12qSPiTpvyQdJWliL+3K\na3n82wbLZgDPAuMlrdbkNpdX1rHhMVz56LwfGV4h6RPl+f6EpDf3sW5LeVbukfHkPXNNM9vYoDxf\npovr5vl57gAHQszMzKzmdWX6t16W31Wm/zEMabHWrA/8DPgq2VfINOAuSe+orNdrHkfEYrI/glWA\n1zS5zcNkTaGNJL1kMCdgLRnyfCw1vzYk+5l5uEEa/HswfHYlaxJ8tUxvk3SVpFfVrzTAPHstsDJw\nb7l3mtnGBkDSKsBHytf6YISf5w5wIMTMzMxqRpXp/F6W1+avPQxpseb9GNiZDIasAbwJ+AHZ7vty\nSVvUrTuQPG52m1G9LLf2G4589O9B5z0LfAV4G9n3wzrAO8gOOCcAUytNFYfyvnA+D97JwBuByyLi\nirr5fp47wIEQMzMza5bK1EPOjSARcUJpk/7PiHg2Iu6IiMPIDm5fDExuYXcDyWPfFyPPcOaj832I\nRMTciPjviLglIp4snxlkX05/IGtzfGwgu25hXT/fbSDp0+RoLXcCH2518zL189xGDoSYmZlZTX9v\n9l9aWc9GtlqnfDvWzRtIHje7zVMtpc4GYzjysb/1+3vDbEOkNJc4q3xt5flulGf+3R9ikg4HvgX8\nBZgYEfMqq/h57gAHQszMzKxmdpn21kZ40zLtrQ8RG1nmlml91fle87i0X3812YnfvU1us0HZ/4MR\n8exgE2xNG/J8jIh/Af8A1izLq/x70FmPlukLz/cA8+xuYAnwmnLvNLONNUnSZ4AzgTvIIMgjDVbz\n89wBDoSYmZlZzVVl+k5JS/2NIGktYDvgOeCG4U6YDci4Mq3/43lamb6rwfo7kqMCzYyIhU1u8+7K\nOjY8hisfnfcjV230rnsr81vKs3KPzCTvmR2a2caaI+kLwDeBWWQQZG4vq/p57gAHQszMzAyAiLgH\nuJLsZPPwyuITyDdMPy1vlmwEkLS5pNEN5m9MvoUEOLdu0UXAY8ABkraqW3914MTy9XuV3f0YWAgc\nIWls3TbrAP9Vvn4fG07DlY+1718s69W2GUv+Riws+7UhIGkbSas2mL8T8J/l67mVxQPJs9q9cmK5\nh2rbbA3sT9Y++cXAzqI7STqe7Bz1ZmDniHisj9X9PHeAIrqmPxQzMzPrh6RNyLeDLwMuAf4KbANM\nJKvMjo+IxzuXQqsnaTJwDFmb5z7gaWATYA9gdeAyYO+IWFS3zXvJP7wXABcA84D3kMMxXgTsF5U/\nECUdCZwBPA5cCCwC9gE2Ar4REUcP2Ul2iZIv7y1f1wd2I9/2X1PmPVZ/nYcrHyV9A/gs8GDZ76pk\n4Xhd4MiIOLO6jfWulXyWNB3YHJhOXn+ANwM7lX8fHxG1gnL9MVrKM0kCfk7eC3cCl5Z19yd/R94f\nEZcM4rS7iqSDgHPIJkffpnG/G3Mi4py6bfw8DzMHQszMzGwpkl4JfJmsPrsu8DBwMXBCg07erIMk\nvQM4DHgrPcPnPklWxf4Z8LPqH89lu+2AL5LNZ1Yn+wk4GzgjIpb0cqy9gKOBLclaxX8BzoyIn7T5\ntLpSCWp9qY9V/h4RYyvbDEs+loLdEcBmwL+BW4ApEfHrZs7NerSSz5I+CuxNDrk6BngR8E/gejLP\nrultJ63mWemL4kjgUHI0mgXlOCdGxMzmz9CayGOAqyNiQmU7P8/DyIEQMzMzMzMzM+sa7iPEzMzM\nzMzMzLqGAyFmZmZmZmZm1jUcCDEzMzMzMzOzruFAiJmZmZmZmZl1DQdCzMzMzMzMzKxrOBBiZmZm\nZmZmZl3DgRAzMzMzMzMz6xoOhJiZmZmZmZlZ13AgxMzMzMzMzMy6hgMhZmZmZmZmZtY1/j+2N1zC\n8U2fYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a660a3c8>"
      ]
     },
     "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": {},
   "source": [
    "# Which phase of flight is more destructive for the airplane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>damage</th>\n",
       "      <th></th>\n",
       "      <th>DEST</th>\n",
       "      <th>MINR</th>\n",
       "      <th>NONE</th>\n",
       "      <th>SUBS</th>\n",
       "      <th>UNK</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>58</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous/other</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 18,
     "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": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABEIAAAFyCAYAAADxgH9zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3a65b4828>"
      ]
     },
     "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": {},
   "source": [
    "# Influence of fire in an accident"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ev_id</th>\n",
       "      <th>inj_tot_f</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acft_fire</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRD</th>\n",
       "      <td>93</td>\n",
       "      <td>37.512821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFLT</th>\n",
       "      <td>18</td>\n",
       "      <td>47.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONE</th>\n",
       "      <td>910</td>\n",
       "      <td>6.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNK</th>\n",
       "      <td>25</td>\n",
       "      <td>66.714286</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot_events_and_mean_injuries_by_factor('acft_fire')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>inj_tot_f</th>\n",
       "      <th>inj_tot_s</th>\n",
       "      <th>inj_tot_m</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ev_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 22,
     "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()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}