plot_TE_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ThemeRegistry.enable('opaque')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import altair as alt\n",
    "\n",
    "alt.themes.enable('opaque')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "position = 'TE'\n",
    "week = '1'\n",
    "PATH = 'data/week' + week + '/' + position + '/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>Games</th>\n",
       "      <th>Targets</th>\n",
       "      <th>Receptions</th>\n",
       "      <th>ReceivingYards</th>\n",
       "      <th>ReceivingTD</th>\n",
       "      <th>FantasyPoints</th>\n",
       "      <th>FantasyPointsPerGame</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Evan Engram</td>\n",
       "      <td>NYG</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>23.1</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>T.J. Hockenson</td>\n",
       "      <td>DET</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>131</td>\n",
       "      <td>1</td>\n",
       "      <td>22.1</td>\n",
       "      <td>22.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Mark Andrews</td>\n",
       "      <td>BAL</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>20.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Delanie Walker</td>\n",
       "      <td>TEN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>55</td>\n",
       "      <td>2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Vernon Davis</td>\n",
       "      <td>WAS</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "      <td>13.9</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Player Team  Games  Targets  Receptions  ReceivingYards  \\\n",
       "0     Evan Engram  NYG      1       14          11             116   \n",
       "1  T.J. Hockenson  DET      1        9           6             131   \n",
       "2    Mark Andrews  BAL      1        8           8             108   \n",
       "3  Delanie Walker  TEN      1        6           5              55   \n",
       "4    Vernon Davis  WAS      1        7           4              59   \n",
       "\n",
       "   ReceivingTD  FantasyPoints  FantasyPointsPerGame  \n",
       "0            1           23.1                  23.1  \n",
       "1            1           22.1                  22.1  \n",
       "2            1           20.8                  20.8  \n",
       "3            2           20.0                  20.0  \n",
       "4            1           13.9                  13.9  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(PATH + position + '.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df[['Player', 'Team', 'Targets', 'Receptions', 'ReceivingYards', 'FantasyPoints']].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ARI', 'ATL', 'BAL', 'BUF', 'CAR']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create sorted list of teams in dataframe\n",
    "# Data is defined below, above charts\n",
    "teams = sorted((data['Team'].unique()))\n",
    "teams[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create list of all 32 teams\n",
    "all_teams = ['ARI', 'ATL', 'BAL', 'BUF',\n",
    "             'CAR', 'CHI', 'CIN', 'CLE',\n",
    "             'DAL', 'DEN', 'DET', 'GB',\n",
    "             'HOU', 'IND', 'JAC', 'KC', \n",
    "             'LAC', 'LAR', 'MIA', 'MIN', \n",
    "             'NE', 'NO', 'NYG', 'NYJ', \n",
    "             'OAK', 'PHI', 'PIT', 'SEA',\n",
    "             'SF', 'TB', 'TEN', 'WAS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MIN']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sometimes a team can be missing, find which ones\n",
    "[team for team in all_teams if team not in teams]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create list of team colors, comment colors for missing teams\n",
    "color_codes = [\n",
    "    '#97233F', #ARI\n",
    "    '#A71930', #ATL\n",
    "    '#241773', #BAL\n",
    "    '#00338D', #BUF\n",
    "    '#0085CA', #CAR\n",
    "    '#C83803', #CHI\n",
    "    '#FB4F14', #CIN\n",
    "    '#311D00', #CLE\n",
    "    '#869397', #DAL\n",
    "    '#FB4F14', #DEN\n",
    "    '#0076B6', #DET\n",
    "    '#203731', #GB\n",
    "    '#03202F', #HOU\n",
    "    '#002C5F', #IND\n",
    "    '#006778', #JAC\n",
    "    '#E31837', #KC\n",
    "    '#FFC20E', #LAC\n",
    "    '#866D4B', #LAR\n",
    "    '#FC4C02', #MIA\n",
    "    # '#4F2683', #MIN\n",
    "    '#002244', #NE\n",
    "    '#D3BC8D', #NO\n",
    "    '#0B2265', #NYG\n",
    "    '#125740', #NYJ\n",
    "    '#000000', #OAK\n",
    "    '#004C54', #PHI\n",
    "    '#FFB612', #PIT\n",
    "    '#69BE28', #SEA\n",
    "    '#AA0000', #SF\n",
    "    '#D50A0A', #TB\n",
    "    '#418FDE', #TEN\n",
    "    '#773141' #WAS\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make sure to run color_codes with updated data\n",
    "extra = pd.DataFrame({\n",
    "    'Player': ['Mo Alie-Cox', 'Ryan Izzo', 'Dawson Knox'],\n",
    "    'Team': ['IND', 'NE', 'BUF'],\n",
    "    'Targets': [1, 2, 2],\n",
    "    'Receptions': [1, 1, 1],\n",
    "    'ReceivingYards':[3, 3, 1],\n",
    "    'FantasyPoints': [0.8, 0.8, 0.6]})\n",
    "data = data.append(extra, ignore_index = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fantasy Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'FantasyPoints:Q',\n",
    "        axis = alt.Axis(title = 'Fantasy Points')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'FantasyPoints',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    ),\n",
    "    color = alt.Color(\n",
    "        'Team:N',\n",
    "        scale = alt.Scale(\n",
    "            domain = teams,\n",
    "            range = color_codes        \n",
    "        )\n",
    "    )\n",
    ").properties(title = 'Week 1: 0.5 PPR Fantasy Points by Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET"
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL"
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE"
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC"
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR"
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF"
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC"
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
          "Targets": 9,
          "Team": "CAR"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "Tyler Eifert",
          "ReceivingYards": 27,
          "Receptions": 5,
          "Targets": 6,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "O.J. Howard",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "TB"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "James O'Shaughnessy",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "JAC"
         },
         {
          "FantasyPoints": 5,
          "Player": "Vance McDonald",
          "ReceivingYards": 40,
          "Receptions": 2,
          "Targets": 4,
          "Team": "PIT"
         },
         {
          "FantasyPoints": 4.7,
          "Player": "Jared Cook",
          "ReceivingYards": 37,
          "Receptions": 2,
          "Targets": 3,
          "Team": "NO"
         },
         {
          "FantasyPoints": 4.5,
          "Player": "Tommy Sweeney",
          "ReceivingYards": 35,
          "Receptions": 2,
          "Targets": 2,
          "Team": "BUF"
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Nick Boyle",
          "ReceivingYards": 26,
          "Receptions": 3,
          "Targets": 3,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Mike Gesicki",
          "ReceivingYards": 31,
          "Receptions": 2,
          "Targets": 6,
          "Team": "MIA"
         },
         {
          "FantasyPoints": 3.7,
          "Player": "Geoff Swaim",
          "ReceivingYards": 17,
          "Receptions": 4,
          "Targets": 4,
          "Team": "JAC"
         },
         {
          "FantasyPoints": 3.4,
          "Player": "Noah Fant",
          "ReceivingYards": 29,
          "Receptions": 2,
          "Targets": 5,
          "Team": "DEN"
         },
         {
          "FantasyPoints": 3.3,
          "Player": "Robert Tonyan",
          "ReceivingYards": 28,
          "Receptions": 1,
          "Targets": 1,
          "Team": "GB"
         },
         {
          "FantasyPoints": 3,
          "Player": "Foster Moreau",
          "ReceivingYards": 20,
          "Receptions": 2,
          "Targets": 2,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 2.6,
          "Player": "Dallas Goedert",
          "ReceivingYards": 16,
          "Receptions": 2,
          "Targets": 3,
          "Team": "PHI"
         },
         {
          "FantasyPoints": 2.6,
          "Player": "Nick Vannett",
          "ReceivingYards": 16,
          "Receptions": 2,
          "Targets": 2,
          "Team": "SEA"
         },
         {
          "FantasyPoints": 2.5,
          "Player": "Jack Doyle",
          "ReceivingYards": 20,
          "Receptions": 1,
          "Targets": 2,
          "Team": "IND"
         },
         {
          "FantasyPoints": 2.5,
          "Player": "Ryan Griffin",
          "ReceivingYards": 10,
          "Receptions": 3,
          "Targets": 4,
          "Team": "NYJ"
         },
         {
          "FantasyPoints": 2.4,
          "Player": "Marcedes Lewis",
          "ReceivingYards": 14,
          "Receptions": 2,
          "Targets": 3,
          "Team": "GB"
         },
         {
          "FantasyPoints": 2.2,
          "Player": "Jordan Akins",
          "ReceivingYards": 17,
          "Receptions": 1,
          "Targets": 2,
          "Team": "HOU"
         },
         {
          "FantasyPoints": 2.2,
          "Player": "Jonnu Smith",
          "ReceivingYards": 7,
          "Receptions": 1,
          "Targets": 1,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 2,
          "Player": "Jesse James",
          "ReceivingYards": 15,
          "Receptions": 1,
          "Targets": 1,
          "Team": "DET"
         },
         {
          "FantasyPoints": 2,
          "Player": "Maxx Williams",
          "ReceivingYards": 15,
          "Receptions": 1,
          "Targets": 1,
          "Team": "ARI"
         },
         {
          "FantasyPoints": 1.8,
          "Player": "Cameron Brate",
          "ReceivingYards": 8,
          "Receptions": 2,
          "Targets": 2,
          "Team": "TB"
         },
         {
          "FantasyPoints": 1.7,
          "Player": "Will Dissly",
          "ReceivingYards": 12,
          "Receptions": 1,
          "Targets": 2,
          "Team": "SEA"
         },
         {
          "FantasyPoints": 1.3,
          "Player": "Eric Ebron",
          "ReceivingYards": 8,
          "Receptions": 1,
          "Targets": 3,
          "Team": "IND"
         },
         {
          "FantasyPoints": 1.3,
          "Player": "Rhett Ellison",
          "ReceivingYards": 8,
          "Receptions": 1,
          "Targets": 2,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 1.3,
          "Player": "Jeremy Sprinkle",
          "ReceivingYards": 8,
          "Receptions": 1,
          "Targets": 1,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 1.2,
          "Player": "Blake Bell",
          "ReceivingYards": 7,
          "Receptions": 1,
          "Targets": 1,
          "Team": "KC"
         },
         {
          "FantasyPoints": 1.2,
          "Player": "Gerald Everett",
          "ReceivingYards": 7,
          "Receptions": 1,
          "Targets": 1,
          "Team": "LAR"
         },
         {
          "FantasyPoints": 1.1,
          "Player": "Adam Shaheen",
          "ReceivingYards": 6,
          "Receptions": 1,
          "Targets": 2,
          "Team": "CHI"
         },
         {
          "FantasyPoints": 1,
          "Player": "Charles Clay",
          "ReceivingYards": 5,
          "Receptions": 1,
          "Targets": 1,
          "Team": "ARI"
         },
         {
          "FantasyPoints": 0.9,
          "Player": "Virgil Green",
          "ReceivingYards": 4,
          "Receptions": 1,
          "Targets": 1,
          "Team": "LAC"
         },
         {
          "FantasyPoints": 0.8,
          "Player": "Mo Alie-Cox",
          "ReceivingYards": 3,
          "Receptions": 1,
          "Targets": 1,
          "Team": "IND"
         },
         {
          "FantasyPoints": 0.8,
          "Player": "Ryan Izzo",
          "ReceivingYards": 3,
          "Receptions": 1,
          "Targets": 2,
          "Team": "NE"
         },
         {
          "FantasyPoints": 0.6,
          "Player": "Dawson Knox",
          "ReceivingYards": 1,
          "Receptions": 1,
          "Targets": 2,
          "Team": "BUF"
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "Team",
         "scale": {
          "domain": [
           "ARI",
           "ATL",
           "BAL",
           "BUF",
           "CAR",
           "CHI",
           "CIN",
           "CLE",
           "DAL",
           "DEN",
           "DET",
           "GB",
           "HOU",
           "IND",
           "JAC",
           "KC",
           "LAC",
           "LAR",
           "MIA",
           "NE",
           "NO",
           "NYG",
           "NYJ",
           "OAK",
           "PHI",
           "PIT",
           "SEA",
           "SF",
           "TB",
           "TEN",
           "WAS"
          ],
          "range": [
           "#97233F",
           "#A71930",
           "#241773",
           "#00338D",
           "#0085CA",
           "#C83803",
           "#FB4F14",
           "#311D00",
           "#869397",
           "#FB4F14",
           "#0076B6",
           "#203731",
           "#03202F",
           "#002C5F",
           "#006778",
           "#E31837",
           "#FFC20E",
           "#866D4B",
           "#FC4C02",
           "#002244",
           "#D3BC8D",
           "#0B2265",
           "#125740",
           "#000000",
           "#004C54",
           "#FFB612",
           "#69BE28",
           "#AA0000",
           "#D50A0A",
           "#418FDE",
           "#773141"
          ]
         },
         "type": "nominal"
        },
        "x": {
         "axis": {
          "labelAngle": -45,
          "title": ""
         },
         "field": "Player",
         "sort": {
          "field": "FantasyPoints",
          "op": "sum",
          "order": "descending"
         },
         "type": "nominal"
        },
        "y": {
         "axis": {
          "title": "Fantasy Points"
         },
         "field": "FantasyPoints",
         "type": "quantitative"
        }
       },
       "mark": "bar",
       "title": "Week 1: 0.5 PPR Fantasy Points by Tight Ends"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_fantasypoints_color.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'FantasyPoints:Q',\n",
    "        axis = alt.Axis(title = 'Fantasy Points')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'FantasyPoints',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    )\n",
    ").properties(title = 'Week 1: 0.5 PPR Fantasy Points by Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
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        },
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         "width": 400
        }
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          "Targets": 2,
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         "sort": {
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          "order": "descending"
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        "y": {
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       },
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_fantasypoints_plain.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Receiving Yards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'ReceivingYards:Q',\n",
    "        axis = alt.Axis(title = 'Receiving Yards')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'ReceivingYards',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    ),\n",
    "    color = alt.Color(\n",
    "        'Team:N',\n",
    "        scale = alt.Scale(\n",
    "            domain = teams,\n",
    "            range = color_codes        \n",
    "        )\n",
    "    )\n",
    ").properties(title = 'Week 1: Receiving Yards by Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET"
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL"
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE"
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC"
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR"
         },
         {
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_receivingyards_color.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'ReceivingYards:Q',\n",
    "        axis = alt.Axis(title = 'Receiving Yards')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'ReceivingYards',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    )\n",
    ").properties(title = 'Week 1: Receiving Yards by Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET"
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL"
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE"
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC"
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR"
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF"
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC"
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
          "Targets": 9,
          "Team": "CAR"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "Tyler Eifert",
          "ReceivingYards": 27,
          "Receptions": 5,
          "Targets": 6,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "O.J. Howard",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "TB"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "James O'Shaughnessy",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "JAC"
         },
         {
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          "Targets": 2,
          "Team": "BUF"
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          "op": "sum",
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        "y": {
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_receivingyards_plain.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'Targets:Q',\n",
    "        axis = alt.Axis(title = 'Targets')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'Targets',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    ),\n",
    "    color = alt.Color(\n",
    "        'Team:N',\n",
    "        scale = alt.Scale(\n",
    "            domain = teams,\n",
    "            range = color_codes        \n",
    "        )\n",
    "    )\n",
    ").properties(title = 'Week 1: Targets for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET"
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL"
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE"
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC"
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR"
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF"
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC"
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
          "Targets": 9,
          "Team": "CAR"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "Tyler Eifert",
          "ReceivingYards": 27,
          "Receptions": 5,
          "Targets": 6,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "O.J. Howard",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "TB"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "James O'Shaughnessy",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "JAC"
         },
         {
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AAAIuFSAkcunCcFkIIIAAAggggAACCCCAAAIIIIBAfgrkeUh07Ngxufbaa8Xf3z/DfR0+fFjKly8vJUuWzM/75bMQQAABBBBAAAEEEEAAAQQQQAABBLIQyLOQ6MKFC/LTTz9J586dZePGjRIUFJT28UeOHJEqVaqY7zdr1oyFQQABBBBAAAEEEEAAAQQQQAABBBD4kwXyLCRasWKFPPvss/K///1P9uzZI4GBgeZWL126JO3bt5c1a9bI1q1bpXHjxn8yAR+PAAIIIIAAAggggAACCCCAAAIIIJBnIZHSJiUlSZ06dWTTpk1pIdHkyZOlSZMmEhkZKf369TNfcyCAAAIIIIAAAggggAACCCCAAAII/LkCeRoSJSYmSv369dNCorVr10pERISEh4dLnz59ZOTIkWkh0fr162XdunUZNK677joZOmWDI0I7lo9zZB4mQQAB9wgUKVJELl686J4L4koQQMBVAvwd4arl4GIQcJ0Af0e4bkm4IARcJVC0aFG56aabXHVN+XEx+RYSaZPqrl27yrJly6RSpUpy9OhRc3/btm2Thg0bZnmvYWFhMiU8zhGHM3HhjszDJAgggAACCCCAAAIIIIAAAgggULAFtHVO1apVbd/kkCFD5M0337xinhkzZoj+zG1HvoVE2pPo5MmTZguapvY9e/aUp59+Wrp06SJ+fn6ERG57MrgeBBBAAAEEEEAAAQQQQAABBAqpgFMh0bRp0+T777+X3bt3m11WnTp1Mu14unXrJj169HCdbp6HRE2bNjVNqj2Nqz0CgwcPlieeeEIaNGiQLQqVRK57XrggBBBAAAEEEEAAAQQQQAABBAq8gFMhkQdq8eLF8vDDD8t3331n2vLoMX/+fBk2bJicO3dOpkyZIkOHDhV/f3959913JTQ0VMqUKSOjR482BTbFixeXZ555Rq655hqJiYkxb5N//vnnJTo6WrR9T9u2bc25WpRj58jTkMjOhelYQiK7goxHAAEEEEAAAQQQQAABBBBAAIHcCjgdEi1cuNBUDnne8v7ZZ5/Jgw8+KFppVLZsWRk0aJD5Wre4aZWRbkfTtj19+/Y1Xz/++OPSqFEjEw5pVvLqq6+at8mPGTNGEhISzJY2J94gT0iU2yeF8xFAAAEEEEAAAQQQQAABBBBAoEAL5HVIpKHQe++9Z4IhrRgKCQmRVq1aiVYcLV261LTq2b59uwl/0odETz75pOll9NRTT8m8efPk4MGD8uuvv8ott9xCSJSbJ5LG1bnR4lwEEEAAAQQQQAABBBBAAAEECq9AfoREut1Mq4I0JLp06ZKULl3avL1ZeziPHTtWgoODzRa1rEIiDYq0Oik2Nta8GKx69eqERLl5XAmJcqPFuQgggAACCCCAAAIIIIAAAggUXoG8Doneeust0aqgL7/8Uq677jrTd+juu++WEydOyOzZs02T6wMHDpiXfc2cOdNsO9PtZp5KIkIim88mIZFNQIYjgAACCCCAAAIIIIAAAgggUEgEnA6JlixZIg899JBs27ZNGjZsKOfPn5fx48fLa6+9ZkSbNWsmek5cXJy0aNHCfK9du3aya9cuU1k0depUc442utatauPGjZOIiAjZu3evHDp0yFQSffvttyZIsnPQk8iOHmMRQAABBBBAAAEEEEAAAQQQQKDACTgdEmUHdPr0adN/KCgoKO2Us2fPmu+VK1cu310JifKdnA9EAAEEEEAAAQQQQAABBBBAAAE3C+RXSOQ2A0Iit60I14MAAggggAACCCCAAAIIIIAAAn+qACHRn8qf9Ydrl+8p4XGOXBk9iRxhZBIEEEAAAQQQQAABBBBAAAEECrwAIZELl5iQyIWLwiUhgAACCCCAAAIIIIAAAgggUMAFCIlcuMCERC5cFC4JAQQQQAABBBBAAAEEEEAAgQIuQEjkwgUmJHLhonBJCCCAAAIIIIAAAggggAACCBRwAUIiFy4wIZELF4VLQgABBBBAAAEEEEAAAQQQQKCACxASuXCBCYlcuChcEgIIIIAAAggggAACCCCAAAIFXMDJkOjt29p4pfW3/WuyPS8+Pl6ioqKkefPmEhAQYM7zfC8lJcX8uVixYlKzZk2pUKGCJCcny8aNG6Vp06Zp53tzEX4pntm8OTufzyEkymdwPg4BBBBAAAEEEEAAAQQQQAABBMRtIVFERIT07dtX1q5dK61btzYrFBMTI126dJFJkybJhQsX5Pfff5fJkyfL7t27JSgoSEqXLi3Hjx83X3t7EBJ5K8V5CCCAAAIIIIAAAggggAACCCBQKATcFBJdunRJ2rRpYwKh/fv3S3h4uFkDDYNWrFghw4cPT1uTfv36yRNPPCENGzaU+vXry6ZNmyQwMNDrNSMk8pqKExFAAAEEEEAAAQQQQAABBBBAoDAIuCkk0oqhF154QWbNmiV169Y128i0OmjPnj0ybdo0GTp0qFy8eFEOHjwogwcPlm+//VYqVqxISHS1B/VMXGrSxoEAAggggAACCCCAAAIIIIAAAghcTcBNIZFuITt16pQMGjRIBgwYIH//+9/lgQcekNjYWGnUqJH07t3b3MrOnTvl6NGjJjzS0IhKoqusMCERfwEggAACCCCAAAIIIIAAAggggIA3Am4JiRISEiQ4OFg6dOggiYmJplm1fm/JkiWyd+9e+eKLL2TEiBHmlnRbmvYrev3116VOnTqERFdbaEIib34NOAcBBBBAAAEEEEAAAQQQQAABBNwSEmnPId1mpo2r9UhKSjJvMFu9erUJiz777DMZO3Zs2oL16dNHRo4cabalUUl0leeYkIhfcgQQQAABBBBAAAEEEEAAAQQQ8EbALSGRbjHTZtR333132mWPHz9eqlWrJi1atJClS5fKM888k/Yz7UmkTa4feughQqKrLTQhkTe/BpyDAAIIIIAAAggggAACCCCAAAJuCYnyeyV4u1l+i/N5CCCAAAIIIIAAAggggAACCCDgagFCIhcuT1hYmEwJj3PkyqgkcoSRSRBAAAEEEEAAAQQQQAABBBAo8AJOhkS+hEUlkS+tFteKAAIIIIAAAggggAACCCCAAAJ5LkBIlOfEuf8AKolyb8YIBBBAAAEEEEAAAQQQQAABBBCwJ0BIZM8vT0YTEuUJK5MigAACCCCAAAIIIIAAAggggMBVBJwMieZef6dX1r0PRWd7Xnx8vERFRUnz5s0lICBANm/eLAkJCeZrPz8/uXDhgiQnJ8udd94peu3BwcFefWbmk9huZomNQQgggAACCCCAAAIIIIAAAgggUFAF3BYSRURESN++fWXt2rXSunVrWbJkiRw9elQWLlwov//+u4SEhJigqFmzZtK/f3/ZsWOHFClSJNfLQ0iUazIGIIAAAggggAACCCCAAAIIIIBAQRZwU0h06dIladOmjXTp0kX2798v4eHhafSLFi2Sw4cPy9ChQ833YmNjpXv37hIdHS3+/v65XiJColyTMQABBBBAAAEEEEAAAQQQQAABBAqygJtCopiYGHnhhRdk1qxZUrduXdm4caMEBQUZfq0wOnLkiIwaNYqQKDcP5Jm4P5K23IzjXAQQQAABBBBAAAEEEEAAAQQQKFwCbgqJJk+eLKdOnZJBgwbJgAED5O9//7s88MADhER2HklCIjt6jEUAAQQQQAABBBBAAAEEEECg8Ai4JSTS5tTahLpDhw6SmJgo2sBav6c9iXQ7GZVEFp9JQiKLcAxDAAEEEEAAAQQQQAABBBBAoJAJuCUkWrFihdlmpmGQHklJSVKzZk1ZvXq13HTTTVmGRNq7aMuWLWkrVqpUKSlatKhXK0hPIq+YOAkBBBBAAAEEEEAAAQQQQAABBAqLgFtCIt1i1q9fP7n77rvT6MePHy/VqlUz288WLFggP/74Y4aeRDVq1MiwTBoYNWnSxKuly/OQ6NixY3LttdemddVOTk6WuLg4KVGihNx8881XvciwsDCZEh7n1Y3kdBKVRDkJ8XMEEEAAAQQQQAABBBBAAAEEEFABt4RE+b0aeRYSXbhwQX766Sfp3LlzWuftkydPmte2tWzZUn755RcTHumr24oUKZLlfRMS5ffjwOchgAACCCCAAAIIIIAAAggggAAhkcPPgO6be/bZZ036tmfPHgkMDJSZM2ea4Eg7c1+6dEnuvPNOUxqVuRTKcymERA4vCtMhgAACCCCAAAIIIIAAAggggECOAk6GRDl+mItOyLNKIr1HbahUp04d2bRpkwmJtAu3hkPly5eX2NhYadSokRw8eND8LKuDkMhFTwqXggACCCCAAAIIIIAAAggggEAhESAkyoOF1tez1a9fPy0k0o9ISUmR9957T0JCQuSLL76Q++67L9tPJiTKg0VhSgQQQAABBBBAAAEEEEAAAQQQuKoAIVEePCCZQ6Lz589L+/bt5frrr5e33nrL9CTyHOvXr5d169ZdcRVONa7esXxcHtwhUyKAwJ8pULJkSTl37tyfeQl8NgIIuFiAvyNcvDhcGgIuEODvCBcsApeAgMsFqlat6sgVVq882qt5Yo+8esV5uiMrKirKFNzoi8D0767mzZunvRxMB/z888+m73PTpk3NeD1vw4YN0qxZMwkICPDqsz0n5el2s8wh0aJFi+T999+XuXPnms/X7WjlypXL9oKpJMrVWnIyAggggAACCCCAAAIIIIAAAgg4IOBkJZGdkCgmJsaEP9OnTzfB0OrVq0Wzljlz5qS9BKxPnz6ybNky8yb5ihUrSkJCgpQuXVqOHz8uQUFBudLI85BIb2bNmjWm79A///lPGT9+fNoFVqpUKa2pdVZXTUiUq7XkZAQQQAABBBBAAAEEEEAAAQQQcEDALSGRvgjsiSeeMOGQHseOHZOGDRvKvn37TFXR4cOHzVvk7733XmnRooX07t3bhEiZW/94S5KnIZG3F5HdeYREdgUZjwACCCCAAAIIIIAAAggggAACuRVwS0ikL/3SN8I///zz4ufnJ7Nnz5bHH39cJkyYYG5J/1y8eHG566675P7775cdO3aYXVuERDms+Jm48Nw+E5yPAAIIIIAAAggggAACCCCAAAKFUMBNIVHLli0lIiLCbC/T7WcaGO3atcv0eW7durWMGDHC9H7WXkW65Uy/JiQiJCqEv7bcMgIIIIAAAggggAACCCCAAALOC7glJPJsN1u1apWpJNJDexANGzbM9BsKDg42lUWXLl2SFStWyJNPPmn+TEhESOT8bwUzIoAAAggggAACCCCAAAIIIFAIBdwSEul2sy5dusjWrVtNJdHBgweldu3asnfvXvNiMP36kUceMSu0f/9+ue++++S7776Txo0bS2RkpFSoUMG8Ga1o0aJSqlSpHFeSnkQ5EnECAggggAACCCCAAAIIIIAAAggUJgE3hUTakyj9sXTpUunQoYM0atRIVq5cKZUrVzY/Tk5ONlvOZsyYISEhIaY/keeYNm2a2ZaW00FIlJMQP0cAAQQQQAABBBBAAAEEEEAAgUIl4JaQKL/RCYnyW5zPQwABBBBAAAEEEEAAAQQQQAABVwsQErlwecLCwmRKeJwjV8bbzRxhZBIEEEAAAQQQQAABBBBAAAEECryAkyGRL2FRSeRLq8W1IoAAAggggAACCCCAAAIIIIBAngsQEuU5ce4/gEqi3JsxAgEEEEAAAQQQQAABBBBAAAEE7AkQEtnzy5PRhER5wsqkCCCAAAIIIIAAAggggAACCCBwFQEnQyK/xtO8sk75duQV58XHx0tUVJR5jb2+vaxkyZLmDWb+/v7y888/y+nTp6VWrVpp4/TcG2+80bzufsuWLWac5yhWrJi0bNnyqtfCdjOvloqTEEAAAQQQQAABBBBAAAEEEECgsAi4JSSKiYmRpk2byvTp000wtHr1aklMTJQ5c+bIhx9+KL/88otMnDgxbVk6duwozz33nAQGBppxL774ovj5+ZmflytXTvr27Zv256zWkpCosDzh3CcCCCCAAAIIIIAAAggggAACCHgl4JaQaM+ePfLEE2ppT20AACAASURBVE+YcEiPY8eOScOGDWXfvn2yePFiOXLkiIwaNSrtnnr16iWjR4+WMmXKZBjn1U2LCCGRt1KchwACCCCAAAIIIIAAAggggAAChULALSFRbGys1KhRQ55//nlTATR79mx5/PHHZcKECfLxxx/LoUOHsgyJypcvL40aNZJnn33WjNNta/3795fbbrvtqutHSFQoHm9uEgEEEEAAAQQQQAABBBBAAAEEvBVwU0ikfYQiIiKkSJEiotvPNDDatWuXLFu2zPQkGjZsWNpt9enTR0aOHCkaEum41157zWxTS0hIkA4dOsjNN99MSKQCZ+LCvX0WOA8BBBBAAAEEEEAAAQQQQAABBAqxgFtCIs92s1WrVqX1EtIgSIMhbWL91ltvSXj4H3mHbjcbM2aM6T8UGhoq6cd5s5xUEnmjxDkIIIAAAggggAACCCCAAAIIIFBoBNwSEul2sy5dusjWrVtNJdHBgweldu3asnfvXtG3lVWtWtX0J6pevbps3rxZHnjgAdExug1NA6Po6GhTSeTtQUjkrRTnIYAAAggggAACCCCAAAIIIIBAoRBwU0ikPYnSH0uXLjXBkR5LliyRhx56KO3H33zzjdlmtn//fhk4cKCsWbOGkCirJ5btZoXi95ibRAABBBBAAAEEEEAAAQQQQMC2gFtCIm9uRPsSnT17VkqVKiWlS5f2Zki251BJZIuPwQgggAACCCCAAAIIIIAAAgggUNAEfCkkctKekMhJTeZCAAEEEEAAAQQQQAABBBBAAAGfF3AyJPIlDEIiX1otrhUBBBBAAAEEEEAAAQQQQAABBPJcgJAoz4lz/wFhYWEyJTwu9wOzGEFPIkcYmQQBBBBAAAEEEEAAAQQQQACBAi9ASOTCJSYkcuGicEkIIIAAAggggAACCCCAAAIIFHABJ0Miv5e2eqWVMqFJtuetXr1aNm7cKCVKlJBu3bpJ1apV085NSUmRdevWSe3atSUoKMh8Pzk52Zyv/+s5brnlFrn11luvei1sN/NqqTgJAQQQQAABBBBAAAEEEEAAAQQKi4BbQiINeYYNGyYHDx6UUaNGyYkTJ6Rnz54SGRkpHTt2NMuxZ88eqVWrlrz00ksyfvx4872EhARp2LChjB07Vi5dumT+e/bZZ+X9999PG5fVWhISFZYnnPtEAAEEEEAAAQQQQAABBBBAAAGvBNwSEm3evFlCQ0MlOjpa/P39zbXv37/fhERDhw4VPz8/mTx5spQsWVLeffdd+e6778zXGhINHDhQ5s2bl3a/ixcvlpiYGJk4cWK2BoREXj0enIQAAggggAACCCCAAAIIIIAAAoVFwC0h0ezZs+X06dOmmiirQ8Og5s2by9atW2XAgAHmPP2zfr9t27by5ptvSpEiReTUqVMyfPhw0bY+ngqkrOYjJCosTzj3iQACCCCAAAIIIIAAAggggAACXgm4JSSKiIgwW8wyh0Tnz5+X4sWLy5o1a2Tw4MHy2WefSXh4uCQlJcn06dMlMTFRGjVqJHfddZepQDp06JAsW7ZM4uLiMvQzyoxBSOTV48FJCCCAAAIIIIAAAggggAACCCBQWATcEhItWLBAli9fbgIgz7Fz507p27evREVFmYBI+xYFBASYbWZz5841PYr0z7rdTP+sW9L00G1pgYGB2VYl6TmERIXlCec+EUAAAQQQQAABBBBAAAEEEEDAKwG3hEQnT540byzzNKqOj4+Xzp07S0hIiNx7770SHBxsqoM0FNKjT58+0r9/f2ndurX06NFDli5darab6fHxxx+biiJtgJ3dQUjk1ePBSQgggAACCCCAAAIIIIAAAgggUFgE3BISqbc2r27WrFka/YsvvmjeWqaNqLWqSCuEPMeKFStkxowZ8uGHH8qgQYPko48+SguJFi5cKF999ZW88847adVFmdeTkKiwPOHcJwIIIIAAAggggAACCCCAAAIIeCXgppBIL/jixYuiVUTFihWT0qVLe3UPVk4iJLKixhgEEEAAAQQQQAABBBBAAAEEECiwAm4LifILmpAov6T5HAQQQAABBBBAAAEEEEAAAQQQ8AkBJ0Min7jhyxdJSORLq8W1IoAAAggggAACCCCAAAIIIIBAngsQEuUR8bFjx+Taa68Vf39/8wn6araDBw+aPXTXXXfdVT81LCxMpoTHOXJlZ+L+eF2cIxMyCQIIIIAAAggggAACCCCAAAIIFEgBQiKHl/XChQvy008/mVezbdy40byy7ezZs+YVbfXr15c1a9bIs88+K7179872kwmJHF4UpkMAAQQQQAABBBBAAAEEEEAAgRwFnAyJNt9VNMfP0xOabkzO9rzVq1ebbKVEiRLSrVs3qVq1qinC2bBhg3nzWUBAgBn7+++/y759+yQ4OFgOHDhgzqlevbpXn68n5dl2M33tmoZACrtnzx4JDAw0r17Tr/X1bAkJCeamYmNjpWzZslleMCGR1+vIiQgggAACCCCAAAIIIIAAAggg4JCAW0IiDXmGDRtmdmSNGjVKTpw4IT179pTIyEhp1aqV2aV1/PhxU5ijR0xMjHTv3l127NghH374ofzyyy8yceJEr1XyLCTSK0hKSpI6derIpk2bTEg0fvx46dq1qzRv3lxSUlKkQ4cOMmfOHKlSpQohkddLxokIIIAAAggggAACCCCAAAIIIJCXAm4JiTZv3iyhoaESHR2d1sZn//79JiQaNGiQNGjQQKKioqRUqVKG44cffpAHH3zQnP/xxx/LkSNHTLjk7ZGnIVFiYqLZWuYJibp06SKTJk2SJk2amJBIt5q9/PLLpqIoqyMvKomOrVnjrc1Vz6vYpo0j8zAJAggggAACCCCAAAIIIIAAAgi4S8AtIdHs2bPl9OnTppoo86GZS6NGjczWsmLFiomfn5/8+uuvcunSJVmyZIn7Q6KZM2fKrbfeaiqIMgdI69evl3Xr1l1x0041rt6xfJyZe1u1ao48eY3inGmo7cjFMAkChVSgZMmScu7cuUJ699w2AgjkJMDfETkJ8XMECrcAf0cU7vXn7hHwRiC7ghZvxqY/x05PooiICLPFLHNIdP78eVN8oyHRCy+8YHZv6Z+1D5EGS9oH2vWVRIsWLZI33nhDtOGSpnIdO3aUXbt2if4FndWRF5VEC/z8crueWZ7fIyXFkXmYBAEEEEAAAQQQQAABBBBAAAEE3CXglkqiBQsWyPLlyyU8/I83tu/cuVP69u1rGlnfeeedvrXdrGnTpibB8qRaAwcONKmWHtu3b5d69epl+yQQErnrl4SrQQABBBBAAAEEEEAAAQQQQKAwCLglJDp58qRpSq09iLTQJj4+3rxFPiQkRHr16pWhxY+ui74cTBtXu7InUXYPztGjR+Waa64xXbivdhASFYZfPe4RAQQQQAABBBBAAAEEEEAAAXcJuCUkUhVtXq2vufccL774oowdO9a8LCx9H2hPSPT444+bYp158+bJb7/9lmU/o+y087Rxtd0lJiSyK8h4BBBAAAEEEEAAAQQQQAABBBDIrYCbQiK99osXL5oqIm1QnVPBTW7vNf35hEQW9ehJZBGOYQgggAACCCCAAAIIIIAAAgi4XMBtIVF+cRESWZQmJLIIxzAEEEAAAQQQQAABBBBAAAEEXC7gZEjk8lvNcHmERBZXi5DIIhzDEEAAAQQQQAABBBBAAAEEEHC5ACGRCxeInkQuXBQuCQEEEEAAAQQQQAABBBBAAIECLkBI5MIFJiRy4aJwSQgggAACCCCAAAIIIIAAAggUcAEnQ6LkbhW90iq65Fi2561evVo2btwoJUqUkG7duknVqlXNuVFRUXLLLbdI0aJFZcuWLdK6dWsJCAgwP/vhhx/MG9CqV6/u1efrSWw385oq44lsN7MIxzAEEEAAAQQQQAABBBBAAAEEXC7glpAoOTnZvML+4MGDMmrUKDlx4oT07NlTIiMjpWPHjua/5557ToKCgqRWrVry73//W4YOHWp0Z8+eLb/88otMnDjRa21CIq+pCIksUjEMAQQQQAABBBBAAAEEEEAAAZ8ScEtItHnzZgkNDZXo6Gjx9/c3hvv37zchkYZBvXv3ltGjR0v58uWlRo0a5uf79u0z1UMRERFy5MgREy55exASeSuV6TwqiSzCMQwBBBBAAAEEEEAAAQQQQAABlwu4JSTSaqDTp0+baqKsjl69epmQqEyZMjJu3DgZM2aMCZV27twp8+bNk0OHDhESZQV3Ji7cfHuBn58jjyIhkSOMTIIAAggggAACCCCAAAIIIICA6wTcEhJpNZBuMcscEp0/f16KFy8unpBIK4m6d+9uKo4effRRU2Gkh1YdUUmUxeNFSOS63zkuCAEEEEAAAQQQQAABBBBAAAFXCrglJFqwYIEsX75cwsNTC1/00Cqhvn37mkCoT58+advNPCHRr7/+Kg0aNDANruvVqydDhgzx2pjtZl5TZTyRSiKLcAxDAAEEEEAAAQQQQAABBBBAwOUCbgmJTp48aZpSexpVx8fHS+fOnSUkJEQGDBiQZSWR9i6aM2eO9OvXT2bOnCmDBg3yWpuQyGsqQiKLVAxDAAEEEEAAAQQQQAABBBBAwKcE3BISKZo2r27WrFma34svvihjx46VIkWKmEqikSNHmsbV2oto5cqVpsF1UlKStG3bVh577DFCoqyePLab+dTvIxeLAAIIIIAAAggggAACCCCAwJ8m4KaQSBEuXrwoWkVUrFgxKV26dJ65UElkkZbtZhbhGIYAAggggAACCCCAAAIIIICAywXcFhLlFxchkUVpQiKLcAxDAAEEEEAAAQQQQAABBBBAwOUCToZELr/VDJdHSGRxtQiJLMIxDAEEEEAAAQQQQAABBBBAAAGXCxASuXCBwsLCZEp4nCNXllc9idrO2ePI9a3uW9PMs+rhEEfma7doppmn7TubHZlv9eCmjszDJAgggAACCCCAAAIIIIAAAgi4XYCQyIUr5Ashkd9LWx2RS5nQxMwz9/o7HZmv96FoM4/f2EhH5ksJ6+TIPEyCAAIIIIAAAggggAACCCCAgNsFnAyJGt7k59XtRv2Yku15q1evlo0bN0qJEiWkW7duUrVqVUlOTpYNGzaYN58FBASkjT18+LDs2ZOxoEUbXrds2TLH62C7WY5EWZ/g2W5GSGQRkGEIIIAAAggggAACCCCAAAIIuFTALSGRBkHDhg2TgwcPyqhRo+TEiRPSs2dPiYyMlFatWpk3nR0/flyCgoLSJGfPni1TpkyRZ555RpKSksz3y5UrJ3379hU/v6sHVoREFh9IQiKLcAxDAAEEEEAAAQQQQAABBBBAwOUCbgmJNm/eLKGhoRIdHS3+/v5Gbf/+/SYkGjRokDRo0EA2bdokgYGBaaIRERFy8uRJGTp0aK6VCYlyTZY6gJDIIhzDEEAAAQQQQAABBBBAAAEEEHC5gFtCIq0KOn36tKkmynwkJiZK/fr1rwiJFi5cKFOnTjUVR3qcP39emjZtKh06dMhRnZAoR6KsTyAksgjHMAQQQAABBBBAAAEEEEAAAQRcLuCWkEirgnSLWeaQSIOflJSUbEOiuXPnyiOPPCIXLlww0rfddps0btw4R3VCohyJCIlUgMbVFh8UhiGAAAIIIIAAAggggAACCPicgFtCogULFsjy5cslPDw8zXDnzp2mv5A2sr7zzjvZbmbl6ToTlwq6IIcmTd7OTSWRt1KchwACCCCAAAIIIIAAAggggIBvCbglJNLeQtqUWnsQdezYUeLj46Vz584SEhIivXr1MpVE+rMKFSqYyqKiRYvKkiVL5MCBA6bRtaeSSPW1eXVOB5VEOQll83NCIotwDEMAAQQQQAABBBBAAAEEEEDA5QJuCYmUSZtX62vuPceLL74oY8eONW8u015DO3bsSPvZtGnTpGrVqtKtW7cMwpUqVZI9e/ZkaHCd1RIQEll8MAmJLMIxDAEEEEAAAQQQQAABBBBAAAGXC7gpJFKqixcvmiqiYsWKmdfe59VBSGRRlpDIIhzDEEAAAQQQQAABBBBAAAEEEHC5gNtCovziIiSyKE1IZBGOYQgggAACCCCAAAIIIIAAAgi4XMDJkMjlt5rh8giJLK4WIZFFOIYhgAACCCCAAAIIIIAAAggg4HIBQiIXLlBYWJhMCY9z5Mp4u5k9xpSwTvYmYDQCCCCAAAIIIIAAAggggAACPiJASOTChSIksr4ovQ9Fm8F+YyOtT5JuJCGRI4xMggACCCCAAAIIIIAAAggg4AMCToZEL89426s7Hj/0b1ecp82qo6KizOvtk5OTpWzZstKkSRPx9/dPO1d/tm7dOqldu7YEBQWZ7+s4fZtZcHCwV5/tOYntZrni+uNktptZhGMYAggggAACCCCAAAIIIIAAAi4XcEtIFBMTY15zP336dBMMrVixQtavXy/btm2T8uXLG0UNg2rVqiUvvfSSjB8/3nxPx3Xv3l127NghRYoU8VqbkMhrqownEhJZhGMYAggggAACCCCAAAIIIIAAAi4XcEtIFBsbK6GhobJq1Srx8/MzauHh4RIXFye6+0qPyZMnS8mSJeXdd9+V7777znyt4zQkio6OzlB1lBN7vodEWh6l2FoiVbly5ateH9vNclq+7H/OdjPrdoxEAAEEEEAAAQQQQAABBBAo3AJuCokyhz0a/Dz22GNmG1piYqI0b95ctm7dKgMGDJBhw4aZP/tESHTs2DFp06aNtG/fXlauXCn9+vWTcePGZfvkERJZ/6UkJLJux0gEEEAAAQQQQAABBBBAAIHCLeDmkMgTAGlI9M0338jgwYPls88+MxVGSUlJZmuaT4REH330kRw4cEAmTpwoJ0+elMaNG5t9cgEBAVk+fYRE1n8pCYms2zESAQQQQAABBBBAAAEEEECgcAu4OSSaNWuWHDp0SCZMmCAhISGmobXmKrrNbO7cuaZH0W+//eb+7WZaSVSpUiWZNGmSrF27Vu655x5zU9kdhETWfykJiazbMRIBBBBAAAEEEEAAAQQQQKBwC7gpJOrSpYvZTqbH3r17zRvLtm/fLhUrVjRfa38iT/FNnz59pH///nLbbbeJjtuyZUvaQpYqVUqKFi161YXN155Eum/u7rvvljfffFN27twpu3fvloULF0qJEiWyvEhCIuu/lHkVEsW/OtP6RaUbWXZ0iPnTP/7xD0fm88wz/ZUvHZnvqTH3OTIPkyCAAAIIIIAAAggggAACCPiegFtCov3790v16tUzAGoT67Zt28qCBQtMtqKNqz2Hvv1sxowZpql1zZo1M4zTwKhJkybuCYl0n1y3bt2kU6dOcunSJWnRooUsW7ZMgoKCzCvc1q1bd8XFTgmPc+Rp2rE8tffRtmrVHJmvUVzqdVWbe9yR+eJ6X2vm2dLyYUfmC163KPX63tnryHxxg2838wS0eMSR+S6s/yj1+hxaD01O9biv+ZuOXN+XG550ZB4myVsBLac8d+5c3n4IsyOAgM8K8HeEzy4dF45Avgjwd0S+MPMhCPi0QNWqVR25/pdnvO3VPOOH/s2r8/LypHytJNJ0S0ubdIuZ9iSqV6+e7NixQwIDA7O8RyqJrC99XlUS/VylmfWLSjfyhsObzJ88r/CzO2lKSoqZonrl0XanMuNjj7zqyDxMggACCCCAAAIIIIAAAggg4HsCbqkkym85r0Kis2fPmreR3XvvvfLJJ5/Ixo0b5a9//as0aNAgV9frebvZ999/b8ZpCdSQIUOynYOQKFe8GU4mJLJuR0hkz47RCCCAAAIIIIAAAggggICvCzgZEvmSRY4hkVZoDB061PQO0lCnZ8+e5v60AbV2zM6uCuhqCKdOnZIiRYpI6dKlr2pFSGT9USIksm5HSGTPjtEIIIAAAggggAACCCCAgK8LEBJls4IJCQlmW9hrr70m+/btkzfeeEM+/fRT6dGjh8ybN8+8xj6vDkIi67KERNbtCIns2TEaAQQQQAABBBBAAAEEEPB1AUKiHEIirSJ65513RF+ZpkFR7dq15b///W+OnbHtPBiERNb1CIms2xES2bNjNAIIIIAAAggggAACCCDg6wJOhkTJ3Sp6xVF0ybErzouPj5eoqCjRXV7JyclStmxZk8P4+/ub723evDnDy3ySkpJMayB9i7y+zax169YSEBBg5v3hhx9Ef575bWnpP9Sr7WZaNbRoUerbsl555RX58MMP5ciRI7Jr1y6pWNG7m/VKJNNJhERW1FLHEBJZtyMksmfHaAQQQAABBBBAAAEEEEDA1wXcEhLFxMRI06ZNZfr06SYY0lfc69vht23bJsWKFRN9A9vw4cOlXLlyJjQ6f/68PPTQQ3LhwgWpVauW/Pvf/zYthPSYPXu2/PLLLzJx4sRslyfHkEhH6pvIPvjgA9NHqH///vLEE0/Ik08+aV5hn5cHIZF1XUIi63aERPbsGI0AAggggAACCCCAAAII+LqAW0Ki2NhYCQ0NlVWrVqW9HTw8PFzi4uLk+eefl/r165u3xhcvXjwDuY6rUaOG+Z62DtLqoYiICFPwM2rUKOshkSZRISEhMmjQIGnWLPX151rudNddd8m6dessNa729mEhJPJW6srzCIms2xES2bNjNAIIIIAAAggggAACCCDg6wJuCom6d+8u0dHRppJID/36sccekw0bNkhwcLDoz8uUKWN+lpiYKCNGjJCffvpJxo0bJ2PGjDEh086dO01f6UOHDlkPifSNZrrVLKvDztvNvH1YCIm8lSIk0jBTj+qVR1tHSzcy9sirjszDJAgggAACCCCAAAIIIIAAAr4n4OaQSKuENBjyhEQjR440IdGlS5dMtVHXrl3NtjJPuPToo49K7969zSLs37/feki0cuVK06x6wYIF0q5dO6lWrZqZVN94dvvtt8uECROkaNGiebbahETWaakksm6nIwmJ7PkxGgEEEEAAAQQQQAABBBDwZQE3h0SzZs1KqwjS7WZaWXTNNddk4PYESfqzX3/91TSz7tatm3l7/ZAhQ7JdGq96EmlIpN2zr7/+epNMaZfs/DgIiawrExJZtyMksmfHaAQQQAABBBBAAAEEEEDA1wXcFBJ16dJFtm7dakj37t1rtpht377d9BzSkCgyMlIqVKhgGlfrof2JdLtZ+m1qc+bMkX79+snMmTNNO6HsDq9Cot9++80kTfPnz5e3337blC21bNlS7r333jxdd0Ii67yERNbtCIns2TEaAQQQQAABBBBAAAEEEPB1AbeERLo9LPMr67WJddu2bU3/IX3FvSdA8pjPmDHD5DXai0h3iGkvo6SkJDNGexnZCok0idK+RIsWLTKfp2VN2kVbu2nv2bOHxtUvpaZ5do+UCU3MFHOvv9PuVGY8IZE9Rrab2fNjNAIIIIAAAggggAACCCDgywJuCYny2zDHSiLtP6R71jQcOnXqlBw8eNCUKJUvX142btyY9sazvLhwKomsqxISWbfTkYRE9vwYjQACCCCAAAIIIIAAAgj4sgAhUTarp+VLjRo1koEDB5peRGfPnjWhkVYX7d69W2688cY8W3dCIuu0hETW7QiJ7NkxGgEEEEAAAQQQQAABBBDwdQEnQyJfssixkkhv5t1335WQkJAM99WqVSvRfXC83YztZlYe+BsObzLD9PV8ThyeBl3VK492YjoqiRxRZBIEEEAAAQQQQAABBBBAwDcFCIlyWLd169bJl19+KefOnTOVRQ8//LAEBATk6WpTSWSdl0oi63Y6ku1m9vwYjQACCCCAAAIIIIAAAgj4sgAh0VVW76uvvpITJ05ccUbp0qWladOmUrFixTxZe0Ii66yERNbtCIns2TEaAQQQQAABBBBAAAEEEPB1ASdDIr+xkV5xpIR1uuK8+Ph4iYqKMq+3T05OlrJly0qTJk3MG8v0e5s3bzbFPJ5D32LWoEEDOXDggGiPaS3u0R08Fy5cMOPvvvvuqxb8eLXdrFevXjJ//vwsb6pSpUqmN1GFChW8uuncnERIlButjOcSElm3IySyZ8doBBBAAAEEEEAAAQQQQMDXBdwSEsXExJjinOnTp5tgaMWKFbJ+/XrZtm2bFCtWTKpWrSrDhw+XcuXKmdDo/Pnz8tBDD8mOHTvk6NGjsnDhQvn9999NCyENih577DEpVapUtsvjVUjUp08fOX36tPzrX/8SrR564YUXRKuL9I1n2sD6008/zZO3nBESWf+1IiSybkdIZM+O0QgggAACCCCAAAIIIICArwu4JSSKjY2V0NBQ0xPa09M3PDxc4uLi5Pnnn5f69eubQKh48eJZki9atEgOHz4sQ4cO9WpJcgyJtDwpODhYnn766bTm1Xv37pXWrVub8qURI0aYHkV60U4fhETWRQmJrNulD4n8uvawN9Hl0SlLF5ivxjVs58h8/4xa5cg8TIIAAggggAACCCCAAAIIIHClgJtCou7du0t0dLSpJNJDv9aKoA0bNpi8Rn9epkwZ8zN9Q73mNJ5qoYiICDly5IiMGjXKq2XOMSTSD9DSJp1UK4n0bWZTpkwxHzxv3jyzF27Lli3mf50+CImsixISWbcjJLJnx2gEEEAAAQQQQAABBBBAwNcF3BwSaXWRBkOekGjkyJEmJLp06ZKpNuratatcc801ZgkcD4l0Ut3v1rJlywxrrCVLdevWlY4dO5q9cOXLl3f8GSAksk5KSGTdjpDInh2jEUAAAQQQQAABBBBAAAFfF3BzSKStfw4dOmSqg3S7mVYWeUKhzO6Oh0Ta/frbb781TZA0ldJGRzfeeKNpVK1fa7mTVhflxUFIZF2VkMi6HSGRPTtGI4AAAggggAACCCCAAAK+LuCmkKhLly6ydetWQ6rtf3SL2fbt26VGjRomJIqMjDQZjTau1kP7E5UoUcJ87XhIpNvKtOfQ/fffL1OnTs3XdSYkss5NSGTdjpDInh2jEUAAAQQQQAABBBBAAAFfF3BLSLR//36pXr16Bk5tYt22bVvTBkj7RXsCJM9JM2bMkCFDhpg/U3Jo3wAAIABJREFULliwQH788UfnehLppBMnTpSXXnpJpk2bJjfffLP5IK0w0jQru5ImJx4IQiLrioRE1u0IiezZMRoBBBBAAAEEEEAAAQQQ8HUBt4RE+e2YY+NqLVfq3bu3zJ8//4prO378uAQFBeXZNRMSWaclJLJuR0hkz47RCCCAAAIIIIAAAggggICvCxASXWUFDx8+bPoPpT80PLrpppvSXsGWFw8AIZF1VUIi63aERPbsGI0AAggggAACCCCAAAII+LqAkyGRL1nkWEmkN3PgwAF59dVXTYNqbVStx+effy6bNm2SwMDAPLtfQiLrtIRE1u0IiezZMRoBBBBAAAEEEEAAAQQQ8HUBQqJsVlArhh566CH59NNPM5xRqVIl0QZKZcqUybO1JySyTktIZN2OkMieHaMRQAABBBBAAAEEEEAAAV8XICTKZgUTEhKkXr16MmfOHFm+fLlUqVJF2rdvL/fcc4/s2rVLSpYsmWdrT0hknZaQyLodIZE9O0YjgAACCCCAAAIIIIAAAr4u4GRIdGuzhl5xHNgUle15UVFR5lX35cqVk1atWkn9+vXNuT/88IPZ/aVHUlKSVK5c2WQ4Vo8ct5t5QqLx48dLsWLF5IsvvpCpU6dKmzZtZN68edK4cWOrn53jOEKiHImyPYGQyLodIZE9O0YjgAACCCCAAAIIIIAAAr4u4JaQSHd3TZo0SSIiIkRfbX/+/HnzBvonn3zSvOZ+9uzZMmXKFHnhhRdML2nNa0aMGCGDBg2ytAQ5hkQ66z/+8Q956623TDXRvffeaz5It5nt27fPpFR5dRASWZclJLJuR0hkz47RCCCAAAIIIIAAAggggICvC7glJNqzZ488+OCDsnv3btMnWo/4+HiT0YwePVrmzp0rJ0+elKFDh5qfrV27VsLDw01+4+fnl+tlyDYk0nRKt5WFhoZK//79ZfPmzaZq6OuvvxYtc7rrrrukefPmuf7A3AwgJMqNVsZzCYms2xES2bNjNAIIIIAAAggggAACCCDg6wJuCYm0gujIkSMyatQoSU5ONsU6Gv4EBATIzTffLEuWLDEVRfrzU6dOyUsvvSQrV66Udu3aWVqCbEMi3WYWHBxsq0zJ0hWlG0RIZF2QkMi6HSGRPTtGI4AAAggggAACCCCAAAK+LuDGkCgxMVH+8pe/mMohrSw6ePCgCYTmz58vw4YNMz2JvvzyS4mJiZHFixenVR7lZi2yDYn0wxs1aiTNmjWTHj16mMQq/aF/7tSpkxQvXjw3n5ercwmJcsWV4WRCIut2hET27BiNAAIIIIAAAggggAACCPi6gFtCIn3T/KxZs+STTz5J2z6mYVCdOnVk06ZN8vnnn2fYbnbx4kW54447ZOPGjRIUFJTrZbhqSNS0aVPZsWNHtpMeP37c0od6e5WERN5KXXkeIZF1O0Iie3aMRgABBBBAAAEEEEAAAQR8XcAtIZFuIatRo4b85z//kfvvv98U8EyfPl00L9F+RfpyMa0cmjBhgmhA9M0335jtZ1bfRp9jJZFWCz3yyCOmbCn9oR+uPYp0H1xuD91Dp+NuueWWqw4lJMqt7B/nExJZtyMksmfHaAQQQAABBBBAAAEEEEDA1wXcEhKpY3R0tHTs2FGOHj1qWMeMGSM//fSTvPnmm2a7me7+8hyVKlWSFStWSN26dS0tQY49iZ5++mkJCQmxNHnmQfrqtgEDBphvnzlzxiRgWjJVpEiRLOcnJLLOTkhk3Y6QyJ4doxFAAAEEEEAAAQQQQAABXxdwU0ikllqoo281K1asmJQuXTrPeK/6drNBgwZJ165dpWfPno5cwIIFC2Tnzp0yefJk0cBIGyq1bt1arrnmGkKiCU2Mwdzr73TEmpDIHmPskVfNBH5d/0hk7cyYsnSBGT6uobUO85k/+59Rq+xcDmMRQAABBBBAAAEEEEAAAQSuIuC2kCi/FivbkCgvLmDhwoUycOBAOX36tJl+1apV0rZt22w/ikoi66tASGTdTkcSEtnzYzQCCCCAAAIIIIAAAggg4MsCToZEvuSQryGRVhK98cYbot25dS+dNsaOi4uTihUryvr162XdunVX2E0Jj3PEc8fycWaebdWqOTJfo7jU66o297gj88X1vtbMs6Xlw47MF7xuUer1vbPXkfniBt9u5glo8Ygj811Y/1Hq9Tm0Hvoc6XFf8zcdub4vNzyZen3DxzoyX9wbYWae8O6DHJkvdOG7Zp5ykdMdme9Up6dS5/tipjPzdUzdovr+wnmOzDegey8zz7xZb2SYr2jRole8edGbD+z11+HmtE+d+fWQB1N/PTgQQMBlAiVLlpRz58657Kq4HAQQcIsAf0e4ZSW4DgTcK1C1alX3XlweXVm+hkSzZ882vYiGDh1qbqdPnz4ycuRIadIkdatV5oNKIuurTiWRdTsd6SuVRBe7Zt3PK7d3X2TpRTMkuVvF3A7N8vyiS46Z79/arKEj8x3YFGXmaXiTnyPzRf2YYuZp9/oBR+Zb9fStjszDJAgggAACCCCAAAIIIOAOASqJ8mEdli9fbl7bNmfOHNNw6eabb5aDBw9KYGBglp9OSGR9UQiJrNsREtmz09GERPYNmQEBBBBAAAEEEEAAAQT+PAEnQ6Kitzbw6kaSD3x3xXmanezevVvuuuuutJ8dOHDAvIG+Ro0a5nsxMTGyZMkSs8uiQYMGcv/994u/v7/JXfbs2SPBwcHZjs38gflaSaTNqp988kl5++23zXV88MEH0q9fv2yxCIm8eo6yPImQyLodIZE9O0Ii+37MgAACCCCAAAIIIIAAAn+ugFtCIg2AunfvLjt27Eh7M7zu0vrll19k4sSJMn/+fNGXjr333nty7bXXyocffigbNmyQqKgo+fHHH686NivhfA2JPBegaZa+9r5UqVJXXXVCIuu/FIRE1u0IiezZERLZ92MGBBBAAAEEEEAAAQQQ+HMF3BISxcbGSmhoqHnxl59favuNRYsWyQ8//CCPPPKIqRzSSqMKFSqkgQ0fPlzq1Kkjbdq0MSFRdHS0qSzSIyIiQo4cOSKjRo3KEvhPCYm8XWpCIm+lrjyPkMi6HSGRPTtCIvt+zIAAAggggAACCCCAAAJ/roCbQiLdVhYSkvpyoBIlSsiyZctMf+d27drJ4MGDZc2aNWkhkJ6jLw379ttvTYURIVE2z9GZuHDzkwWXkze7j1uPlNTGt34vbbU7lRmfMiG1effc6+90ZD5CInuMNK6250dPInt+jEYAAQQQQAABBBBAAIE/V8BNIZGGQe+//76pJNI3PC9evFhuu+02ad++vakyyiok2rlzp3lZWOYQ6eOPP5ZDhw5RSURIZO8XLCWsk5ng5yrN7E10efQNhzelhmwOhXba70qP6pVHO3J9hET2GAmJ7PkxGgEEEEAAAQQQQAABBP5cATeFRJm3m82dO9f0JHrggQekY8eOpjl1sWLF0sCmTJkilStXll69epm3yWtgFBAQYH6u281OnDghw4YNyxKY7WYWnzsqiSzCERLZg7s8+p9Rq8xXF7sWcWS+IksvmnmSu1V0ZD5CIkcYmQQBBBBAAAEEEEAAAQT+JAE3hUTZbRkbMWKEqSa65557ZMyYMSYoWrdunbRq1UoOHz4s5cuXl0aNGsnLL79sAiX9nvYw+vLLL83/ZnUQEll84AiJLMIREtmDIyRyxC/qx9TKs3avH3BkvlVP3+rIPEyCAAIIIIAAAggggAAC7hBwU0j0+OOPZ9hSln7L2G+//SadO3eWrVtTW+GUKVPGBEX16tUzf9Yqo1q1aqWhzpgxQ4YMGZItMiGRxeePkMgiHCGRPThCIkf8CIkcYWQSBBBAAAEEEEAAAQQKrIBbQiJvgXULWXJysgQFBZm+RemPCxcuyMmTJ82Ws8DAwKtOSUjkrXim8wiJLMIREtmDIyRyxI+QyBFGJkEAAQQQQAABBBBAoMAK+FpI5NRCEBJZlCQksghHSGQPjpDIET9CIkcYmQQBBBBAAAEEEEAAgQIr4GRI5EtIhEQWV4uQyCIcIZE9OEIiR/wIiRxhZBIEEEAAAQQQQAABBAqsACGRC5c2LCxMpoTHOXJlZ+LCzTwLHHrlOiGRvWW54fAmM4GfQ+uRkpLaiLh65dH2Luzy6Ngjr6ZeX9cejsyXsnSBmWdcw3aOzMfbzewxEhLZ82M0AggggAACCCCAAAIFXYCQyIUrTEhkfVF6H4pODTnGRlqfJN3IlLBO5k8/V2nmyHyERPYYCYns+RES2fNjNAIIIIAAAggggAACBV3AyZDIr+5jXnGl7Jx9xXnajHrjxo3StGlTOXTokPz666/ma88RFRUlt9xyi2lWrV9rAYWOKVu2rDRp0kT8/f29+mzPSWw3yxXXHydTSWQR7vIwQiJ7foRE9vwIiez5MRoBBBBAAAEEEEAAgYIu4JaQKCEhQUqXLi3Hjx+XyMhI6du3r3ndfePGjc0SdOzYUZ577jnz1jINj6ZPn26CoRUrVsj69etl27ZtUr58ea+Xi5DIa6qMJxISWYQjJLIHd3k0IZE9RkIie36MRgABBBBAAAEEEECgoAu4JSRKTEyU+vXry6ZNm2TlypXSo0cPqVq1quzatUtKliwpvXr1ktGjR5sgKDQ0VFatWpXW1iU8PFzi4uJEd2l5exASeSuV6TxCIotwhET24AiJHPEjJHKEkUkQQAABBBBAAAEEECiwAm4MiT7//HM5e/asJCUlycmTJ2XixInSp08fGTlypAmJunfvLtHR0WlbzPTrxx57zGxDK1KkiFdrRUjkFdOVJxESWYQjJLIHR0jkiB8hkSOMTIIAAggggAACCCCAQIEVcGtIpOHQ4MGDpWbNmvLVV1/Jq6++KgMHDswyJIqNjTXBESFRFo8pbzez97tL42qbfrzdzBbggU1RZnzDm/xszeMZTEjkCCOTIIAAAggggAACCCBQYAXcGhIdOXJERo0aZXoOTZgwQc6fPy/vvfeelCtX7opKolmzZplm11px5O1BJZG3UpnOo5LIItzlYTSutudHTyJ7fnkVEqXsWm/vwi6P9qvTwny1Zt//HJmvTY2qZp6zX3/tyHzXtG6dOs+pbxyZT8q1MvM47fdj7E5Hru+m6nUdmYdJEEAAAQQQQAABBHxHwO0hkb7FrHfv3jJ//nzTnLpMmTLSpUsX09Raj71790pwcLBs375d6tWr5zU8IZHXVBlPJCSyCHd5GCGRPT9CInt+eRUSJXeraO/CLo8uuuSY+crvb+MdmS/l7ZfNPN+XKuXIfHckJKTO8005R+aTVqfMPE77vfxUF0eub/z0/zoyD5MggAACCCCAAAII+I6AG0OiL774Qk6cOCFDhgwxkD///LPceOONJiTSV95Xr149A7A2sW7btm2u0AmJcsX1x8mERBbhLg8jJLLnR0hkz4+QyJ4fIZE9P0YjgAACCCCAAAIIuF/ALSFRfksRElkUJySyCEdIZA/u8mhCInuMhET2/AiJ7PkxGgEEEEAAAQQQQMD9AoRELlyjsLAwmRIe58iV0bjaHiONq2360bjaFqCvNK52ersU282sPTae7XpsN7PmxygEEEAAAQQQQAABESdDIl/ypJLI4mpRSWQR7vIwtpvZ86OSyJ4flUT2/KgksufHaAQQQAABBBBAAAH3CxASuXCNqCSyvii9D0WbwX5jI61Pkm4klUT2GFOoJLIFSCWRLT6hcbU9PxpX2/NjNAIIIIAAAggg4IsChEQuXDVCIuuLQkhk3U5Hxh55NTVk69rD3kSXRxMS2WMkJLLnR0hkz4+QyJ4foxFAAAEEEEAAAV8UcDIk8raNhOf/bs/OKzo6Wm644QapWDH1rcrx8fESFRUlzZs3l4CAgLRh58+fl8WLF5u3nwUGBkrPnj3N28+8Odhu5o1SFuew3cwi3OVhbDez58d2M3t+bDez58d2M3t+jEYAAQQQQAABBBBwv4AbQ6KOHTvKc889Z0IhPSIiIqRv376ydu1aad26tfnesWPHpE2bNtKlSxfz386dO2XcuHGye/duufHGG3OEJyTKkSjrEwiJLMIREtmDuzyakMgeIyGRPT9CInt+jEYAAQQQQAABBBBwv4AbQ6I+ffrIyJEjpUmTJnLp0qW0MGj//v0SHh5uUF955RXx9/eXUaNGpSF//vnnUrRoUbn33ntzhCckypGIkEgF6Elk8UG5PIztZvb82G5mz4/tZvb82G5mz4/RCCCAAAIIIICALwq4MSTq1auXjB492oREMTEx8sILL8isWbOkbt26snHjRgkKCjLVQ5MmTTLnWDkIiayoiQiVRBbhLg9ju5k9PyqJ7PlRSWTPj0oie36MRgABBBBAAAEEEHC/gNtDosmTJ8upU6dk0KBBMmDAAPn73/8uDzzwgKQPkjzKFy9elJSUFFNNlNNBSJSTUDY/JySyCEdIZA/u8mhCInuMhET2/AiJ7PkxGgEEEEAAAQQQQMD9Am4Jid5++23Td6h06dLi2W52xx13SHBwsHTo0EESExNNA+uEhARZsmSJPProo/Lwww9L9+7d05B1K5qeo1VIOR2ERDkJERIZAbabWXxQLg9ju5k9P7ab2fNju5k9P7ab2fNjNAIIIIAAAggg4IsCbgiJtPqnU6dOpll1s2bNTHPqqVOnytmzZ802M21crUdSUpLUrFlTVq9eLb/++qvZcrZmzRqpVauWxMbGSo0aNUzjag2XcjoIiXISIiQiJLL4jKQfRkhkD5GQyJ4fIZE9P0Iie36MRgABBBBAAAEEfFHADSGRukVGRkrnzp0Nob7K/oMPPpAhQ4ZIv3795O67706jHT9+vFSrVs1sP5szZ475uef45JNPpFu3bl4tAyGRV0xXnsR2M4twl4fRk8ieH9vN7Pmx3cyeH9vN7PkxGgEEEEAAAQQQQMD9Am4JiVRKK4d0W5k2pvb2uHDhgpw5c0ZKlSolxYsX93aYEBJ5TZXxREIii3CERPbgLo8mJLLHSEhkz4+QyJ4foxFAAAEEEEAAAQTcL+CmkCg/tQiJLGoTElmEIySyB0dI5IgfIZE9RkIie36MRgABBBBAAAEEEHC/gJMhkfvv9o8r/NNCosOHD0v58uWlZMmS2XqFhYXJlPA4RzzPxIWbeRb4+TkyHyGRPUa2m9nzo5LInh8hkT0/QiJ7foxGAAEEEEAAAQQQcL8AIVE+rtGRI0ekSpUqsnHjRtOhO7uDkMj6ovQ+FG0G+42NtD5JupG83cweI42r7fnRuNqeH42r7fnRuNqeH6MRQAABBBBAAAFfFCAkyqdVu3TpkrRv3968jm3r1q3SuHFjQiJ9xfyEJsZh7vV3OrIShET2GGOPvJoasnXtYW+iy6MJiewxEhLZ8yMksudHSGTPj9EIIIAAAggggIAvCjgZEv1cJfvimPQ2nh036b8XHx8ve/bskeDgYPPtlJQU+eabb6RChQrmlfbnz5+XxYsXy88//yyBgYHmDWhly5a1TJ7v280mT54sTZo0Ma9x01ey6dfZHVQSWV5XISSybqcjCYns+RVdcsxMcGuzhvYmujyakMgeIyGRPT9CInt+jEYAAQQQQAABBHxRwC0hUUxMjHTv3l127Ngh/v7+MnDgQImNjZXPP//cBERt2rSRLl26mP927twp48aNk927d8uNN95oiT1fQ6K1a9dKRESEhIeHS58+fWTkyJFpIdH69etl3bp1V9yEUz2JdiwfZ+beVq2aJajMgxrFpfZKqjb3uCPzxfW+1syzpeXDjswXvG5R6vW9s9eR+eIG327mCWjxiCPzXVj/Uer1ObQecZfX477mbzpyfV9ueDL1+oaPdWS+uDfCzDzh3Qc5Ml/ownfNPDcPr+7IfAffiDXz3DSyqSPz/Thts5mn/SPdHZlv5UcLzTzd2zjz+7twTerv76DPnOlR9u4DKXniV23qTEf84p4JMfMk1q3ryHwldu4081T9xZnKx//9X+r2WKefv3mvP+XI/fZ6erqZZ/DMqY7M907IM2aeRz7+ryPzfdSni5mnyo+DHZnv8E3vmHnGDFniyHyv/L9uZp5Vm7Y6Ml+7Ztn/P5cyf4D2PTx37pwjn8skCCBQ8AT4O6LgrSl3hIDTAlWrVnVkSjuVRFpFNGTIEFNoo1VCt912m0ydOtUERq+88or531GjRqVdp4ZHRYsWlXvvvdfStedbSKQlUV27dpVly5ZJpUqV5OjRo+aCt23bJg0bZl1tQCWRpTU1g6gksm6nI6kksudHJZEzfn5/G29vosujqSSyx+ipJLq2d1t7E10efXzuavOV0+srkan/zwbbR6fU/+dH9cqjbU+V/u/Tl2e87ch844f+zZF5mAQBBBBAAAEEELiagFsqibRqqEaNGtKiRQvRF4BpaFSsWDFz6Vo9NGnSpKvu0MrtKudbSKQXdvLkSUlKSpIiRYqYBOzpp582N+WXzRvHCIlyu5x/nE9IZN0u/T9q6ElkzZGQyJqbZ5THz+kQ4ftSpexd2OXRhfXtZoRE1h4fT+hOSGTNj1EIIIAAAggg8OcIuC0kmjJlinz22WcydOhQ6d+/v0Hp1auXjB49OkNIdPHiRdO3SKuJrBz5GhKlv8DBgwfLE088IQ0aNMj2ugmJrCxp6hhCIut2hET27HQ0IZE9Q0IiZ/xefip1G5bdg0oie4KERPb8GI0AAggggAACf46Am0Kibt26mZ5EWkVUp04d0XYruhVO2/g8/PDDpmeR59D2PtrsWsMjK8efFhJ5c7GERN4oZX0OIZF1O0Iie3aERM75UUlkzdITshESWfMTtptZhGMYAggggAACCBQkATeFRBoCRUdHm/5DmpN88MEHsn37dvM93Z2lb4+vVauWaWitW9O0cbW++czKQUhkRU1EeqSkNqr1e8mZRpwpE1Ibcc693plGsIREFhf28jB6Etnzo5LIGT9CImuOhETW3NJGERLZBGQ4AggggAACCBQEATeFRI8//rgJgjQkSkxMlNatW8uIESNMJdGcOXPMm+M9xyeffCJaeWT1ICSyKEdIZBHu8rAbDm9KDdmy6UeV29l1z6UeTjdapSdRblci9XxCImtunlFsN3PGj0oii46ERBbhGIYAAggggAACBUnALSGRN6YXLlyQM2fOSKlSpaR48eLeDMn2HEIii3yERBbhCInswV0e/c+oVeari12LODJfkaUXzTzJ3So6Mh8hkT1GQiJn/AiJLDoSElmEYxgCCCCAAAIIFCQBXwqJnHQnJLKoSUhkEY6QyB4cIZEjflE/plaetXv9gCPzrXr61jwJ2dhuZm152G5mzS1tFCGRTUCGI4AAAggggEBBEHAyJPIlD0Iii6tFSGQRjpDIHhwhkSN+hET2GO9ISEid4Jty9ibyjG51Kk9CNiqJLC4PIZFFOIYhgAACCCCAQEESICRy4WrydjPri0Ljaut2OpLG1fb82G7mjB+VRNYcqSSy5pY2ipDIJiDDEUAAAQQQQKAgCBASuXAVCYmsLwohkXU7QiJ7djqakMieIT2JnPGjksiiIyGRRTiGIYAAAggggEBBEnA0JPK2Av9yhX16x/j4eNmzZ48EBwdnyRsVFSWlS5eWGjVqZPh5TEyMREZGir7kSd+G1qRJ6hvVczrYbpaTUDY/Z7uZRbjLw3i7mT0/Glfb82O7mT0/tpvZ8zs+d7WZwOlKMYm81t6FeUYTEjnjyCwIIIAAAggg4NMCbgmJNOzp3r277NixQ4oUyfjiooSEBKlXr56UKFEiw8//85//yPjx42XmzJnmZ2PGjJEHH3xQJk+enOOaEBLlSJT1CYREFuEIiezBXR5NSGSPkZDInh8hkT0/QiJ7fuOH/s3eBIxGAAEEEEAAAQS8EHBLSBQbG2tCoujoaPH3989w5WvXrpV58+bJ+vXrZcGCBaaa6OTJk1KzZk1TfRQYGGjOT0xMlClTpsiECROkVKlSV717QiIvHo6sTiEksghHSGQPjpDIET9CInuMhET2/AiJ7PkREtnzYzQCCCCAAAIIeCfg9pBIt5H17t1bXnrpJfnuu+9k3759pnpIK48GDx4sa9asuSJU8ubOCYm8UcriHEIii3CERPbgCIkc8SMkssdISGTPj5DInh8hkT0/RiOAAAIIIICAdwJuD4mOHTsm1apVk+XLl8uBAwdk4sSJpnooLi5OQkNDrwiJzp8/L8WLF8/x5gmJciTK+gRCIotwhET24AiJHPEjJLLHSEhkz4+QyJ4fIZE9P0YjgAACCCCAgHcCbg+JPvroI3n99delUaNGpu+Q/nnZsmVSrlw56dixo6koCggIMDervYuqVKkiBw8eTNuClp0CIZF3z8cVZxESWYQjJLIHR0jkiB8hkT1GQiJ7foRE9vwIiez5MRoBBBBAAAEEvBNwU0jUpUsX2bJlS9qFlyxZUlq2bCkff/yxqSbSQ7/etGmTCY46dOhg/hs9erQULVpUJk2aJNrbSIMkPz+/qwIQEnn3fBAShXUyBj9XaWZRLOMw3m5mj5HG1fb8CIns+RES2fMjJLLnR0hkz4/RCCCAAAIIIOCdgJtCosyvt1+4cKFpQr17924TAulx+PBhadCggezfv1/OnDlj3ma2detW87P7779fPvjgAwkKCsrx5gmJciTK+gQqiSzCXR5GSGTPj5DInh8hkT0/QiJ7foRE9vwIiez5MRoBBBBAAAEEvBNwS0jk3dVmfVZ8fLxog2vdgubtQUjkrVSm8wiJLMIREtmDuzyakMgeIyGRPT9CInt+hET2/AiJ7PkxGgEEEEAAAQS8EygIIZF3d5rxLEIiK2oiQkhkEY6QyB4cIZEjfoRE9hgJiez5ERLZ8/OERGu27rE30eXRbZrUNF9t2vatI/M1a9TYzLNm525H5mtTt7aZZ/P6OEfma9oitW9BwsmfHJmvVOCNZp4ffznkyHw3/d/1jszDJAgggAACCNgVcDQksnsx/5+9u4H7tZryBn6dSqKINN7GMJWMKFLjXZE35cB8AAAgAElEQVQUUjRkRKKHikfGS6Ri8EzNI3lmPFHjpRiZERIz3htDZKZIKMSgOsqYXoyJ4ZGpUZ3n873O2cfV1f++/9d+OcddZ12fz/mcc+77f+3/3r+99tpr/dbaa6/F94MkKgQ7SKJC4Fa9FsfN6vCLTKI6/IIkqsMvSKI6/IIkqsMvkUTLtjugrqFVb6+44OT+X1s8bIcm7V1yznl9O8v2enqT9lZ84rS+na3v+som7V105V/07Xz7jDc3aW/bXQ/t2znmhHc0aS8yxZrAGI0EAoFAIBAINEAgSKIGILZu4thjj+2OPrFN5OyXy0/su3fanEreU8cQJNFUpGZ/LkiiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvzi7UAgEAgEAoF1B4EgiZbgXAdJVD4p+15+fv/yssNPL29k8OaKuN2sCscUCT5ih8dWtZNeDpKoDsYgierwC5KoDr8gierwC5KoDr8gierwi7cDgUAgEAgE1h0EWpJEx7xkz0nAHfnWT97kc4pPf+973+se8pCHzGzjvPPO6zbZZJNueAPat771re6qq67qP3/99dd3d7nLXbptt922WzYhaSaOm02aqpt+KDKJCoFb9VpkEtXhFyRRHX5BEtXhFyRRHX5BEtXhFyRRHX5BEtXhF28HAoFAIBAIrDsILBWS6Lvf/W63zz77dIif9ddf/0YTcPXVV3cPeMADuo022mj1791mtu+++3YPfvCDuzvc4Q797WannXZa99CHPrQ7+uij505gkERzIZr9gSCJCoELkqgOuFVvB0lUB2OQRHX4BUlUh1+QRHX4BUlUh1+QRHX4xduBQCAQCAQC6w4CS4Ukuuiii3qS6Pzzz+/WW2+9G03AF7/4xe7UU0/tzj777J4Ikk2EFDrooIO6E044oSePPJdddlm3++67zySaxjMaJFGhjAdJVAhckER1wAVJ1AS/IInqYAySqA6/IInq8AuSqA6/IInq8Iu3A4FAIBAIBNYdBJY6SZQyht7whjd03/jGN7oLL7ywO/LII/sJOvjgg7unPe1p3Z3vfOfu17/+dfeud72ru9vd7tb92Z/92dwJDJJoLkSzPxAkUSFwQRLVARckURP8giSqgzFIojr8giSqwy9Iojr8giSqwy/eDgQCgUAgEFh3EFjqJNFPfvKTbquttuo++9nPdpdcckn3mte8pq9ddKtb3ao75JBDuiuuuKLbfPPNO0fS3v/+93cf+chHuqc+9alzJzBIorkQBUkEgShcXSgoq16LwtV1+KUrpXe457K6hla9HSRRHYxBEtXhFyRRHX5BEtXhFyRRHX7xdiAQCAQCgcC6g8BSJ4kQP8cdd1y344479sfK/P9Tn/pU/3/Hzf7yL/+y23TTTfsJ+6d/+qfu9a9/fXfGGWfc5MjaeEaDJCqU8cgkKgRu1WtRuLoOv6hJVIdfkER1+AVJVIdfkER1+AVJVIdfkER1+MXbgUAgEAgEAusOAkuJJNpzzz27c889dzX4t7nNbbpHPepR3Qc+8IE+m8jj3+ecc05PHCGJ3vSmN3WbbbZZ/7uLL764e97zntedeeaZQRIlFH+5/MT+n6dNuPJtitgHSTQFpYU/EyRRHX5BEtXhFyRRHX5BEtXhFyRRHX5BEtXhFyRRHX7xdiAQCAQCgcC6g8BSIomG19ubgQ9/+MPdq1/96u473/lOt8EGG/ST4njZ9ttv3yl0feihh96IJPKzJzzhCd03v/nNbpNNNll0EiOTqFDGgyQqBG7Va0ES1eEXJFEdfkES1eEXJFEdfkES1eEXJFEdfkES1eEXbwcCgUAgEAisOwgsFZJobSMeJFEh4kESFQIXJFEdcKveDpKoDsYgierwC5KoDr8gierwC5KoDr8gierwi7cDgUAgEAgE1h0EgiRagnN97LHHdkefuLxJz+K4WR2MUbi6Er9PnNY3cMQOj61rKEiiJvgFSVQHY5BEdfgFSVSHX5BEdfgFSVSHX7wdCAQCgUAgsO4g0JIkujmhFplEhbMVmUSFwK16LY6b1eEXmUR1+AVJVIdfkER1+AVJVIdfkER1+AVJVIdfvB0IBAKBQCCw7iAQJNESnOvIJCqflH0vP79/ednhp5c3MngzMonqYFwRmURVAF5yznn9+zvcc1lVO+nlIInqYAySqA6/IInq8AuSqA6/IInq8Iu3A4FAIBAIBNYdBIIkWoJzHSRR+aQESVSOnTeTEb1sr6fXNbTq7SCJ6mAMkqgOvxXvOKZv4F823riuoVVvB0lUB2OQRHX4BUlUh1+QRHX4xduBQCAQCAQC6w4CLUmi6/dafxJw63/i+pt87he/+EV37rnndjvssMPqK+196Otf/3p3u9vdrnPz2Xnnndf9/u///urfe8fPHvGIR3QbbrjhpO9OH4rjZllw/ebDcdysELhVr8Vxszr84rhZHX6RSVSHX5BEdfgFSVSHX5BEdfgFSVSHX7wdCAQCgUAgsO4gsFRIou9973vdNtts05100kndgQce2E/Az372s54QetOb3tQddthh/fX2r3vd63pSyHPKKad0z372s7svfvGL3c4775w1aWudJLruuuu65cuXdxtttFF3r3vda9HORiZR1lze6MORSVSOnTcjk6gOvw0++pO+gS0etkNdQ6vejkyiOhgjk6gOvyPf+sm+gTvtu0tdQ6veDpKoDsYgierwC5KoDr94OxAIBAKBQGDdQWCpkEQXXXRRny200047dV/4whe69ddfv/vc5z7X7bbbbt0JJ5zQHXLIId0znvGM7pWvfGX34Ac/uLvhhhu6xzzmMd2ee+7ZXXzxxd2JJ56YNWlrlSTCdunsox71qO6yyy7r7nSnO/UdNshZT5BEWXMZJFHXdVvf9ZXloA3eDJKoDsYgidrgt+yFR9Y1tOrtIInqYAySqA6/pE+POeEddQ2tejtIojoYgySqwy/eDgQCgUAgEFh3EFgqJJFMouc85zndHe5wh54U2nrrrfuMokc/+tHdf/7nf3YveclLbkQSffe73+3+/M//vHvPe97Tbbfddt2Xv/zlGx1TmzeDa5Ukkh71ox/9qDvqqKN6dutBD3pQd9ppp/WsWJBED+4h+ODdHzRvzib9PjKJJsG04IeCJKrDL0iiNvgFSVSGY5K/Y16yZ1kDo7eCJKqDMUiiOvxSTbvWQZBvn/Hmuo6tenvbXQ/t/9WaBGzSuWgkEAgEAoFAIBCoQGCpkEQyiV7xild0z33uc7srr7yyP0bmWNkHPvCB7h/+4R+6V73qVTciifAtP//5z3siyTt/+qd/2j35yU+ejMRaJYkUT0IOYcAMdMcdd+x++MMfdne84x2DJHp1kESTpXbGB1esWNH/tLURHYWry2YlSKIy3NJbCb8gicpwDJKoDLfVbz3xqjWiT1uTCMu2O6ByoCtfX3HByf3frY/Htt4/Wu9vQRI1EZ9oJBAIBAKBQOAWjMBSIole+MIXdqeeemr39Kc/vXv+85/fXXPNNd2uu+7afehDH+oOP/zw1STR/e53v+4hD3lI97jHPa7/DA7m6quv7j760Y9266233qTZWqskUW+MrVjRvfvd7+4OOuignvV6/OMf33f07LPP7s4666ybdProE5dPGsi8D33rs0f0H/n6VlvN++ik3++4fGW/tvrgSmO69lm+7536Js591NNqm+rff8hZH1nZv3d+v0l7y1/wB307Gz7yWU3a+++z37+yf43mQ50rz+Mf8bYm/fvMl160sn8vPbxJe8vfcmzfzon7rCw0Vvsc/OF39U3c66Vb1zbVv//Dt1zU/33PQx/apL1/ffNX+nZ2fdY+Tdo74/0f7tvZ5zFt1u+Hz1wpLwd+fFmT/r3ryStJytb4bfWmk5r0b/mrDurbuWa77Zq0t9EFF/TtbHlZm8zHH/zu+WsEv1OPe0mT8T7jZW/t23nwq5/fpL2vvuHdfTut53fL768MNtQ+P/iDr/ZNtNanp376H2u71r//jD12X4nfU45q0t7yj72ub6e1vmq9f7Sej19d8tEm+N12i737dlrP764v+WyT/p3x1t1Wzu8Br23T3slH9+389NCV7dY+m7155Tj3POCdtU3173/y5Bf0f7/rspV6v/Y58HdX7kPXPulJtU3179/6U5/q/97tOYc0ae+zf/NXK+f3hScUtbds2bLeN0nPGe948RrBjyPX4jnjjDNWjrfx+mjRt2gjELilIrDllls2GVrN7WYSbPbZZ5/u/PPP7wmik08+ubv00kt7Egj5MySJZBA5ZqZwtefXv/51d9/73revZXTPe95z0ljWKkl07bXX9mzX3e9+9+7tb397X5NosSdqEk2aw5kfiuNm5dh5M46b1eEXmURt8ItMojIcI5OoDLfVb0UmURWAqdB+ZBKVwbi65tQftjkOt+JrK4/DLduqDamzYvlKUucrD9+gbICjtx765ev6n2yy1cFN2vvl8pXFSV/0hW2atPe2Xb7bt/MvG2/cpL10O+YGW2zfpL3rLvnGyvltnFnYGj9kVIsnEVrLGq+PFn2LNgKBWyICSymT6OCDD+4+//nP94k2ClR/85vf7ItSf/zjH++Pmz3zmc/sDj300O6d73xnt//++/f1itJz5JFH9skZ6Wa0eXO1Vkmij3zkI9173/ve7oMf/GDfL6zWpptuumAfgySaN30L/z5IonLsvBkkUR1+QRK1wS9IojIcgyQqw231W0ESVQEYJFEVfF2QRHX4BUlUh186fhokUR2O8XYgcEtBYKmQRGsbz7VKEr3xjW/ssFjpufOd79yp1B01ibpuRdQkqpL9qElUBV+3/ieu7xu4bu/fqWto1dtBEtXBGDWJ2uAXhasLcQySqBC4la8FSVQFX5BEdfB1QRLVARgkUR1+8XYgcEtDIEiiJTijkUlUPimRSVSOnTcjk6gOvyCJ2uAXmURlOEYmURluq98KkqgKwCCJquALkqgOviCJKvELkqgSwHg9ELiFIdCSJLo5QbNWM4lygQmSKBex33w+SKJy7IIkqsPO20ES1WEYmURt8ItMokIcgyQqBG7la0ESVcEXJFEdfEESVeIXJFElgPF6IHALQyBIoiU4oUESlU9KkETl2AVJVIddkETt8ItMojIsI5OoDLfVbwVJVAVgkERV8AVJVAdfkESV+AVJVAlgvB4I3MIQCJJoCU5okETlkxIkUTl2QRLVYRckUTv8giQqwzJIojLcgiTaoRK4la8HSVQHYxSursMvahLV4RckUR1+8XYgcEtDoCVJNPWWzXSL5hDLX/ziF925557b7bzzzt2GG27Y/+rSSy/tLwK7973v3X3lK1/p/uu//mv1K36+/fbbd2pAlzxx3KwEta7rnr5iRf/msjd8tbCFG78WhavrYIzC1XX4ReHqOvw+/7It+gZaF/4OkqhsXoIkKsMtSKIgiUokZ9tdV14xf8wJ7yh5/SbvBElUB2OQRHX4BUlUh1+8HQjc0hBYKiSRy7622Wab7vjjj+9e/OIX9zCffPLJ3WWXXda97GUv67bccsvupS99aX9zPL/42muv7f7oj/6o/3nJEyRRCWpBEhWi9pvX7nHFOStJtmXLqtvSQJBEdTAGSVSHX5BEdfh1O/18jZBsUZOocF7iuFkhcCtfi0yiKvjiuFkdfHHcrBK/IIkqAYzXA4FbGAJLhSS66KKLuvvc5z49uhdeeGG39dZbd6ecckp35ZVXdoccckj3wAc+sPvWt77V3frWt24yA0ESFcIYmUSFwK16LUiiOvzeeN7n+wau32v9uoZWvR0kUR2MQRLV4RckUR1+K95xzMoGTr9TXUPp7SCJqnAMkqgKviCJ6uALkqgSvyCJKgGM1wOBWxgCS4Ukkkl0xBFHdIcddlh38MEHdxdccEF36qmndpdffnlPEu24447dPvvs093udrfrZ+Caa67pXv7yl3cbb7xx0YwESVQEWxw3K4Rt9WtBEtUhGCRRHX7n/evK46KPPe6SuoZWvR0kUSWMkUlUBWCQRFXwdckp3OJhcdysBMk4blaC2m/eeeiXr+v/s8lWB9c1tOrtOG5WB2OQRHX4xduBwC0NgaVCEskkQgKdf/753X777dftu+++PdQXX3zxapLo0EMP7UmiG264oT+ts9dee3W3ve1ti6YkSKIi2IIkKoQtSKIdHlsLXf9+kER1MAZJVIff/a6+emUD/7xpXUPp7SCJqnAMkqgKviCJ6uDrgiSqAzBIojr8rrvkG30Dy7Y7oK6hVW8HSdQExmgkELjFILAUSaIf//jHfVHqvffeu3vAAx7QPf/5z++PmyGQSkmh8YQFSVQownHcrBC4Va9FJlEdfkES1eEXJFEdfkES1eF31Qe/sNKpeeGRdQ0lpyaOm1XhGJlEVfAFSVQHXxckUR2AQRLV4bfiaysLz8cTCAQCsxFYiiTReuut173vfe/r9t9//+6kk07qnv3sZ/ck0emnn95tvvnmq2v1qk+00UYbFU1tkERFsEUmUSFsq18LkqgOwSCJ6vALkqgOvyCJ6vALkqgOv9W3XzXOHIjjZmXzEplEZbilt4IkqsMvSKI6/IIkqsMv3r7lI7CUSCK1iM4444wOSeSK+1122aU74IADepJo55137r761Rvfun7CCSf0R9FKniCJSlCL280KUfvNa0ES1UEYJFEdfkES1eEXJFEdfkES1eEXJFEdfhdd+Rd9A98+4811Da16O0iiOhiDJKrDL0iiOvyCJKrDL96+5SOwVEiitY10kESFiMdxs0LgVr0WJFEdfkES1eEXJFEdfkES1eEXJFEdfkES1eEXJFEdfiuWf7Zv4CsP36CuoVVvB0lUB2OQRHX4BUlUh1+8fctHIEiiJTjHxx57bHf0icub9Czd9nDasmVN2guSqA7GIInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/tH9ssMX2dQ2tejtIojoYgySqwy/evuUj0JIkujmhFZlEhbMVJFEhcKteC5KoDr8gierwC5KoDr8gierwC5KoDr8gierwC5KoDr8gierwC5KoDr8VK1b0DSz7wzbHRYMkqpuPePuWj0CQREtwjiOTqHxS9r38/JWbyOGnlzcyeHPFsU/s//dvd3tYk/aCJKqDMUiiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvzi7UAgF4EgiXIRWwufD5KoHOQgicqx82Yyopft9fS6hla9veITp/X/OmKHxzZpL0iiOhiDJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvzi7UAgF4GWJNHUCyPShRDDvv7iF7/ozj333P4Wsw033LD/1aWXXtrfcrb11lv3///ud7/bffSjH+2uu+66bvvtt++e9KQn9TehlTxx3KwEtbjdrBC137wWmUR1EAZJVIdfkER1+AVJVIdfkER1+AVJVIdfkER1+AVJVIdfkER1+K0pkuj4U1YWZK99/mS/3VY2cfk7a5ta+f7dX9D/dcHf/F2T9rZ7zlP7dr72xU80ae8PH71X384v3/2hJu1t8vw/7tv50gfbjPcR+64cb2v8jj/7h03G+yePvFffzt994xdN2nvq9rfv2zn5Qx9s0t4Bf7xvt1RIou9973vdNtts0x1//PHdi1/84pXjPPnk7rLLLute85rXdB/60Ie6Aw88sHv3u9/d3elOd+r+9m//tvvSl77UnXfeed3GG2+cjUeQRNmQrXwhahIVArfqtSCJ6vALkqgOvyCJ6vALkqgOvyCJ6vALkqgOvyCJ6vALkqgOvyCJ6vBbUyTRsu0OqOvYqrdXXHDyyn/986ZN2ut2+nnfzjvu/Zgm7b3w4jP7do55yZ5N2jvyrZ/s22ldjqP1yYPW+LUuZ/LY4y5pMh+ff9kWfTtbPGyHJu1dcs55S4Ykuuiii7r73Oc+/bguvPDCPnvolFNO6a688sruWc96Vp859J3vfKfbfPPNV4/9pS99abftttt2Bx10UDYeQRJlQ7byhSCJCoFb9VqQRHX4BUlUh1+QRHX4BUlUh1+QRHX4BUlUh1+QRHX4BUlUh1+QRHX4BUlUh1+QRG3wC5KoDMea42YyiY444ojusMMO6w4++ODuggsu6E499dTu8ssv7/bYY4/uBS94QXfmmWfe6HjZaaed1n3ta1/rlPDJfYIkykVs1eeDJCoELkiiOuBWvR0kUR2MQRLV4RckUR1+QRLV4RckUR1+QRLV4RckUR1+QRLV4RckUR1+QRK1wS9IojIca0gimUT77LNPd/7553f77bdft++++/aduPjii/vaQ4ijWSQRMumoo47K7nCQRNmQrXwhSKJC4IIkqgMuSKIm+AVJVAdjkER1+AVJVIdfkER1+AVJVIdfkER1+AVJVIdfkER1+AVJ1Aa/IInKcGxFEv34xz/uj5ftvffe3QMe8IBu9913757whCd0so1udatbre7c0Ucf3d31rneN42aLTdcvl5/Y//q0ZcvKZnX0VpBEdTDGcbM6/CKTqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IIna4BckURmOrUgiN5a9733v6/bff//upJNO6p73vOd1u+66a7fbbrv1x9EQRWeddVa30047dVdccUVPFOU+kUmUi9iqzwdJVAjcqteCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJGqDX5BEZTjWkkSOlJ1xxhl93aFf//rX3S677NIdcMAB/a1m//Ef/9HXJvrqV7/ad+52t7tdTxTJNCp5giQqQS2OmxWi9pvXgiSqgzBIojr8giSqwy9Iojr8giSqwy9Iojr8giSqwy9Iojr8giSqwy9Iojr8giRqg1+QRGU41pBEU7/xpz/9aXfdddd1m222WbfBBhtMfe0mnwuSqBC6yCQqBG7Va0ES1eEXJFEdfkES1eEXJFEdfkES1eEXJFEdfkES1eEXJFEdfkES1eEXJFEdfkEStcEvSKIyHNcGSVTWs5u+FSRRIZJBEhUCFyRRHXCr3g6SqA7GIInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IIna4BckUR2ON4e3gyQqnKUgiQqBC5KoDrggiZrgFyRRHYxBEtXhFyRRHX5BEtXhFyRRHX5BEtXhFyRRHX5BEtXhFyRRG/yCJKrD8ebwdpBEhbMUJFEhcEES1QEXJFET/IIkqoMxSKI6/IIkqsMvSKI6/IIkqsMvSKI6/IIkqsMvSKI6/IIkaoNfkER1ON4c3g6SqHCWgiQqBC5IojrggiRqgl+QRHUwBklUh1+QRHX4BUlUh1+QRHX4BUlUh1+QRHX4BUlUh1+QRG3wC5KoDMdNtjp40ou/XH7iTT73i1/8ojv33HO7nXfeudtwww3731966aX9LWfLli3rrrrqqu6hD33o6veuuOKKbvny5d0jH/nI/vfnnXded/rpp3ebbrppt9NOO3UPfOADF+1LkESTpuqmHwqSqBC4IInqgAuSqAl+QRLVwRgkUR1+QRLV4RckUR1+QRLV4RckUR1+QRLV4RckUR1+QRK1wS9IojIca0ii733ve90222zTHX/88d2LX/zivgMnn3xyd9lll3XPfe5zu9/7vd/rvv3tb3f3v//9uxtuuKEnkw488MD+d69//eu7U045pTvhhBO6a6+9tnvNa17TvehFL+oOOeSQBQcSJFHZHHdBEhUCFyRRHXBBEjXBL0iiOhiDJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiOvyCJKrDL0iiNvgFSVSGYw1JdNFFF3X3uc99+i++8MILu6233ronfq688sruFa94RffpT3+6e/nLX9595zvf6d73vvd1733ve7vPfe5znfee8pSn9D/fYIMN+vdlJb397W/vXvnKV3brr7/+zMEESVQ2x0ESFeKWXrvHFef0/5T+1uJJm+bWd31li+a6ZEQv2+vpTdpb8YnT+naO2OGxTdqL283qYAySqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA1+QRKV4VhDEskkOuKII7rDDjusO/jgg7sLLrigO/XUU7vLL7+8J4nohn333bfbbLPNevIIKSS7aEgkXXfddT3BxP92ZO1e97rXauJoPKIgicrmOEiiQtyCJAqSqER0LjnnvP61He7ZhlQMkqhkFn7zTpBEdfgFSVSHX5BEdfgFSVSHX5BEdfgFSVSHX5BEdfgFSdQGvyCJynCsIYlkBO2zzz7d+eef3+233349IeS5+OKLe5LII6tIraHjjjuue+Yzn9n/bEgSXXPNNd1Tn/rU7mc/+1lPIv3whz/s7njHO84cTJBEZXMcJFEhbkESBUlUIjpBEpWg9pt3VrzjmP4//7LxxnUNrXo7SKI6GIMkqsMvSKI6/IIkqsMvSKI6/IIkqsMvSKI6/IIkaoNfkERlOLYiiX784x9322+/fbf33nt3D3jAA25UWwg5dOihh3YPfvCD+05+7GMf697znvd0f//3f7/6BI9i19tuu213zjnnLB2SSJoT1mqTTTbp7nKXuyyK8LHHHtsdfeLyslkYvZWqhJ/W6HhT1CSqm5Y4blaHXxw3q8MvMonq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IInq8AuSqA6/IIna4BckURmOrUii9dZbr687tP/++3cnnXRSX6A6Pc94xjP6WkOJJPr5z3/e1zL667/+6+5JT3pSh4t561vf2uFZHGFbEplEv/rVr7rdd9+9T4M688wzu9e+9rWrU6VmQR0kUZkAemvfy8/vX269iP/tbg8r79TgzSCJ6mAMkqgOvyCJ6vALkqgOvyCJ6vALkqgOvyCJ6vALkqgOvyCJ6vALkqgOvyCJ2uDX2r987HGX1HVs1duff9kW/b+2eNgOTdpzkuEHP/hBt+WWWzZpryNCgikAACAASURBVJYkUovojDPO6JBEsoF22WWX7oADDrgRSSST6PDDD+8zjdLjiNoTnvCE7t///d/7H6lr9KMf/ah729vetjRIove///09Y3XUUUd1V199dQ+483W3v/3tZwIfJFG5PAZJVI6dN6NwdR1+G3z0J82VtAajJlHZvMRxszLc0ltHvvWT/T/vtO8udQ2tejtIojoYgySqwy9Iojr8giSqwy9Iojr8giSqwy9Iojb4BUlUhmMNSVT2jb956/rrr+9vNbvVrW7Vn+ia96zVmkRHHnlkt9dee3WPeMQj+grcj3vc4/pUqbvd7W5BEr165bnBD979QfPmbNLvgySaBNOCHwqSqA6/IIna4LfshUfWNbTq7SCJ6mAMkqgOv6RPjznhHXUNrXo7SKI6GIMkqsMvSKI6/IIkqsMvSKI6/IIkaoNfkERlOP42SaLcHq9VkmjPPffsXv/61/dn5NI1bcccc0yfUXT22Wd3Z5111o36j+X65S9/mTum+HwgEAisIwioa6Z4WzyBQCAQCMxCIHREyEUgEAgshkDoiJCPQCAQWAwBhaGf+MQnrnMgrVWSSGGlLbbYos8gcgWb2kSLVdWeMhuOpDl31+qJ9uqQDPwCvxwEQl5y0LrpZwO/wC8HgZCXHLRivYW8hLzkIBDykoNW6JeQl5CXHASWurzkjOXm8tm1ShJ95CMf6d7ylrd0X/jCF/oiUAooffvb3+5uc5vbFOO11IUm+lc8tf2LgV/gl4NAyEsOWmGkhryEvOQgEPKSg1bol5CXkJccBEJectAK/RLysrTkpa43S/PttUoSOWL2vOc9rzv55JN7NL75zW92UrhqnlgkNegFCVOHXuAX+OUhEPoqD6/xpwO/wC8HgZCXHLTC6Qp5CXnJQSDkJQet0C8hL7dseZk6uqkXoKQLTobtKjp97rnndjvvvHO34YYb9r+69NJL+1vOli1b1l111VXdQx/60NWvXHHFFd3y5cu7Rz7ykf3vPW45u8c97tH9zu/8ztwur1WSKPXG9Wu3ve1tJ1XWnjeCWHTzEFr894Ff4JeDQMhLDlphFIW8hLzkIBDykoNW6JeQl5CXHARCXnLQCv0S8hLyUofA7LdrSCI3xG+zzTbd8ccf3734xS/uv0DizWWXXdY997nP7X7v936vP6F1//vfv7vhhht6MunAAw/sDjjggNWdcYrrda97XX+J2Lznt0ISzetUzu8VvMaQtXqivTokA7/ALweBkJcctG762cAv8MtBIOQlB61YbyEvIS85CIS85KAV+iXkJeQlB4GlLi9Tx1JDEl100UXdfe5zn/6rLrzwwm7rrbfuTjnllO7KK6/sXvGKV3Sf/vSnu5e//OXdd77znf72+Pe+973d5z73uW799ddf3b1nPvOZ3aGHHtpfIjbvudmTRPMGGL8PBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQOC3hUANSSST6IgjjugOO+yw7uCDD+4uuOCC7tRTT+0uv/zyniRKN8dvttlmPXmELJJdNHye8YxndK985SuDJPptCUB8byAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCEKghiWQS7bPPPn1dof3226/bd999e1AvvvjiniTyyCpye/xxxx3XyRoaP0EShRwGAoFAj8B//Md/dJtvvnmgEQhMQsAGdO9733t1gbtJL8WHbjYIxPzebKYqOhoIBAKBQCBwC0LgJz/5yaRiwbegIcdQZiDQiiT68Y9/3G2//fbd3nvv3V8Cdsghh6z+tvGRsne84x3ds5/97L4WdBw3u4WLpXSySy65pNtyyy1v4SNdObx1bbytJhVub3nLW3rFcatb3apJsx/4wAf6yvm3u93t1pnNrqX8rSn8rrnmmm6jjTaqnmPnmb/61a92r3/966vbGjbQqn9NO7UONtZ6fteUPK8rUxP4rSszvbTHGfq5bH5uLut3XZvfVuNtPb+OCT3mMY/pFA6OZ91FoBVJtN566/V1h/bff//upJNO6gtUp2eYLcSHeeITn9gXq37Ywx7WF7N+05vetG4UrgbIJz/5yc75uymVuqeI5be+9a3u//2//9c9/OEP70xC7fOJT3yiu81tbtM97nGPq22qf1/lclfgPe95z2vSXuv+tcav9XjPOuus3qH+wz/8wyb4/fVf/3U/v7PS+kq+oHX//vmf/7n7r//6r2733Xcv6c6N3hEJ2XbbbXvyKaU51jbaev0iOb72ta91//N//s/arjVfb2sCP9df2iD+9//+303G+/73v7/7/ve/3/3Zn/1Zk/Za94++cjvmrrvu2qR/rfVVa33aen20nN81Ic+t8WvdXkv9vCbwayHPrtm9/e1v368vRS/p/Lve9a5N1lvr+TjjjDP66Ojw2t+ajn7961/vjJ8hPSz2Wdpm6/G2bq+1fm4hf0OsW6437bbs35pYv63tl9bz23q9LWV5bjW/6sj84Ac/6PbYY4++nkxLoqilPFsfrddb6/Za23+t5W/KPlFLEqlFZB3iJ3796193u+yyS3972ZAk4o8efvjhfaaR5/TTT+/lz/PHf/zH3d/8zd90t771red292ZfuPrDH/5wP9Dvfve73cYbb3yjdKu5o5/xgTe+8Y3dH/zBH/QkwjHHHNN9/vOf7zbYYIOSpvp3XE13pzvdqfvXf/3X/uhPbYQ+Ka3PfOYzqye/uHNroH+t8Ws9Xv3bbrvtut///d/vrwisfbC4//Zv/9aTlBZu7dO6f8uXL+8zzlyV+LSnPa177GMfW9xFbPS//Mu/dP/+7//e/Z//83+6d77znTcpiJbbeOv1m77/7W9/e589NVSauX3z+dby96tf/ar7yle+0gy/NKaXvvSl3Wte85ruzne+c8kwV7/ztre9rc8Qk6l4/fXXd0ceeWRVey3697Of/ax7wQte0CE3FOK7y13u0pHrFvq0tb5qre9br4/W89tanlvj17q9lvp5TejTFvKsX/TJc57znD6Qwpjca6+9ujve8Y7VuqD1fOiQWgznnHNOn0pf8xg3++whD3lIr/vc/oIwusMd7lDcbOvxtm6vhX4egtNC/sbttbTXWvUvZZggETn/reyh1vZL6/ltud7WhH/Uaryt55duQQ5x5mURcd7Tv4uVS9d1reQ59aHl/qbNFu2tSftvTenTeXNaQxLNa3ux37PXZNnxV6c+N2uS6Bvf+Eb37ne/u3vrW9/a19CQ3YDQGZ7LmwcEAWQEeF/06G//9m/797F0DIV73ete/XVzfp/7fOELX+gNmIMOOqh/9bTTTuuzgGoj9Bw4WUT/+I//WHWMqHX/WuOX8G41XnPNyUSYcNQV+ZKNwDAsyRj7yEc+0r+35557dn/1V3/VvexlL8sVkb7yPCJCZKFF/0QsZMG52tB8WB+uQ7RJ1RJFw4wube+00059Ft/d7373oohri/U7BNx6EP1Nx64QRTJOnvvc52bPy/CFVvI3jFi0wA/222yzTbfVVlt1ooUf+tCHule96lXFYx23IYPAlaOlxHbL/gkCWK9/9Ed/1EyfttBXbpawR8i6aK1PW6yP4f7Wen7NyY9+9KM+Q/aXv/xltT5ojV+L9lrr5+HibKFP15T9Yr9gB/nDCVb7wB7llpQp0cc0Tv1zNJld1mI+hvh99KMf7fdxBTrV2nLbS82RW8EeRHTSoWw3+/r//b//t0inth5vi/aGGQ0t9TOAWujTIdAt7KE1tT7GGSYt9vPW9kvr+W293lrI81BeWo53Tcyvvg7JoRKiaE3Js761WG+t129qb03Yf63lL2eT+G2RRDl9TJ+92ZJEnH1HaERajz/++G7rrbfux6Sat0wg5++mPGo0MDQQN1dffXVPNDmzx9F+ylOe0jnXd+KJJ3abbrrplOZu9BkOhIJSBHzDDTfsf8cIYcg89alPndweg42zT6iNzdV1rruTXsaRKzWMWvUvDaQVfmtivObZcUTRRpkwIqUqwzumg+S5293uNmk+KFL4I1y8IwXfuDmv//AP/9CnMjP+p0Y1//u//7t3sLC7skDIS03/rrvuuu4lL3lJn0EjAkd2E2kKV4TlC1/4wuyjdrMyahhGHEQREVl3OURbq/U7lD1HpBB1KftPGuZ973vffo5zMqjWhPzNiljU4GfcyCsODNk5+uij+8yuP/mTP8mO+KeaS45MnnDCCauPrfk5MpoOzD1Db7x0sqs5a/s3NBSsVY5OqrFFjug/WXK5T62+sk7dIkEHWLst9Wmr9THc36644opm8yt1mfwho3fcccd+7dfKc0v8yEKL9lrr5ySjrfTpmrRfrH+OjP1MoEEWqUAXnTD1qPvHPvaxvqDmFlts0WQ+hmv82muv7bMJ2Vf2uMc//vHdeeed1+/P9tGch+yaa/p0eGyXnWBvE2zIfVrI3/A7W7Q3zGhgS9buH8OaLTBqZT+bW1k6tfbQmlofszIoa/Uf2W1hvySZaWUfpPZarrdW+nm4PlqOt/X88hvYV2yVMVH09Kc/fbI9vqbkGY58h9r1NpyPFu0N9Qtd39L+a6FPc/eEm+Pnb5YkESdQ5MgRhHQejzN8v/vdr2gOMOSuk0MU2eSQMX//93/f/ed//mefLpfrAA/PiHJc9bPm2JoMBNlOMjf0z+bOaeMsnXnmmb3Tn/MMz9xfeOGFVf1jdDjCwBnUt3/6p3+qxq/1eGFjfm3Cz3/+8zubnWgoJ5ERqOp7zpFChjKSSGSe4ocBYwth8p73vKf7y7/8yyzCBNnJuX/Ws57Vkxm1/RtmDZFfsuPGKvLzyEc+sjd4c8Y7NDpaZLC1WL8cAySEcXBiOF3IKv9+0Yte1GfZ2VSsj6mEXRpna/lrGbEYrrf3vve9vfNl7OpivfnNby6qFTXMaHj1q1/dGyxIbPh96lOfys7EUgPL5o68Z+jX9s+ZdusMGWHeZQzQ2SUybI6H+lkfS/S9rAPr3LqHE1JWwCLtS7n6nsFyz3vesw9GtFgfw/1guL+1mN/kaNItl112Wfenf/qnPbFtzkuCKa33y5b7m2xi+pnz1ko/t9anre0XQTNZiWoy0gP2pv/xP/7HZEdmbItYH0hj5I31W2MPJf3HzrCv0XnKDHC8/vzP/7wos9qRcfajvcKRXeN+8pOf3JOeCCNynpNJvpTlOc3N0FGt0c/jjIsW9jOd6qifgC/7rNYear0+hvPbIoNyuL+1sF/YufwXQVHB8pr5XRPrreX60D8Z406A8N/U3awZ79g+qJ1f/WMn2Ef4awihVJfoUY96VE96IFNybJnW8pzWm2PFCiDXrLdZAVY2YK6/lewhxP2wBmoL+29sT9bsRzl+9831szdLkigxgCminIgiioLTNOUZZoQ4LsDoSESRRfiud72rj4AxGhghU59ZZ0Q5DjI4SrN+GFiUC+dLxNbxt29+85t9plPOs9CZexHm0v7JjFLzRkSZsqMMcvFjjFmolJQMgVbjhY2+kAkp6bItRBwpZOOVAWBjyak5oG8KgTEatcWw1J5sC6n4KsbnZNRwNmWJqTqfjoNx0kv7xzhglMuSklGEOGVw+R7rxXGslNU2RXaMzxx7rAVrrVUGW836ZQjZfMmMdmzmqXCp/z/60Y/u62jIjMnNtGspf60jZn/3d3/XHy8jz9at4zCIRTIn+9FRCcdvp95mN85oSEYhosy6UWtBUdicB/5PetKTesIOuZOekv4xYMiwQuSO1nFaGQql+mqWfpamnqPvZXGqM6fGAN2nQKA1B3vzU6Lv7WlqLQ0zkmrWx3i+kmH5v/7X/+pJ/dL5tTYc0UWUIyllcBm3uabHczL29LHlfrkm9jd2AhIMmYgsMd4a/dxan8ro2m233fpjvy3sly9+8Yt9vS8yLQuIzYJAsd4c98wNxIl823PIn7qMSMqa9YuIZP8gjK0zThbZE+iRSeR3OY+gDmLTkTrZUvQoXWAfFYQ46qijsojPpS7PwyKy4+MuJfp5VsZFrv03nC9z6QgrciOVZyB3pfZQ6/Uxa35hUJpRPWt/q7FfFL12qY36mILbbFWEp6dkfluvt5brw5jYpkgEWfPsv9e+9rW93Vc63tbzyz6jp2ToOGlAVugpgVo6hg+XUxyfbmb/DYmimvWmveRPk0W+AaKodL3NCrAiK3PbS/YQ23Ncw7Nm/2htT+bsNTfXz96sSKLFGECMow1+HiOLyGDMKtw0zggZLrySCV3sTDYDiQMwdJqmfgeln9Ke1QWQ9s1Jzs2QWOzM/Q9/+MNJ/Rueadd/EXTOeoogU9oYclHxKQ9lwNHi8CIfRPUZuy3G6/sdwfnsZz/bb5YMfFH6nJpVxmsslPo4QyJFRWVRcRx9R47CT/gwTm1uCoMiihi+U49LDjE+9thj++gR2YZpSm3lWDtCOeUhazZd45UpxVEwF4wPjghSrTSDrcX6HRuUnDdRfphxVjkPxp5TmC21yUEiuzIRWsjfmohYcNhkhTE+GNOyCj0y5DyO1ommIb6nPmui5lKqxTaum5bTP3L2pS99qT/aIkvn4x//eE/GIqCm6qshBi1qZgwziOgVOljRXIQaB4cTjCiSYZOr7xFNggHaHWckTd3f0nhnRVhr97ex/ksRR99FL8hozbkBq/V+2WJ/G8oLg54e/OAHP9ivObolVz+bt0TKt9anyUmCOXKudn61h/g0l6nuEH2zww479MRYbsRbe8MMXrYBDKyRkvWrvfHxL46Xx7FitfFyAiDWqz3cmlOgX6CGfZbmfar+TJ9b6vI8q4is+U4ZDbn7x3B/K63JM6z5JWBBZ7KVBdw8bHQ2IpnMyeZKc0LmWq2PFvvHUKYW299yZS99Honv1lk1xDjsbD9ZnumGo3n7r4wXgcAUWGu53lqsj6H/Yd8RXGYDynhO5IkaaEgZduC88ba2Dxw/Zw/Qx+oUqiuInLNXCmQisPhMMr+nyPNCNUb1u1bfq7dmP1N/NwV3ZAKmov0lMtgywDq0h+jkYQ1Ue32ufdXanizBJ70zZe59lowv9PCV6WC8B5tfosbwgRE7dHjrJ97ApU3JP7IfszUF1RfaO282JFErBtARI06H6Bb2X72MYUaIhQfYHCIhTUxtjYvhBIvgSaUWyRTtEpH7+c9/3heP5ITIWMklnCy62jP34yr9IjU2JASPh8KReTWVlEisMIFnOCaiiOKvGS/n1OKwYfzFX/xFz2TLsBBJ9z1TSCwGrqK9DBVG86wMCT9z1bqU9d/93d+drDdsasgYzjw2X3+1A1+p/vvss89cwmloYJFjBZo5NBSQdtQ1YTBwsF15OC/DiXHgOBrH/IYbbujJSI6B265k6SFhyCTDMvdptX7H38vQF0X68pe/3GdikCNrJkWFF+unz3EMpLXDhmz4P6LPOGvkr/V4UwSYIWQuECX+bQzml3ybc4Qlp2ceWQkn5C496PgWGazJEJtVcwlRpE2kRzqWObV/5o3TIDWdscXQRZyaa4Rg7hFg7bXQz4y9lEGEdLbZOubIGUEU0Rn+TK3ZMpbPpA9lnJRkJA2do1kR1pr9baz/yJvjOJw4a0em17xnTdUwIWsCFdZyi5oysJeVQhenbClOtnU1VT/Dx7vWGdngMLTSp4mwofcdBbP/6FvN/Jo765jcIIU8pTeHzcrgtVasEzor175KhCR7g162r3nsgUhuOiHnUQZATUG6xcPZZFMxrGH5hje8YZITN/zOFvpl2F4Ley21t1BRWvudQJCMBnvgVP08a38rqckzrPmF5Jt1HFEmAYJ2XgB4iN2aWB+t57fl/jZcH9aDx7F7co5IRfbMsw9SRspVV13Vy799rdV6a7X/jv0Pco2EMUbZU4gxx4ORMYiuqfLMHkeWIk5Ka9La9+0RAkeO1tJN5JAfwmZIGccC17LypzyL1Rj1fqm+t2cjtNh/7EX9TlmifBGkUc56S2NpldCQ2hvaQzUZe8qqCMK3tCenzN9Cn6khiVI5EYF7ma5IPb4ZW2NIppM3cs2258N5lKmh8yUTIIzoVWtHdtuCfV2xGFVVg0LDd1swgDYwzr6Iu4XFKJAxcI973GP1xkShOKaBWMi5wYNjbtEBX9pzSY2LIVz6yhDFOFP+ouecVoIl44bSmecEDtsb9o8xX3vmXtspVZlwUYibb755r3BgqK85CiY5k2OiiMFWMl79Q3A4HuColb5RtggQGygyZ17EMRFECLnhWBbKkMgVd0qLo0vWEFEitjbynAKZQwOLwYsoYOgmltjxOtH9pCCm9JFzKj3Z3xwbkSgGufVi8zXXjnBNVXK+s8X6TX2fdUbenNrc9WvqukgZbI4ZwMzRGXgZZ8qG0O5U+aOwGZFI3JbjNe5ZEWBEHj2R1lvO9dSINQ4rY8aYGVmy0BiUJTXOFqu5hHAnjzmEts0L9orBkzPRLhEuThOHIfeYrf6ZG9EW9QtK9PNw/0gZRI7AiXhz1BnUjj6mCxSmrDWfmZXxM0ynRsDnRszmRVjpv5z9jWwbKxK7Vv+tiRom5kYmJse1RU2ZNHcMLhE2dgMHVqSODOU8yHbp+9aw1PkW+tTaYOypwSOY8JnPfKY/Mp0CM8lhnNLPsT6lD5CxjiQiixih9iXjz3kWy+DN6Z/vHNaocYQaqU2GGbr2Tboh50gs3a+UgMBCwsxNpfYO2XKO2M4LqAyxaFHjbE3bay2KyKY+ts6AIYNsl1TzKxFF9GyOnkr9a7k+tDm8lbRFzaWhvLTY34brg73nOHDSg37nZ/MuZkEGsYXG5K25qV1vLdYHmXAKQOa08Q2vkyeP7CD+kswh9nSOfap/suRlOJbOL50iAEIn0x1sAbIrcML+4YcgYex/7M2cEibzaoz6npx1Ms7YS+Va6Hx6MfcZ1zRqEWCFV6qRVHO8zFjswWQGYcIOrbUnc/GZ9fmp8jmLnpFA4gguOzn5O+ZQYAdmqRQFX4S9wu9NQRVcAlsJ4YZHULZm3pwv+UwiEyvdmdNfGlHmXCAFbJScBQpzmL7G0C/NCJGdgoG+//3v37fvDyckp8bFUIi8b3JFRFM0D1tuE2WsThWu1Oa4f4RJO6Vn7uGmDVHb4Zl288OhQRRNddSH455FFKUMhJxFSV6ke1oMjFxzgSSzsMY1UhZq1+Kz2STSgcxg2xmSlMw4QyKnf/rC6bKZaAsJ4buQHDaZ3JoeQwOLXIuoyuZCdpr7KRkX5Iu8cYqkH+qP+cVOmwOyzHggM4z0qXW/Ei4tI2YLnZE3tyI3U49gDjPYkCOwEnnibCBQkHeOIKQ07cXmeJxx1nK8C0WARQlFCOiIeYTnuO82EhsEGUGUm2tGFh0zNQNw2GbLWyLoYcfKHB+RCSfzwJohe8hOBsg8wgn+HD3El7EaHyOKcSDSxREs0c8//elPV+8f9PQwg4iO0E8ZRDk6eqGaCuRZ9ljupQTJAV8swjoPv1myjlwjLwzxEv2XMojsDZwR84NIsPfW1FSg/2QEIxTNr//X1JQxNll6sitkJpJFGZqp1pQ9L+chE46FymZFtJHvGn2K0LX/cjxEAMm4/tlTcsl745ilT+kEa0/GLdI85+hqiwxepF/K8JlVo8Y+xbETCWcr5eg/OHGIEc3I3ZSKDwe2ApnMWb8tapwN5amlvZYIQLo9XXJQU5RWP1vY48P5ZZex06y1VJORDVSq/1qvj1kZsjX6apa8mJ+c/W0oL7PWh0Cw9uhZxNs8gpcTLaCKIBkGRO1xTjHQ+SnzJHe9tVgfdJEjiAhxf9t3ETFD/wPJk245zAm0WiPsPPZeyu7JnV96REYGWWaDk2+Z+9rVFnmW2WRPzgnmmWeBcnNifbDPamuMJtmBlf7JQte+MbBFZKXm6L9ZNY34CjkB1qE8L9ReqT5IbQsI2M+QJeSpdL3l7P2LfXYqxrNIIjqJnrNmh4+9mtwhxHyGzSshhD1jv2R7Wcuy8hHfeABrat6zpEmiIcOb2NSSiLK0K5svJ2N4Lj6lxypMiaFO9T0WA8072mC8J5adIw50yp4wM97Smep5EzD8PeeGAS9jg+HLSaC8LGBR3KnnWFObrfvnyJsC39qlDBEG2Pfhmfap450VQU/OB2Ur5TU3A4GB54iAhQE/yoCBa7OTecEBnmJQpoKdZAYpZlPiLKQME+l9DNTc/nG0GKU2Cv0bklYWvbnPycBy+56HE5wMLMdxFMIWqZA1N2/DhLMxkle4Y531Y3jVps3NpiIqkrPJcTYc20Cw2dRLGHzrzUaWju8sdEY+94p2uA2JSUSRdE1kJ2WKEOCozJsPxhNmPm221q4H4VQy3vH6aRkBtgY4CWTQ3xxXmQOcWLpLxsO8iOOwfwwYGCLxZQzV3hLBsLDmEKjkV38ZmRx060O2xNTN9eyzz+5JG2tX9kYyuES9HP/Jfegr/UNAp7oqNRlEvn9exo+aCjnP+FagkggreZYNRX45/Ej/VJ+C/qJPkBJTM8QWuqWktIbJEA9yi9Slrxg7jijnEtjD9tI1xZwmhIu/ZWsynEv2c/IrcILAst7osJRRVKJPGbYy6awFusk6oavIJF3PBpkiMwjNFMluqU8ZpnByVKU0g5dOsW5lrLaoUWON2X8QSxwsziSjGf4JN/uotZxTT4vctKhRM8xQbG2vzbrkQFAhZcvmXtrRwh43RjL3nOc8Z3XkmwPNrkg2fmlNxlbrI+mElreSzpMXMpizv2mvxfrQDtKZ7SMIOrzwIs0HPZNj9yX8WqwP+sC+MzxCrH02ayoRUOJ/aGN4Lb3sI35DiR2Z5kI/yKBAlr24xnfTphqZ5sQ+njKnEGM5NUaHvuD4FrjajL3WNY1atyfAzQ60F5kL+y8fkQ9o7nPXW44tNu+zU+3YWSQRv5Z/MiaJ8Bx4CbWb2G1KbiCIZdwi39gGfHYyan9l//N3YLPYs2RJolkMbwkDmDIthsdwhkQRZcNBwjBOjbAOC4ZxpjlaAOdgAx2BkJMRoo8MKw4pgsnkm2hKR6RQSpjbqhTPnPqkiFFN/2RIIFmQIQxLzpUjdRwEhJV+IiimlTQUVAAAIABJREFUVumHCyeDgbtQBL20KDIMGT2iKCKFKSvEwnATUe4jYsbx54SIMCQDktIRjVQsOeeBn8wcilC7cGBUcxoY1lNvo0rfSQax4zLYGFwlBlZy1IzVsUsOHTIy3dhGdmxUU7KRktNLEZNZBgwnE2llThhcjlDmMPgp8oL5RpYgMKyPFjUpEo5joshYRV3nkUPJMBAFFd1KV3wiJZCM+lqir1K/xhlxtRFg7XJ61QhCIiI6FXfUR8QMI2Sq/tOWDVjGnciiWgCOvKSMx5JbHBGm1oU2HPFJxA5HG0FrneQ+3jUu8pyOj3BQ6OuUqTC1Tf2ThUS+h/tHaQaRrDc6im5dqKZCznwslHGRG2G1ThnMUvs5hfScf1sPnAkZXjINp+xv9IvonSjorFtKcmuY2AfNI50i8xEhq7/mxBFZEbRUG2rqvCa9NeuaYvsVfeD7ROByH/Js7PZyj/akghtHLiFhXXA8HP/y0M1Iy3Q8xO/tydLQF3rod0YigghWjMhWNUfGRc1LMnj127ogsyljq0WNGnLGARQ5TXU3OJ/2ItF5uoYezHWEa2vU2CMFLlOGoj3YfJTak2wA+s77HKF5lxzMk+dhEd6UWTvMuCjd3/ST3Poj2wWRah9hB+n31Jpfw/63WB9jPFpmyLaoeTNrvlqsD+0Kvgv2JF2VvgtZLjvBkeecp9V46dDk6A6/n03gQTBO9T/S++Rv3rX0OWNNn02kHR8mJRywQQQznGyY9zjxojSGx0U4SN6k3wUcjVV5D/7qlBqjw+9rnbHcuqZR6/aSvcyGsWeyV+hXNlfukfF581by+xqSyD5mv2W3p4dtjxhKtzk/5CEP6QNHfs4ed/KALCGS/Bu3gPNgnwzbmTWWJUkSWVgUgyrcY4Z3KgOYCtclkgi7O3QM0vWaHNgpEyaiyCjDPgJ2XFmeItAO40Y6eY6Bb7wiWcnwttFj9o2f4uaM5dSVGUeUTXxu/+Am4qaII0cmRQUY48gN2ROcQ8p2HhOZBI+wykRC5sy7lSBn4aVrmSlCc+OPugqcfSRKOraX02YyxClqTpG5RRBR0KnQ8WLtyTYwTpk6FDzFxDlABiHfkH5+nwy7nGvakSTOD0sX5WCSbWPcY489JhtY1hHDzJwMZWtYKI5jSPYQIVMysOBBTkTOsdfWrjaGZ4o5dlMYfLhw/vxhuJhbZIz1VXNGfl4GG8M455YczhoZcXzGJi4KbjNKz1R9NZSlWRlxHJjca0RTmxwP5BoimnNEDhkZNmZFsG0e846UDDNMYEhvml/HJelCETi4IfRya+jINkNciViSF+uCkZXOUSO0co6wkkFkkHVrrTEi9ZczguT2XTk1R1IdHURYOn6Yu3+MdQW5EOHi2Mtiq6mp0CqinPpIzyF6yTWDl1GB8GXEItymHOlEKMnclA2bjusiFse3lEydV3OKiKU3yav9OBVbRCDSZcgcWcHW4hSSN413oWuKc+pGDOc3RagZqvb0dAuU4ApdKIt03oO8ZtyyAxyNYnuQOYEGT7JrZE+xNbQLXyTQrMe6F40f121L2Ss1NX5836xLHXIzeLVjHBzA4bG+2oh32peGRBGZpL/SUeupNoy2hhmy8CypcaYddh65pTuHxHOJvTacc/JMdgXwFrrkYJ78zSrCa02V2uPjozbkzhwjt5GVgqvkO+358/rHjkAwIVsFAWvXx/D72Dz6RdeoHVmbIdui5k3qH9zsX2TOHikjIB0LLa3hpG3zw4Y0B3wOD33FxnTkbKqe9l7L8dIrSEP79ljHziPFF5Kh1tfSD7/HXmzfk6VI58KOPzYPP/OKqLO38RHMAxtf6Qi2SgoC2w+mBGiGJSRaZyy3qGnEb2EL8NVatDecg1n+r3VMVyslYe3Mm495+qf291M4h7TPj7+LHcZnkzmcLmyQfIDsIdt0NL/XUVMPW4KtZC2lourqKybch7fbzRrXkiOJGMsmkgLwt4j8+JrOKRPknd12262PmNmMbMaioMBNRQ6x3bJ/OK2LPRwkDrgFbPHblCxgzpfNlFPDEbFRSfead8Rn/F2MIo5VqgeCBGAgImBMJKPSRCaWebG+LhRRzu3frAwsBqiFjQRLSmt8jnmxvnmH48dZrYmgcyplVVlowwgmh1WkUEo+I8nCYRjnOAzj/iMBzLPjDFI/jXfeAicTMtfICGXEaeEwcLxs8EgP860OAgcs92Hg2iywwYgTSsGcaGsKmUimHC1CAJIp82Ju/XHUpLZQnP5hsofHLsmlsVPgUx/9QjhZvwz8RBRZ2zk1KdZkBpuxkBGE6vDq3qljHH+udUZcMvboE7pUkTpODgxzHKNhhgmZpvPMjbEzJMmfLInxNZxTcGDQkGXrLN06qH3GKuIt55H5hoh27EgU0h9GvyN2HCZZA/P0s7Fas/Q+YohOods5MMiSlPU3df8Y9l+b2kK2a5sjR+/nZvyMMamJKI8LCaf5cHseooiRIbvLXKRI1ZQ5MZ8ME05gzS0lSZ/SV3SvfR0JCEMPfUMGp+jmWf2uvaY4tTkrQi2TVX9l3dKBCOB5ASTjdQGGfdI6YHc4Rk3ny1jWpgghB9E+Y3/jNAs0LLQ3sSWs1/FxNNkgSCgOd0mNn+E16KVFzQVUrNN0I5D9m4E7DJzU1qQwR8OMIvuc9WyPnqcHU8BioQxZeiCnxtnwGu+FiKIce81+zmFgxwqOCTiyd+kU2Tm5lxwsVoTX/pFrj8P9QQ96UG9bpJt1kgMkgOY4Z04gT/8EKGXFcozYMshTNlrp+khrmJzZ0+w9KQM6yXVJhuysExG5NW+GOivNMxuSvkMUIRlbrQ+6hi6xDxs3m2teUXg+gevd2bStx5syJJAtw0shjNden3tLorWRrpUvvZZ+3t6XiCLyKIAxz18Ytsefgb+gMqLIMaHhbcJ8QzbDYs8wMJlKSBh3i4zl9L01NY2Mi76Hv8xXslzT3hCLhfzf9JnhEdx587gmfz9VJmYdN9Mv/g97Oz3JhuT3qo+FL0jZyoI1gvaCpuRRcDLZ6XQd20TgeKF1vqRIouEZfooHoSBlFttYklLoLDrHlyFDwTA+REkRPTYAUcd5jCI22EaWao6YFOn33vc3A4HTNbx6bqpwpRpEIuXDiCOmUBZMSh33f/2clw7dIqIs4yhlQsDOppsq51vUahCJEtv4HcOad5uPPnGGZC7IRmGI2uBtlNjdkgg6wXbkCzkyjmBShAxfeIkEzXMIp8yVvlp0DJJ5i5tDSlbSLQepfRs6xxXZoV/+LQMoJ1o9PIKE3LExpyOInCQG2DwHRH8Ss0wx+H6bEEY6pRqTR3KfmxEyLMptcx8evZqCs8/IEBhmLSWiKG0mQ6JoaptrKoNt+P0cYvNOX83TKfP6zRlpkRFnnTAYyJu54eirfUCvkhVOZ84zzDDhyJIZDh5njj7k5M1zuIbfZ8Omm6XAImLG8jKsnbJQP1PNG4YTvcTxk1loDvTNcSnz4t8c5HkZRNY6w8xGanNFCOmjTZYjzTEpcRZS/+ktgQSkFf1Kns1FLpFtXXBwEWKcQ7oESSnqnRNRTgYEnUmX09ecDmM2x3RDTnsIMMYJPaSPIlj2MgRlCfk865ZJusWejHzS5xSxld1a8qQCxqXXFKfvXChCbX3IYoPB1P1DcMNntSlzkvyJAgoEkB3ybPzzbiZJfbNXk7txbSWF3dWaKyF3Z12DXlLUXB/Vy2DzIbLoK4E4so300Dfk7pR6S/PmPxFFshNEW6c+8zJkp2YCa4eOHN7ONCzAm5uhmNaHI2ZkAmHCHk3HHBFF+iawNuWSgylFeOn9XHucfSIT1p5E5hzjpO/JuKOc9vd0FHCxOaHvZc+Rl7TP+rcAof3H3layPnwnjOhBfsE4A7rklslk33O+amveJEzsbfwaZIK9DHnMjsu98XOIMT2NdNcuG5DNwA4jQ/Me+yWbh17hw6RjVa3G6/tT1jvfA3liH6Yf7Z1T15127BMCldZbzbX0CZNxSYAhVvrMJplnbwzfMbcwZP+ljCFjlClGX8zbO1Jbw3qiwxISdHOJv6XdWRn4JRmefHw6a0juJZu/pL0hflP8X34cO7G09tS89TD191PnciGSyPfw05xUoQdLSqpM7uuKxXoxtZVGn+M0OLKQMmoYnP5dcoY/CbYimzZmyiw9hNKwp1wbaEMSsRwfx0AY2HQZb5wG/56XkZS+33ePaxAx1NQIcY7QYmGATW1vCH9NRDkZaxQchcyJoYRFgUQsRBcYOMgi5MsUx4bhwpC1idnAZVzIoLEBUYilEXTK0zEN5FxpBHPIuKdMCaSYLJjSR7Qby0vRDxUBxcTBZCCVkAgLHUFifHGaEG/maeqTrokV7SDf6ZYXJB4HDKkwZX7T980qym3MjI4U0ZzXN5s4YwOhiA239hnyss5sKmov+Zm510+O/JSnVQbbvO+yOXOIGZo52GmX/KUrWOnAVhlxsJeVwIlA1jKQyCVM5m1U8zJM6BrGIMJSJDenZpr1gbRyRAhJwhGUrZkjL3BjBNElCE3rAEkkqp/wl0HF0Z4yJ6kQNQM8vc9w839ZqJz1nJppw5Rq5DFClh51XJXDT1606Ts4wznPQrf80Ym5t6LRg9YV3BBPjP5E9onWis5NidiSKeNgrCFs6HzOlTHK4vLkRLzNrYwuWcXmwz6uf2TYdyEOEC+OSqX6eIthaC+inzmB44fuqbmmWHstMpLs+0hyeBsvB1q2EAIFyUNPONIpYJTjICEn2Sn2i+GDiEEUTjnCYL0j5czFYtegTy1qPp4DDpzxWq/0XzKCkZ9siKlHnrU7vLZ8/D2IcnvTlKzb4bu1GbLDjDg2wJAcGv57aoai9UF3WCPJGU3HhnyXhz5l++YUdLd+WxfhNad0CZLT32xLtZiQRam+yrw9ExHENkMSjGs4khv7JyLR53LXB6xSBuWwADyZpxdzLjuYZd/TVbkZWLN0mbp4qdi8bDHH9OwtU44AD9sbXksv2C3gyP/IeTjc9Mow00XGD5ljC7QYb+oPHUWOZfKyDdnSU/y38XgQ6+kK8Bp9v9AlOTn4DT87PBGRLnlJRNFUfTDMUByWQxlm8cruL7kFrlVNI7qKr4JAY1/6v/ngF6bMqVz7ZYjjPP/X72VI5+wlpXO62HvzbO/07lKgZ5ZEJpGMEs4h8gbp4qpYkUgGJQJAlN7RoXmbyKxJATKiiFKZYgiN2xCBQ9yMo1g2Io6H6MWUZ3gme6EaRFJcp0Ych9+pToRF7NFfBmVuRHnYHoefQcRIQ+yYA5uKTYHxkBzNKeP2GcSLTRIjLqOGU8gY5oxMyXwZfw9HgYGH6NBHhm9JBFOGgcwpRgrDgJwwYkRDaphmc6Go9DDzKJ3BT+TgVOx8brEjSPCj8ErWBvyGt6ylLAJG3LwU47HxvFBR7uRsTjXIOYQIIGuO8UPmOB1IgHTmlgOB9DBHC0XA10QGWxpz0lezZDe3hpM2jZcu4RiKqDrW4xhsaUYcMgiO0pZlmNCtSAVp/ZyHVFdnMRlsnWEy/C5kjPlNx4fINyOfTkD0THHgZFdympGZnD5RUBkv/nCkpdXaT8iMiLXsoFTjaKFx03lIZ065xzqgj+kHssY4JXdTooPjlGokk7WP0JIpYY6MeWqWqP4MSbuWt1JpOx0JcaR2inwshGEi0WBFlu3b9nNrNhHRU3QfmbBfkwn9MTfjWybJqIwGcz/1sbcpCmoeZz3j2ilT2k0ZA3Rwiwg1EtF4kYz286RDOdbI1ZI9Mx2ZktmV1gH8ZHfQEfOylOHA8RCJppdEMNkE6jwirZCDCF9ZJlMvOpiFbdL/HP7SZ9a15aVtea9FhuysjDhtj4kisjzl6BU9idg11nEGDsfdH7ZMKSFWW4R3jHcqT0A+OIEyrdluCIqca9XpVcTmOKsbQYt0KrHxZ83v8DbbXNlZyL43r7kZWL57bN/T0Y4dwU1g3X6VoxNmXUufaz8O9+xU6xVxwvm3rwuuq6laMl7ygQCfsg4Wmhvyb0wCp0gWdTUF+tkBiCYXtHhK9P2aKAkwPhHhO+hmNs4UHNgRskmGGYqziKKpWdD8WwE2+zdCo1UNWYExSR90FrLIOrNnWjNO+iDxpjzDEwdje5f9WOP/Tvn+dekzv3WSCGlgoVL+WE7GkQikiDDD1WZC6TBucivsp4lMR1YwxyqA5zwLReBEJaUsp0KSi7WZIqwMH9+/WA2inL75rH64TYnToK8yBzg6ORHbWd8pqsd4FK2a4hQN2zBvsJYSyimyoTn2IcrAMGXYUID+RszkPGPcKT3HYGQ0lEQwyZ3MGXghMobGTG50fziOMVHE4UQgTFGCPpcKIMOJAdDqCNIY60QUkSFzxujIIYhswNamSGGLotz6x5FjQJqX9JAh0X7p1b7HBojgWqivLTPYrAFkge9LtyqJLjLeSq7GHs4Bggh+qYB4rfwNI/zIYjXZOHayADmdZGmqQdgqw2Q43pS9x+GlH5KBSd5lC0w5cpDas6ZEoTgajgpYK+ZEVE6ECjFDF3Ko6Gq/X+yhmxjejMjxMVXZWFLdp9xEuFhKtX4ypmXWpGPQ8/SfOWVQkXVjoZs56C1v+dOHdBTH2pp3jHjY52GWlJ8zVO2LiAeZk3SscdOxObc4pswuTpCAgjlN5+zNPUcih3hKfZ5FFGlPoAF5OfWZlTEg06EmQp2+OxGm6cg5koExPIzaL9RPOgXZMiZa9Jf+SvYU+SNLOXM9JIo4D3Q0G46TwsivOfYynB9jmHqpyBCH1teWt8iQXSwjDobDjIt04coUGUzrlSNuX0wPG9p6mWJrLPY9pUV4F2qTfYpARHJMjaTPamtWEM5+jEye4lBb5zKrZHO1mF/zgMC2rpwIWBv2PbuNI0//zctMHx7JbnEtvTlJJBEyyF5pvZpfAS7jF/CS9STTM+dBYCGbEUw5x0GH35EIWfuObCNBPXKHbOcnWBv8pZJSFPBjs7Syx9kq9nE2oCA6G2VY93CKPjAXw6LXQ+J5SBRpP6eExFDX62OrmkbGpy2Za0l2yY6AfbrVdjGZMb/sCnvkQvauearJSMqR2Vv6Z9c6ScRxSZkPDF3OnOMuKVJoA3HcQgQEK00RUkTj4zuzJmaxM6KYR98xJWI2bNsCFN1RSDEJsIXrmI4NZqoS9I5FYQFzhharQZQjdCIo2kZwcDwY58idKcbkvO+piepJg4Ubgxnhx5AZHiXMiaAP+0keFE/lYKbNSvsl2T8yLTgt+saJSUa1OaeARBtyIjRjPBkz5kedBRuWjKp5hFs6Ruf4BGKCo0vhkd3aI0jpFrgxsZGIosWKl82SleEtFn7PUMstyj0+0jR0FMzP1CNls/rXKoONPCA1OICOgDKEzEnu0ahxH1M0JNWhQGgkmZ4qf8OMGuSPjCH6JRlYiFPruLReS6sME+NirCLabOyMSlFlUWEOg+xCRMxUAithKQOQriO7iShK0TKGiP1F5iHjcMq14xxdjjRdmvoCY5HrdP34PL05L6WaTkGsMIQdpZxnENlnjEF/GFIcIZmKflZ7K9X4u9NxFc52KiI+b7xwtx+qLeVoWQrupCMa/s8wpAfnOTTj70r1grSVbgXLuWVyob4PiSKkHpJyyq2Vw/YWyhiQ3VgSoR73lQ6wP8kYYRTn9A9ZyvA2H+OHDaZ/9uMSZ33oPNA39k/2B7sjZ79E+pPpWesS8SuglqsPWl5bbs+tzZCdkhHnMyUZF+Z1FlHESbd3Trl2e97arinCO24bwU1PWGu1xz0SUcQ3IOeywqcWCUYQyKpFjtbOrzHSUXwY6woBQScvJft+eCSbTCMU6BT7I1KXnOj3vILI4/kU7LBHjIOp5lewhU7I0fd0kixFxLN9GEEuyGXvnmc3p74Zq+xLwc5U0J9/hCDiOyjeKzuG3pqSdeYd7RgL7NjQCDC6q9Yeh7l2BTsE0Y2ZreHUi4zoKbqUfWO9s0+HRa/HRBE7cMqR8fEcD3V9aQ3ZhXRMKsJNx8hulSQyL4hkftmz7AEy0drenacP18Xfr1WSKDHujHjOFtZUOmAS3kQUyWpgOFAOUuj8fp6x0PqM6FAYbOKcGKlyGF+ReRk7ogY5j4WqKDTHSB2PmhpEIp+OfsEUeWWRSbFjHDgCh0gpMQDH4+Ec6fMUhncWFpw4ac/mlBOYnJ0c3Hx2WGMAmcNR0idKFTmYm5FE+VEw5MsYGWnjmwRy+zjr87OiXgu1a+NxdC7V7/A5/zafjmxYM6VHkIZnnnM27mFf591iQdnnFuWGvSjorON9HDkbydTjjWsygy1l+FjzKcMpEUU2tylksQiI9xkFNjkZEmSZ0TrrJoup8jfMqEG+OEpDHyYDVhQtEVBT2xx+rjTDZNiGscOJUcQw9be+0gkyZOiIeZE9bTCcEKce8saQdBwMlhxLBFSKIFlPnGUGfMpYmjJ+BpoaDzBMhDEdM7Uod6uUagYRco9uGupyhqv+IV5k8JXcSrVYzRbOA2Mtp+YNXOGPKNIvc4VUzckMW2huOGEIAwa62hki9qU3mQ2/QxYN/aMWlqOA8/bLof7TTsuMAXuPWgnjB1GkBsuUSxOG77IxBBo4gDVHtxaaE/snksy6G9b2m7K+fIbOEhC0XpG8Uxy2xdoe3rI2qy7F1H6NP4d8rs2QbZURRx8oezC+7CLpZ/Lo39YJQnGePA/Hupg+KCnCu9CRbH2EZ02Wduq3PVPmn/14fFHIYvNtX2BTpPqRtfOb7FPzYu9NR3Rq7HtrSwBNdlSpfU8W2J+OLLGT05Fs/RMEsK8IxiPXSo6Ipsxb7/NF0p5sPZdc4JEC6Y6vsonYkkgdwaQp9pVMVXZEuuJ81hFlfczJqE4lGPisiE0+g2PiqZ1Se9zlSfzBdHmIPR1hqaalfwseTSGJEgktiMBPsxZSLaNhhuJCwdgpepGu5++aU7ZNSU2j8feYa3697CZEowDDvBMM9J8AKJsoXRRlLbe2d6dgUvuZZXtNOyK/4hOn3eSr2CGy9FK9InpeRiF5QRriAIbchICkxAAJMoKLPptD0q81kig5VOlYhZEbJGVAmSYjwQANOsdAbX1G1CLgiIw3WWOgVAE+bwMmvAw82Qw+m9hSBBPDDQGm7sjUGkQ2akRViiZKxfZ/Dj+nRhaHRUfxY5WnFiqEHeJGvyioqe/lLBJCbWOiBJFF6eriqW2MawwYtz4zbPRX5H6eghl+lw3T3KRsJL+Dr9pX+po2gan9Mzbvcjqm3AixULuUoFRoEXcPxpwzbQO2aTC8co4GDL9nfOZ56tjS59bkLRYcPkrNcZ7xkxtRXhMZbGTDGhZps/EitKSXe8iLiMYUfZXSoG1wZNDV2AxVmRh+xqArkb9kpKaMGlE08kgfaJM85zjr6QjhkJjPzTBJhCGjwpiQ1pxVRhaClxzLpGKgz9OlSSZSVJu+Q/og7FP9LNklDP+pZ+7nyT89z1D3PerkTY1kpnZrU6qTTjLGdPPYsM/2FYXcS45gt67ZMuwX4w/xx6hkiNiPSknpYbuJKEIW0fdTZUYbi9W44FBoc14fZ+k/BHZpxkC6hlnWEbvC3lF7PCjhxXkW/NA3a5nzZG20fpCz5npeNtz4e9WEoqNScJBjIzuztA7grFvWcm/So1vScXO2BZlha9nPSzJkx2NukRGXxkRmxxH3ZF/bU3LXR2t9MC4hMcxcdoyczTkv6JuO9cCRTldTZlbGGWfbGpq3fsfzYa+UgS5AVTK/9jROWdJD5leAz4kH9hpMXVIw1b4f90/WlYwSekGgo9S+X6iAMf2sTU63zJt5t+wOiyIP+4p8QEZzTtWhQ2jnZiWNT4AkQgPJwz+cmmFMZpz4QFwjU1NpjyQ3yJcpZNN4LrQri9WRdUEQ9jkbhk0l2D9PlrXnxsEkZ9pgt/BjEqHlM35u7UzZ08lfCqo5CWDvsNd6ElHERi3NUBxjQJ7ZuPPqOs7aY+w//PqSGzRTe9rgr7GFBBccvSZn7DLzUmPvtt4Xp7RXQxLZBxA9AkfGDxt2Nd8HNshHazo99lWy9sAHPrD3k9UTzNmz1wpJxMGwADhEFpVNgjIlzJSTv0WXZzmJ8wBPi6XVGVFOKaUnHXVqUeqF+sjJp1xTMVptmySGtM2cEWLipj5IBAoQmYM9lTmUFCCMCQ9nO+dIHWNNBFM/KFGRacZlrlM0ZQw2Eo52Tv9a1xjQT0oVKZaO5NmMbPAUNMc159YEhZUZCs5Rq9BvkZbWqUEQWfj+eJKhpBAbpl3WHbnJcZCQldpVFF2EZnzmecq8rclbLDj3/pBpxn6JDpg1hlYZbJx96xaGImbWSo2+skYZF27sSXLCqbO2EUVT5G9KRo3sElFwmwmdO/UZHyEcvpebYZJuDIRfMqSkoisgyThN19VPiZilfqQbaJDDcBu+W3JzhSiLTVbUMtfRSH0S1eHEzMqEKkmpHmK+UN0R+l+EeGpB+NTmmtCns2TLXsJwk+E5FddhwIIuHt/WmEsq6leLGheL6T+6uSRjgA0gmIPAtXcweEuOA8zCXpv2i5Q9p20RW9kWOXvHrLYRp9ayqLX+20enzm9qz7pFxMCVnZGyNFMEfKqu8rnFblmbWoMjBSvZqGTMeDj4HMN0hXxuhuysMZRmxNEBbD3ZAsaEPJhFFLGFOXI5tltrfbBQCYkcmyjNBxKcM27cSMQcu3GIP3vPXiNQkY5hs4tk87I5cjOgkRiOmlsDSAxkhHWVbGn7uwDwrKLi82SbzpRxK7NRH+3hyNhS+9731RQwTv01J8OiyONx6J+1kxskXejWXnYq34ZNlHPLszVm3eqLAFWyfdiYyATznbM+7GPaQHKYc/2iJ5DIdCG/YV7/yIGi6uSZHZlu707HnAV82An0M709T5/CWhKDUgxKYtDz2hDM8ie36PViMpl8EDaS7FSZWrmPvc6exK9GJJY8bE9cQZo7wU92ZSKK0lrJtXdL+tLinRqSSFBZjUq6Oz2y7dzaKiOZfAzruZIK5SaMAAAgAElEQVRXssLO4Ocj1nN06VohiRA4iQxKysagLDqPn1nAzivPWyDDCcKcWXAyLAhi7RlRDr4jBRxVijUxtDVCgRhDEpnY4ZGHqRGV8XdbrEgExgDCSc0bfaasptxKk/DnZIj0WmSuq0QOqXfBOPLkFPBMfWyVUTMcc8saAyklHWFiI3GcSSSJoS/SOqVm0LBvNh5RO3JDblN6K0d4fBveFBlKxQAZ30PyELlGISAucx4ZF5xg58MpFey74xo5Z55Tn2yuLW6xkEGTNu5xRpfvYMS1IopqM9iGNxiK/DDWpGsiKEr0VcpQ5NhYr+ooJPLEeXQb6JSo1JrKqDHX+kWfDCMROTI3/uzwKFy6OpsjgXwz31OPcA3btQmSaeuO7ip96FKGJH0gM3OW4zWvbbqDQ8DgE/0dpvGWpFQPvw9ONnPE+sMf/vCeFLPH+S5rWzZq7tNSny52RCW3Xz7P8KM3RRxhl0PWz/q+FjUupug/6fIlGQNDcgSZxdkgz+wiMpVzRHI4/pQRm44y2NuR0rLSchykWZjSqZxre53MwJw+iqZzOjjVHOrx8e5EqE6VHXaf9dHiljVzwQZgU7L96KqUnSMan7OfI/FFa+3h9rohMZebEZf2y3R7Kx21GFE0Fbv0uZb6IDmnC5WQyMni0BbS1B/ZKdYXnY9sKtELbFv23fe///1eftkZnHIkdg6BlXBj+7HD2WQyRBD2j370o3udrF3rxFznBGi0LQtA7TtYCaRYM8iZqfskeWGHs/EEY9IzJIpyLrUZ+wvDWje5subzw4yk1idAUn/gzoaUgWS/TDXsco4o65sgPkKQTkBm2evZgLI2pjrZdIgMGD5wepR+IIeIZ+sPscFPdKxwasBMsgD5oEfpU7qejS8xIWUZTil6vdgcet947ccpE2oeITZsz5pDpNJ/8LRWZDzlJEYs1r8xUVQij7+td2pJItlB5t5+bk3x1+0LAi90ptNK1oHHkU112wQylyxJpKMUHaHm8DKCEkEk4o05p9RyHotWgTiMKnZTtAERVXpG1Hdzzp3NTamXCACKofZMPwVAGUwtrDfGYRxhpQQoBcoLOYGlZqxNcTBT2wxH4+SAqHsjC0aWBMOa8zrvJqBxH1tk1NhYGQKUJ9Y9KeIWNQbGKelIIqmTFKDFhYXNdTiTkT9MlbcpmO8Sxh2mCQORQ9l1jAYssIjmvA1kWLNA3zi+jBZkByOBYlGslLzknHkWBWhxi4U+DW9hYPhy9NNRiHStLyMu6YccnbDQZ0sy2LTlPQ65tF39hAPDy9ySlxxCe5yhmGSas19i9LbOqNEe+UI+kxmkRO7xD86RZ5wBgihCRlsX5ly7uUXSx3Objr+V1IbTFtLeXmEe6c3c4ynaEEQgA5wYR2gdC0A41T7WiTlAYDNSOTL0gjWhwCUj396U4/APMwrpFPplmOGV2+cWR1TMIUM81cuyvqz9VECVEejoxtQC2uMx1Na40F4iiVrov2H/yA4jTlCGcc+ZoefNE6OP4T+1boA+OpaCQNCeoJSj3Qx07XAc2EtT7YNxezKq59ULW0x+kjyrUSU4ZpycDgStvZdtmJvhZK9Q1NZRFXqr5JY1RLV1JsMWSe+I3rCmhzGV7OfGq+YOuaX3xs/UjDikmRthGf1svllEUenxWvLHfpR5wAav1Qcp44KMtSghAXfECNuAvuNc6i+iXFaQPyUPEkVwUJuODdkHSi91QD6YH3Nsj0MesIPZClMCtrIj6HXZN9YCfcj2FWREODnyzEZ1VCQRvvPGzGYhw/SJtYVwSoFfpR6su1TPZV5bw98nf8FlCzVE0TgjqeYEyEK3OOp3qgO2//779+vGvpKjY6wrdpk9l9/GzmCraTenhpM55XuYB7odEWSO+Rr2N36rQC6HH5m02J7ufT6vcWjX5xGfdBdikD/HbuM75T5D+2BM/LNvzHuOveH72XvaTSc2rGl7O9sPF9Di8R1kyjzfnJ5akohtmOq60bl0GF+WDrKv0Y/sH4/1KnN3yZNEOktYTGhiVVNRMIo1h6G0UDFnBMSCEdWy2U0tILuQMInADa8V1i+GtAh/aeHm9F2Magqak5y72GZFWG1yCC3HdKYaf6kvInCOKSBkKD+RFM6wRSx9XMrjVKZcm60yasgG4eYUSbc1pwwkfc114hgDjD+b5WIp6WTQWHMwpJRlklDI5EIaZUmq/EJyCAfRS/JM9hCoU4iEYc0C42EMMIQYIDJERLwwyblng1vfYpFuYXB0DuNt0xWpZfiTZ0V5591yMMRusVsNSzaOYcTbWkUS2+QZ99Yxpy6nfwtlKOZE9GaNo0VGDVljQHHerBPFLRXyHRY9nIph6g/SeWwEiK7KHmU850a4ZEtqO9WBSv3xM0Z6yQ14iWSTDZOyBKwfayTdyjVv3Iw9ZI1UdI44A4hzXvIMb8Ni6NMvqS14iTwieK1FP8/ZQ2ZlFPo+gYASJ7P1ERV9kDmDZJMxkAJG9l+Gb0rPn4oro5v+tH8wpEprXKTva63/EPZkzb5jvSHsGXL2ktyx6iMZZj9xaNgXnEJErAyb0qLms9qbiv/4cxwFNkySZ04bp4bzRHeb+xz7L7Uvq5MjzJFG+ObcsmYOEBuOa3DWU6bGMLsrt5h2yiCi+5APbCt7XG47xic4SRZkP7u0go6RHTEkimRiWTOyWHIeZAHHTwYDHcCxsJ+V6INZGRcCDaVHsrXH9tM/dgrySluyEKZcbz8VB7YuMkbAbOrFGLPaZvvyZ8gTnWy+2Jzzan4guwRj6SakbropVfaLLH9Z36lfMMkhOJB0fAN+kb3R3mG9wZOuhWPOekNk6efQXyixDxJ+2kJ82c85rjUnQBa7xdH4ZVEI/s/bL9O6R4jLFKdTOeJ0lxMb9nYkt33eiZech54zD7JyBBtSzSF2JNuXrCAZ7X0+M+vRP3OqX+kGcLayjDjzmXwG+iHXBpllH0y5CXYhDIYZxkOiyHzIvhPomhfw1vZiGZk5+C/Fz9aSRGQHNzHWC/bBm+Vxs+EkUS4cVRueP6nw6NSJ5KTZdBnnmNTEeooOcBgo16kEx6wIHGfQAuHMUECyMShrG9cUImGhWx2Mz1gZRFPaGeKxUISVU81xmBpx1KZ3GKMMA4ZI2pxs7AwbCienPW22zKiBkU2JcY8RlSLPeDEHcKNg5ymYlCbuXWmZiKAWKelpDhlnznkytmy6IkkWLYMz98ztMINj6hpY7HNDI5JzzTHndJpfsmwTnJq6nL6n5S0WiFhZXDYKxBp5q8noanmr4UIRb44XIgGe9FduHZg1laFofmozakQIrXt1VZCS1p51I3OgpOhhIuzHRNHQoMmRc31jSImYTdXri7XPMZB6i7SiCxmqbtwpMYoYkCK+1pVIFjIWgZx7kxxH3vECxh/dTF9xPIzZIyhChjgQ84zdZFzZF2WGLpZRiESfok/HeLY6oqJvMhrIDN2JfLK+HNGQAZMCFjn7pblVI4o+ZlTbxzk3pTUujL1W/8FLVglHw54rEGI9pLlEauknYpCTMGWO9SsdWWeII5uQ797l3IjWykQtedhYLdubdVFEcmSnZCjJqJBFYq9gH3DMOV32MVjaA9gsdCHnd55DTe4OO+ywfo3JBPR/EX1ZhTKyEDvkJXc/H2cQ1RBO5s1eibi3Vw4znNIeP/Wa7KEMkD9tsZfJSjqag5BVUHyKPhAsSTbiQhkX7I2SI9mClY7qyc72+C6kAgyQKTkXMHifbplXlHnqGkn6anz0MBFFiJ8pwTxj5AAPa5AlTI2VbY4U85kpGUmz9DM9KABHn7L57MfsQGslJwN6WNLDWk3+gizFEvvAXqcv1l/KSOITlZ4AaXmLI9tHdiK5FTgnO/wH+zk7SQZuaSmE4ZoxX3Dgw04NSKU5doRLggTdTvdZFwjAnD1yKC+L2Qfz/KxZ62ZWhrF1gayjm5FEU22teRmZU9ftUvxcDUlkT7C26YexrWAdkS26Mj0+Swcs6ZpE40nCIhtM7pGD4TXeyBgOMCVhMSMUGFicAAb1lGexCJzoEuUFcH0dgr5Q24vd6jClPwt9hrHQIsKa2rdJGReHJBEqIiG5N5sNMzgw2uNU7ZIxJyOaASeFTrFBfXUsASk47xYzhiInl4NhEzbHyRAsSUkfj8Gma9NIxgCCyBETBmxOhsRCGRwlmKV3OPlIQ5t5Km5JoUip53iJMOQeqUttt7jFQlsiygwMxsZQXjisHNt5t4TZrDnRHD8YmgtOujWS6nQx4hwdmPIMo8gLRbxt5qLWisLn1BiQLeAWL8b8mspQNMacjBqYiXY6xoMk4cDCwPyqV8U4R0qLmM1zthbCNxFF1q55hqs1iWTLycDSftJPDA3Ob83DMRI9RzYhKmVyDYny3NoUjEpGj2wG0ULyhyjiyOZcKWxOksNAru1jMv8EUxConGx6ZuqxZ/3i5CLXrLVWGYXDDDv7b+0RFfgjdBi7KQtSYEbb9rspt46NjxwwUmHmfbrfHke3lDhbQ1mr0X/WmCMlHHBrzngZzWktmGu6OZcETUe87YmJdCE/HDvEk4zMnIfc0gvmuUV75pRTY62pcSbz1rHMVKdjyvF72MHHe8gw0VPjE8wTLCTf1l2O85bIG3s53SnblrPGQeS4crzompz9HM7atU+Qu5RB5GfsXfseXOdlcCBNOVEcNO/SmwhFPxvulxzWqUfGkwyw1/QLgSpjMjmW+kbXpKLOi8mMPgnuwKt1xoXvdexGECYdNzf//ASyPGU+0p5rbPQLW2GcgZqzJoafHeqrcRtIGXhMsQ/YE+YAaUyv+D9bV8mHdBlDzjXt476YI9n49AufZJ7NvBAes0p6JKKoxF9IdhsSJslaTUZSi1scyQs/km62bmFFXvTRmqNXONiSD5ywKCVjYMzvshfR83wZPkquzk9zRQ/yiRw/IzfGUPIkG7rFiYPFMozNPZ2WI4syMa0RNlVpRmYJJmvjnRqSSJCADcFWGpNECGZk/5CvWLKFq+cVMRbBmOcQjidrfI03A5Ei44i5+hBTTlmLgi32TInAMWQ4S9IhGQ6zIgTDIrwtbnUY9plS4qhJM7YhiyLXRFjTVbgINLhzSjg4lJ5IHWcpJ0NiVgaHaGlJBG48VyL7Ig2cyhw2Ox1fFN2iXBhVaYy+IzclfewkkAFOCJlIqc8WrGrxuQb5QhkcOVGvcXSCPDJInT9N0caS4yTGjXShmMebYuktFglL657scZKQEORFuvzUVHJjRmZoByFWc6Zdn8ynMal5UBvxHstxKm5J7jhJuRmKjkNwhujSqdkFUzY4xpW1QTboTsQJY81mAgNru7ZwNeNX3230sm2Gtd6m9HFIQCM2k+GWS+Sk70JcccRhKc2fsWvuOaopsy5H/w0JE0WB7T+MJLqVg05H5GRk2rdE0Ok85/9FfzhyshUdH4Jljm7QP5jRM/bJmozChTLsyGfOERXrjMFNvvwbRva5RODkHilOczs8ckBvcbQ9aoc5aoE8R3q0eHL0n8/Sbda/PZZdgjD2h+HLyKcD7XXkMIdAJS8IMOMjyxwYRDSSiKMtAj5v79Q/+4V+0C/Idv8XVClpb4hvmgdHXGTXGid5ln1A55DnVHtqoXkRKUXspgw62T7IjFT4FJmIiLZmhldJT5lnxDVDGymGFEoZ6bIcBAOm7kfpu1oEzFLknB2DNJAtgOwkH/rl97n7Zerf8NZKcwOvRNKxb33f1AxjRKfMSe+3yrhINY0Q3I710F8cytxLO+he9jJZ4S+wFexvtY85Geur0jatfcSXrChkEXtXH5EIMlHZIrWP4Lm9vLRMxmIlPeiVXH9huE4EBlK2bTomRdbnZTgNb/mjK2tvcaRfyImMXRnL9iL7RKpnhCiio8iUo8s5+/ks+5kvx+aiC52UmDfeeTKANHV6BimQe4kF2xQ5LPDk/Rr7IPWzVYax9ob6qjYjcx6Ov43f15BEa7u/a+R2sxZFjIdADA1yBuD4Gm8bvgUtuoKhnUc+tYjAEdxUhJcjrU8tbnUw7mENnZQCiXW24U2NsM4SJGQG508tDREtLHZJlGVeBseUiM9igs6hQ2YhEnKcYwYFRyo5ezYRxnI6H44ctNFMSUkf9i+dKWZMa1OEOxUCY+zaWBAWOQ/DtiaDI21w+sZRSMUJGUiyQURCyVFJzQLjsIEgNUrqKYxxsAFrh0HPGEh1sJKxnysvyVjmmBtnzZl2feWIMAwYZ6LWJRHv4ZjJWTIAGETmSBScw56boShiZ+1zNHPWwmKyiEDkBJIZskt/Or4BR8awNZNDSOTI/ZTPziKgZWLQVXDIuWnI95E/R68YMYxLa4cOZKiSJQTZvD0j9XshwgQJIKLHyJ8SLTMHDNCkq1I2EVLbsRfEiYyYkgd+otrGrF6a/+tfaUbhYjVlpl4znjLCGMlpzOlqalnAiSCZ2t4Ql+GRAxE0GSEpc8XaQ9RMvVnJPNDt1pwMjtzs2vF8Wf+ONiJuyCE7gU6WFS2DwB5MDnMzPNMxASRMiiLDk7PN4ZzqgFgT1ruxqoUiOywdByhpz/jTmkIisMnIswi6KOc8YijhJ2uDA5Nqvfi5dSrab37Naxpjunq89tacVKfL3E/FT78WCpjlZBClcac9G7FGlpHaahLRzYnsKNkvx7dWIokQQy5iMD+IsamPbP10W5i+1WRckJXxLVJ0ADsh3diTux+RHbVfkH/WhuAAPO0b82oFLYbBLH01FbPx5+g8toBj3knWEL9wLSV2ht+BxLFOEB/zyOJx3xCeMmjYBC1KerCvkJz0nHYFPhAvucey9XNYTsFewj8qucWRDYB89gdpg1Djv6XsXXWHSu2N1vYzvATa5mUhTpVFBBFZTskUggv8ylL7YFiDqMUlQ3TCWF/lZmROxeK39bl1miRqVcQ4GRsEd3wrhgU9vMabomAcMYrnPS0icMPvGBbhLb3VwXgYsjZfhBNjSvHDlJLJ0JJVVHILA2MAcYDYEJGiEC1kGy+FaCPNeUTfbT5IBI6bP1jx0pojlBVDZewAIxQc48Lglz6MSlEyhjjnV42BhPHUNhkcNm5jlIGRjFc4MGYY1cOrRme1y0FKkUobm4gUhV+awcGwJw/mVVSPkYUkZaxaA35esgHrezJAkSbOxSM3cgzm8fgZ3mSO4yy6gviTJcFIEMHJPdKUan6l4pgMBI5Szpn2IYmT+suQEelBFOVGvIdjhh9CLKUr+51xkxeGElznZSiOMRwTRb5DXaxEDE6VZZ/j8NMxDHtrGLGajjENiycv1mbrDCeZLjLEZCIuRkDL5Cu5Vpjzy/CmT82towzSy+nZ3FsIFyNMxiT1QhjKsrKnmQdrwV6mPxwu2CJ5OTYcHHo754GPowb0nLXFWXBs2v9zybX0vbUZdvQfg1tGD4LIHEuXt07IsfGXZjzOOnIAOxkrit8iknMI/CHhYC4Qu/pZQ9DOIopKxzusqcX5s8fJHsq9iXAoU/Y05GQ6riuAIauEoZ57TE+WBJl1PJJNQD+bD99BDqYGHdh0SFJkn31SJiJHn5MpE4u9xPYyt4J+5LwEA+tZVoy1pj16OscZmxcwm7J27YVI+aTPzWk6fijTgYwjGGGYk23mu+EIG+Rc6a2VwzHIduFQOp5Cj8nGQgbmZFwM6wQtVNOIbKeaaVMwTJ+RgcDe4/iqweH4HxuVHZwyhnPWMkLXPukhi7Cs0Vfjsegn7Nin5J2OzJlj+srxcVnA4wtJHB+FwTxibHwiQhCPTZCOYtWU9IAde1c/rGM+jP2NTcOvGdZlmjrPiSiyh7DXSm5xZNNb8+RPJiZblw0IKza9NWhPzrU3WtvPMGEzO3ZaesvnGFe+Fb1sf5M9yocQlM85spvanFWDqDQjeE3oq6kyFZ9bGIHmmUQpNazFteCLGeRTz2TbgBlWFIkoXirgWxOBQzRRzDIOpCUjhyw6hnDprQ4UOgVK8XGaODacfg9FxUjKdfwZFQw+R6G0J3LheE6uY57EZ1gTioIpyeBgKHKaOUcpGmrc42NNPsdxnHLGeyHxTmftGZLqIuQWSbdx2ygcJ0nHXBhsSJqp14gaI/lwLSVZYfRZGwyZkgwO341AhNmwD4xBxAS5FD2SfZduUZiqABF2DG2Rb5EU7TCYS27c8Z2iZeTZps6QTNFycsSYQ9rlGGzjml/WtPVms0/XQc4baypCi3BgtFjDIkjaQjSRO/0qeVLKPLIJEQE/ZAxnFdk2PNaQ2z6jivHG+dL+1Fs7ht9D/hVHFq1mBHHYyLNireSTQz31aZnhBHPrU9+ss9ojhOMxcA4Y+DJErGlZRDJEZFPlZkzVEiapb8kpQJSaV44TgxfBK3rLUcjNGEhF4TnQMi0SMe04g6NsDOGcx75J38iIYEyWZNgxQJEGZIwTnLJM6JmUxVqT8Vh75GCMh/VFTyGHOBLJcZfVMOURoTanjuoKciDmEOTD20iNl57OvZVqVk0tzrRAiKhw7hEpffA+8kX/2DDq/QgKuPWJ/OTW4DB+Nhe80q1yiUgx3qlFS2FN/mVaeIdj7mhYeuwp6nHoP6dEcGTecRBEi4DO+HP0g/FOCTLOkoFafaVf9luOvkAefWgPTkVt/d9eipjJCdgg7Dj48JdJxxHk/MMxt4aJNtgH5hbpkmoGsVUFGx2fmjK39IEgo72cHdPqFqmU4SmzmNwhyq0zmVic4hzc0hwj/WVxsN/Y/PQ0m6tUX41LbJBvJIlgIwLAfjQlCzX1j9zJMEHA0NF8mtzsUySVI0v6Ya2PMzhKS3roozlBuMjqkp1kfbEbENDWtfU7pdB3Gu9QXw0ziqz/klsc7cFsW/I4xJ68qIGWS8qsCfvZWmM/8oPSmpuyD836DPuU35GKXzvqyOazXthGU+ruDttdrAZRSUZwS31VilG8d1MEmpFEwwjXMMo/NXI0a3JqDXIkgaM4Uu5FP+573/v2G7CFUhuBs6FzcDl/nlRUMNXOsOnnbkw2TP2y4YoQMPopb+NgDE+92SHVXPIeR5jDgTQQsZBKjSzLcfyTgYC0caSCQck4QzrlZHCkOZZRoS2GJPKLYZRrjE5ZzMaPPIElAiVnA04ZU474jQu0OlLCsJ7X51Rk2UZuHv2h8Mmi6C+H2CY5NYMD7hxImHOokRCcmiHRwvDgFPqOHLKDASSKInNLNIsBwtBiHNk0c4lFG5J+qkGCnFCMV1SvNJthoZpfyJ3cW1QYuowq2NnMbHaOYlpfxk1urO+pz6yUeRFHxEe6zpaTnZz2qe2OP0cm6dZcQ1A7zp1bBylyR18lIp9xA8ecCKY2ZxFFDDaOdQ75p61hHQCyVkJAD29BEkQwx5wtjiFnATFR6giSP/oOUVJahHc8nwxbukEGEZ2NBODEycYtyaBMR0SR4vS0DAtzSs5zAwwySziTsq/oFPKMUMypKZPGS76sBeOUwbrHHnusNnjNEx1bkhWnfXtk6ZGD4XykjEdr2f4EP7Li52pY2TOnPPQe3BBFcLOnIyC0h4Chb6begiTAoz9I7MVqatlHrJl5+9Gw/0hEa8ycOGok025IZOW0lXQB4hVhQOfRM6lAK6KR/ss50pT6mkh9pELuzaHD8Qq4mRvZg9ZXSfCJU5ky4ThVnFZZvNZGib4ay5OAin0HIYRsk2041eYbt0VekEx0YMpEZwezAUtupUpFmxGJbPrksGubzre+pz7WKz2absAsvUVqeGsgQocdkK7/Jjdsf3YmO2xKzUhrbXypg3bMub5qG5nARs999E9gh/1W+pA/e5yaXuOaQfrORxgGB+Z9jzYQ+NYD+0fwSTbJrIyz3JIeqV4m/WnfZFMiJehD38P2yDkGN0tf1dzyl7CBKdm1V9IJsj7Zrale3DwM0+9b28/6xWYj4+ZHn+wh9gK+ZY4dTTYEaZNNmmwL32HfQOJZH+Qq52lZg6i1vsoZR3x2cQSakESzIlycmdIixhQSBSASh0QoiWBqAytOuafHvzmtDCOGVWkETnuccItXVIFhn+qkTC3CywigJBFXHgsWk8uZZkinjCKEEaJnnlFjvFhnTkGquYQIwhIzWBluGGQkkfTqqTUa9G14q4N5GdeEyllkiXBCGNiAHR9CYHESzDOnKadvi323CB3HsOYWPURfOmcrzT0n8jEssmxM5A2WMgY4DJwF6dr+THlstjIfkgPOKSQnY6JIW76LQTLF2OcEGZdxaj8RCQwHRJ6Nfd6mZONHgIkmulmMUSQ1HWmK0GLAcNYd71EDIYdATWurVc0v+KQjIAzm1BcblXUkAyvn1omFUub1mxPLEMspijyWhXRckeyIDOcekdIeWePY0A3kJ2V8JqN/ivzN+swww4nBwbiSsZJzZAPm0vpTHQDGvvdzCOhZtyA5roDs4JTIHjJPJQW5GVj0kz3NfgRDhF0JYTLGEFHkOJg9icwxqkVap6zb1NasFHf7iXoL1jN5ycmYIhuIe2O19u0ZZI+hX1o4HFFEh8AuBY7SRQPI7nn7WxqrvslKQuyaE3sm563kyEFqc1bGI91l3Rk7xzBHHwhuiU6Tae8hANkLdL75RvJOmV9RfrojOdP2sdKaWtYH/MnBsOYh3S+oILOXE0JvIxnnZeWM5RgJY390PI1OsS+VHCWZpWMSUWQdDrOJpuosdo8x6k/KHhDomSpzvidlBCNx7Ov2DPLHweQg5uqrhfpurNatNs3BcH+aOl6fI7vkRkYEXSXzmJOOOJpaoDp937hoM/mRKYd0ohfMfY7Dr90hUYQ8LLlFanhroD4K8LB1PQgQmVOp6PlU7IaXOtApyFPrVaCQjcN/KAma+X4ZSfaf3Azv1Hf1L42PvSzb0fj+f3t3A6xdVdZ/fCkjahLmSzrlNEIUCcYYjygMWfhglqiTZoNGY6QiORCpCamBMZpgZi/+M2KmGnubcNKnRxmroWkKYrAXwMiIEdQYEkwI+Qe9PImA8J/PnlnPf3tzn3Pvt3Pu+5zz2zMM5znnvvde+7vXXuu6fkGVb/4AACAASURBVNe1rtWuGSRQLzurj7BYN/6pqyCqPTC769iikh78Gc/RHKmP8WH4Re5ZfzGOsgEJZUSoPkHH9carritK1nv++o5xBUs+nfb3CXJNYT+32ze7goZdSiT3TIzP5uA+AT3BBnaFZ8x/I7gJEurP7FMC0aKSGe32mcvNZcQm89nYXU6nHq+6vutL/dxl3XZfLif934c107vIfzEnObxLNAJjMBGZT03wE+DXT8wj5ixzizGtb7BmtEg0dYSLoSHSL9PCpMYwNWH2NchNIF4IKboONVw4agYDGRMVZJ+Ufg9ltqilScV1ZF0wCD2ULgZgNVbcrwwDa07rcigDFSe/a90CAzQDilPl5/auJyZLqZ3+xmEy0PSZ0Oft6jBGwW8LTtiJ9BvEdG7RehPcGId69o3q83zrd2d30fN77e66RMBnFV5k1DPKiWrSOutEzInuuzRgrQFtnlBkQmAcedaLJmPsOV36hs+ajPTfauA7l3dnvVRU75p31ZIA5yFC6r8OhgLjxiDFWPW5PhNcXcKlTUNrfq3FzkDL6OPQdHln1zrP2JR5ky7n2QDOuWzz0X8Jx1LJGYdq6vQRYEwUBAhZZd43NWDakdBaE2HMhNk3w6ktaLuuJQgEImOUPug90a+7Fg1etAsSp9253/Oe9zQGax+Hvzpb3gfPiMPPoLKsYdG71ZVpFYr6Oq7OP3WKe22z1G+BBU4JEasKHGMyg2tb9UfBi/ac15WVd03/l3pvrOKoCwSYO7ouOagZIa65VsYjR1qQwTjdVzBxXn0ON3N6l2U4a93/bNbF0JpatU4Eca3OtewOQqqlupasWIJEGOzjIBHYGKh46SvmOnOAzKG6jKbrs13vc+wYNY6cv0/7BDAtGfLO1+L/fYUi77zrq11iXvMuEMfNGbUgO/t0USClDwf9kgPHruwTUGlnNBAR9B99pgYF6vzepy11nBHMqkXmq/Ap+DV0HKx927zkHem6ixR7Q3aegKL3rO4aSAirhYf9XvCs1tvrer+zmzqwz/Ez/nvGmHadl1zT8+CUyUqczXbq2qb6Od9XroDdQoTB3TsrcORnWWPsvj62jP5r7tXXvFftFRF9Ms7MwcQfGavYExGtsjCG+h0OxiAcvUddD8vUJAt456YYr9a6rrlDRo05r8/4MoX9PNsm9hC7lFjlufq3d08/7PNs2/6MZ8DvZbuwz43PfNk+Y4vzGUsFg435xmKZmezVPructu/XfERDqCLxVONV1/61tM+NEIm8R/ibZ/VV/qbn4B1hW3ufjdOCrcZ9vpt53Rxtnu9b53KUSFS3+ZPOOTTC1X5ItUaNwcYkaSJmAIps9RE2nNNgD6L/HDUaL+VOZFBWgoGszwS3VlFLHLw8Bpk+mSYccKKVScdE2b7HruvsTZiiE3UXkMqwXXPJZ0SVDNB9FOP6bObt6jBEwZ8nOLlvk0qfpVEb9WK3M9gYz0MzpvQ9olAtDkwoak++Iipe3D4Rn/Xu2WTsuRv8+xyMZtEEkRB9t6abygbhfHEe9EOGEuNo3qFv+S5jvE44fq7FjU1OjGeTKXGiqwA4bwlXXcZKgBtSZG9e+6tQZFDtusNVPU8tou29HZoy7xnI2OIMcHRlPxILbIPePkzMftfHgKnf9zzqlrHEF85bFwFxUV8akuHUFrRF+NUl4ITLLFT7S0YDlrLN7P60yCjqswsSgch11qvNYwzwHGR46rc1iicrUyafvqeNHJCuOzVVju3xZXbpoZpBjOc+81wVUD3bsUtEvW+zu9Bot2dkjuQcM1L7tG9e/zGXYMnI0Rf7LAF2PoIkp1BdM+8CsY4Y77l0PdpLzafMeJy9vnmNIytTigA89GgLRZzyPjW1fFe/lWXcruPhvTInEQ2005jTh2G9F4apjBI7IcnMIWoTxzzn+m4Pve+x39MvjHWyaQTc2Gg1GML2Mt4v6s/mN7YJZ1cwRbZVncurYGocNAcPyfAce4/t789mNLAziCRsXm1kJ3ZdUlIDogQIoiyb2XgzZdFmbfccODVsjK5zG4HZGGxMkn3eFkCND54z+0Vwqk8GJfHU4X7bmzpoo2sQe/oEGJzLeyBzg8hY64x6X/qepz5n9pTsbtlN5iCOP2HIOKr/LRJgCHGyGvlV1feRTURcMy73XRGhXbUQOUZs2jE1PNv9ed426GPHqynftyns53Z7jMHeBYkN5iXZvN5XfYWPSRBcZA+1z9e2Nzxz5zFGV1uVULTI//VMtcF1jSPGPnaCd1WfZocLnlkaJ0Nu0XjKB2TXyfojeLKh+MzOa04njA0Zr6Z8rptyrhEikblIsJ3AVg99g81sFYc+xM72jLBUOL5ujjDk3kaJRAbSmuY9JMJl4uKkGeiINg6DoJdEJJPD5LwGsNnK/Ytutq7R5dy2t0b18oHbt4in640tajmvzSYgWVOW5PTdBrc6XIw8jnpbdBhbc2l2V7Sxu9DUe58nOEkFZ3D1dRgW9YFFf2/vOjabwcawVyujvYveovO1/y6zS0aECIDBvwpFtcjykAynPtdf9FnZMwYbqaIGEm3Vv2eFKyISY3reZMJoVDeBgDGbHVQNVMX/OOYMrEXp/e0I/1pLuLSlbw2iRSy8R9ppgF3v4DCYbC0xIKRhY3yyrGTINsCuS9xt14sR0TLWEaBMuJ6JSFqXzLN2bSuil4hBFb5M7AxIYpToHEduUUaS+5IeLpJlfGk/vyEZTrOCtugiB0z6vhoFxnuZhX0yzfrsgqS/utZadSFq4XfOss9yxmt2nfFQZJUj4d3um3Exb3wZmmEyT0CtxlmfJaLtvr7WLjTu2ZhtGfUiB2TRe1b/bg4mki3adWfWYWDkei4yCvE3bxIpGEBdao4QCY1VaiK150c8x2Y8rnXvxjQBGiLKmINhb4xmFy0aR+t1aoYn8Z5RqTh9WyjS3z1fwj0RYJGBP+vQqPNl7BLk8n5Y7mLcrjULx9zv2O9WZ7dGvJ1P27SRU9wlgl4zFI2dxgEZnSK2VWAbu1R37D22v79eRgM7x7vbx8F0nwRYdaDYCewWz5UdaF7oW3R99l69s+xy852+V4t0d2Xi+fITZoWirtn3s9cxD7NT1GDznjiGburgu94H4pC5RvTeOCAj270SOrrUFfQdbSCK1+Ca95dwxy4l6hDF+gQbZWARN8yz/i9zmbPvfJ55Feq62KfGF/4V29Z5lFEgKpjHCZa1v3Wt4dl+Jp7vbBFt7R06XnXtV10/N4X9vNa1jPVEFO+f522eJKJ0FVGdd569Uf1E5/H8F9m7ztOuO+nfsxlNdXOguhN3F35WyhiHzWdWvTgIWt4X48CQ8arLdVfqMyNFIiKvpBXPkl1DOBYQ8YzbIpF32zjLLhwqTHcWidoOdYWtAbJTOBIioX0iXDVCQ8008XBeODSWR5iQGJJ1JzKpd33XUWsjB4IhyRFm+Mt+YaxxTvoYRF4UEQsR7zFFLdfqpJw7TmBNTe3SmU0glGbRLYOK9jH62i/r0JpLa+2KphBgXwNhXoS6GqpDJ/QufBZ9pl20z2SmH87LYDOpGqQX9RfR2nYfdY9eTOKXpRF16dnUAsei+1zr77XonAGGU16FIv27Tzo1I4bRUiO09XqMVuz6LE9pO25jl3AN5bLe9/RlRhFhjMBC2KjLDby7fbYBdh2RRWPTbI0Cg78+KQJuDDPuLDLwtU3mF2eXOMQIt5taXUrn+cqOMVZ3eSaeqzFGNh1hxAQzrw1dM5zWE7S1Ubs4DJzOvumwXXdBMv57j+eJE9rn3SQ+1IMzKUKmTeYAgqCaDyLyfSLUU2bIatt620b7e5clojXTj6PPAV5vF5opl9H0fS+xMy63dy0y1lgmaW73rlh6sWh8dl3nMsYwThlZ5sf689CMx773M+bzDGtidpei5sZ3TmldsuBe2QveY7ZVzQghdBvLFkWU2+1m5BMOLWMnwng3RJu9h2o5cV6HLNEbw6b93fYSZc+7vZMeLrJMFrXP+Ck7yBK6WsONKCHqLWIrOju05uZU91nP0yWjYdE12+OB+61CbBWGZSo6sJziMIbVej/e30UBC89NvyW4CEybi2oguG7E0qckQPsejCWW3hAl2HGEHPa4rLEhmzpw1DjP2qWGlT5YN4pxfjXUjGGLgiEC6N4v7675hjBHLDL/mOcJndrcJeN29pnJxiIKWaLH5rMahJ1qfutycOoJYPN2jhtaw7Ne1/xlPOf/zRbR9re+41WX++n7mans57UyeI31+npX8YXtZExj26xnb7AD+26g0haKBM8JoAJlNcNYH+rrn5snvBf8ySp+GXPYxH3b1/fZrcTnR4pE7KG6o7Ox0DMQXK47ZdZMok0TiVzQQG7S5BRwMgwOhBfOkUJa7WydRQ/BoEwdFxWrjodrSMM0ebhRg4OImQG1b4ZN+/peGOqzSU5UhHHUZ0mYc5lATY61EOWYopZrsTH42YpyaMSRszpPKOoSEdCmul2tn6UBTrErmnOtFaEeuo3oor7V5+/ton1jMthMmN4BAoKIbR3YTeAMSs62SAvhpO9g2ud+uny2XbOgTuZVSFA3yIC9SJCYvY5nLArXFoo41IqYdsmAaZ+vLRQNXcLVhUOfzzBOPTvZN8YkUR2ZUf7vqEKRMaZP0XVjqnRdnNpHFyd/XvurWMKoZPAxmqWgyypiuBq/umRc4G6yZgi0Dwauvu7ejddE0C7LRLsI2q6jVo0+ZBzsEulvt23sLkg1E7bussVpIJbWpQaWLvRxpGfnoDHji0wuDpVlBbKPFgmoi5aI1ra1jT9z8hS70PR5r7p8dq1diziv5mXzVN++0haH6s+yA7tmPHZp91SfqRtwEHwJFt6NRctiLRF0P3U7+5qtLPNFXR+1zTgVfQM+7qk65rJr2GmuoT/KIiAm9l2CORWn2jYZnmwZ7TK/D12iLBLPUZPJqX8ZC43TAgRsQfVfiAhq8/SdL6e8564ZDV2uOesMGhNqxgsRgWAigLuMg+DJniKQ8BEEVpRqkGVrmT2xe0hRc/divvNu+L6lUnwP84G5s+vy+MpE1gwbhnDD9qljd1soEhAx73cp/UCQlZXDD9Im/Y0d4h3vuuHJes/LvGkpk/EFXxngXQ7iM9F0NoBAsOQXGre71vCs1zO2OK975B/wEWvWp2ezrL7X5tHe5VTQvF20eYj9vJZ/RIQyhllW2eUwFvPLfc8YPMbemHe99tigzh5RQv/l3/QphGzuYS/XQCbfXIBehr4xVdJDn4ypLmxW8jMjRSJ+prF/1iZdikhUC5LV6DbgdWAx2OnEoi4MmK5GtI4ss6I6LAZCA7+B2n/+tsgQ2owHb8IQuXNUQ4th5f67FrWcjdBsZLurUCRC0DUiYDDW4Sz1MqF5SUUbh+6KNlu0eVUj1J5Du2ifPjwmg40Dx/AmaFLbGTOYctBN5kNqOE3dV+btwlDX84/N6qpCkWVJsgFdq0Yb+t5HddwIa0N2Pel7vfU+zylj8HAOZPUwXGpGQjtC7W8mtz7jljGEMckRaR/GXA7rkBoX+plIq+wuQpH3W10UWU+E/S7tkwXn+c1u9UvsIWITkY0VohR9MmrqPa4laPs7J5axM2QXrTG7IEnbF52RpeH5MgYFPjx7BpFM1z7bPLsXjiZjrRY7HTO+1KWd3i1C0XoC6npLRGf7etv4s8RxzC40U753zqUfiioSU8fuWuR87RpOs0KR97qvoD31/a51Pu8wm0jmTtcAFxGHsyUoJqPBGCNAYVzBtWv9Ov1fH5YpThQ3HhufiOHmPAY+J9P7IwNDHaLNPNrBramXKDsfp5cQQTyudfCMM0QL8/oyBSKcp8poqM+sjgcCwt4Rz9OYqP9YJrXZJQHafQlzY7OlFeZbfZPdpj/q2313zeLTEDJk+5hvlBeoAWmCCae1S4ZibSP7Tzaq+UtWhNpIeOkvggzmEf3FGGu86Spu84/M3Wws76F32zwwdOe7ee+nsaJre3yffSuzaXaeZhsQDfqWB3FOQiSbyDgn4OYZ29xAQKBPEe2NGn9mdzmtAm2fos1d/SPimL7YZ3wxrsuMNSbUJaJTrMhpjw0SJMzHfY+aEcyO1tfYkQQjNodAj2w2gbCplrT3bd+mf36ESMQeoLvUbKF22zddJNLZODEG57qTgwiryaMKQopNMahFlLsqgAYDGQ11ByTfl76r8xh4RGwYJF1Fp414wDo1I4AxVZdneCiWgGhvn/V9bUO8K6Oh90TMYrCJDCziV9fce6aer+gEQ1mGACNwyK5os0WbpTeuSoR6UdE+/X1MBpsopnRPfYbYJl2YodB3R6Whz369761Xs8Ba1i5F5xa1yxIlBpx315rnPn1dnRz9zuBnLKhOHAO1664ni9rX9+/zdiPxO8YUIcZ9ji2iLQLq/ohrJkiZmoyOLkti6zruKtATcUR+GaE46st9l25hRACylIeT1F6WUdOYq7Hbl2f78/ME7WpIiJoOdUaG7oKEJVGubgBQ28qp1o8ZMn0O77y0bPNiLew5dnzRRvUnGFbqCUwloLpn/Y0jKLt3yC40fdh0+az+oZ+pU8AhGbNr0Vo1nNrbPHfNuO3S9lX5DGfSjn4i3tX4Vv/PWF+Xv6zX1ppBXnfBYQsSZdTLYAPpz0oMWKJpvO7jZE7FSOYhcZdgvyjDbsg1vcPGefe7jPtbq83EDQKG7PipMoLbzmAdDzi1XXcNHMK373f0aSL40Iz7ej19WPDEkh5iEFGDY04cMv8JnNY6qV3aiJGgliCy7CNjNYFDZtHQuax9XUKRNk8pDHW5r7U+Q6RiH+DVPgSnjKVdlrQTgQhzdbk9G5WvYIzxe4EtmU38z0W+zJh76fLd9XY5lUzQ1X7eaP+oLRTx58b4M/O4qMsmONCnnqDzeB+InGw7h3ayfc3vfpaR1sdf6PLMVvozI0QivGgT7aV69V6JRHyw+jf2MNu1roIawmTNmkQMKy+6h0i0qYUTGRlDC27WBtb6Jyb1tthC4BDB5iRt9sEgMhArWlfXRM4KRaJ5NeW2j8LrXmaFIgOpWkx1ecNm3y8DjxFu0mkPwKKtMrxkwEh3HLIr2mzRZgPEKkSouxbtG/MsvC8ca7W6THb6lFTZRTUQxlxz0XenqFmw6Br174QeBlcfg9qyAIa+5ZKyNbRXKuvQmlpd27rocwwez41DZWxS08N7S1Tz7ojaTFFjitAu4m+tvb7CseuaocOAIkjYLY9RJbpVo5d2byRc9lkKXJkYhz1LUaM6eRPIiFl9i4yuxbmPoL3oWU3xdwIJ9uY4RhAjC1fGTd/xXkYUQadGVDlb6ht13ZXP8kDiYf183QZXRpNAipRvjv9UAqrAgiyzLgVVp2C93jnMu8YByxk46P5tqcXQXYvWyzBZhQj1RvLkVDMULQfj2OFYd6dZ77r6lTFgVuyXTWIZJofa+EygINSMKQkw9v61SfaCd2UjlijrP+6xnU0/ts1jvs/GMLZYnuu+ReCnygiu7Vql8WCW1RChyFxjHGeXeR84UrKl2L51CSWuxvkuNQDnPT9BMk6aekEO86W+KcNuCpGDLclnml0GPqYvDf1u9Y0IYXXOYBvx3dzvoiA6f0hQQiYSP1NQqzq0xHvZXeZAtqEgwTIPTjmf1xgwxS6nG+0faa+lsGyORXWvunCVPeS9EBiVFc2XW2TfEwAFygWzPEsZcLWQe73mbN2zLm3ZNp8ZIRJtNoN1C1d7aTlCHAUvtEhSFYgYqYzKvhHWeoMG0Kpwmeh0KsavYmhDlhqMBccx4BSK5FuqZTIRETAYcg61z8+cpL4OQ21bO2IrGmK5npduGQqqSdMAzyGf3RZVZgKxbLag7lqMuxRtpmSuQoTaPYwt2reorxkM9ZWx0a5F11nr7wRAyyStTZ6yZsHQ9ixyCC1nqMsWjClEDpEFE8wyIvzGJgKJ94NRwAhnUFo+pPgzkVuGjmjuoslyI5jNnlPbiBkM1HbRP5mZ+uGY8UqdOGO/yJ6xj5AyRWR0M7gMuUbdUMH4LNKsNlNXwc71ZPmYvxhFoqzS7zkIdSmC8b7Lod8zvolClqlZhs1h5xzWHfAYb2PnyrohBYPS/DdkiWOX++n6mbokTN+1S4c+16eQvut4duZxtooxZCMyTLrezyp8jlDs2Rq72FddHFZjiuwZ2Qvtzxv7CNr69SqMfRxn/xFlzbvs1aky7NrPjlAkOEBcWOYhIOC9F0km4rFbOdicwikygldtPFiLNYfduCAwsuhwT/qFbGVjQt2AwrtQ50v1p9j9fXYKc119ri7BlkFOKBL8nV2qvaiNW/HvNUPTWMFWYg8RBmb9idl7s2U6wbrNyLJ+y+PZf3h6DjKj+Z595t+pObYzWs1FQ3Y5XYZ/JBjgObBhxh58X4FBAjwBdFFhab4lYYheIJPOISOMPSQQbDUOrt6/oSUpxt7T0r+/XUQiIKu6q5PUmgwmZWoi42OMwEEpJsCIWhkUdJpl7aTiPrXF5EPMsGaYgygVVVaDqLL12YvuV0YSFf2QQw6Z2w9XKUJTl3yIpsrkqAfHqO6ksOhl2kpFm2fvZWjRvkVM/F1dIunHQx30LtdY6zMc3ac+9amNyDd1zYIx7fLdeTUuOCLa6z8V+xn8in8vs0YIY0+mBjFInR8OVj3cA+O8q8M/llmX7zPUPOupJ10TviVXDANL/xaNf13aul0/I2qMl76jpgJutegoMZ6QJxrX9WCEE21kMJhz29kahCJOet/Cqu1rG/+kj8t2Uh+AYblol6Gube/7uXlLwvzOGCoDoKtQVLd9J2SYyzluMl4YuhwOgrTl7t7prlldfe9lFT8vMxjLPsLOvA0JPBM8ZdwtY25rs2U/tqPTfjZvsNumyrBb9rMUXBNMlEnISa310ozHd955ZzNfWjJFSLbsb8z4vErjwVTcq0BkPK5jpYxyhXIxI54SQdn5ltH06dPEoGpftTPIvTfGm65FoKe612Wdx72a9775m795oQDdztqqYoNsIQFNNkwNCjjfomykjb7f2YxW1+u7y+lm+kcCLJI3lECQgSvYv9kMvW9sCnVxXVuwx3vAxvf+sTH4mwQsdbqWudHBRvef7XL+dTOJ6k3W7cIJHCLKXmYGcZeI1FYCpQNTOhlSnECdnZH+oz/6o512BapOGid3drJZ1QhNFYo4NoQ6USoZE9aydj22QtHm9e6lb9G+rlw2+3PtIukMIUKnZynDZOwuDFPcy1o1LmSrMO5FHUSNrFUmGPcx2KZon3fBkiBisEKYuHHMjXOcjrrbFQF17969S9+pbvaejc+cfWPzGGdhCpY77RyyLoiHomR1abY+og+bFwgxQwy2KhTJFNio3V1k3QhqLLPPrLUkjHNsB5Uu2zzjzMmwHKWKIX42LloeuhEZJtu9n88KRZwQY6Hla8s+LKvwjtXalvoKgUhAU1bCVj/YZLIpLOG55557mvGjbv3OCTTOE8rMmxzDqY5VGA+muBf9QZCHXS/IYyy1xEWGot8T2tmuMmPZ+X2K5rJRPANZMbX+judRi/K2C6pPcS/b5RxVJKo1GD0DWUUywvhcVnCo5dlnl9iNYEOkqkXLh2a01nZtpn+kPIhsb4H+zV4C7Nkad2WT1TIq5nVZeuo28ad3inC6EX1yWefsJBJpXBWKDK4Mtu0mELlHW36Klkvxl1XU5x4ZqNbpiy7M1p9Z9QhN3cJbsWvLDjzfvg7DKhdtXtbLtYzrtmtfKVjKwBSNJHj02YVh6rYvqnEhHVy2BedOMdQ+BtsUbWWQi9ia5Igts9vBSqXmcKrvwzjc7PZ1vUdOnC1yN1tg69q+7fg5xpF3S6FTRq6jCkXq6Iw1eJ3f0jNGlmVn2+Fo7/LCSRu7JKzu/sbBna3DwDCVJv/kJz9522SYbGYfIBQpKqtGlHFShLqvfTC2vcQQjrkMsbp1uPfCUivZkzLQiQICdGoqTlGLY2ybx3zf+MHRm60/Y+mK7ATzqYi86LwaMH124RrTrq32XTVErYAgpOm3hOIuRZXXu0+2PnGDLyQQ5xnVZWoy9pw/8+/aBGUOKYcgC659EBNsmKFP98l4nLJPGlOIzMQ+Szs9X23qm9E626ad4h8ZmyxxUy9N4IzvURMOjFPeG+/LZs8fU/aRnXauziIRMPfdd18z+fYRT7YaUBOzzKHDDjusc9NN2IwTRWctM1LDY95LsMoRGsq5wVv1+aEv8CoWbe78ELfRB+cJRRR9KdZdd2GYGscq17jAxoTWriEldZ/Ya4lQjhBYi0CtocMpEKW2I2R1QtTGMVeqszD2YLzKrtMft4NDOLvLC6FobNFhAoblI5aZtW0UAofMyrHO4dhnuJW/P2/p2Wbejyw94jxnXO0dSxVEqwW4CKgy9fxe1tlmR9A3goP3w1LV2do2MotqDRzZRZaHbmd7fAq2hCIiIsFepueYA382lMwI9eDqJjx2AFTTKMdiAoLmhBdiAZ/Jgau+znfabIGo7j6qHZYiC6iaxy1RtJROvSVH14zWtQjsFP+IUGTXRdmms+OXZJMp7KHFvWy1P3HmFUd0auDFu2+c+znznixay+aV5SB+89vZo8TN9kGzqe8ZO1LA28qNrjvU9RKJOt3VFv+QDk4okiLYZfI14FGJZeFwFBhTigW3hSI/79q1a6k1VjbrsSy7aPNm3eeqX6ddJN0udQYGy6SWeaxijQuDpuwPqeLt6LPfi3Rpc9fBdJlsc+3NJTCvhg7jhyNr6cdOqnczlPzsLi+PfvSjRy8JmzfGWG5ih9Zl1jgbyijf+/8E6m44nDpCiUxZ2UUEIvV51DjZLg6IrCiOtABGOzPduGOTB8snk63S/e0gFL3oRS9qNqQYsuy3fSU1S2UaE/E8A46vcee1r31tJ5+he6u37yctx1NmgPhLUBBA5ydtdo0a75ksIfYfkU9AQbae9imtYhmcTFS7yHbxBxc9sZ3iH/GjLZG3HFMGb46vJTBGJCIQyVq3658SGFZg2DCF7iAYT7+Q7EHAku8FpAAAFtBJREFUdninZNfqvwQkG4WpKWgM63JEJJpDiYNtcBiqaM8KRdToodtqdnmIq/aZZRZtXjUWy2zPKhVJrxxWrcaFgdQSHqr87BIFE5z3djvUt1hmP9wu12bQGtvU91pvW/WPfOQjTd2LofPHduE1ex9ddnlhtI8tOlzHGHUv1LvgzE1d0H27PqNVvi/LfDxPS8xEqM8555yiBof3Uhb0dnvf9FuihoLrNbvbverXlsTk6EeAUKRmlWyRLo6rlRPmf8KcTCFZijK3LJuRSWQeUPORuJ1jGAErGHC2acmyDv6ZWrTGEhv42HXb+GKHLstcjS0c8qmOneIf1Yyif/qnf9q/K/pUDLf6ecaIRJbqmwOtfjDn1fHJUmzahXdKsHLeIQNXJrrAGUG0S1Z6RKIN6m1S3+1KQ9nbbsbLBiHLaScisKpF0ttC0bJrXLRRq1Wgjg9DoX0opMiYVKcsRwgQFNWhIB76j0HJELJUSrTmuc99bhNxJBDl+FoCm7nLiyubf21Xzli64IILBi+hznNcHQKMYfUiifki/9677X4w+mVcyLKQ2UAgUph2J9z7RjxbIpvNMRbtCmmTjT/4gz9ods+zU5OxXsaLpUg2EOCoyWRbhQztjeC0087ZFopkjstUtLTVMjgirT6Toz8By6EIrYvet/5n3trfGCMS1XqXAiZ2a5W1TtiUKSSwoL+qX+mQEedv6rL5Hl/G98yj5pUuvk1Eog3sa7Ytlgo9W8h6Ay+ZU+9wAqteJL0tFNkifLZ+yDIeH+VdhJFBLhXTocAeB1MxxaT1L+OprOY1L7vssia6aGv1sTV0VvMON65Vm7nLi7uQhWH+TZBm457pZp9ZNof37xWveMVmX3pp1zM/mSstp2PUD60ZubQb2GIXlrFG7JethXVd5lg3q1CrxmH5Wo7tQ6AKRQIMREHv3diliduHTu5kSgJjRCLtEDBh31hiplaW/ipDkg/DZ1FXWYaeQ40+S+0VEZf9KPgt6CDoyf9adEQkWkQofw+BLUhglYukryJORUANrAxBO28oHCr9eLPXyK8im53cJv3gaU972v60XBOryI2UcZGbbKver3fslF1e+lHJp7sS8P6pIeL965Iq3/W8+VwIIEAgUptGzSdRemO8wICdjxVId3DGLF2TUZRjexEgDMkEtowwYuz2erardDdjRCJZ7OqgqfnkkBjwwhe+sNmVXHbjvOVmdQden5W0Yu4kJqlRtEgIjUi0Sj0nbQmBEFgqAenFFHjCQI4QEJmx9fcHP/jBpkaByZWDqo+oW2dp59gaOjuN8k7Z5WWnPdfNut8rr7yyHHXUUdlQYLOA75DrWEJmB0mFYNUorDsVE4p+5md+prEJZHKJwu+U5Y475NE3c/iznvWsJoNczanU/NopT3459zlGJCJa2yjrmmuuaYLYfBabHPj9VVdd1QjYdsGtmUTuUJaccgg333zz/pVN7NlTTz212aBnvSMi0XL6SK4aAiGwBAK1yNuHP/zh8vu///vN7gA5QmARAWm9Z5xxRrOtq4yzt73tbU19kCxFXERu/t93yi4vw+jkWyEQAptNQGF9tWdqBsnsBjQKxRIROGQpIbHZT2djr2cjCktYZYup6aJAeY4Q2CgCY0QiPsz555/f1Fqsx0UXXVTOPPPMZinZy1/+8q9p9lOe8pRm4w7ikcLV9dDnfU/t5PWy5iISbVQvyHlDIARWjoAB8bDDDmuiRrfffnuTOn7iiScmtXjlntRqNsg6cDvdWIqouKmt1XMMI7BTdnkZRiffCoEQWDaBWaFo2e3J9UMgBLY+gTEiUb17ovaXv/zlJptoI3dYjEi09ftb7iAEQqAjAaniCrkRh2677bbyHd/xHc037YSUIwS6ErDLzSGHHNLstJQjBEIgBEJgexKwQ7Hovc0KcoRACITAWAJTiERj29D1+xGJupLK50IgBLYsAcXc1JOhvMsCUfRNRpHf2zby9NNP37L3loaHQAiEQAiEQAiEQAiEQAiEwFQEIhJNRTLnCYEQWDkCIoCKEH71q19tKvmffPLJ5cUvfnH527/926bosNpEChUuqvC/cjeWBoVACIRACIRACIRACIRACITABhCISLQBUHPKEAiB1SBgWZmlQYq5/fmf/3lT5f8HfuAHmv/7/THHHJMilKvxqNKKEAiBEAiBEAiBEAiBEAiBFSAQkWgFHkKaEAIhsDEEPvWpTxUF3r7yla+U//mf/2m2LX/9619ffud3fqfY2jZHCIRACIRACIRACIRACIRACGw0gT0dfY+TH3poblOsgti7d2/5t3/7tybQ/f3f//3N5js247Fioh4PPPBAedrTnlaOPPLIwbcUkWgwunwxBEJgVQkYPB/zmMc0W9oee+yx5e1vf3s55ZRTyl133VV+8zd/s5x33nmr2vS0KwRCIARCIARCIARCIARCYJsRGCMSEYiOPvroxoc59NBDyyWXXFI++9nPlssvv7wosv/ud7+7vPWtby33339/ue+++8qzn/3scsIJJwwmGJFoMLp8MQRCYBUJqDf0R3/0R80OZu95z3saJf0tb3lLo6Z/6UtfKu973/sa8ShHCIRACIRACIRACIRACIRACGwGgTEi0Q033FBe9apXleuvv74ccMABzc6LF198cXnNa15TLr300mYznrPOOmuy24hINBnKnCgEQmDZBNQaeu9731ve+c53Nk15xSte0WQRHXfccc3gmQLVy35CuX4IhEAIhEAIhEAIhEAI7DwCY0Siffv2ld27d5drr722vOtd72qWmlktoXyGnZoFwV/5ylc2UGUSvelNbxoVFI9ItPP6Z+44BLYlgSuvvLL84i/+Yvnnf/7n8ulPf7p8/dd/fXnwwQfLC1/4wnLhhRc2QlGOEAiBEAiBEAiBEAiBEAiBENhsAmNEIm2VPfT3f//3zRKzd7zjHeXwww9vVk7IJFJv9bTTTmuWm6lJJFD+dV/3dYNvMSLRYHT5YgiEwKoQ+OIXv9io6G984xvLF77whWYHs6uvvrocdNBBjZquePWTnvSkVWlu2hECIRACIRACIRACIRACIbCDCIwRif7qr/6q3HvvveUlL3lJQ4wQJBD+S7/0S+Uzn/lMlpvtoH6UWw2BEOhIYM+ePc26XMq6tEtC0Qte8IJGKPqGb/iGjmfJx0IgBEIgBEIgBEIgBEIgBEJgegJjRKLLLrusvPnNby7XXHNNefzjH9/UWX3+859f/P6qq64qd9xxRzn77LMna3QyiSZDmROFQAhsNoFPfOIT5bGPfWxTwZ9QdNtttzVFqh2EIjucPfnJT97sZuV6IRACIRACIRACIRACIRACIbCfwBiRyFKz888/v1xwwQX7z3fRRReVM888s+zdu7d8/vOfj0iUvhYCIRAC73//+5sdyz75yU+WI444oll7+6EPfajceuut5W1ve1uTUZQjBEIgBEIgBEIgBEIgBEIgBJZNYIxIVNuuhMaXv/zlJpvo0Y9+9IbdUjKJNgxtThwCITAlATuX1QJsN910U7HV/ete97qmFtHHP/7xZltI63T/7M/+rHz3d393lplNCT/nCoEQCIEQCIEQCIEQCIEQGExgCpFo8MV7fjEiUU9g+XgIhMByCNi57KlPfWp5zWte06zDvf7668vBBx9c7rzzznLSSSeVo446qrz0pS8tv/ALv1Ae+chHLqeRuWoIhEAIhEAIhEAIhEAIhEAIbGECEYm28MNL00NgpxF461vfWr7zO7+znHrqqc02kGeddVb5tV/7tXLXXXc1Rapf9rKX7TQkud8QCIEQCIEQCIEQCIEQCIEQmIxARKLJUOZEIRACm0GgLRRdcskl5WMf+1j5xm/8xvKrv/qrTRHrHCEQAiEQAiEQAiEQAiEQAiEQAsMIRCQaxi3fCoEQWCIBQtGxxx5bfviHf7jcfffdTf2hFKpe4gPJpUMgBEIgBEIgBEIgBEIgBNYk8OnHPa4TnSP37XvY56yY2LdvXznwwAMbn+e+++4rDzzwQDn66KPLDTfc0Kyw8G8B8+OPP3506Y2IRJ0eVT4UAiGwSgQMhCeeeGL56Ec/Wp7whCesUtPSlhAIgRAIgRAIgRAIgRAIgRD4GgJjRKJLL720qcNqw5577rmnnH766Y1QdNxxx5Xdu3eXD3zgA40wdMUVV5R77723/OEf/mE54IADBj+BiESD0eWLIRACm03gX//1X5ti1TKHXv7yl5e9e/eWRz3qUZvdjFwvBEIgBEIgBEIgBEIgBEIgBDoTGCMS1YvwfW6//famLqvDjs9nnHFGIw45bO6za9eu8tnPfnZUGY6IRJ0faz4YAiGwbAK33HJLs4PZ05/+9GK3Mzua5QiBEAiBEAiBEAiBEAiBEAiBVSYwhUikHusdd9xRzj777OZWP/e5z5XDDz+8vOtd72qWof3e7/1eOe2008q55547CkVEolH48uUQCIEQCIEQCIEQCIEQCIEQCIEQCIEQWJvARolEz3ve8wrxyPKyG2+8sRGM1Cmysc/QIyLRUHL5XgiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsILARIlFdbnb55Zfv38TnlFNOKT/1Uz/VFLAeekQkGkou3wuBEAiBEAiBEAiBEAiBEAiBEAiBEAiBJYhElpspxXHttdc2mUSf//znyzOf+czymc98plmGNvSISDSUXL4XAiEQAiEQAiEQAiEQAiEQAiEQAiEQApsgEu3Zs6fceuutD6tJ1L70n/zJnzTC0ZgjItEYevluCIRACIRACIRACIRACIRACIRACIRACKxDYIrlZpsFOCLRZpHOdUIgBEIgBEIgBEIgBEIgBEIgBEIgBHYcgYhEO+6R54ZDIARCIARCIARCIARCIARCIARCIARCYGsTSCbR1n5+aX0IhEAIhEAIhEAIhEAIhEAIhEAIhEAITEIgItEkGHOSEAiBEAiBEAiBEAiBEAiBEAiBEAiBENjaBCISbe3nl9aHQAiEQAiEQAiEQAiEQAiEQAiEQAisMIET/88tnVp3+ZsPfdjnrr766rJv375y4IEHlkc84hHlvvvuKw888EB5znOeUz71qU+Vhx56aP93/P6EE04oX/ziF8u///u/l2OPPXb/36677rpyyCGHlCc+8YnrtiUiUadHlQ+FQAiEQAiEQAiEQAiEQAiEQAiEQAiEQH8CY0SiSy+9tNx5553lj//4j8s999xTTj/99EYoOu6448ru3bvLhRde2IhHjvvvv7/8xE/8RPGdV7/61eXaa68txxxzTPO3F73oReX8888vxx9/fESi/o8w3wiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB8QTGiET16nv37i233357Oeuss5pf3XTTTeWMM84oV1xxxcMaSFA6+eSTy7d+67eWG264oTz2sY8tr3rVq8o555zTZCCtdySTaPzzzhlCIARCIARCIARCIARCIARCIARCIARCYC6BKUSiSy65pNxxxx3l7LPPbq7xuc99rjz72c8uP/dzP7c/k+jggw9uMo0+9KEPlf/93/9tMovuvvvuct5555VTTjmlvOUtb4lIlD4aAiEQAiEQAiEQAiEQAiEQAiEQAiEQAssisFEi0fOe97zyG7/xG+XBBx9s/jvooIPKS17ykkYkIg694Q1vKM94xjPKX/zFX5Rf/uVfLq973esiEi2rE+S6IRACIRACIRACIRACIRACIRACIRACIbBRIpH6Q/OWm7Wzjv7yL/+ynHvuueUrX/lK+eAHP7i/RtFaTyXLzdJfQyAEQiAEQiAEQiAEQiAEQiAEQiAEQmCDCGyESKQm0cte9rKmOHV7h7PHPe5x5cMf/vD+pWn+9iM/8iPlIx/5SPmHf/iHsmvXrnXvMiLRBnWCnDYEQiAEQiAEQiAEQiAEQiAEQiAEQiAEphCJ9uzZU2699db9NYluvvnm8m3f9m0Pg0s0Uq/oP/7jP8pP/uRPNn//whe+UL7lW74lIlG6YgiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsk8AUItFmtT+ZRJtFOtcJgRAIgRAIgRAIgRAIgRAIgRAIgRDYcQQiEu24R54bDoEQCIEQCIEQCIEQCIEQCIEQCIEQCIGtTSCZRFv7+aX1IRACIRACIRACIRACIRACIRACIRACITAJgYhEk2DMSUIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgaxOISLS1n19aHwIhEAIhEAIhEAIhEAIhEAIhEAIhsMIE3r7rxE6te+91lz/sc9dcc02zi9kTn/jE5m9XX311OfTQQ8tTnvKU5t+2tbdzmX//13/9V7nuuuvK8ccfXw488MD957rlllvKpZdeWr761a+W5z//+eWYY45Zsz0RiTo9qnwoBEIgBEIgBEIgBEIgBEIgBEIgBEIgBPoTGCMSvelNbypHHnlkecMb3tCIQI9//OPLBRdcUM4777xy7733lqc//enlqquuKocffni55JJLyqtf/epy5ZVXlu/93u9tGnrDDTeUF7zgBeW3f/u3y2Me85jy0z/90+W1r31tOeecc+beSESi/s833wiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBTgTGiEQEn/e///3lYx/7WPnkJz/ZCD7f9V3fVS6//PJy2223le/7vu8rN910UznggAOaLKGXvvSl5V/+5V/Kb/3WbzVt8/8vfelLjajkuPvuu8vevXvLaaedVh7xiEc8rP0RiTo90nwoBEIgBEIgBEIgBEIgBEIgBEIgBEIgBPoTGCMS3XXXXeXoo48uN998c3nf+95Xvud7vqdcfPHF5QMf+ECztOyKK65ofn/jjTc2GUa/+7u/W4466qjyd3/3d80SNYLRt3/7tzfL0d75znc2QtIRRxyx5k1EJOr/fPONEAiBEAiBEAiBEAiBEAiBEAiBEAiBEOhEYIxI9NBDD5UTTzyxXHTRReWNb3xj+ehHP1r27NlTvumbvqmpR/Sc5zynnHTSSeXnf/7ny3/+53+W17/+9eXHf/zHyzve8Y7ygz/4g037/vu//7t84hOfKH/6p3/aCEwXXnhhOffcc+e2PSJRp0eaD4VACIRACIRACIRACIRACIRACIRACIRAfwJjRCJXkzVkqdk999zTFKCWNXTqqaeWO++8syhsffDBB5fnPve5zdIzdYrULtq3b1/z2V//9V9vxCLFrh133HFHedazntUsUXvCE57wsJuJSNT/+eYbIRACIRACIRACIRACIRACIRACIRACIdCJwFiR6B//8R/Lrl27muLTMoUIQEShJz3pSU1tor/+679ulpkpXO24//77yzOe8YxmKdqv/MqvlIMOOqi8+93vLo985CPL9ddfX37oh36oEYke9ahHRSTq9ATzoRAIgRAIgRAIgRAIgRAIgRAIgRAIgRCYgMBYkUhmkLpEH//4x8szn/nMpkWWntnZ7Oyzz26Eox/7sR8rJ5xwwv7W/uzP/mw57LDDyitf+cry4he/uPzN3/zN/r8Rlnbv3j33zpJJNMEDzylCIARCIARCIARCIARCIARCIARCIARCYB6BsSLRFFTtavbggw82xazn7WpWrxGRaAraOUcIhEAIhEAIhEAIhEAIhEAIhEAIhEAIzCGwCiJR1wcTkagrqXwuBEIgBEIgBEIgBEIgBEIgBEIgBEIgBLYxgYhE2/jh5tZCIARCIARCIARCIARCIARCIARCIARCoCuBiERdSeVzIRACIRACIRACIRACIRACIRACIRACIbCNCUQk2sYPN7cWAiEQAiEQAiEQAiEQAiEQAiEQAiEQAl0JRCTqSiqfC4EQCIEQCIEQCIEQCIEQCIEQCIEQCIFtTOD/ASZJvBrG1k6nAAAAAElFTkSuQmCC",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_targets_color.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'Targets:Q',\n",
    "        axis = alt.Axis(title = 'Targets')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'Targets',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    )\n",
    ").properties(title = 'Week 1: Targets for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_targets_plain.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Receptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'Receptions:Q',\n",
    "        axis = alt.Axis(title = 'Receptions')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'Receptions',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    ),\n",
    "    color = alt.Color(\n",
    "        'Team:N',\n",
    "        scale = alt.Scale(\n",
    "            domain = teams,\n",
    "            range = color_codes        \n",
    "        )\n",
    "    )\n",
    ").properties(title = 'Week 1: Receptions for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_receptions_color.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'Receptions:Q',\n",
    "        axis = alt.Axis(title = 'Receptions')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'Receptions',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    )\n",
    ").properties(title = 'Week 1: Receptions for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-ab3aff318d0f9b16f5519f1e79c6fd4f"
       },
       "datasets": {
        "data-ab3aff318d0f9b16f5519f1e79c6fd4f": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG"
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET"
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN"
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS"
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL"
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE"
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB"
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK"
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC"
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR"
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF"
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL"
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC"
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
          "Targets": 9,
          "Team": "CAR"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "Tyler Eifert",
          "ReceivingYards": 27,
          "Receptions": 5,
          "Targets": 6,
          "Team": "CIN"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "O.J. Howard",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "TB"
         },
         {
          "FantasyPoints": 5.2,
          "Player": "James O'Shaughnessy",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "JAC"
         },
         {
          "FantasyPoints": 5,
          "Player": "Vance McDonald",
          "ReceivingYards": 40,
          "Receptions": 2,
          "Targets": 4,
          "Team": "PIT"
         },
         {
          "FantasyPoints": 4.7,
          "Player": "Jared Cook",
          "ReceivingYards": 37,
          "Receptions": 2,
          "Targets": 3,
          "Team": "NO"
         },
         {
          "FantasyPoints": 4.5,
          "Player": "Tommy Sweeney",
          "ReceivingYards": 35,
          "Receptions": 2,
          "Targets": 2,
          "Team": "BUF"
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Nick Boyle",
          "ReceivingYards": 26,
          "Receptions": 3,
          "Targets": 3,
          "Team": "BAL"
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Mike Gesicki",
          "ReceivingYards": 31,
          "Receptions": 2,
          "Targets": 6,
          "Team": "MIA"
         },
         {
          "FantasyPoints": 3.7,
          "Player": "Geoff Swaim",
          "ReceivingYards": 17,
          "Receptions": 4,
          "Targets": 4,
          "Team": "JAC"
         },
         {
          "FantasyPoints": 3.4,
          "Player": "Noah Fant",
          "ReceivingYards": 29,
          "Receptions": 2,
          "Targets": 5,
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          "Targets": 2,
          "Team": "BUF"
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         "sort": {
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          "op": "sum",
          "order": "descending"
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         "type": "nominal"
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        "y": {
         "axis": {
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       "title": "Week 1: Receptions for Tight Ends"
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_receptions_plain.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Yards Per Catch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['YPC'] = data['ReceivingYards'] / data['Receptions']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'YPC:Q',\n",
    "        axis = alt.Axis(title = 'Yards Per Catch')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'YPC',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    ),\n",
    "    color = alt.Color(\n",
    "        'Team:N',\n",
    "        scale = alt.Scale(\n",
    "            domain = teams,\n",
    "            range = color_codes        \n",
    "        )\n",
    "    )\n",
    ").properties(title = 'Week 1: Yards Per Catch for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-768a41c4bdd92ec3d79100caed7b7d46"
       },
       "datasets": {
        "data-768a41c4bdd92ec3d79100caed7b7d46": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG",
          "YPC": 10.545454545454545
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET",
          "YPC": 21.833333333333332
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL",
          "YPC": 13.5
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN",
          "YPC": 11
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS",
          "YPC": 14.75
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL",
          "YPC": 8.555555555555555
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE",
          "YPC": 9.25
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL",
          "YPC": 13
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB",
          "YPC": 10
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK",
          "YPC": 10
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC",
          "YPC": 29.333333333333332
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR",
          "YPC": 5
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF",
          "YPC": 6.75
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL",
          "YPC": 5
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN",
          "YPC": 16.5
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC",
          "YPC": 15
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI",
          "YPC": 10.8
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL",
          "YPC": 13.666666666666666
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
          "Targets": 9,
          "Team": "CAR",
          "YPC": 9
         },
         {
          "FantasyPoints": 5.2,
          "Player": "Tyler Eifert",
          "ReceivingYards": 27,
          "Receptions": 5,
          "Targets": 6,
          "Team": "CIN",
          "YPC": 5.4
         },
         {
          "FantasyPoints": 5.2,
          "Player": "O.J. Howard",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "TB",
          "YPC": 8
         },
         {
          "FantasyPoints": 5.2,
          "Player": "James O'Shaughnessy",
          "ReceivingYards": 32,
          "Receptions": 4,
          "Targets": 5,
          "Team": "JAC",
          "YPC": 8
         },
         {
          "FantasyPoints": 5,
          "Player": "Vance McDonald",
          "ReceivingYards": 40,
          "Receptions": 2,
          "Targets": 4,
          "Team": "PIT",
          "YPC": 20
         },
         {
          "FantasyPoints": 4.7,
          "Player": "Jared Cook",
          "ReceivingYards": 37,
          "Receptions": 2,
          "Targets": 3,
          "Team": "NO",
          "YPC": 18.5
         },
         {
          "FantasyPoints": 4.5,
          "Player": "Tommy Sweeney",
          "ReceivingYards": 35,
          "Receptions": 2,
          "Targets": 2,
          "Team": "BUF",
          "YPC": 17.5
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Nick Boyle",
          "ReceivingYards": 26,
          "Receptions": 3,
          "Targets": 3,
          "Team": "BAL",
          "YPC": 8.666666666666666
         },
         {
          "FantasyPoints": 4.1,
          "Player": "Mike Gesicki",
          "ReceivingYards": 31,
          "Receptions": 2,
          "Targets": 6,
          "Team": "MIA",
          "YPC": 15.5
         },
         {
          "FantasyPoints": 3.7,
          "Player": "Geoff Swaim",
          "ReceivingYards": 17,
          "Receptions": 4,
          "Targets": 4,
          "Team": "JAC",
          "YPC": 4.25
         },
         {
          "FantasyPoints": 3.4,
          "Player": "Noah Fant",
          "ReceivingYards": 29,
          "Receptions": 2,
          "Targets": 5,
          "Team": "DEN",
          "YPC": 14.5
         },
         {
          "FantasyPoints": 3.3,
          "Player": "Robert Tonyan",
          "ReceivingYards": 28,
          "Receptions": 1,
          "Targets": 1,
          "Team": "GB",
          "YPC": 28
         },
         {
          "FantasyPoints": 3,
          "Player": "Foster Moreau",
          "ReceivingYards": 20,
          "Receptions": 2,
          "Targets": 2,
          "Team": "OAK",
          "YPC": 10
         },
         {
          "FantasyPoints": 2.6,
          "Player": "Dallas Goedert",
          "ReceivingYards": 16,
          "Receptions": 2,
          "Targets": 3,
          "Team": "PHI",
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       "title": "Week 1: Yards Per Catch for Tight Ends"
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lgZ4eGpBp1c4777xjbDQ00wBQAxC9f/o2NL2vOt665xoK6jOhDb2tKrS028202bUGHLqlzjrUV5s3azWMemnoo7/WMNFq0KxjNYTT4Mr3bWHW+Iz+emQ01tpOZlXDaU8p7emk1U96r/XQbZQa7umWv7TnZ4VE1nPrG8JZgarv9fk2vk57rmqknvq8WM+Y73lrGKRVbnp++rY3PTSc1T+3gkyt8Ar0ebsG/5TwlQgggAACCOQaAUKiXHMruRAEEEAAgashYPXgSa9xtP4gq9vBtCm19mLx2qGhmG55y6xpdtpz1mBIt9eVKVMm3S1u1jVrc2wNjpwemfkGsra+IU63c2kopGGVhg++h27Z0y1MGV2P9i/SUE17Lumh62kFkG6Ry2hOIOeV0Ri9Xv2+9M7Vybq+c/W+a+Cn16RNsDWkGj9+vDzzzDN+q9J811EL3dpn2bh1fr7r6POkHhk9o24/b9lxDayJAAIIIIBAThYgJMrJd49zRwABBBBAAAEE/Aik3Q5mDdegU7eClS1bFkMEEEAAAQQQQMAIEBLxICCAAAIIIIAAArlcQLe36XZI3U6p2+juvvtu8ya7sLCwXH7lXB4CCCCAAAIIZEWAkCgrWoxFAAEEEEAAAQQQQAABBBBAAAEEcqkAIVEuvbFcFgIIIIAAAggggAACCCCAAAIIIJAVAUKirGgxFgEEEEAAAQQQQAABBBBAAAEEEMilAoREufTGclkIIIAAAggggAACCCCAAAIIIIBAVgQIibKixVgEEEAAAQQQQAABBBBAAAEEEEAglwpka0j022+/yblz56RcuXISHBxsCJOSkmTv3r1SrFgxueGGG3IpK5eFAAIIIIAAAggggAACCCCAAAII5CyBbAmJkpOTZcKECbJw4UJp3LixzJw5UzZu3Ghes9qqVSupVauWrFq1SsaOHSvdunXLWWKcLQIIIIAAAggggAACCCCAAAIIIJALBbIlJEpISJDw8HDZtGmTqSAaM2aMCYf27dsn27dvl3HjxomOqVChgsTHx0uJEiVyIS2XhAACCCCAAAIIIIAAAggggAACCOQcgWwJiazLP378uCxYsED69OkjP/30k0REREj79u2lUaNGotVGLVu2lBkzZsiNN96Yc8Q4UwQQQAABBBBAAAEEEEAAAQQQQCAXCmRrSHTgwAF5++23TTj08ccfy5QpU+S5556T+vXrm5BIt5rptjStKFqzZo2sXr06FbH2LGratGkuZOeSEEDADYH8+fPLhQsX3FiKNRBAIBcK8G9ELrypXBICLgrwb4SLmCyFQC4U0F1Rt956ay68sswvKVtCoiNHjpjQp2PHjubblyxZIrGxsVK6dGkpX768qSA6e/as6U0UHR0toaGh6Z7lxIkTZeTIkXnupnDBCCCAAAIIIIAAAggggAACCCBw7QR0N5QWtDg9BgwYYIpn0h5Tp04V/cxrR7aERPpWs7p165r+QxoAvf7663Lx4kW57bbb5M0335SVK1ea7WetW7eWrVu3SuHChQmJvPZkcD4IIIAAAggggAACCCCAAAII5FEBt0KiyZMny3/+8x/Ztm2bKZJp06aNyUm0qObBBx/0nG62hETW2820YbUe1nYy3T7Wu3dvmT59uvlzbWxds2bNDFGoJPLc88IJIYAAAggggAACCCCAAAIIIJDrBdwKiSyo+fPny9/+9jf58ccfza4qPebMmSODBg2SM2fOyIsvvigDBw6UfPnyyfvvvy/9+/eX4sWLy/Dhw+Uf//iHFCxYUJ566ikpUqSIxMXFya+//iovvPCC2bWlO7maN29uxupWWidHtoRE1gmdPHlSkpKSJCwsLNU5Hj582FxYsWLFMj13QiInt5a5CCCAAAIIIIAAAggggAACCCBgR8DtkGjevHmmcmj9+vVSr149WbRokTzwwAOilUb6xve+ffuaX2uRjVYZ6Xa0UqVKSc+ePc2v9YVgumNLwyHNSl577TWzQ2vEiBHm7fG6pc1a2871WnOyNSRycmI6l5DIqSDzEUAAAQQQQAABBBBAAAEEEEAgqwLZHRJpKPTBBx+YYEgrhvr16ydNmjQRrThavHixJCYmmt1XGv74hkRPPvmk6WX097//XWbPni179+6VQ4cOmfY+eSIk+keTllm9l+mOL9iorivrsAgCCCCAAAIIIIAAAggggAACCORugasREul2My2O0ZBI+zjrbit9e3OXLl3MS7zCw8PNFrX0QiINirQ6KT4+XnS3VuXKlfNGSNTjjQWuPHk3H4h2ZR0WQQABBBBAAAEEEEAAAQQQQACB3C2Q3SHRO++8I1oV9NVXX4n2b9a+Q/fcc48cO3bM9HHWJtd79uyRdu3ayXvvvWe2nel2M6uSiJDI4fNHSOQQkOkIIIAAAggggAACCCCAAAII5BEBt0OihQsXSqdOnWTjxo1Sp04dOXfunIwePdq8DV6Phg0bio7ZvXu3NG7c2PxZixYtzBvhtbJo0qRJZow2utataqNGjZLIyEjZsWOH7N+/31QSbdiwwQRJTg7P9ySiksjJ7WUuAggggAACCCCAAAIIIIAAAghkVcDtkCij7z916pTpP+T7wq/Tp0+bPytZsmRWT9vxeEIix4QsgAACCCCAAAIIIIAAAggggAACuUngaoVEXjMjJPLaHeF8EEAAAQQQQAABBBBAAAEEEEDgmgoQEl1T/vS/XLt8s93MgzeGU0IAAQQQQAABBBBAAAEEEEAgFwsQEnnw5hISefCmcEoIIIAAAggggAACCCCAAAII5HIBQiIP3mBCIg/eFE4JAQQQQAABBBBAAAEEEEAAgVwuQEjkwRtMSOTBm8IpIYAAAggggAACCCCAAAIIIJDLBQiJPHiDCYk8eFM4JQQQQAABBBBAAAEEEEAAAQRyuQAhkQdvMCGRB28Kp4QAAggggAACCCCAAAIIIIBALhdwMyR6t1KzgLQe37Uqw3EnT56UmJgYadSokYSEhJhx1p8lJyeb3xcoUEDuuOMOKV26tCQlJcnatWulQYMGKeMDOYmgZGu1QEZf5TGERFcZnK9DAAEEEEAAAQQQQAABBBBAAAHxWkgUGRkpPXv2lG+++UaaNm1q7lBcXJy0a9dOnnvuOTl//rz88ccfMm7cONm2bZuEhYVJsWLF5OjRo+bXgR6ERIFKMQ4BBBBAAAEEEEAAAQQQQAABBPKEgJdCoosXL0qzZs1MILRr1y6JiIgw90DDoGXLlsngwYNT7snDDz8sTzzxhNSpU0dq1aol0dHREhoaGvA9y3MhUfmGdQLGyWzgnugYV9ZhEQQQQAABBBBAAAEEEEAAAQQQ8JaAl0IirRh66aWXZNq0aVKjRg2zjUyrg7Zv3y6TJ0+WgQMHyoULF2Tv3r3y2GOPyYYNG6RMmTKERJk9UjcfiDYfExJ56y8eZ4MAAggggAACCCCAAAIIIICA1wS8FBLpFrITJ05I37595dFHH5VnnnlGOnToIPHx8VK3bl3p1q2b4duyZYscPnzYhEcaGlFJlMlTRUjktb9ynA8CCCCAAAIIIIAAAggggAAC3hTwSkiUkJAg4eHh0rJlSzl79qxpVq1/tnDhQtmxY4csWbJEhgwZYhB1W5r2K3rjjTekevXqhESZPVqERN78i8dZIYAAAggggAACCCCAAAIIIOA1Aa+ERNpzSLeZaeNqPRITE80bzFauXGnCokWLFsnIkSNT+Lp37y5Dhw4129KoJMrkqSIk8tpfOc4HAQQQQAABBBBAAAEEEEAAAW8KeCUk0i1m2oz6nnvuSYEaPXq0VKxYURo3biyLFy+Wp556KuUz7UmkTa47depESJTZo0VI5M2/eJwVAggggAACCCCAAAIIIIAAAl4T8EpIdLVdeLuZTXHebmYTjmkIIIAAAggggAACCCCAAAIIeFyAkMiDN2jixInS440FrpwZlUSuMLIIAggggAACCCCAAAIIIIAAArlewM2QKCdhUUlk825RSWQTjmkIIIAAAggggAACCCCAAAIIeFyAkMiDN4hKIg/eFE4JAQQQQAABBBBAAAEEEEAAgVwuQEjkwRtMSOTBm8IpIYAAAggggAACCCCAAAIIIJDLBdwMiWb96c6AtLrtj81w3MmTJyUmJkYaNWokISEhsm7dOklISDC/DgoKkvPnz0tSUpLceeedouceHh4e0HemHcR2M1tsImw3swnHNAQQQAABBBBAAAEEEEAAAQQ8LuC1kCgyMlJ69uwp33zzjTRt2lQWLlwohw8flnnz5skff/wh/fr1M0FRw4YN5ZFHHpHNmzdL/vz5s6xMSJRlsksTCIlswjENAQQQQAABBBBAAAEEEEAAAY8LeCkkunjxojRr1kzatWsnu3btkoiIiBS9Tz/9VA4cOCADBw40fxYfHy+dO3eW2NhYyZcvX5aVCYmyTEZIZJOMaQgggAACCCCAAAIIIIAAAgjkCAEvhURxcXHy0ksvybRp06RGjRqydu1aCQsLM45aYXTw4EEZNmwYIVFWnqybD0Sb4eUb1snKtAzHUknkCiOLIIAAAggggAACCCCAAAIIIOA5AS+FROPGjZMTJ05I37595dFHH5VnnnlGOnToQEjk5KkhJHKix1wEEEAAAQQQQAABBBBAAAEE8o6AV0IibU6tTahbtmwpZ8+eFW1grX+mPYl0OxmVRDafSUIim3BMQwABBBBAAAEEEEAAAQQQQCCPCXglJFq2bJnZZqZhkB6JiYlyxx13yMqVK+XWW29NNyTS3kU//PBDyh0rWrSoBAcHB3QH6UkUENOVg9huZhOOaQgggAACCCCAAAIIIIAAAgh4XMArIZFuMXv44YflnnvuSREbPXq0VKxY0Ww/mzt3rvzyyy+pehJVqVIlla4GRvXr1w9InJAoICZCIptMTEMAAQQQQAABBBBAAAEEEEAgxwl4JSS62nCERDbFqSSyCcc0BBBAAAEEEEAAAQQQQAABBDwuQEjkwRs0ceJE6fHGAlfOjJ5ErjCyCAIIIIAAAggggAACCCCAAAK5XsDNkCgnYVFJZPNuUUlkE45pCCCAAAIIIIAAAggggAACCHhcgJDIgzeISiIP3hROCQEEEEAAAQQQQAABBBBAAIFcLkBI5MEbTEjkwZvCKSGAAAIIIIAAAggggAACCCCQywXcDIkqlx0ekFb8wdeuGHfy5EmJiYmR5ORkSUpKksKFC0ujRo0kX758KWN/++032bdvnzRo0MD8mY77/vvvpWHDhhISEhLQd1uD2G6WJa7/DWa7mU04piGAAAIIIIAAAggggAACCCDgcQGvhERxcXEm/JkyZYoJhlauXClnz56VGTNmSP78+Y1i9+7d5YsvvpDdu3dLmTJlJCEhQYoVKyZHjx6VsLCwLEkTEmWJi5DIJhfTEEAAAQQQQAABBBBAAAEEEMgxAl4JibZv3y5PPPGECYf0OHLkiNSpU0d27txpqooOHDggzZo1k1atWknjxo2lW7duJkSqVauWREdHS2hoaJbMszUk0pM9ceKE3HTTTVK8eHFzYloqpWVSegQFBUmJEiUyPGG2m2XpXjIYAQQQQAABBBBAAAEEEEAAAQRcEPBKSBQfHy9VqlSRF154wWQo06dPlz59+sjTTz9trlJ/X7BgQbnrrrvk/vvvl82bN0tiYqL3QqI5c+bIoEGDpHfv3vLKK6/Ihg0bpFq1auZ/devWNRdXvnx5GT9+fKq9dL73kpDIhSebJRBAAAEEEEAAAQQQQAABBBBAIEsCXgqJ7r77bomMjDTby3T7mQZGW7duleuuu06aNm0qQ4YMkT/96U+mV5FuOdNfe6qSKO3+t2XLlomGRs8++6wJhf75z3+akMjfQUjkT4jPEUAAAQQQQAABBBBAAAEEEEDAbQGvhETWdrMVK1ak5Cjag0iLcrTfUHh4uKksunjxomj28uSTT5rfeyok0ptz+PBhuf76683WssGDB0u5cuWkQ4cOpkzKOj7//HNTDpXRQUjk9mPOeggggAACCCCAAAIIIId9dFIAACAASURBVIAAAggg4E/AKyGRbjdr166drF+/3lQS7d271+zQ2rFjh3z00Ufm1w899JC5nF27dslf/vIX+fHHH6VevXoSFRUlpUuXNrlMcHCwFC1a1N9lS7b2JNqzZ4907NhRbrnlFlMapeVQuu1Mmy5pGnbfffeJXrD2JVqzZo2sXr36ihPu8cYCvxcRyIDza2aaYfc+1DmQ4X7HLJ85z+8YBiCAQPYKaKO2M2fOZO+XsDoCCORYAf6NyLG3jhNH4KoI8G/EVWHmSxDI0QIVKlRw5fwrlx0e0DrxB1+7YpzVk8j3g8WLF0vLli1NK5/ly5dL2bJlzcdJSUlmy9nUqVOlX79+pj+RdUyePNlsS/N3ZFtIpJ23W7RoIb7VQufPn5eQkBBzTppk6ecffPCBZARPJZG/28fnCCCAAAIIIIAAAggggAACCCDgtoBXKoncvi5/62VLSKSvW9OSp5kzZ5pk6/Tp0yYcevXVV6VQoUIyYsQI+e2338xnViVReidKSOTv9vE5AggggAACCCCAAAIIIIAAAgi4LUBI5KLovn37pE6dOqYvkXVoudMDDzwg99xzjyi2HvPnz5dOnTpl+M2ERC7eFJZCAAEEEEAAAQQQQAABBBBAAIGABNwMiQL6Qo8MypZKIn/Xdvz4cdE9wFpVlNlBSORPks8RQAABBBBAAAEEEEAAAQQQQMBtAUIit0VdWI+QyAVElkAAAQQQQAABBBBAAAEEEEAAgSwJEBJlievqDCYkujrOfAsCCCCAAAIIIIAAAggggAACCPxPwM2QKKje5IBokzcMvWLcyZMnJSYmxrz8S99epruy9A1m+fLlM72eT506JVWrVk2Zp2P1DfP6uvsffvjBzLOOAgUKyN13353puVyT7WYB6YgIIVGgUoxDAAEEEEAAAQQQQAABBBBAAAG3BLwSEsXFxUmDBg1kypQpJhjSN8nry8JmzJghH3/8sWhP6DFjxqRcduvWreXZZ5+V0NBQM+/ll1+WoKAg83nJkiWlZ8+eKb9Pz4qQyOYTtCc6xuZMpiGAAAIIIIAAAggggAACCCCAgJcFvBISbd++XZ544gkTDulx5MgR86KwnTt3mpeBHTx4UIYNG5ZC2bVrVxk+fLgUL1481bxArQmJApVKM46QyCYc0xBAAAEEEEAAAQQQQAABBBDwuIBXQqL4+HipUqWKvPDCC6YCaPr06dKnTx95+umn5ZNPPpH9+/enGxKVKlVK6tatK2PHjjXzdNvaI488IpUqVcpUnpDI5oNJSGQTjmkIIIAAAggggAACCCCAAAIIeFzASyGR9hGKjIyU/Pnzi24/08Bo69at8sUXX5ieRIMGDUrR7N69uwwdOlQ0JNJ5r7/+utmmlpCQIC1btpRy5coREqnAzQeiDUT5hnVceRQJiVxhZBEEEEAAAQQQQAABBBBAAAEEPCfglZDI2m62YsWKlF5CGgRpMKRNrN955x2JiIhI8dPtZiNGjDD9h/r37y++8wJBppIoEKV0xhAS2YRjGgIIIIAAAggggAACCCCAAAIeF/BKSKTbzdq1ayfr1683lUR79+6VatWqyY4dO0TfVlahQgXTn6hy5cqybt066dChg+gc3YamgVFsbKypJAr0ICQKVCrNOEIim3BMQwABBBBAAAEEEEAAAQQQQMDjAl4KibQnke+xePFiExzpsXDhQunUqVPKx999953ZZrZr1y7p3bu3rFq1ipAovWeN7WYe/xvI6SGAAAIIIIAAAggggAACCCDgEQGvhESBcGhfotOnT0vRokWlWLFigUzJcAyVRDb5qCSyCcc0BBBAAAEEEEAAAQQQQAABBDwukJNCIjcpCYlsahIS2YRjGgIIIIAAAggggAACCCCAAAIeF3AzJPL4paY6PUIim3eLkMgmHNMQQAABBBBAAAEEEEAAAQQQ8LgAIZEHb9DEiROlxxsLXDkzehK5wsgiCCCAAAIIIIAAAggggAACCOR6AUIiD95iQiIP3hROCQEEEEAAAQQQQAABBBBAAIFcLuBmSBQ0fn1AWslP189w3MqVK2Xt2rVSqFAh6dixo1SoUCFlbHJysqxevVqqVasmYWFh5s+TkpLMeP2vddx2221Svnz5TM+F7WYB3aorB7HdzCYc0xBAAAEEEEAAAQQQQAABBBDwuIBXQiINeQYNGiR79+6VYcOGybFjx6RLly4SFRUlrVu3Norbt2+XqlWryvjx42X06NHmzxISEqROnToycuRIuXjxovnf2LFj5aOPPkqZl94tICSy+WASEtmEYxoCCCCAAAIIIIAAAggggAACHhfwSki0bt066d+/v8TGxkq+fPmM2q5du0xINHDgQAkKCpJx48ZJ4cKF5f3335cff/zR/FpDot69e8vs2bNTpOfPny9xcXEyZsyYDPUJiWw+mIRENuGYhgACCCCAAAIIIIAAAggggIDHBbwSEk2fPl1OnTplqonSOzQMatSokaxfv14effRRM05/r3/evHlzefvttyV//vxy4sQJGTx4sGhbH6sCKb31CIlsPpiERDbhmIYAAggggAACCCCAAAIIIICAxwW8EhJFRkaaLWZpQ6Jz585JwYIFZdWqVfLYY4/JokWLJCIiQhITE2XKlCly9uxZqVu3rtx1112mAmn//v3yxRdfyO7du1P1M0p7GwiJbD6YhEQ24ZiGAAIIIIAAAggggAACCCCAgMcFvBISzZ07V5YuXWoCIOvYsmWL9OzZU2JiYkxApH2LQkJCzDazWbNmmR5F+nvdbqa/1y1peui2tNDQ0AyrknQMIZHNB5OQyCYc0xBAAAEEEEAAAQQQQAABBBDwuIBXQqLjx4+bN5ZZjapPnjwpbdu2lX79+kmrVq0kPDzcVAdpKKRH9+7d5ZFHHpGmTZvKgw8+KIsXLzbbzfT45JNPTEWRNsDO6CAksvlgEhLZhGMaAggggAACCCCAAAIIIIAAAh4X8EpIpEzavLphw4YpYi+//LJ5a5k2otaqIq0Qso5ly5bJ1KlT5eOPP5a+ffvKzJkzU0KiefPmyddffy3/+te/UqqL0t4GQiKbDyYhkU04piGAAAIIIIAAAggggAACCCDgcQEvhURKdeHCBdEqogIFCkixYsWyTY+QyCYtIZFNOKYhgAACCCCAAAIIIIAAAggg4HEBr4VEV4uLkMimNCGRTTimIYAAAggggAACCCCAAAIIIOBxATdDIo9faqrTIySyebcIiWzCMQ0BBBBAAAEEEEAAAQQQQAABjwsQEnnwBk2cOFF6vLHAlTO7+UC0Wad8wzqurGeFRKt2H3NlvWYVw1xZh0UQQAABBBBAAAEEEEAAAQQQQMCZACGRM79smZ0TQqKgkVGuXHvyxDaurMMiCCCAAAIIIIAAAggggAACCCDgTMDNkGjdXcEBnUyDtUkZjlu5cqWsXbtWChUqJB07dpQKFSpIUlKSfP/99+bNZyEhIWbuH3/8ITt37pTw8HDZs2ePGVO5cuWAvl8Hsd0sYKrUA61KIkIim4BMQwABBBBAAAEEEEAAAQQQQMCjAl4JiTTkGTRokOzdu1eGDRsmx44dky5dukhUVJQ0adLEvOns6NGjEhZ2aXdSXFycdO7cWTZv3iwff/yx7Nu3T8aMGROwMiFRwFSERDapmIYAAggggAACCCCAAAIIIIBAjhLwSki0bt066d+/v8TGxkq+fPmM4a5du0xI1LdvX6ldu7bExMRI0aJFzWc///yzPPDAA2b8J598IgcPHjThUqAHIVGgUmnGUUlkE45pCCCAAAIIIIAAAggggAACCHhcwCsh0fTp0+XUqVOmmijtcfbsWalbt67ZWlagQAEJCgqSQ4cOycWLF2XhwoWERJk9Y9nVuJrtZh7/m83pIYAAAggggAACCCCAAAIIIJBFAa+ERJGRkWaLWdqQ6Ny5c5KcnGxCopdeeklCQ0PN77UPkQZLq1atIiQiJMriU89wBBBAAAEEEEAAAQQQQAABBBC4QsArIdHcuXNl6dKlEhERkXKOW7ZskZ49e5pG1nfeeSfbzew8v1QS2VFjDgIIIIAAAggggAACCCCAAAJ5T8ArIdHx48dNU2rtQdS6dWs5efKktG3bVvr16yddu3aVWrVqSXR0tKkk0iM+Pt40rqYnkZ9nlpAo7/2l5ooRQAABBBBAAAEEEEAAAQQQsCPglZBIz12bV+tr7q3j5ZdflpEjR0piYmK6IVGfPn3MdrPZs2fL77//nm4/o4xMaFxt52kRERpX24RjGgIIIIAAAggggAACCCCAAAIeF/BSSKRUFy5cMFVE2qBaX3ufXQchkU1ZQiKbcExDAAEEEEAAAQQQQAABBBBAwOMCXguJrhYXIZFNaUIim3BMQwABBBBAAAEEEEAAAQQQQMDjAm6GRB6/1FSnR0hk824REtmEYxoCCCCAAAIIIIAAAggggAACHhcgJPLgDZo4caL0eGOBK2dG42pXGFkEAQQQQAABBBBAAAEEEEAAgVwvQEjkwVtMSOTBm8IpIYAAAggggAACCCCAAAIIIJDLBdwMiZI6lglIK3jhkQzHrVy5UtauXSuFChWSjh07SoUKFczYmJgYue222yQ4OFh++OEHadq0qYSEhJjPfv75Z/MGtMqVKwf0/TooW7ebHThwQE6cOCE33XSTFC9e3JxUUlKS7N2713TjvuGGGzI9UUKigO8jAxFAAAEEEEAAAQQQQAABBBBAwCUBr4REmqEMGjTI5CjDhg2TY8eOSZcuXSQqKkpat25t/vfss89KWFiYVK1aVd566y0ZOHCgUZg+fbrs27dPxowZE7BKtoVEc+bMMRfSu3dveeWVV2TDhg3mhFu1aiW1atWSVatWydixY6Vbt24ZniwhUcD3kYEIIIAAAggggAACCCCAAAIIIOCSgFdConXr1kn//v0lNjZW8uXLZ65u165dJiTSMEgzleHDh0upUqWkSpUq5vOdO3ea6qHIyEg5ePCgCZcCPbIlJEpISDCVQkePHjVp1rJly0RDo2bNmsn27dtl3LhxomO0PCo+Pl5KlCiR7vkSEgV6GxmHAAIIIIAAAggggAACCCCAAAJuCXglJNJqoFOnTpkinPSOrl27mpBId2+NGjVKRowYYUKlLVu2yOzZs2X//v3XPiTSEz98+LBcf/31kpycLIMHD5Zy5crJ77//Lu3bt5dGjRqZP2/ZsqXMmDFDbrzxRkKiiW3cepZZBwEEEEAAAQQQQAABBBBAAAEEHAh4JSTSaiDdYpY2JDp37pwULFhQrJBIK4k6d+5sKo569OiRsmtLq46ueSWRdR/27NljGirdcsstpsxJT/S5556T+vXrm5BIy6ImTJhgKorWrFkjq1evvuIWuvV2s/NrZpq1732os4PH5H9Tl8+cZ35T8V87XFlv92O3X1rvgXHurPfZs2adCjvqu7LeT7evd2UdFkHATYHChQvLmTNn3FyStRBAIBcJ8G9ELrqZXAoC2SDAvxHZgMqSCOQyAas5tNPLctK4eu7cubJ06VKJiIhIOQ2tEurZs6cJhLp3756y3cwKiQ4dOiS1a9c2eUzNmjVlwIABAV9Ctmw302/XztstWrSQzz//XO6//35zQu+9956UL1/eVBCdPXvW9CaKjo6W0NDQdE84L243C6rRK+Cbl9nA5C3TL30cdZ0r60mbo+6swyoIIIAAAggggAACCCCAAAIIeFzAK5VEx48fN218rEbVJ0+elLZt20q/fv3k0UcfTbeSSHsX6a6thx9+2OQwffv2DVg7W0IiDYCqVasmM2fOlLp168rp06fNK9i++OILefPNN02ApODahXvr1q2iKX56ByFRwPfxioGERPbtmIkAAggggAACCCCAAAIIIJC3BbwSEuld0ObVDRs2TLkhL7/8sowcOVLy589vKomGDh1qGldrL6Lly5ebBteJiYnSvHlz6dWr17UPifQVa3Xq1DF9iaxj6tSp8uSTT5q3nWnjJT02bdpkSp8yOgiJ7P+lJCSyb8dMBBBAAAEEEEAAAQQQQACBvC3gpZBI78SFCxdEq4gKFChgXhSWXUe2VBL5O1kNj4oUKeL3wgiJ/Elm/DkhkX07ZiKAAAIIIIAAAggggAACCORtAa+FRFfrblyTkCjQiyMkClTqynGERPbtmIkAAggggAACCCCAAAIIIJC3BdwMiXKSJCGRzbu1JzrGzAwaGWVzhdTTkie2ubQejatd8WQRBBBAAAEEEEAAAQQQQAABBOwKEBLZlcvGeVQS2celksi+HTMRQAABBBBAAAEEEEAAAQTytgAhkZ/7f+DAAUlISEgZpU2TKlasKMHBwdn25BAS2aclJLJvx0wEEEAAAQQQQAABBBBAAIG8LeBmSFTn1qCAMGN+Sc5wnL4lfu3atVKoUCHp2LGjVKhQQZKSkuT77783bz7TN8pbh+Y327dvT7WWNry+++67/Z5HQNvNxo8fL2PGjLlisaNHj0pYWJjfL7E7gJDIrpwIIZF9O2YigAACCCCAAAIIIIAAAgjkbQGvhEQaBA0aNEj27t0rw4YNk2PHjkmXLl0kKipKmjRpYl4Iljab0TfKv/jii/LUU09JYmKiuZElS5aUnj17SlBQ5oGV35BIq4f0NfW1atWShx56SPLly2e+QE+0Xbt25i1l2XUQEtmXJSSyb8dMBBBAAAEEEEAAAQQQQACBvC3glZBo3bp10r9/f4mNjU3JY3bt2mVCor59+0rt2rUlOjpaQkNDU25YZGSkHD9+XAYOHJjlm+g3JLp48aI0bdpUxo0bJy1atMjyFziZQEhkX4+QyL4dMxFAAAEEEEAAAQQQQAABBPK2gFdCIq0KOnXqlKkmSnucPXvWFPSkDYnmzZsnkyZNMhVHepw7d04aNGggLVu29HtTMwyJtFLoyy+/NKVIzzzzjBw8eFBeeeUVU6KkB5VEvN3M79PFAAQQQAABBBBAAAEEEEAAAQRyoIBXQiKtCtItZmlDIg1+kpOTMwyJZs2aZXaDnT9/3uhXqlRJ6tWr5/dOZBgS6TYz3duW2UFPIpGgkVF+kQMZkDyxjRkWVKNXIMP9jqGSyC8RAxBAAAEEEEAAAQQQQAABBBBIV8ArIdHcuXNl6dKlEhERkXKeW7ZsMf2FtJH1nXfeefW2m2lHbCt1Sk/tlltuSdkTlx3PFdvN7KsSEtm3YyYCCCCAAAIIIIAAAggggEDeFvBKSKS9hfSFYdqDqHXr1nLy5Elp27at9OvXT7p27WoqifSz0qVLm8oifQP9woULZc+ePabRtW+mY+0My+zO+u1JpJP1pHQ/2//93/9JiRIl5OWXX5axY8fK9ddfn61PDSGRfd7sCom2Lp9s/6R8Zla/d6gr67AIAggggAACCCCAAAIIIIAAAm4LeCUk0uvS5tX6mnvr0Exm5MiR5s1l2mto8+bNKZ9NnjxZKlSoIB07dkxFovnN9u3bUzW4Ts/Mb0ikSVTv3r1FmyXFxMSYBcuXL2++dOvWrVK4cGG370XKeoRE9mkJiezbMRMBBBBAAAEEEEAAAQQQQCBvC3gpJNI7ceHCBVNFVKBAAb+tgZzcOb8hkfYmCg8PlyFDhpjXq/mmWOvXrw+o8ZHdEyQksisnQkhk346ZCCCAAAIIIIAAAggggAACeVvAayHR1bobAYdEPXr0MEFRoUKFZNWqVdKiRQv58ccfzf637DoIiezLEhLZt2MmAggggAACCCCAAAIIIIBA3hZwMyTKSZJ+QyK9mAkTJsjTTz+d6rrYbhZjPPLa283oSZST/npzrggggAACCCCAAAIIIIAAAnYECIkyUdO+RAsWLJBPP/1UTpw4YRojPfbYYzSuJiSy83fNzKFxtW06JiKAAAIIIIAAAggggAACCGSzACFRBsAaEOmr1bQfkdVNW5sl3XXXXbJ69Wq/nbGd3De2m9nXY7uZfTtmIoAAAggggAACCCCAAAII5G0BN0OiCVPfDQhz9MDHrxin+Yu+REyzmaSkJPPG+fr160u+fPlSxupnms9Uq1ZNwsLCzJ/rPH2bmfaYzsqR6XazefPmyYMPPpjueoG+Pi0rJ5N2LCGRfT1CIvt2zEQAAQQQQAABBBBAAAEEEMjbAl4JieLi4sxurilTpphgaNmyZbJmzRrZuHGjlCpVytwkDYOqVq0q48ePl9GjR5s/03mdO3eWzZs3S/78+QO+mZmGRMuXL5d//etfMnfuXNOoumLFimZhfePZ7bffbvoUBQcHB/xlWR1ISJRVsf+NJySyb8dMBBBAAAEEEEAAAQQQQACBvC3glZAoPj5e+vfvLytWrJCgoCBzUyIiImT37t2imYke48aNk8KFC8v7779vXjCmv9Z5GhLFxsamqjryd1cDalytIZGWM912223+1nP1c0Ii+5yERPbtmIkAAggggAACCCCAAAIIIJC3BbwUEqUNezT46dWrl9mGdvbsWWnUqJGsX79eHn30URk0aJD5fbaGRHv27JHXXnvNVA1Z+96+/PJLiY6OpifRyChX/uYkT2xj1gmq0cud9bZMv7RO1HWurCdtjpp13H67WVC9ya6cX/KGoa6swyIIIIAAAggggAACCCCAAAIIeDkksgIgDYm+++4782KxRYsWmQqjxMREszUt20IibYDUqVMn+eyzz1I9JdqTaNeuXVK8ePFse3qoJLJPm1MqiQiJ7N9jZiKAAAIIIIAAAggggAACCGSPgJdDomnTpsn+/ftNCyB90Zg2tA4JCTHbzGbNmmV6FP3+++/Zs91M+w/VrFlTZsyYIUuXLpUbb7xR7r33Xrnvvvtk69at5iSy6yAksi9LSGTfjpkIIIAAAggggAACCCCAAAJ5W8BLIVG7du3MdjI9duzYYd5YtmnTJilTpoz5tfYn0pBIj+7du8sjjzwilSpVEp33ww8/pNzIokWL+u0r7bcnkRUSaYfsAgUKyJIlS2TSpEnSrFkzmT17ttSrVy/bnhxCIvu0hET27ZiJAAIIIIAAAggggAACCCCQtwW8EhLpDq7KlSunuhnaxLp58+bmJWNbtmwxjautQ99+NnXqVNPU+o477kg1TwMj7Ted2eE3JNLJzz//vLzzzjummqhVq1ZmPd1mtnPnTilbtmy2PTmERPZpCYns2zETAQQQQAABBBBAAAEEEEAgbwt4JSS62nchoJBIT2rdunWmaujbb781HbTvuusu0zE7Ow9CIvu6eTUkCi5f2z6az8ykPT+6sg6LIIAAAggggAACCCCAAAII5DwBQqJ07tnp06flxRdflG3btsmCBQskf/780rdvX9OHSAOcIkWKZOudJiSyz0tIZN9OZxISOfNjNgIIIIAAAggggAACCCCQkwXcDIlykkOmlUQTJkww3bK7desmkZGRki9fPvn73/8ub731lrRv3z4lOMquCyYksi9LSGTfjpDImR2zEUAAAQQQQAABBBBAAIGcLkBIlOYOnj17VurWrSutW7c2jaq1isg6PvjgA1NRpG83q1atWrbde0Ii+7SERPbtCImc2TEbAQQQQAABBBBAAAEEEMjpAoREGYRETz75pAwYMCDVp1Z37ejoaGnQoEG23XtCIvu0hET27QiJnNkxGwEEEEAAAQQQQAABBBDI6QJuhkRJHcsExBG88MgV406ePGn6QicnJ0tSUpKUKFHCvKFMd3rpn2n/6DNnzqTMS0xMlNq1a0uhQoVE32bWtGlTCQkJMZ///PPPop+nfVua75dmuN3MqiSqXr26fPjhh1K0aFEzT09Ct6GNGTPGvN0ss8UDUshkECGRfUFCIvt2viFRoH+Z/X1ben/Z/c3hcwQQQAABBBBAAAEEEEAAgWsj4JWQKC4uzhTnTJkyxQRD+or7NWvWyMaNG6VAgQJSoUIFGTx4sJQsWdLkNefOnZNOnTrJ+fPnpWrVqqZd0MCBAw3i9OnTZd++fSbPyejItCeRvvZeK4n0GDRokPnSmTNnimLRkyjGuASNjHLliU2e2ObSejV6ubPelumX1om6zpX1pM1Rs87W5ZNdWa/6vUMvXW89d9ZL3nBpPbffbkZI5MrtZhEEEEAAAQQQQAABBBBAIEcJeCUkio+Pl/79+8uKFSskKCjIGEZERMju3bvlhRdekFq1asnmzZulYMGCqXx1XpUqVcyfWQU+2mv64MGDMmzYsAzvRaYhkc76+OOP5ZFHHkm1wMiRI2Xs2LEp1UXZdaepJLIvSyWRfTudab3djJDImSOzEUAAAQQQQAABBBBAAIGcKOClkKhz584SGxtrKon00F/36tVLvv/+ewkPDxf9vHjx4uYz3RU2ZMgQ+fXXX2XUqFEyYsQIEzJt2bJFZs+eLfv373cWEumXaJnS77//bkqXihUrZiqKrsZBSGRfmZDIvh0hkTM7ZiOAAAIIIIAAAggggAACOV3AyyGRVglpMGSFREOHDjUh0cWLF021ke780m1lVrjUo0cP89Z6PbTHtKNKomt5YwmJ7OsTEtm3IyRyZsdsBBBAAAEEEEAAAQQQQCCnC3g5JJo2bVpKRZBuN9PKoiJFiqQit4Ik/ezQoUOmmXXHjh2lZs2aV7yczHei3+1m1/LGEhLZ1ycksm9HSOTMjtkIIIAAAggggAACCCCAQE4X8FJI1K5dO1m/fr0h3bFjh9litmnTJtNzSEOiqKgoKV26tNn9pYf2J9LtZr7b1GbMmCEPP/ywvPfee9K3b98Mb09AIdGJEyfMl+gr1K7mQUhkX5uQyL4dIZEzO2YjgAACCCCAAAIIIIAAAjldwCshkW4PS/tWeW1i3bx5c9N/SF9xbwVIlvnUqVOlVatWphfR8uXLTS+jxMREM0d7GTkKiRISEswr1f7xj3/I6NGjr+p9JiSyz01IZN+OkMiZHbMRQAABBBBAAAEEEEAAgZwu4JWQ6Go7BlRJpOHQhx9+KAsWLJCbbrrJJFDaDKlcuXISHBycbedMSGSflpDIvh0hkTM7ZiOAAAIIIIAAAggggAACOV2AkCiTO9i1HPSd7QAAIABJREFUa1eZM2fOFSOOHj0qYWFh2XbvCYns0xIS2bcjJHJmx2wEEEAAAQQQQAABBBBAIKcLuBkS5SSLgCqJVq5cKcePH7/iuu6//37Tqyi7DkIi+7KERPbtsjMkutA+v7MTuzw7/+ILrqzDIggggAACCCCAAAIIIIAAAlcKEBJl8lQkJSXJvHnzZNasWdK9e3fTMbthw4Zy2223+X2Wjhw5Itddd51plKTHyZMnUzpu65a1EiVKZLgGIZFf3gwHEBLZtyMkcmbHbAQQQAABBBBAAAEEEEAgpwsQEmVyB59//nl54YUXzIjp06fLDz/8IEuWLJGtW7dK4cKF0515/vx588q1tm3bytq1a822NO28Xa1aNalbt67paVS+fHkZP358SoCUdiFCIvt/rQiJ7NsREjmzYzYCCCCAAAIIIIAAAgggkNMF3AyJgkZGBcSRPLHNFeO00CYmJsYU22gBjxba1K9f3+Qo+mfr1q2TM2fOpMzTHtK1a9eWPXv2iL6ILCQkxOQvmtHo/Hvuucf8WUaH3+1mumjNmjVFgyI99AT1VWpVqlQxr1mrV69eumsvW7ZMxo4dKwq7fft2CQ0Nld9++82EQv/85z/NSfo7CIn8CWX8OSGRfTtCImd2zEYAAQQQQAABBBBAAAEEcrqAV0KiuLg4adCggUyZMsUEQ5q1rFmzRjZu3CgFChQwb6MfPHiwlCxZ0oRG586dk06dOsnmzZvl8OHDZlfYH3/8If369TNBUa9evaRo0aLOQ6LXX3/dfNmhQ4dMdVDFihVlx44dJizK6NAEq3r16hIdHW1Covj4+FTjP//8c9G+RhkdhET2/1oREtm3IyRyZsdsBBBAAAEEEEAAAQQQQCCnC3glJNIcpX///rJixYqUYpuIiAjZvXu32fFVq1YtEwhl1C/6008/lQMHDsjAgQMDuiV+K4k0idJU6q233kq1oKZVmW0308G6vUxP2AqJNO3asGGDPPHEE6a66L777jPBkZZL6WerV6++4qR7vLEgoAvxN+j8mplmyL0PdfY3NKDPl8+cZ8ZV/NeOgMb7G7T7sdsvrffAOH9DA/p892fPmnEVdtQPaLy/QT/dvt4MOb1nob+hAX1epHzHS9fbxZ31ds+5tF6Ve/8a0Pf7G7Rz+Xwz5NahDfwNDejzXyavM+PKDa4c0Hh/g/a+GW+GfN2qt7+hAX3e6usPL90Pl5/nCvvuDOj7/Q366abYdIfodlff0kp/6/A5AgjkLQH+jchb95urRSCrAvwbkVUxxiOQ9wQ093DjcLLdTDOTzp07S2xsbEqrHv21VgR9//33Eh4ebj4vXry4OVXNYYYMGZJSLRQZGSkHDx6UYcOGBXQpfkMiXUUriLS06amnnjKLdunSRSZNmiTlypXL9EvShkRa2mTtfdPwqUWLFvLBBx+Y8qj0DiqJArqH6Q6iksi+nc5M2vOjWSCpYxlnC12eHbzwiPmV2283e7dSM1fO7/Fdq8w6gf7j5e9LU/bSflfS39DAPm9yIrBxjEIAAQQQQAABBBBAAAEEXBDwUiVR2pDICo6skGjo0KEmJLp48aKpNmrfvr0UKVLEKLgeEv3nP/8xvYR0z5omVLrnLdAjbUj04osvSqFChWTEiBFmTW1gbVUSpbcmIVGg0leOIySyb6czCYmc+WVXSLT03enOTuzy7Pse7+XKOiyCAAIIIIAAAggggAACuVPAyyHRtGnTZP/+/aY6SHdvaWWRFQqlvRuuhkQffvih9OnTJ+U7unXrJjNmzJD8+fMH9BRoSKQNllatWpXSuFo7aSu2HvPnzzcNlTI6CIkCYk53ECGRfTtCImd2Oju7QqJRdVo4PzkReSVmhSvrsAgCCCCAAAIIIIAAAgjkTgEvhUTt2rUzLw7TQ3tDawHPpk2bTM9nDYmioqKkdOnSpnG1HtqfSAt09HAtJNLFH3zwQfnll1/MG8kWL14ss2bNMn2IypRxtgXn+PHjonuArZMmJPrfD9VBNdypcCAkcvYPFZVEzvwIiZz5MRsBBBBAAAEEEEAAAQSurYBXQqJdu3ZJ5cqpe9tqE+vmzZub/kNNmzZNCZAssalTp8qAAQPMb+fOnWtyHcc9iRISEkw6pQ2P+vbtKz///LOUL18+09feu30LqSSyL0pIZN9OZxISOfPLKSGR2z2nnKkxGwEEEEAAAQQQQAABBLwi4JWQ6Gp7ZNi4WhMp7Rmk2820CdKWLVukZs2a8u2330qjRo0kKSkpw1esuXURhET2JQmJ7NsREjmz09mERM4NWQEBBBBAAAEEEEAAAQSunQAhURp7q5JIG1end1x//fXmNfahoaHZdtcIiezTEhLZtyMkcmZHSOTcjxUQQAABBBBAAAEEEEDg2gq4GRJd2yvJ2rdnWEmkr73v1auXXLhwwbxCLe1x4MABWbRokZQqVSpr35iF0YREWcBKM5SQyL4dIZEzO0Ii536sgAACCCCAAAIIIIAAAtdWgJDo2vqn++2ERPZvCiGRfTtCImd2hETO/VgBAQQQQAABBBBAAAEErq0AIdG19SckmtjGGPB2M3sPYvKGoWZicPna9hZIM4vG1c4Y6UnkzI/ZCCCAAAIIIIAAAgggcG0F3AyJyjesE9DF7ImOyXBcTEyMedV9yZIlpUmTJlKrVi0zVl8ytmfPHvPrxMREKVu2rOknbffIcLuZ3QXdnEclkX1NKons2+lMQiJnfoREzvyYjQACCCCAAAIIIIAAAtdWwCshUXJysjz33HMSGRkp+mp7bQ00ZswYefLJJ81r7qdPny4vvviivPTSS3L+/HmZNGlSylvq7QgGHBJpb6L8+fPL6dOn5fjx43LTTTfZ+b4szSEkyhJXqsGERPbtCImc2elsQiLnhqyAAAIIIIAAAggggAAC107AKyGRvjDsgQcekG3btklwcLABOXnypLzzzjsyfPhwmTVrlsloBg4caD775ptvJCIiQmbMmJFuf2l/ogGFREuXLpXevXvL119/LZ07dxZ941mfPn3MF+fLl8/fd9j+nJDINp0QEtm3IyRyZpeXQ6Kef33HOZ6IzJj/hCvrsAgCCCCAAAIIIIAAAgjYE/BKSKQVRAcPHpRhw4ZJUlKS7Ny504Q/ISEhUq5cOVm4cKGpKNLPT5w4IePHj5fly5dLixYtbF2435BI97Q1btxYbr31VvPfoUOHyqBBg+Stt94ySdaf//xnW18cyCRCokCU0h9DSGTfjpDImV1eDokqlx3uHE9E4g++5so6LIIAAggggAACCCCAAAL2BLwYEp09e1b++te/msohzWP27t1rAqE5c+aYnEbzm6+++kri4uJk/vz5KZVHWRHwGxIlJCSYpkdffPGFfPTRR+a19xs3bpQGDRrI+++/L/Xr18/K92VpLCFRlrhSDSYksm9HSOTMjpDIuZ8VEhE6ObdkBQQQQAABBBBAAAEE7Ah4JST67LPPZNq0abJgwYKU7WMaBlWvXl2io6Plyy+/TLXdTFsFaTHP2rVrJSwsLMuX7jck0i+vV6+e6ZytidTDDz8stWvXNv/dunWrVKtWLctfGugEQqJApa4cR0hk346QyJkdIZFzP0Ii54asgAACCCCAAAIIIICAEwGvhES6haxKlSry4Ycfyv3332+2nE2ZMkU0L9F+RUuWLDGVQ08//bRoQPTdd9+Z7Wea1xQuXDjLBH5DIl1RS5e6du0qxYsXNxVFvXr1MsGR7o2zGidl+ZsDmEBIFABSBkMIiezbERI5syMkcu5HSOTckBUQQAABBBBAAAEEEHAi4JWQSK8hNjZWWrduLYcPHzaXNGLECPn111/l7bffNtvNHnzwwZRLvf7662XZsmVSo0YNW5cfUEikK+ueN21SXbJkSdO4+vbbbzdvO8vOg5DIvi4hkX07QiJndoREzv0IiZwbsgICCCCAAAIIIIAAAk4EvBQS6XVolZC+1axAgQJSrFgxJ5eW6dwMQ6Jz586ZN5rpdjPtnJ320M+nT58upUqVyraTIySyT0tIZN+OkMiZHSGRcz9CIueGrIAAAggggAACCCCAgBMBr4VETq4lK3MzDIm0a7Y2p968eXO662kJU3x8vJQoUSIr35elsYREWeJKNZiQyL4dIZEzO0Ii537ZFRJNmPqu85MTkdEDH3dlHRZBAAEEEEAAAQQQQMCrAm6GRF69xvTOy+92M22KdN9995nu2K+//rqEhISYvkRaZaRNkkJDQ7PtegmJ7NMSEtm3IyRyZkdI5NyPkMi5ISsggAACCCCAAAIIIOBEgJAoA72EhAQJDw+Xvn37ypAhQ8wobZpUp04d80q1hg0bOnHPdC4hkX1aQiL7doREzuwIiZz7ERI5N2QFBBBAAAEEEEAAAQScCBASZaB38eJFuffee2XVqlWmeki3mb3yyivmv9u2bZPSpUs7cSckuiyQPLGN+VVQjV6ueBISOWNM2vOjWSCpYxlnC12eHbzwiPnVhfbuNHvPv/iCWe/dSs1cOb/Hd6269PyNjHJlPet5lu9KurKeNDlh1hlVp4Ur670SsyJb7m/lssNdOT9CIlcYWQQBBBBAAAEEEEAAAdsCboZEweVrB3Qe1s+hvoO1WbVmL3fddVfKH+/Zs8f0j65SpYr5s7i4OFm4cKHoTrDatWvL/fffb148pnN1B5gW/lhH2rlpT8zvdjOdcODAARk8eLDMnTvXzNeAaP78+dK4ceOALtTuICqJ7MqJEBLZt9OZhETO/AiJnPkREjnzYzYCCCCAAAIIIIAAAk4FvBISaQDUuXNn0y/aesO8vkRs3759MmbMGJkzZ47Z+fXBBx/IddddJx9//LF8//33EhMTI7/88kumc9Mz8hsS6VvM3nzzTdPEun79+iat0mbV6b3xzOlNSDufkMi+KCGRfTtCImd2OpuQyJkhIZEzP2YjgAACCCCAAAIIIOBUwCshkb4wrH///rJixYqUHObTTz+Vn3/+WR566CFTOZR2l5cW+VSvXl2aNWtmQiJtGaSVRXpERkbKwYMHZdiwYekS+Q2JrMbVWj00c+bMlOTKKXgg8wmJAlFKfwwhkX07QiJndoREzv0IiZwbsgICCCCAAAIIIIAAAk4EvBQS6bayfv36mcspVKiQeZnY0KFDpUWLFvLYY4+Z9kBWCKRjdBfYhg0bTIWR6yGRfoF+ub7ZTE+gWrVqcvbsWTlz5oy8/fbbUrx4cSfumc4lJLJPS0hk346QyJkdIZFzP0Ii54asgAACCCCAAAIIIICAEwEvhUSaxXz00Uemkig4ONi0/6lUqZLpH61VRumFRFu2bJHu3btfESJ98sknsn//fvuVRIo6YMAAEwj5HlpZpA2QQkNDnbgTEl0WoHG1s8coecNQs0CgDcH8fRs9ifwJZf45282c+RESOfNjNgIIIIAAAggggAACTgW8FBKl3W42a9Ys05OoQ4cO0rp1a5PNFChQIOWSX3zxRSlbtqx07drVtA3SwCgkJMR8rtvNjh07JoMGDUqXyO92M6ewTuZTSWRfj0oi+3Y6k5DImR8hkTM/QiJnfsxGAAEEEEAAAQQQQMCpgJdCooy2jA0ZMsRUE913330yYsQIExStXr1amjRpYl5AVqpUKalbt65MmDDBBEr6Z9rD6KuvvjL/Te8IKCTSV6S99tprpqzJ2uf25ZdfSnR0NJVELr8yPKhGL6fPsplPSOSMkZDImR8hkTO/nBISPbmyqrMLvTz77eZxrqzDIggggAACCCCAAAIIuCXgpZCoT58+qbaU+W4Z+/3336Vt27ayfv16c+naEkiDopo1a5rfa5VR1ar/+7/bp06danaLZXT4DYmSk5OlU6dO8tlnn6VaQ7eb7dq1i55EhES2/g5Wv/fS9rCgepNtzU87ie1mzhgf37Xq0v1w+XmW70o6OzFrdpMT5lej6rRwZb1XYlaYdZI6lnFlveCFR8w6lcsOd2U9QiJXGFkEAQQQQAABBBBAAAHbAl4JiQK9AN1Cpi8eCwsLMwU+vsf58+fl+PHjZsuZv5ZBfkOihIQEk0DNmDFDli5dKjfeeGNKOdPWrVulcOHCgZ5zlsex3SzLZCkTqCSyb2fCgz0/ZkuIcKF9fmcndnl2/sUXzK/erdTMlfUIiZwxEhI586OSyJkfsxFAAAEEEEAAAQTcF8hpIZFbAgGHRKNHjzb725YsWSKTJk2SZs2ayezZs6VevXpuncsV6xAS2aclJLJvR0jkzE5ns93MmSGVRM78mI0AAggggAACCCCAgFMBN0Mip+dyNef7DYn0ZJ5//nl55513TDVRq1atzPnpPredO3eajtnZdRAS2ZclJLJvR0jkzI6QyLkfIZFzQ1ZAAAEEEEAAAQQQQMCJACFRGr1z587JRx99JN26dZMSJUrIunXrTNXQt99+KzExMXLXXXdJo0aNnJj7nUtI5JcowwGERPbtCImc2RESOfcjJHJuyAoIIIAAAggggAACCDgRICRKo6e9iCpUqCBnzpyRt99+W7p27Wq2m13Ng5DIvjYhkX07QiJndoREzv0IiZwbsgICCCCAAAIIIIAAAk4E3AyJAn2LecrP8T4nrs2o165dKw0aNJD9+/fLoUOHzK+tQ4t4brvtNtOsWn+tLx/TOVrsU79+/ZQ31AdqkeF2M1343//+t/TqdemV7Po2s2nTpknTpk3lwoVLTXNLlnTpzUUZnC0hUaC38cpxhET27QiJnNkREjn3IyRybsgKCCCAAAIIIIAAAgg4EfBKSKQFPMWKFZOjR49KVFSU9OzZ07zu3uoP3bp1a3n22WfNW8s0PJoyZYoJhpYtWyZr1qyRjRs3SqlSpQKmCKgn0eLFi6VDhw6pFtXQaPv27X5fnxbwmaQzkJDIvh4hkX07QiJndoREzv0IiZwbsgICCCCAAAIIIIAAAk4EvBISnT17VmrVqiXR0dGyfPlyefDBB82uL+tt87rra/jw4SYI6t+/v6xYsUKCgoLMpUdERMju3btFs5VAD78h0YYNG2Tq1KmmP5Eeffr0ManUqVOnTDPrrCRSgZ6UNY6QKKti/xtPSGTfjpDImR0hkXM/QiLnhqyAAAIIIIAAAggggIATAS+GRF9++aWcPn1aEhMT5fjx4zJmzBjp3r27DB061GQznTt3ltjY2JQtZvpr3R2m29Dy588fEEeGIZF+qb7JbNWqVWahp556yqRTZcqUCWhhNwYREtlXJCSyb0dI5MyOkMi5X14NiVq8scc5nois+Ed5V9ZhEQQQQAABBBBAAIG8K+DVkEjDoccee0zuuOMO+frrr+W1116T3r17pxsSxcfHm+DIlZDIalzdpEkTU5pUsWLFq/50EBLZJycksm9HSOTMjpDIuR8hkTNDQiJnfsxGAAEEEEAAAQQQEPFqSHTw4EEZNmyY6Tn09NNPi76Z/oMPPjA9o9NWEmlfaW12rRVHgR4ZVhJpN+xt27aZvW/X6iAksi9PSGTfjpDImR0hkXM/QiJnhlZIFNT+QWcLXZ6dvHiuK+uwCAIIIIAAAggggEDOEfB6SKQvG+vWrZvMmTPHNKcuXry4tGvXzjS11mPHjh0SHh4umzZtkpo1awYM77cnUcArZcNAQiL7qIRE9u0IiZzZERI59yMkcmZISOTMj9kIIIAAAggggAAC3qwkWrJkiRw7dkwGDBhgbtFvv/0mt9xyiwmJ9JX3lStXTnXrtIl18+bNs3Q7CYmyxPW/wXuiY8xvgkZG2Vwh9bTkiW0urVejlzvrbZl+aZ2o61xZT9ocNetsXT7ZlfWq3zv00vXWc2e95A2X1gsuX9uV80va86NZJ6mjOz24ghceMetdaB9YszB/F5F/8QUz5N1KzfwNDejzx3dd6j3m9vMs35UM6Pv9DmpywgwZVaeF36GBDHglZkW23N/KZYcH8vV+xxAS+SXKdEB2hUQvv7nI2Yldnj1mcOq3hbqyKIsggAACCCCAAAIIuCrglUoiVy8qgMUIiQJASm8IIZFNuMvTCImc+RESOfMjJHLmN3rg42aBJ1dWdbbQ5dlvN48zv3K7cbXb282KVezvyvX+d3eEK+uwCAIIIIAAAggggED2CRASZZPtkSNH5Lrrrkt5BZv2Otq7d68UK1ZMbrjhhky/le1m9m8K283s2+lMKomc+VmVcVQS2XOkksiemzUruyqJCImc3RdmI4AAAggggAACOUnAzZAoJ113tlUSnT9/Xn799Vdp27atrF27VsLCwuT06dPSqlUr0wx71apVMnbsWNNoKaODkMj+o0RIZN+OkMiZnc4mJHJmSEjkzI+QyJkfsxFAAAEEEEAAAQTc7UmUkzyzLSTS17FpCKTp2/bt2yU0NFRmzpxpfj1u3DhJSEiQChUqSHx8vGmwlN5BSGT/USIksm9HSOTMjpDIuR8hkTNDQiJnfsxGAAEEEEAAAQQQICTKlmcgMTFRqlevLtHR0SYkGj16tLRv314aNWok+rq2li1byowZM+TGG28kJKJxtaNnkMbVjviExtXO/KzG5DSutudITyJ7bsxCAAEEEEAAAQQQyD4BN7ebBT0+OqATTX53QqbjYmNj5eabb5YyZS69YOnkyZMSExNjMpaQkJCUuefOnZP58+ebt59pFtOlS5cMi3PSfmG2VRLpF509e9ZsLbNConbt2slzzz0n9evXNyGRbjWbMGGCqShas2aNrF69+gqQHm8sCAjT36Dza2aaIfc+1Nnf0IA+Xz5znhlX8V87Ahrvb9Dux26/tN4D4/wNDejz3Z89a8ZV2FE/oPH+Bv10+3oz5PSehf6GBvR5kfIdL11vF3fW2z3n0npV7v1rQN/vb9DO5fPNkFuHNvA3NKDPf5m8zowrNzj1KwkDmpzOoL1vxps//bpVb7tLpJrX6usPL90Pl5/nCvvudOX8frop1qwT0bmvK+v1n/d+ttzfvzR625Xz++r7J806bq83+8uvXTm/rm1bmXVe23u/K+sNL/eFWafvoiBX1nu/Q/Kl53nwSFfW2/3mRLNOzftecWW9zUtHXTq/ihVdWW/37t3Zsp7b/++lKxebxUUKFy4sZ86cyeIshiOAQF4R4N+IvHKnuU4E7AtoVuHG4VZI1Lp1a3n22WdNKKRHZGSk9OzZU7755htp2rSp+TPtC92sWTPR/EX/t2XLFhk1apRs27ZNbrnlFr+Xc1VDovfee0/Kly9vKojSBkjpnSnbzfzevwwHsN3Mvp3OpHG1Mz96EjnzY7uZM7+cst0sKMidUEz/P130cHu98g3rOLsRl2dbbwN1ZTEWQQABBBBAAAEErpKAFyuJunfvLkOHDjWFNxcvXkwJg3bt2iUREZfeoPvqq6+aF4cNGzYsRerLL7+U4OBg0yPa33FVQ6JPP/1U3nzzTVm5cqXpVaQp2NatW0VTfEKiNpf+j/wavfzds4A+JyQKiCnDQYREzvwIiZz5ERI58yMkcuZnhU6ERM4cmY0AAggggAACOVvAiyFR165dZfjw4SYkiouLk5deekmmTZsmNWrUSHlhmO8OLjt3INtDogYNGpg3mek+OP0/PHv37i3Tp08357pp0yapWbNmhudNJZGdW3ppDiGRfTudSUjkzI+QyJkfIZEzP0IiZ36ERM78mI0AAggggAACuUPA6yGRvhDsxIkT0rdvX3n00UflmWeekQ4dOohvkGTdiQsXLpg8RquJ/B3ZGhJl9OWHDx+WIkWKSLFixTI9P0Iif7cv488JiezbERI5szMh5eVG7PJdSeeL6QpNTph1RtVp4cp6r8SsMOskdbzU8M3pQeNqZ4J5tXG129vD3F6PSiJnzzWzEUAAAQQQQCBnC3glJHr33XdN3yHNT6ztZn/+858lPDw8pZWPNrDWN8gvXLhQevToIX/729+kc+f/9WPWrWg6RquQ/B3XJCTyd1LW54REgUpdOY6QyL6dCQ/2/JgtIcKF9vmdndjl2fkXXzC/erdSM1fW4+1mzhgJiZz5ERI586MnkTM/ZiOAAAIIIIAAAukJeCEk0v87r02bNqZZdcOGDU1z6kmTJsnp06fNNjNtXK2Hvln+jjvuMK19Dh06ZBpW646uqlWrSnx8vFSpUsU0rtZwyd9BSORPKIPPrUacQSOjbK6QeppVeUFPInucyRuGmonB5WvbWyDNLEIiZ4xUEjnzY7uZMz+2mznzY7uZMz9mI4AAAggggEDuEPBCSKSSUVFR0rZtW4Oqr7L/97//LQMGDJCHH35Y7rnnnhTs0aNHm7fn6vazGTNmmM+tY8GCBdKx46U3gvs7CIn8CWXwOSGRTbjL06rfeynUCao32dlCl2cTEjljpJLImR+VRM78qCRy5pdTKonenfy8swu9PPvxoe6s48rJsAgCCCCAAAII5FoBr4RECqyVQ/qG+LCwsIC9z58/L//973+laNGiUrBgwYDnERIFTJV6ICGRTThCImdwl2ez3cwZIz2JnPmNHvi4WeDJlVWdLXR5NiGRM8acEhLVuTXI2YVenh3zS7Ir67AIAggggAACCCCQmYCXQqKreacIiWxqExLZhCMkcgZHSOSKHyGRM0ZCImd+/90dYRZwu9G02+u53biakMjZc8NsBBBAAAEEELi6Am6GRFf3zJ19GyGRTT9CIptwhETO4AiJXPEjJHLGSEjkzI+QyJmfVUkUNH69s4Uuz05+ur4r67AIAggggAACCOQuAUIiD95P3m5m/6bwdjP7djqTxtXO/Ghc7cyPxtXO/Ghc7cwvuxpXu11JREjk7D4zGwEEEEAAAQQyFyAk8uATQkhk/6YQEtm3IyRyZqezCYmcGRISOfMjJHLmR0jkzI/ZCCCAAAIIIJA7BNwMiX67sWFAKDcfiL5i3MmTJ2X79u0SHh5uPtP/W+27776T0qVLm1fanzt3TubPny+//fabhIaGmjeglShRIqDvS28Q281s0rHdzCbc5Wm83cyZH42rnfmx3cyZH9vNnPmx3cyZX3ZtN+v513ecndjl2TPmP+HKOiyCAAIIIIAbbvv8AAAgAElEQVQAAtdWwCshUVxcnHTu3Fk2b94s+fLlk969e0t8fLx8+eWXJiBq1qyZtGvXzvxvy5YtMmrUKNm2bZvccssttgAJiWyxiRAS2YQjJHIGd3k2IZEzRkIiZ36ERM78CImc+WVXSFS57HBnJ3Z5tlUJuPW1d11Zr/rwS28T5EAAAQQQQACBqyvglZBIq4gGDBggUVFRpkqoUqVKMmnSJBMYvfrqq+a/w4YNS8HR8Cg4OFhatWplC4yQyBYbIZFNtpRpVBI5EyQkcuZHSOTMj5DImR8hkTO/nBISzfrTnc4u9PLsbvtjXVmHRRBAAAEEEEAgawJeCYm0aqhKlSrSuHFjOXDggNl6VqBAAXMxWj303HPPSf367r2Ig5Aoa89JymgqiWzCXZ5GSOTMj5DImR8hkTM/QiJnfoREzvwIiZz5MRsBBBBAAAEEAhPwWkj04osvyqJFi2TgwIHyyCOPmIvo2rWrDB8+PFVIdOHCBdO3SKuJ7ByERHbUhEoim2z/n727AbutquoFPg8gQqAo4lcfGiAkikiYaCkooqQCiYqJIsr1A028fiAkaEVBaXjLi0Jm4geaaIimlkalKKaUooGIBPIhWCKYkcmFQkW5z2+dM0+LzX7fveYa6xzfE2M9Dw/nnL3X3HP+55hjjvEfY4659rUkiWIIJkkUwy9Johh+SRLF8EuSKIZfkkQx/PLtRCARSAQSgUQgERiGwEoiiQ444ICuJpEsop133rlcccUVZbvttivPeMYzylOf+tSuZlF93vrWtxbFrpFHY54kicagliTRSNT++7UkiWIQJkkUwy9Johh+SRLF8EuSKIZfkkQx/PLtRCARSAQSgUQgERiGwEoiiZBA559/fld/yC3w7373u8sFF1zQ/ZsjZ2effXbZaaeduoLWjqYpXO3mszFPkkRjUEuSaCRqSRL9cP+Nw9hpIEmiGIxJEsXwS5Iohl+SRDH8kiSK4ZdvJwKJQCKQCCQCicAwBFYSSfS85z2vI4KQRDfddFPZc889yyte8Youk+g973lPOeSQQ9YO6kMf+lCReTT2SZJoJHJZk2gkcGtey0yiGH5JEsXwS5Iohl+SRDH8kiSK4Xd7JYmO3u0xMeDWvF3135bbHzZJe2vl+UGHTtLeLRee2rXz4k/tNEl7b97r4q6dVfs/bZL2bvnLM1a396JjpmnvLa/r2vmnLbaYpL0H3HjjJO1kI4lAIpAIJAKlrBSSaMhcfP/73y833HBD2WKLLcod73jHIa8s+Z0kiUbClyTRSODWvJYkUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhl28nAolAIrAhIbAhkURT4pok0Ug0kyQaCVySRDHg1rydJFEMxiSJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH88u1EIBFIBDYkBKYkiTakcSdJNHK2kiQaCVySRDHgkiSaBL8kiWIwJkkUwy9Johh+SRLF8EuSKIZfkkQx/PLtRCARSAQ2JASSJFqBs6Vq98EnfmiSnv30NZ/r2tn24btN0l6SRDEY87hZDL/MJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfvp0IJAKJwIaEQJJEK3C2kiQaPym18GM5827jG+m/+YTrur995aw3TNJekkQxGJMkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl++nQgkAonAhoTApCTRZ7YaNvQ9vnub711//fXlkksuKbvvvvvcNs4777yy5ZZblh133PFWn1988cXlzDPPLLfcckt3G9pDH/rQQX3I42aDYLrtlzKTaCRwa15LkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8Mu3E4FEIBHYkBBYKSQRsufAAw8sX/7yl8vGG298KwhvvPHGsssuu5TNNtvsVp+/4x3vKMccc0w55ZRTus+OOuqo8qQnPakcd9xxC6cgSaKFEM3/QpJEI4FLkigG3Jq3kySKwZgkUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX76dCCQCicCGhMBKIYkuu+yyjiQ6//zzy0YbbXQrCD/96U+X008/vZxzzjnljDPO6LKJvvOd75T73//+XfbRXe961+77N910Uzn++OPLq1/96rLFFlssOw1JEo2U0iSJRgKXJFEMuCSJJsEvSaIYjEkSxfBLkiiGX5JEMfySJIrhlyRRDL98OxFIBBKBDQmBlU4SOUZ20EEHlde+9rXlS1/6Urn00ku77CGZRy984QvL2WeffRtSaQj+SRINQWnOd5IkGglckkQx4JIkmgS/JIliMCZJFMMvSaIYfkkSxfBLkiiGX5JEMfzy7UQgEUgENiQEVjpJ9O1vf7tsv/325eMf/3i58sory2te85oue+iKK64ohx122G1Iou9973vljne848IpSJJoIUTzv5Ak0UjgkiSKAZck0ST4JUkUgzFJohh+SRLF8EuSKIZfkkQx/DYUkuh1L90vNtA1bx/zpo92f/rGvR8+SXv1tuHHnHjlJO198uXbdu1MfXvxJJ3LRhKBRGCDR2Clk0Tvfe97y4knnlge8pCHdHWH/P1jH/tY2WqrrcrjH//4LqNo00037eZB7aJ73/ve5etf//raI2hLTVCSRCNFN0mikcAlSRQDLkmiSfBLkigGY5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh++XYikAisXwRWEkm03377lXPPPXctAJtvvnl55CMfWd73vvd12UQef/7c5z7XEUePfexju/+OPPLIsskmm5Rjjz22qG2ESFq1atWyQCZJNFLOkiQaCVySRDHgkiSaBL8kiWIwJkkUwy9Johh+SRLF8EuSKIZfkkQx/DYUkuii3/7t2EDXvP3AidqZpDPZSCKQCDQjsJJIotnr7T/wgQ90RagvuuiijgTyXHPNNWXXXXctl19+ebnhhhu628y+8IUvdJ/tu+++5d3vfnfZeuutF+KQJNFCiOZ/IUmikcAlSRQDLkmiSfBLkigGY5JEMfySJIrhlyRRDL8kiWL4JUkUw29DIYnOWBBlH4rC0265ZehX83uJQCKwAhFYKSRRBJrrr7++KHDtCNrQJ0mioUjNfC9JopHAJUkUAy5JoknwS5IoBmOSRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfvl2IpAIrF8E/ieQRGMQS5JoDGqllCSJRgKXJFEMuCSJJsEvSaIYjEkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL45duJQCKwfhGYlCRav10P/VqSRCPhS5JoJHBJEsWAS5JoEvySJIrBmCRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfvp0IJALrF4EkidYv3oN+7YQTTigHn/ihQd9d9KW6KU19ReaqV5256KcHfX7LCU/ovrfqQYcO+v6iL91y4amrv3Lm3RZ9ddjnT7iu+95XznrDsO8v+NbOex+xery/ME17t3xxdXubbLvrJP27+covde3cfMDdJ2lvkw9/u2vnh/tvPEl7G//lD7t23nK/R0/S3osuP3v1fEwsz+Uzw8++LjuQPb7bfXz0bo+ZZLxJEsVgTJIohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMv304EEoH1i0CSROsX70G/liTRIJjmfilJovHYdeRQkkQhACvpmSTROBgvu/YPuhd3uNeR4xqYeau297qT3zJJe0kSxWBMkiiGX5JEMfySJIrhlyRRDL8kiWL45duJQCKwfhGYkiR63Uv3G9T5Y9700dt8T/HpSy65pOy+++5z2zjvvPPKlltuWfo3oH35y18u1123OtHjhz/8YbnnPe9Zdt5557JqQGH+PG42aKpu+6U8bjYSuDWvZSZRDL/MJIrhl5lEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8Mu3E4FEYP0isFJIoosvvrgceOCBBfGz8ca3Pply4403ll122aVsttlmaz93m9lBBx1UHvrQh5a73OUu3e1mZ5xxRnnYwx5Wjj/++IUgJkm0EKL5X0iSaCRwSRLFgFvzdpJEMRiTJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8Lu9kkSf/8VNYsCtefth/3DzJO1kI4lAIjAMgZVCEl122WUdSXT++eeXjTba6Fad//SnP11OP/30cs4553REkGwipNALXvCCcvLJJ3fkkefqq68u++yzz1yiaRaNJImGycdtvpUk0UjgkiSKAZck0ST4JUkUgzFJohh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvjl24lAKwIrnSSqGUOvfe1ry5e+9KVy6aWXlmOOOaYb5mGHHVae+tSnlnvc4x7lBz/4QXnb295W7n3ve5ff+Z3fWQhDkkQLIZr/hSSJRgKXJFEMuCSJJsEvSaIYjEkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy/fTgRaEVjpJNG3v/3tsv3225ePf/zj5corryyvec1rutpFd7jDHcrhhx9errnmmrLNNtsUR9Le+973lg9+8IPlKU95ykIYkiRaCFGSRB0CebvZSElZ/VrebhaCr5S83SwEYBauDsFXqlO45faHxRpa83aSRDEYkySK4ZckUQy/JIli+CVJFMMvSaIYfvl2ItCKwEoniRA/J554YnnIQx7SHSvz94997GPd3x03+8M//MOy1Varb5v+u7/7u3LssceWs8466zZH1mZxSZKoVVLWfD8ziUYCt+a1LFwdwy9rEsXwy0yiGH6ZSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/fDsRaEVgJZFE++23Xzn33HPXDmHzzTcvj3zkI8v73ve+LpvI48+f+9znOuIISfT617++bL311t1nl19+eXnuc59bzj777CSJKop1U9r24bu1ysbc7ydJFIMxSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8Mu3E4FWBFYSSdS/3t44PvCBD5RXv/rV5aKLLiqbbLK6OL7jZbvuumtR6PqII464FUnk3x7/+MeXCy64oGy55ZbLQrHeM4muv/76rtq2Z9WqVeXOd77zkh084YQTysEnfqh1Lud+P0miIIx53CwEYB43C8GXx82C8OVxsxiAedwshl8Nqux2n1Wxhta8nSRRDMYkiWL4JUkUwy9Johh+lSS6+YC7xxpa83a1TydpLBtJBP4HIrBSSKL1De16JYluuumm8sAHPrA7I4cg2nbbbYtK3LPXuFUQkiQaLw63XHjq6pfPvNv4RvpvJkkUwjFJohB8SRIF4UuSKAZgkkQx/JIkiuF30DfP7xo4erfHxBpa83aSRDEYkySK4ZckUQy/JIli+OXbiUArAkkStSI24vvf+MY3OlLoj/7ojzqSaNGTJNEihJb+PEmi8dh58+Yrv9Q1MHWk5of7bxzr2Jq387hZDMY8bhbDL4+bxfDL42Yx/DKTKIZfkkQx/JIkiuGXJFEMvySJYvjl24lAKwJTkkStv/3j/P56zSRyDq5/lu6jH/1o2XfffZccf5JE40UjSaLx2CVJFMPO27ec8ITVjXxmdTX98JO3m4UgzEyiEHx5u1kMvpKZRDEAM5Moht+b97q4a2DV/k+LNbTm7SSJYjAmSRTDL0miGH75diLQikCSRK2Ijfj+OeecU774xS+WX/u1XyuXXHJJedzjHtcVVVKXyGef/exnb9PqVDWJvn/Oe7u2937mgSN6fttXznrvB7p/3P5PvjpJe1e88OdWt/ek46Zp7yO/1bWz3VcfOkl7X/u5L3Tt/OeVH56kvZ/Y9oDV4/3Vadq74v2r29tx76dM0r9Lz/rzrp37HPGwSdr75zd8vmvnvi/bYZL2vv7Gy7p2/naf507S3j5/+451Is/bXf3zk/Tvaz+1+rjFWw98/iTtHfaBt62T+f3lX3rzJP37m79/cdfO1O2d/ld/O0n/nv7Efbp2/uDrS5P8LT905H0/1n39+X+xOMN0SLtv+5XVde+2f9mrhnx94XeueOMJ3Xd2edzvL/zukC98+eNHr+7fmpsohryz3HeuuOKKddLe1PvlgY9effNG9PnA2WvG+2fXRZvq3r/ioNXHsqdeb+c+8qmT9G/3z36wa2dq/Te5PE9sv0ytX6bWB9u//pRJ5veKX39B185ND3rQJO1tduGFXTunn/jSSdp7+svf1LWz6SOeOUl71R6fWt9Pra/+cSL9/JA1+vnbB+84CX53P+3Srp2p7dOp7cmp7Y2p5XmSychGbjcIbLfddrebsdaBrtdMou9///tl00037X5b8erHPOYx5e1vf3tZCvjMJBovj5lJNB47b+Zxsxh+mUkUw69m/uxwryNjDa15OzOJYjBmTaIYfplJFMMvM4li+GUmUQy/Y9700a6Bb9z74bGG1rydmUQxGNdVJtFb7vfoWMfWvP2iy8/u/vS6k98ySXv1ePvrXrrfNO2tkedJGstGbhcITJlJNLTsSC0r0gfY5V/nnntu2W233dZeae/zf/zHfyx3utOdutNa5513XvnZn/3ZtZ97x7/90i/90loOZuikrVeS6Pjjjy+bbbZZOeqoo4r6RApY10yieR1OkmjoNN72e0kSjccuSaIYdt5OkiiGYZJEMfw++fJtuwamPl6y5faHxTq25u2sSRSDMWsSxfDLmkQx/PK4WQy/JIli+CVJFMOvkp6xVvLt2xMCK4Ukcgprp512Kqecckp5/vNXn6z4zne+0xFCr3/96zt+xfX2v/Vbv9WRQp7TTjutPOtZzyqf/vSny5577tk0beuVJEIMPepRjyrA9vz5n/95efKTn7xkh5MkaprLW305SaLx2CVJFMMuSaI4fkkSxTBMkiiGn0xfz7YP3y3W0Jq3M5MoBmNmEsXwy0yiGH6ZSRTD72lr9Onnf3GTWENr3k6SKAZjkkQx/G6Pb68UkqjWdt5jjz3Kpz71qbLxxhuXT3ziE135npNPPrkcfvjh5elPf3o58sgjy0Mf+tDyox/9qDz60Y8u++23X7n88svLW9/61qbpW68kUe0Z1mvzzTfvsoqWe5IkaprLJIlKKZtsu+t40Hpv5nGzGIyZSRTDL0miGH5JEsXwS5Iohl9dv3/2k9PUZEuSKDYfSRLF8EuSKIZfkkQx/PK4WQy/fDuOwEohiWQSPfvZzy53uctdOlJohx126DKKJOD8x3/8R3npS196K5Lo4osvLr/7u79b3vnOd5YHPehB5R/+4R9udUxtETI/FpJoUafq50kSDUXqtt/LTKLx2HkzSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL9qv7z4UzvFGlrzdpJEMRiTJIrhlyRRDL8kiWL45dtxBFYKSSST6JWvfGV5znOeU6699truGJljZe973/vKX//1X5df//VfvxVJdNxxx5Xvfve7HZHknd/4jd8ov/IrvzIYkCSJBkN16y/W9PlVrzpzZAu3fq061asedOg07V146up2zlx9a0v4ecLqW2S+ctYbwk1pYOe9j+jaWfUL07R3yxdXt5eZROOmpxYanFqey2e2Gteh2bf2+G73L0fv9phJ2qs1OW4+4O6TtLfJh7/dtTN1oemp25u6kOTUTtxjTrxykvlIkigGY5JEMfySJIrhlyRRDL8H3Hhj18DUhX6zcPW4eUmSaBxu9a0kiWL45dtxBFYSSfSiF72onH766eVpT3taed7znlduuummsvfee5f3v//95VWvetVakugBD3hA2X333ctjH/vY7jsKWN94443lwx/+cNloo40GgZIk0SCYbvulJIlGArfmtSSJYvjVqvdT30aRJNG4eUmSaBxu9a0a6U+SaByOldRZtWrVuAZm3kqSKAZjkkQx/JIkiuGXJFEMv2rfnzGRPk2SKDYf64ok+p2PnhXr2Jq3j91v70nayUZWLgIriSQ68MADy/nnn98RRKeeemq56qqrOhII+dMniWQQOWamcLXnBz/4Qbn//e/f1TK6z33uMwjsJIkGwZQkUclMopGSsvq1SiIMvfpw0Y8lSbQIoeU/z0yiGH7VaMtMonE45u1m43Crb+XtZjH88nazGH55u1kMv7zdLIZfFq6O4VePT6560TGxhta8fctbXjdJO9nIykVgJZFEhx12WPnkJz/ZHS9ToPqCCy7oilL/xV/8RXfc7BnPeEY54ogjyp/8yZ+UQw45pKtXVJ9jjjmmbL/99mtvRluEeJJEixBa4vPMJBoJ3JrXMpMohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhd3t8e6WQROsb+ySJRiKeJNFI4JIkigG35u0kiWIwJkkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvitM5Jo4hqc/7TFFrGBrnm7Hj+dpLHbaSNJEq3Aic/bzcZPSt5uNh47b+btZjH88nazGH55u1kMvyxcHcMvaxLF8MuaRDH8siZRDL+sSRTDL2sSxfCrF6FMfVHG1IXYJz9uliRRTHBW8NtTkkQreJi36VpmEo2crcwkGgncmtfyuFkMv8wkiuGXmUQx/DKTKIZfZhLF8MtMohh+mUkUwy8ziWL4ZSZRDL/MJIrhl5lEMfxuj28nSbQCZz0zicZPSmYSjccuM4li2Hk7M4liGGYmUQy/zCSK4ZeZRDH8MpMohl9mEsXwy0yiGH6ZSRTDLzOJYviVPb7bNZDHzYI4Tvh6kkQTgjlVU0kSjUcySaLx2CVJFMMuSaI4fkkSxTBMkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRIF8VsHr09JEq3a/nGDenjLFR+/zfeuv/76cu6555Y999yzbLrppt3nV111VXe9/f3ud7/y+c9/vvzXf/3X2vf8+6677lrucY97DPrN2S/lcbNRsJWSx81GArfmtTxuFsMvj5vF8MvjZjH88rhZDL88bhbDL4+bxfDL42Yx/PK4WQy/PG4Wwy+Pm8Xwy+NmMfxuj2+vFJLokksuKTvttFM56aSTykte8pJuKk499dRy9dVXl5e//OVlu+22Ky972cvKVlttVQT7vve975UnP/nJ3b+PeZIkGoNaSZJoJGxrX0uSKIZgkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8bq8k0Uc+d3YMuDVvP+nhj56knQ2pkZVCEl122WVlxx137KC79NJLyw477FBOO+20cu2115bDDz+8PPjBDy5f/vKXyx3veMdJ4E2SaCSMmUk0Erg1ryVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+t1eS6G4H7RUDbs3b1/3ZpyZpZ0NqZKWQRDKJjj766HLUUUeVww47rFx44YXl9NNPL9/85jc7kughD3lIOfDAA8ud7nSnDt6bbrqpvOIVryhbbLHFKLiTJBoFW2YSjYRt7WtJEsUQTJIohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhF6lJJJMICXT++eeXgw8+uBx00EFdZy6//PK1JNERRxzRkUQ/+tGPyqpVq8r+++9ffuInfmJUp5MkGgVbkkQjYUuSaP+No9B17ydJFIMxSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8JuKJPrWt77VFaU+4IADyi677FKe97zndcfNEEhjSaHZkSVJNHKu87jZSODWvJaZRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL9KEg0lOxb9Wr3Fa9WDDl301UGfr73de9C3h31ppRw362cSbbTRRuU973lPOeSQQ8opp5xSnvWsZ3Uk0Zlnnlm22WabrnC1R32izTbbbNhAZ76VJNEo2DKTaCRsa19LkiiGYJJEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMv6HkWiXP+r+GJFKL6KyzzipIIlfc77XXXuXQQw/tSKI999yzfOELX7hVB08++eTuKNqYJ0miMajl7WYjUfvv15IkikGYJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvQhLFfrn97SSJ2jHr3sjjZiOBW/NakkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMNv7dsnnHBCOfjED03SWt2Utn34bpO0lyRRDMYkiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXw25DezkyikbOVJNFI4Na8liRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH4b0ttJEo2crSSJRgKXJFEMuDVvJ0kUgzFJohh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXw25DeTpJo5GwlSTQSuCSJYsAlSTQJfkkSxWBMkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIbfV856w6AG6omb/pevv/76cu6553a3mG266abdR1dddVV3y9kOO+zQ/f3iiy8uH/7wh8vNN99cdt1117Lvvvt2N6GNeZIkGoNaFq4eidp/v5bHzWIQZiZRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0ISXXLJJWWnnXYqJ510UnnJS17SdeTUU08tV199dXnNa15T3v/+95fnP//55e1vf3u5293uVv70T/+0/P3f/30577zzyhZbbNHc8SSJmiFb/UJmEo0Ebs1rSRLF8EuSKDmM5nEAACAASURBVIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4RchiS677LKy4447dh249NJLu+yh0047rVx77bXlmc98Zpc5dNFFF5VtttlmbSdf9rKXlZ133rm84AUvaO54kkTNkCVJNBKyW72WJFEMxSSJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfhGSSCbR0UcfXY466qhy2GGHlQsvvLCcfvrp5Zvf/GZ54hOfWF74wheWs88++1bHy84444zyxS9+sbgxvvVJkqgVsTXfz0yikcCteS1Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8IiSRTKIDDzywnH/++eXggw8uBx10UNeZyy+/vKs9hDiaRxIhk4477rjmjidJ1AzZ6heSJBoJXJJEMeDWvJ0kUQzGJIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUw28qkuhb3/pWd7zsgAMOKLvsskvZZ599yuMf//gi2+gOd7jD2k4ef/zx5V73ulceN1tu2uqmtO3Dd4vN7pq3kySKwZiZRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4TUUSubHsPe95TznkkEPKKaecUp773OeWvffeuzzucY/rjqMhij772c+WPfbYo1xzzTUdUdT6ZCZRK2JJEo1E7NavJUkUgzFJohh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+UJHKk7KyzzurqDv3gBz8oe+21Vzn00EO7W83+7d/+ratN9IUvfKHr5J3udKeOKJJpNOZJkmgManncbCRq//1akkQxCJMkiuGXJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+EVIoqG//O///u/l5ptvLltvvXXZZJNNhr52m+8lSTQSujxuNhK4Na8lSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfBLkiiG3/ogiWI9/O+3kyQaiWSSRCOBS5IoBtyat5MkisGYJFEMvySJYvglSRTDL0miGH5JEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+G1IbydJNHK2kiQaCVySRDHgkiSaBL8kiWIwJkkUwy9Johh+SRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDb0N6O0mikbOVJNFI4JIkigGXJNEk+CVJFIMxSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+G9LbSRKNnK0kiUYClyRRDLgkiSbBL0miGIxJEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfhsKSbTqF94QG+iat2/54hHla1/7Wtluu+0maW/L7Q8b1E61E/tfvv7668u5555b9txzz7Lpppt2H1111VXdLWerVq0q1113XXnYwx629pVrrrmmXHHFFeURj3hE9/l5551XzjzzzLLVVluVPfbYozz4wQ9eti9JEg2aqtt+KUmikcAlSRQDLkmiSfBLkigGY5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/CIk0SWXXFJ22mmnctJJJ5WXvOQlXUdOPfXUcvXVV5fnPOc55Wd+5mfKV77ylfLABz6w/OhHP+rIpOc///ndZ8cee2w57bTTysknn1y+973vlde85jXlxS9+cTn88MOXHFCSRCPnOkmikcAlSRQDLkmiSfBLkigGY5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/CIk0WWXXVZ23HHHrgOXXnpp2WGHHTri59prry2vfOUry1/91V+VV7ziFeWiiy4q73nPe8q73vWu8olPfKJ470lPelL375tsskn3vqykP/7jPy5HHnlk2XjjjecOKkmikXOdJNFI4JIkigGXJNEk+CVJFIMxSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+EZJIJtHRRx9djjrqqHLYYYeVCy+8sJx++unlm9/8ZkcS3XLLLeWggw4qW2+9dUceIYVkF/WJpJtvvrkjmBw/c2Ttvve971riaHZkSRKNnOskiUYClyRRDLgkiSbBL0miGIxJEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfCLkEQygg488MBy/vnnl4MPPrgjhDyXX355RxJ5ZBWpNXTiiSeWZzzjGd2/9Umim266qTzlKU8p3/nOdzoS6etf/3q5613vOndQSRKNnOskiUYClyRRDLgkiSbBL0miGIxJEsXwS5Iohl+SRDH8kiSK4ZckUQy/JIli+CVJFMMvSaIYfkkSxfCbiiT61re+VXbddddywAEHlF122eVWtYWQQ0cccUR56EMf2nX2Ix/5SHnnO99ZPvShD3UZRB7Frnfeeefyuc99buWQRNKcsFZbbrlluec977ks0ieccEI5+MQPxWZjzdt1U9r24btN0l6SRDEYd977iK6BKavPa2+TbXeNdWzN2zdf+aXuTzcfcPdJ2tvkw9/u2vnh/vPPfbb+yMZ/+cPulbfc79Gtr879/osuP3v1fLzqzEnau+WEJ6xu5zNbTdJe2eO7XTtH7/aYSdpLkigGY5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZfkkQx/KYiiTbaaKOu7tAhhxxSTjnllK5AdX2e/vSnd7WGKkn03e9+t6tl9I53vKPsu+++BRfzpje9qeBZHGFbEZlE//mf/1n22WefLg3q7LPPLr/5m7+5NlVqHuRJEo0XxFsuPHX1y2febXwj/TefcF33t6+cNc2VgkkSxaYlSaIYfkkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+SRLF8EuSKIZflCRSi+iss84qSCLZQHvttVc59NBDb0USySR61ate1WUa1ccRtcc//vHlX//1X7t/UtfoX/7lX8qb3/zmlUESvfe97+0Yq+OOO67ceOONZbvttusqbt/5zneei3iSROMFMUmi8dh5MzOJYvhlJlEMv8uu/YOugR3udWSsoTVv1/Zed/JbJmkvSaIYjEkSxfBLkiiGX5JEMfySJIrhlyRRDL8kiWL4JUkUwy9Johh+EZIo9sul/PCHP+xuNbvDHe7Qneha9KzXmkTHHHNM2X///csv/dIvdRW4H/vYx3apUve+972TJFpzPGfVgw5dNGeDPk+SaBBMS34pSaIYfkkSxfBLkiiG3ydfvm3XwKr9nxZraM3b1Skcurkv+tEkiRYhtPznSRLF8EuSKIZfkkQx/JIkiuGXJFEMvySJYvglSRTDb6gdWe3E2K/F3l6vJNF+++1Xjj322O6MXL2m7XWve12XUXTOOeeUz372s7caDZbrhhtuiI0w304EEoH/sQioa6Z4Wz6JQCKQCMxDIHVEykUikAgsh0DqiJSPRCARWA4BhaGf8IQ1tVZvR1CtV5JIYaVtt922yyByBZvaRMtV1R4yD46kOXc31ZPtxZBM/BK/FgRSXlrQuu13E7/ErwWBlJcWtHK9pbykvLQgkPLSglbql5SXlJcWBFa6vLSMZUP57noliT74wQ+WN77xjeVTn/pU+drXvtYVUPrKV75SNt9889F4rXShyf6NntruxcQv8WtBIOWlBa00UlNeUl5aEEh5aUEr9UvKS8pLCwIpLy1opX5JeVlZ8hLrzcp8e72SRI6YPfe5zy2nnrr65q0LLrigSOGKPLlIIuglCRNDL/FL/NoQSH3VhtfstxO/xK8FgZSXFrTS6Up5SXlpQSDlpQWt1C8pL/+z5WXo6O520F6DvlprP/W/rOj0ueeeW/bcc8+y6aabdh9dddVV3S1nq1atKtddd1152MMetvaVa665plxxxRXlEY94RPe5xy1nP/3TP13ufve7L+zHeiWJam9cv/YTP/ETgyprLxpBLrpFCC3/eeKX+LUgkPLSglYaRSkvKS8tCKS8tKCV+iXlJeWlBYGUlxa0Ur+kvKS8xBCY/3aEJHJD/E477VROOumk8pKXvKT7AYk3V199dXnOc55TfuZnfqY7ofXABz6w/OhHP+rIpOc///nl0EP/+1Isp7h+67d+q7tEbNHzYyGJFnWq5XMFrzFkUz3ZXgzJxC/xa0Eg5aUFrdt+N/FL/FoQSHlpQSvXW8pLyksLAikvLWilfkl5SXlpQWCly8vQsURIossuu6zsuOOO3U9deumlZYcddiinnXZaufbaa8srX/nK8ld/9VflFa94Rbnooou62+Pf9a53lU984hNl4403Xtu9ZzzjGeWII47oLhFb9GzwJNGiAebniUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAj8uBCIkEQyiY4++uhy1FFHlcMOO6xceOGF5fTTTy/f/OY3O5Ko3hy/9dZbd+QRskh2Uf95+tOfXo488sgkiX5cApC/mwgkAolAIpAIJAKJQCKQCCQCiUAikAgkAokABCIkkUyiAw88sKsrdPDBB5eDDjqoA/Xyyy/vSCKPrCK3x5944olF1tDskyRRyuFgBAjc/e53v7UFrQa/mF9cJwj827/9W9lmm23WSdvZaCKQCCQCiUAikAhsmAisdHvt29/+9qBiqBsm+tnrRCARSATiCExFEn3rW98qu+66aznggAO6S8AOP/zwtZ2bPVL2lre8pTzrWc/qakHncbP4HN5uWnB+8Qtf+EI59thjV/SYb7rpprLZZput6D5GOydN8I1vfGO30O9whztEm9ug3l+p8/u+972vuyngTne60yTG79TtbSiTPOX8WidXXnll2W677TaU4a+ofiZ+K2o6uvTwlOdxczK1Pp26vTqqqfTf1Pba1ON1DOLRj350URg1nx8/AlPP79Ty/ONHKHuQCKx/BKYiiTbaaKOu7tAhhxxSTjnllK5AdX362UJsjCc84QldseqHP/zhXTHr17/+9bePwtUA+fKXv1z+3//7f+UXf/EXC9Ciz1/+5V+WzTffvDz2sY+NNtW9P3V7U4/3ve99b/nqV79afud3fmf0eF3Ld+c737l7X5GsnXfeudzrXvca3V7/Rdf7WQC/93u/N0l7n/3sZzvC6Rd+4Rcmac/8uq1v7733nqS9z3zmM+W//uu/yj777DNJe1OPd+r2VvL8ioySZeRdTeuMTMrU7enL1PMxtb6aen7d3OAK0Oc+97mRqVj77jve8Y5O389Lyx3zAx/96EeL8+BDbo4Y0j4S/4tf/GL5tV/7tSFfX/idqfFb6eOdWp6n3n+nno+p+zc1flO2N7U+nbo9i3Fq/TeFvVaVxFTjVSfja1/7WnniE5/Y1cuYkiia2r6aer9cyettqvldl/b4lPpgXfiDU+9vK328U/fvH//xHwv/EDHRL5680FBZ4gtnnXVWlw3Tv+Z9bFvem7q9IX2JkkRqEek3vuMHP/hB2Wuvvbrby/okEXv2Va96VZdp5DnzzDM7/ez51V/91fLud7+73PGOd1zY3Q2+cPXv//7vl5/7uZ/rnP7Xve515ZOf/GTZZJNNFg58qS+4Su5ud7tb+ed//ufi6E80w2bq9qYe75vf/OYuQ0Ik84c//GE55phjmrHDUr7sZS8rz372szvihfDtv//+5a53vWtzW0u9oP3XvOY15R73uEeoTfg96EEPKj/7sz/bXRE45vnOd75TXvjCFxbGmsJg97znPcsVV1wxibxoR4aEqw2f+tSnlsc85jFjurj2nSnG2+/A1O3VtlfS/PbH+5//+Z/l85//fPk//+f/lD/5kz+5TQG41smZur2p52NqfTX1/Faj92/+5m/Wbn6tc9D/vijMN77xjY7UsfFGnw984APdxnvxxReXLbbY4lbpv5G2//iP/7jLLuwbAWPamxq/lT7eqeV56v136vmYun9T4zdVezVDgtOBnJhCP7Nj/umf/qn867/+6yTt9dfnVPvbFPaafk2NH+yQQ5wVWUSck/rnVj21Lu2rqffLlbzeNgR5nkofVBmbej6m3t9W+nin7B/54z/vvvvunW/pNi2E0V3ucpdWlXCr76u987nPfa47OjXFM3V7Q/oUIYmGtL/Ud/gfslrZu0OfDZokwk7+6Z/+aWeIY9UI4n3ve9/uerhVq1YNxWDt9z71qU91xZ9e8IIXdP92xhlnFFG+sRk2U7Rnw7SojGeK8fbbE+F6//vfX37913+9G68MIFcMjiHGKATz4D9Gm7OSokmqqg9hK+dNFgZ/p512Kttvv30Xjev3tXlySynGjtRBwHD8FfmS/WO8rRlonEDvP/nJTw7JiwicLDhXEZrft7/97d31hfCMEkVTjhfeU7c3xfyq3M/RImtT968fUTE3e+yxR9Hnn/zJnxwVESEz//Iv/9JlKN5www3h9qYYrzYcpUOsT6Gv+hHlKeZ33jpHaMsi+tu//dvQscwPfvCD3brfb7/9yh/90R+Vl7/85WPUytp3vvSlL3Xr901velOnr2WfwbV/TrzlB4xP9K0es0UUyVh8znOe09LMbb47FX4rfbxTyPPU++/U8rwu+zcFfv3xTtnebIbEFPq5n9E1RXtT678p7bV1gZ+57pNDEaJoKvtqavtgQ1pvK12ep9QHZG8K/6ivr6be31bieN2MxWd2CmTq/gm+CaRX/5Jvzc76v//3/46yXz784Q93fpuCzGqzud0rUoJk6vZaBvXjIola+li/u0GTRDfeeGNniDtjx9F+0pOeVJzDe+tb31q22mqrZjwsGAWgbFCbbrpp9z4hJ4hPecpTfiztOYNuYSCqphhvv71rrrmmnHzyyWuPcSEmOF8wHHOm3PsMA5sTokNUDtGmzTFHQzgzFArm8/jjj+8yOf73//7fozKUvve973WOvfkVKRTZUxneMTZO4r3vfe/m+SUn3uUY1xpCSCjyIgtoyHPzzTeXl770pV2GgAwnsludSngiLF/0oheNOhqn7SnHO2V7IhY77LBDd3VjZH6///3vd4SLNmSZTTXeeREVRgiCR4RU1mILsSjVkzwjAx/ykId070bas44dZxJNicjzRz7yka7g3bbbbttdpRnVf/2IsgzPKdavNpEvjBhturrTdZ/SaxHbLYYCI9/7CFhr3pFYehXZ+9d//dfd0WX6qzVKZd07IiryeNJJJ3Wy7XG7hD47D976nHfeeR1xVbNjpRXf//7373RWS4bhlPjVMUw9XnPgyPMU4619nEKep95/9W3K+VgX/ZsSv77MTzEftb15GZkRfTovoyvSnn5OZb/UmlWOxE5lr02NH72qf3TxLFH0tKc9bbD90q+hI5M/al9NbR9sKOttJcvzutIvU/hH62p/0+4U+q+/PgSMIv4vu9EtWGwgtvMU/av40Z3WHvuvXyaE38V21vfWhw9HJ/C7+Ei//Mu/XNhI7Dl2a+szdXutv7+hfH+DI4lsmFJuOZcWyN/93d91zsOHPvSh8h//8R9FumGrA+eMsg2O80YAHSWKHFvrn8G89NJLw+1hPF13hygy5uh4++29+tWv7jZwJJgF+LGPfaw5Uo3EkuWjJpR2EDn/63/9r8GGwexisfDNJyeYc2XDUzfkDW94w6jaMBSVVEcOGyVFOchusqn4u6rvLUcUZ+UFow3Tljb6Y+5nDZFfmWNunJO58ohHPKJTqC1t1/E69qegWWS88xwaZFsEPzWXbHacaW1F55dzTuae+cxnds5zZLzmZeqISiVOzO3VV19dfuM3fqMjdmAwhszWR/rAOnne854XHq91jxSz2U6h//Sv7yhE51dGlzVhPdB/SBckNnL27LPP7kjUlgdxjSQSmaf3zY81gwB85zvfWf7wD/+wiQC0V4hs2Tfq+XBk7wMe8ICWbq39bl+/IKxe/OIXd1lT5sl4WwmsqfGbYrzkDJFGrxkjGUG+TjHefo0QxFN0P596/516Pqbu39T2y9Tt9ed3iozMuvCmyLDr26fvete7OvI9qv/6GSFT2GtT4me89KUsfvoYIVTrEj3ykY/sSB7BpUX2Cwf1Pve5T+dY9msA0hMR+0q/2AfI56nsg6nX29T6amp5lsHqxAb/Q53MqDxPPd5+e2zKMf5RlT/22BT7W3/jn3K8sxmAY/1BWT7WLbuHXSFILcBV7ZiI/+sIP/uHraJECL/wV37lV7qgKMKIHTz0pE/Vp/x8NiAf0DF+9uXv/u7vNmeST93eKANvA3tpgyOJZPao2SIib/PhrFLab3vb27qIOKEkREMfi4QxrzCoo01IDhuTDI7WKPVSZzBl7IxpzxhkIDzucY/rjrlUoigy3opL3eh++7d/uyPdGK4MGmf7FQUb+nz605/u6vEokiUrAWYUhPE6jtXqKCnSqiit+iDIPkW3KBiPbDGpi45zDL39i4HliA+yqR4f1C/9w6Db+FrOyE4pL8aEDKOkZTXJKIIXQosSZ3Q5blKz2obMibmoEQF99S6iaOx45zk0yLux7RmDce27776dQ8hJr8+Y+YWTLBNV++vxPKRnpH9TRlSQL440kj1OgwwzMmzsNs2WjBA4WbfWqZRb2XUiKgzwseMVGSVj2lWHjRMyVv/pX78o6OxxgzHzq00Ycj6QizKwHCe+4IILuszR1kdbdAojBXYMGfjJnnQ01o0PLRlifr/KS80orEQRw9pctTzz9It2H/WoR3V13mQSLMqcIleIESQxPTklflONF8HJSNVH4+Ps10KUrePt4zuvJgXDdyXtv1POB33vOHbfcR1rH0xtv0zdnnmeN7+yYsZmeFr/bEoP29HaHZOhWGXwz//8z7v5oJ/ZfY470fF0yhj9N5sRUp2csfba1PgZn/Ulki8T01yI8AtssW3o6CHFaulQtR3ZnrM1ACP7kQwnQRnkgUCS/XeMfdDPQHU8h9M6hT0+tb6aWp6tDaSdLHf6+Td/8ze7fWisPT71eOe1x1dq9Qer/PUzaqbYz6ce77wMwFZ9Lwtb3V01xPjSfDc+CLuU/orsl4JsiDYlR5wmoffMBV0gKHTcccc1BUYFUtl7Ejj0C+nMdhbYp2d81vJM3V7Lb2+o313xJFG/xgWQMZ6MyxqBp8RELEQhWh9t//3f/313FAqL+hd/8Reds8CB/frXv96l4PWd2EXtL3cGc0x7fs/4kBkMjb4huKgvs58zLmYjApH2avsUDaKl1h1CEO22227dRjwkgjTbTwa0W6TUNGIIIe1kXdQK7Y5aiGbYqOc9/TPoDCxzyPnlAHo46zYEfR7KZtffmVpeTjjhhC5bShExyrqmahuzI5Stj/O+iBL1uSr5INJQi8a1tuf7Uzo0/Ro/tfbXbF2ZRfM7bww2I8aLQunGbyMZc7xn6ozC2YypmuFkLZI/GTCtNwA6cvnxj3+8Ww8MXhGfsTVvYNnPSKJrZNcgisboq3lFQemHGlH2ey3zi4D2rkyEmqas9pRjrEiGIRk11qy9gdMyOx81a0pWKsMJpkMcmiqDy8mLiDgDaVEEvS/Py+mXoWuXbqNLOKicXVFVczwWv/7vTj1exh7nTZTfmmWkMgb1v6WwYu3jcjUp7AGt+/mU+28fR0GQsfOxVA077Uf386ntl6nbm6LmiHVZgy50ncCWuRCc4lzSy2MzFM0B+0cWMDtEcErWo0fGZ6v+qzIzRYaTtqbAz/EURWPZF+qYqNuC/LK3IXoRCGx0md+t9hVHVTDA/sYZ7tcAJEut61cb9P6f/dmfdXNCt7TaB2xYuNFHsxmo0fU2hb6iS5A4xjmFPPf9LXaKYAMd7YRBJaPVMEQK0tMt+/kU4+3r0Snkud9eX/5mM2rG7OdTj7e//46tmdbPILLO2FDWs2CW/ZjthyiS8d663rzPprKGXYAkcMt/rutwiA3DV0HU10DY7PE0RLTHsXu1QVsC6N6bur0hY5r3naG60Rpc6mHbkQl2Jp9Y4kz/MdfmsX8LHLvZpU3VvqIzyLog5FJYrniSaPbWBJk1CAQGsIdDLHOo1al2DIxTKRXQZoeI4FhizBmsrUfW9IWSmeoMZiVY1FpxdEsKHwfGxmTiWx3DpSICY9urwohEsEnV6+THVoqvDnSt3aJ9xywcF6AYLG6ywKGjhJZy5vpn0CmRecdnRKoYDC0OnP4gnSLy0iewzKsCtAwYCsPY1PlAkCEsXVHYktHAOWTAyQqBD4e9ZnEhYhh1reM15ohD01dY82r8kBXr2GZVj/0smt/aJqOF3CELRdON0RXhcHT08cADD2xy+KfOENPP2YwpfZNua65k8MlcHPoYH2XPQPuDP/iDLjNCRp12EDqtJPm8jCQbBz0hatqqX5Yqos1Q4IiJKJPn5eZXG77vWKjvGpu/W+vSjL/73e92BcoZMTJ+FhH4yBFF6Rn3SOx5GWz+jdzQrz/1Uz81dDo6PT9VBmr90ah+0U6NujMgyEUlihj6rfj1wVgX49U+w9Ke+w//8A9dJoF+k4MahRw8IaVMUrOv/t7U+68MWzJsbKKtMvjGzMdyNez0PbKfT2m/0O0CedbyVDUpojVH6F/EuiAjpwjBAU+3u8r6Q1KaI8R261MzKDnS2hJo9GfzbT+nr4fYL/V3rQP9tJ87bmWPi2Q42S8R7gJJY2t40qfsCo6lo8nsGfjZl2BWMxIEMmRljXmq/pIRE8kQ4/jIMmAL1OxdfbeXtNgHZE4Q2TzIVmO39TNQI+stKs+caeUIBLp/9KMfdcGTqDzP+lvkFwnIBpfdL9Dn+B4ykCO/yF6bsobOrDxF8Zsnn335i2TUaHvK/s3bf8fUTONn1Qwi64LN55g3u49OtMb911pDlp+mxiNf2oNcZKMhKthWvSUgUwAAIABJREFUr33taxeSxjUj6rrrruu+r1/8Qfskv8hD5yDN+egtT9+/nKK9lt+e990ISVTLkwhsyMxCrNm7zGc/+YE+pvftHfY4jzINbGrJCQgjfrC1LStrqWfFk0S14/XogsHYoLbZZptOcVNSNvYWB5hCdQQEgBwN0QUZF4wkBELrMQaOPscP+BybyBlM47UITKYzl5xd1z07ElWJsCrwQwV1UUSAczT0BrLZM52OvCDXHFnjtBNahA6CZujTrxkku8Lc1LOsPvNvLYWl9ZFRVs+gV6IIGTF0nP2+W0zmRHFbi3usvPQJLOPRR4q0srqwNNa6oIfiN5sxVY+7mBNHMFuf2ZpGYxz0/m8uV+MH4Wn8ixz+2TEgeRG5SBNEgAguuRtaEI+CtYkjHabOENO246vIh6UyplrnhAEoXd5RRLqPMchAJJfWb2tEZbmMpFb9YizRouY1A0aasjXhaJ71wNio2VbGKkOGU7Io46cSRAil/t4wxXxMLS/9mgUR/VJlqpKvs0QRg20ofn35nHK882oCmFfOq6N0i+Z13rrp77/S0MfUpOi3O/X+y5jnmMqwsLZkK9Op5nrMfCyqYWePa9nnprZfjFdmp30kWpPCvPQzUMfW4Kjzy/Zz/Bph4GiTrF0OCD3D+WVbksOhRrx252VQctzhUO1TAcmhD+IUgYWMoQM56bKOOWJjarDRL7KkZAmMxY9+5vCzSRH4jomSMYEO+7d9CWnOFqG/W0s+eL/WUIwcL+tjzGESIRckYI+KtIu4D3nMnfdkgHFeyYeM1p/+6Z9eG3g0t47zskFa1tsUNXTqGMiDcgz+z8kfK88wl5Us8439jUjgpNfaf8ZKf8kcYm8NXR9T1dCZtSfZbubS6YiIvp93wqIvfxISWjNqppxf454iw7gvzzWDiI3qhAXi01xbf/XCjSFrpH6HbuBnCPRUH9XNsfZy2dtKmCwKeCOD2H6zwUnzgyRn4yI22Pl0WEtJlL5/qaRHtL0WbJYkXgbevj4vk0jASckUfmm1l/h8EjXMYT3qzLexRvgJlWRje9ibEfDsaGUbFvmIK54kMhgAiEr1a1xwmixgRNEYw5JAi7QCTwaHM5Occ8Zbi8Mqmi9C88AHPrBzlPTV5jL2DCaDQBs2Xgwf40DGCcez1XghoNXhWy4i0DLeeWc6bZ4whKfNdKmjYPMWzLyaQYg2+FEaiJ5FhBMFWBlsCwhZJSrdv0Le74j2tRa5paAdQ5TeaIwYd0b1WHnpE1iIIoy4bDjGBlkak8EGVxubFE9RS04xxa+vstCGbujamVfTiOJucdBn53nKGj+wtxYYq+SWk8Vw4WSSzSE1fmYzTKbI4JgdM+PFnDKsZjOmWjYZRLZ0YMqdXDOIYEDOZ2s6DWl3yoykeUVaxxYN72fAcIasBZFKxgCHiSFOvuux0+XGavMkE5V0YFDKrmO4kJnofDhOa/+ZIgN1Xs0CBvlY/bIcUVQz9obISf87U66PpWoCkGVRwiFHCPt9m91/7cHWSGtNitrm1Puv/jDWZNTUbFt7sQABO6FFN+sjoo9+t79pI1rDbmr7hU6QcSGgYv/190hNinkZqK01OPryQnc6BiYbk5Nkf9c/e5w1x4loqSO2VAalLGh7qTlvJfAZ+gx4+wfbiu1LJ5jv1ox5+NOb9GfN7mnFjy0h4mzPYbOwt2Q6a1db9lyZJbBoIcOWszfG2mt0uywu2avWCNuN/VxrrfAhFj2CxebM2rV3GHP/+BvHemwG6hQ1dOBMnyDBHBex15ER2QR0fKs8s2sdxxWQ9n+EAae+728hGeutUkMCcTWDiG/GjkcUCEzBrlX+7D/e5wtZG8aKlKNfZLojIsbq+6VOWIyVvynmty+f7L+p7I1///d/XyvPZLufQUTO6UYZRC17ElscwSOxgp6oR5vMv33YnC9qD3EvAIr86Qf09FHWLRu6npSwly7Sp31/cJ5/ad0g8py8GNLeIn0x5vNFmNQ255FE9kR2Csz6D9+bXkby+o41ImGFPjReaxGWTk0JvLA/rPlFz4omiaRkKxAHKIraBi4a0q9xsWiA/c8p0HPOOaeLetg0LQhCTOgoXtk6QydPu5Xl5NgD3UZOKJE7tQZOS/8YKTKZCAAHhCNsYjmJIhp+wzngoc/srV42tjERAQqkRoaWOtMp4tD6TFEzyBzo07Of/ey1TCqDhbFSI65ja9QgRhjR5sH4RQdtAgwOc9QqL27f89jkKoHlqIXCy9o3x0M24Cp7szWmohlTU9c04tAw2mxyMoaitwwZr03I3HJE+iSJ+UAALMootNlg0iuZJnrsQUiMyRDTnuiL9xEwSOt6nlp/zScjdUzGFN0kZZ6iN17GHALW5kkWOQyLNsz+mrRx0EtSeafISJpXpJVTVLN/WovC9zNgEEXSZ5ExdCADh05cNL/GWwvoW7uMe8YQZ6FmJEnPZSC0ZrD1I/JVt0QyUJerWUBXtOiXeRHRiifnTgp363g5qFLuEWychjHrwxittZq+Ht0/tMewR/av9P3X/kYn0THWryAFu4MxLcuwtW6LGl2ITvt4jfRz5Fpq2PUjylPjh3xB6hoz49MRxxbCZdZ+mPqWSTpTYBGBhcwmkzWjyN4pK6aV5IhmUPbHrH/6ZY/zf0SWTCK4sttkQLVkVPevpZf9YR8ZY6fpI1lmd7NRBVLZlhFZ1ubU9kYdL6dTgMD/ZW8LlLXY445p2DsEjft1+urxHoWwZdzUelND7d4paujQ4/Y046HXZQlYb3wlvoM9Fw5D5ZmNxk7pHwk1Hr9Rj3y3+FtL3VI3toZOxZbfhsSwl9N3Hn0nh45ljnkWnbBo8bX8/hTz2x/HlPaGsfJn+JK17uSYDCLtsAfImQAF8hAJQd6qn8p20fbQepuSIth69rb+hUTVxuJ/DdXLZIKcyAidwr8cI1dD3hnKM8wjifgB7OFZkojeYhep5cYPcWRfgoUMLAEL8oxDocPhY39hX9Pjyz0riiQS4ecEMWYRExa/I1wcLAYVUDjYLbcm1MHXCLeF50iU6IfUUQ7d0BTUPpC1PcrZRg5wChvoHJAhGQ399ih2Ck/fPNq1qGv6nc9hIM1syLMUg9oSEaDwCRUCAztJ6KY6I1rHMEXNIAsJTv4TtWAIYohtpJzoljPotV/w49zAXcpy3ZgYchxOxmXLI3oie03GGUIrSmBNHQGZuqYRQlZGh3lwlt2RyRpBb701EM70gUgZw9K8IF+QHubBPA+57a6mPouWYdm1yehAKjC+x2QUcmQY4FK16RZFeOv1oTY/GWgifa36gHzYiGXVWXM1q4aidzNF6zNbtHlMRlKtV0DfWVeLirS29tH3Z4kiBLyjZ0PIof7vicCRE06rCHo1WBibol/mqeWZF5EfIy/1N6eoEWKfsQ6QZ0vpg5YivMbIcRaxtVaQnkhsMkhe6NGWDKeaWSByxZm2xgRQojUB+gVjV+L+C0dELJk1XnYLw42zBVsp3m6zVEx3uUdGg6OlHoXVkbLVHkDYCYY4fo9AGFLDzpxyfGtEmf1Dt4y1X4yDI0lGZDYgw8gJGXIEhs1Qa120rLX63SkzULVJH8guMRce60dqvnEMdWj667ef4Tk2g7KPC1JD3SFBI0S24sB0DMICKTg045v8LbqWfsx8VKeLTqkECXsIiSXTteWZ0t5Yarzm1/5BPkXQhzw107tfBqBPFCFPrDcnEIbOR/3daI2aSrTYO6xdGCKb6w2ddCEiuSUb3ZqojmQfHzauh44Z6m/pn9MES91SN6aGTr9PZM06MN56fEnQgf6qJwmGzLHvyFplU/E1l6q51DK/U+3ntSh8zZzuZwBG7A3+jKwrurkvz2MyiMwjwlkmSq17ipwhJ7Id+Ur6OpTYMR+CbYLJVTfXeUT22tsc+RvymFc+bs0YnMK/HPK7rd+JkERwZ8/bF+pj70AM1dtvd9999y7pwL/zt2S2sh0QSf7MFqHDrNV+O/PGsWJIIsoZI6nIlYVbWVnGBmdQ9J+zafNbxHzNDnQ2o8bnapoA1FEGhk3LkbV57dkoTTzhlPq4SMEwqBAajBNOH0LI5HOEPXWzEo3TFmHneCNtFj1TMKgWvejCbJ2IGn0ce0bU+4wgmDM0MJr1mFpLzaDZ1Gbtwp4yRGYh6+BJKbYWYRM910cMNkOfs66v9VwnA65FXjhF6gNJz7YhicTJuHjiE584mMDqpxhPHQGZoqZRP6NG/ziWyBPHwTh1IpiMEQ7jkDPeoh1wFznjECFyGfPIIGQyJ8vnlbhYdC14XTMMKc6W9GUGkKgDg6s+YzIKEQ+cP+0yoClhDjYnj0HTeoSGvqsOFiXuP3W/kCVIxnpsZZEe6H8+r2jz2IwkGzHiGGG/VJHWoX1blAHD0B9zi4Xfr3ONpKObzRMDvxbGHtpHxqk+uBViNiI/Rl6mqBGi7zZ/mbbWwaJbaIaO1b4r00L0yVjpv36NBvvWkAynSjjRvQw/hilylo4eUxNARoA90m9bD7M3C7Xuv8hIARkRTKnyU+6/5EUktRLDHBu/Q34YwsjzRXXn4MdwZtjRefYye4ijyRykGmTQ7lACWj+Q9nRx31EgG634kRNEOz2sj+anFr9E3PsdzrmsC7q2heSFj31c2+y0aAZqzTBB5MCq3hIk+Ei2ZXm1PPMyPDlEHCT2XGsGJaIOmYhYZHfZ5zhG9lT6Fb4tR/inupZ+HiZsBRmsnFl9dRyEPbzIHmL3IFis3SnsjX7flhpvS12kWqi+2t1stD7xYP2RSXbNUAev9rGfkcmeHlNDhwxbU3R+X3f0Cy1bY9aOY+lDM4zZBch/wfj+0xqUFhAjF9ZWPd4975a6RXIyT+boGmSQfZzth4wwD4LB+s1WX1TzZrZd45NNLfAua3nMCYva5hT7+byi8OZzCnujBkcFautx/Yg8G/csUWTO9bX6Ka0+uvfYtfplj/TQz3wmOmao3FgPCM7+sdLoCYuWvWHod4fqkHmZRPwKOsDJolrAW/Ac2UMXmgd+glItHraOvdlar5cOqM9W9XD/Nux5/V9RJNFsIV+EiI0F6VKNotlzi4smZamMmvpe/8jEorZ8vlR7FBdDU7rXoiNDNn+El6iRiZVGjBySoi0jSbYABhCBIqJBWTDOOcJDhSvKoCLjOAuzKZcYYkY1gmvMmU6CzdDnOJhL5AujteUMMAX18z//890xn1qp3dxUGZFePMaRrvNPYWFaGW/11iiGH+WFWGh9KFDGvDY5ShYxmUYmLHIW/FbfEa0pxpyQKSIgdSzRmkb9jBoKHV7kh6NO0RuvqO3sNY3zsLRhkntOkbY4GQx8RAyDgOwgmpx7hmHro08IaXPRkoZef2e2sHOVF7fZ0CeUsuwzslKZ/eX6iJSUVWBt9zN+EGwiNdLIGbw2AsRti8PVvzZ1bNFmm0ldt8gqssdgFbGBX2uR1qkzYJbD1lxbx3SrdGY6Z6gO1S7jUSCBMen/smE42y0p+P3+zctIaq3RUNvTFuKaczlVRFTb9JVIVP/YNP1s7XEIhz76Rwcw2EQeK1EEv5aaAPZLhDpnmXMqqEI3mFe6gq5p2X+9o8A13LyrXcc66egp9l9GKv1U68cIEiCk7KnWElKCYVazhJbDkz6w9yPJGdDSxvu3b2kbWbvc07/WeimiqBU/+llAz1p63OMe1zlxAnpVfuj81rVW7Str1l5bM9iq3mrNQJ2XYcKe0V/ZXWQa4bMooDe7fqfM8NQ2Z4h80C2KiCIVzFOro6Ututl8T3Ut/Ty5qkQRnYoQXKRPya2MFfumTHj7d9Te6PeLXo6OF97kQnCGvrK/yQJmn9UiubJFnBZgvy73LMrI1E5LDR148xGsNzpD+3wj/7GBI4W+awYCR7xftNjakJXUcsspfUz2BGmnuqVOHwRCHFslQ/5DhDmSiUCVtbLI3+rPlb2En0ZXIU3oTnq65YQFn/SGG27odPwU+/lyReHpg1Z7gy3OZtauMbIhjVnARvCyZt0PleelZL1PFJEd7duXx+gtv6E98ma/43fR+2yGRUWqBZTJRb1xkb2MIOkHjlv8y6H2TeR7i3Rm38ab9zvsJ/5UfaoM8xPUj2Nf1OxYBLigH5KVvkaOVj/MXmsvFJhYCucfO0kkglUj+ZQeI63eFGBTUYMIS02AHBtoqb4+JKMGmNofclZ7SHuLBMfClR3kHHBlR/2ZQ0jIGf0UIMGnbBdVHu8LkwVKodrEREI4waJwLRk6tT1YI7xmnWiF45zdH+Lsz8NCloQzrYxf7D/jnIC23ijHCEUqEnJ9kmLr6JDFJ7WYMVJTIRfNSf2cg8+plpLn3f5RpGr8tkSn+kWHbe42lnrEQP8RXEMM1P55836KMSU6NgIyL4Mjyrj3M2o4YlhuckxZM/jJ96INhAFA4ddbVOrccDgYCpxNEWZ/JuMt89GXAwaN33FkamiUwvtV4SJL6SI6ge4gN8ZsQ29db+bXESjk4WzGD+PXb+mjcbcYRPOuTW0t2lyLfEvpNpeMVU5MPbbBuDK/iK6hRVrXRQbMcmscCUPPI+SHbs7a69cwYRjSzeTF2Iem4Pf7VWvU2IzH1gjRBsNPpoFoMcJNwMEYZV2M1Qf62S8Kz3mY1X9D9KiMkn4UuxJF1TnsE0VD2pOtIJOw1hDzjuOc9In/07HksX/163LtVv2CbCULIm8ymxhRomxI5zH7r9+s8yvTtJ+xIvInC7AeFfd363lROr69UjvI8ZoxBD+Zt/TMEFlmN9G5/duK+gVpWyPK824NJCvmiL1CJ9YME9nfLQ8dQtfJPprNYBtzy9BSGSb0lfaQMkMwnB2D+Zgiw5PeF2Cg1609gQX1POgZtoE5b3ngjsg1v1NcSz97aUK/L/rNwV6UwUGHkpk+2VB1RNTeqP2pBXPJONvN+kL+1ULdQzCkp9ilfBB7OTnmbLJpENP0Dbkcaissysgcmvms7zUTgJ3M3jFOtlU9mkPfmPshGdrzsKhZSnwtZLQAMP1I1yzqJ/KBM8qOhaGMBbrO2hpDXtWaRmSLX4Z4oAfhzv5wTNxe4M8I30XyNztedha/xvow18ZorQ0NvNln2QD8Irq5HrMcu58PKQpvrofaG/onkIAIYKsihMiz/c28SkxoJduXWz+VKJKNJntlzENuBBmsPzJNHukIOnbow4dmowlK0acCSXxhQU2+KjKxtcbU0N8e872h+868TKL6e9a9kxbWxpgSFEP7/WMniUwuoaCgLFpKSZaIDBNsIgMHWcQ5GrqQ+4NflFHjcxkAQ9MzF7W3HPCIIBFai3W2hgpiAwYE2fcYkIsUdP+3lro1RirlmFu9KFPKBJnRfyw8ymdoivssHs7F1uKlojWOhTHcW4/kMABFGRj1/k921FpAFtX6DC3ywvBjpEmRt2lQLKLXlFbNmBi6qHxvqZR0eDKqOXbkfLmnHwHuH6/oR2lE+1tunai/N0VNo0UZNfpl80SQyZRbVIND30TLsOTmo69IGQw2OITgUENt0Xwx0hk0HJMWWaGvMPeigYhZRkMlv8iiqEVLBE4/zYe1ytkdm/EDb8atsSx3berQItoMNgZa/wrTmhbM8PdYH2SzpUDtVBkw/Qy7mskmyEDHTvEgjR0zqxkhDGJ/bq1hYryzNWoYLa0RQmNiHAscINU5kzLi6H4GFZ3cEhHtYzSvKLw116L/OCqMZ/pXNAtWDEdZTtaDWmz+jawjtxiyix4BFVHf2eM2CD+kJOPXPuXPiyL8fgtxaq/XHwaufVdWDAOT80COHIlt2X/nza9Aipoy6gJYl353SP8qHv2Mwlo0vBJFQyPANSOTTqUz++RQ/89D26MP6AJZdXQM/Og/bcGATHMOHUWv9SMXzW//85qR2b+gA3b07JjitFNkmNT+kYt6hTydEM3wrO1ar7LakPDIX1ja9+A51JHoY4ioq1ccR66lX+rShJb59F3ywtbh9LMX/F3/6K2aGTfUPqX7yDKyZvaheyLj1R7MXTJBru1p9eGw+qzlmnvvTpWRqS17j2CU7C36sN4iRY8iaJGMLTbMLH5semOWaUJ3s7UWjRcmnHDkuDm1JyFfke6yfDytGRx0jL0M4cVORhJZ/3VsMu7Y/kNstv4RRz4Ggo1f6bg5f4P9p69sHONY9Ag08Yv6mZwysOyRbNsx+7nfnKoofC1Ebe+oeBmbv8uKM9aWGoV9POhkROC8o7mIbbbCkFMRtU02vvkR9BXsEUC3X0YeBLn9nHzQz5VEkSzBZhrq40f6MPTdobp9OZJo6G9Fv/djJ4kMgIFKoZpUhi8niRBZlNL668a53GD7EUybLUNG2ppsAwI8NqPGb6orwrD1iE4wKMe2Z2NEtMxGtRk0SI4W8qXvpEdvjZnFtqbMigzUWjw2Etk7MF0UBe23N4ufYx/S5JFEHDFG+pCMmn6b9WgZlp2RIfOE/FA4rdcaUq6M+Zo+r23KhmFvo2pVgN5fKiXdOCmrRRu6aBh2uB8BnkcUDY0KIB5tsI4sUVDRGibrIqOmzq+1psh3f43AlB6oznaL4pNhwXmdJ2OtZ/jr79Yjj2R5yLXsy/WXo2WDZQiSYURia8aP9smHTBIGlAgDHTr2mnZyz6FnZMxm5DGU/IegHWogrIsMGBFFmahICUYMA1+fRPeGZIYuNSdVXuwpSAhXZZMdBq95kYVmHS1aw7X9pWrUIDaGRgj7fUWEcchllMiwQ2rTVcjKVj1anZmlisJX8nOoAWjf5bjQp9aWPRwpyeivZ+bJE6fYHC3KSLXfams2CkifkXPZia0PJ4G9wUjVfh2jQANyegiG/Zp4S82vI1NjM1ZmMwprrRRE1pCj1PMyfuA0SxSJ3g5pz++zTcgZfVeL/vdvDbQnkGdttjzzMtj67ba0VZ2uetPlFBk15JmsIRZlgzlG7NjR2AzPWfvU3oTodUzevA3ZT+hf+kegCcmnDg0iVRYBR19BY89s7cYhWC5nv7RGrDniSHVrHllkXs2JNSNTB6nV8vAVFHGnP+Y9Y8Y7a1faR5AkLbZ4v40pMjLnjY190L/VtWYxC0wtOpLTb4+9LAA9ZN0vmptKOiCWrA37ov3SfFcia1EbPmfv0m2wY1PQITKy/YegdUzGfmwPkeFKzqtfMq/92SOOSBK2IwJKpok1yMYfmtXZ9wlqrSpEKvKT3yCYoebcmP286ix7ZKQoPJ3M7+BPeciF/Yd9ZK81R9ZNa/YVG9C6R7bAS+A38phLZB0ZFNSvF71E2qzvVvsDoZ/PNAisCJLIULCAyAdMcqsQ21hlGDBg+hF0ZI4zxhwnTt3QiEUfWtELtx8hYWzMIj8WYitD3m9znhOMLWccDFHcxmjDtTFw5mDHIRx7awwjyOKaXVgUI4OaEkQWwc9vtRz5Wwo/Gx5D30YyNjPEfFAyHPWhzOzssqnZCBwEKbZ1A7BZYZ+HHFnjDNUCyEg0BmokJR3u/aKlfcO+TxRxEltSjPskAlmJ1jRaFxk1dX5m14gND85DjEo6xObIoKq37lhfyMoxNYiWUrU11RauLWtiVr9I1a0F65F+UtxtxEMzfvrt9efYmhhzbXltr46P4eNYaH0YIwiJIXNR31lXGTCMQWOkjxEZffJ4SHRwdm6tO3KtXVl6xipCKqIJD2R01YdL3bjhewxZ35NRslyNmiHbuPZEyeknRq61K+1eFJNjzoijd/yfg9PycDDpdtG3aFH4+rscOWSneamPPov2kyO/Q06tz0XOzVIZreSpv25axuy7NQBQj4CxITgO/SjxUm3WCLr90o0i0fnt/46oL6zMCf1uXvt1JGqB3eXGu1zGD53Qj3gPaa/+Vo1Uc0Ksf1khte4B/czoH+IYIlplHtr3p8hgq/2bl9ElqzCSYcI2Mhe1YHBUvyxln8qatx9Xcmu5+a0EIB0l2wOpzQ5Cdto3zA17teVocl/ns4Ei9sts38mvsckUqLaedY3gr7fGtqzfeUQR+SNXCOXoU4/Ikhvru+WZUp7n/W4livgk+ifIukiH9tvhoMuWR2iMPR7Uz8rRNn3CfhE45oeRS0dH7clDbp2t/TOHMpKQBt6n+9hsdCJdg+jhe/F56H6fz3uWO+KoXeSOTKd6rHDI/FaSCBlkXdELZBhhTP8jkJ2SkEk59hlbFL7+Hl0uQG69za592YqOEg69Cbi2iaCrme3+rR5PNg9Dn/4RwnohFbwEkNgJyG12wVgfbrYf1qD5GVNkfuiYbk/fWzEkEdDHsIAE0HvSkZFLIjKc+6oAOVo+bz0fX4VAho/FxwGhWChDZNYQY3I5QapOMKVD2YiKDykCyECwCGQfiCTZaBFLMi/829hbxyhj/ZCSOPsg2zhO0qxbF/K6wk8fbRbSbxE0Y1IJyQ5HheFGqchKkuVljKLzFOuibIF6TEh6PWLCRkYRci7HpKRzfmw6SKt+0dJZoohctx5pglmfRIjWMNHelBk1s3IHW/LjnLHNSQbFEALZhg4/DoIjHjbyen3smKODy63jevzKZlqLnLdsIIhSxa0RAJ6awRfJhunPMX3Ycm35bN/nEUXkU5Zm67XHU2fA6AMj1PgYf5XkhiESQDR9UVYI3VYz+xDt1p90/popgYCm90Q3RQ3NF509exyyjxtnWhva5rDRycvVqBkiL47liq5yDBBWxtw/Cjc0Itr/rf6tLP4dkdpaFH72yGlt3x5lfoYcKVtu/ObSuBWirA6l/Zje9xsRo5yMkB8Zc5ybllvv9IHTSy+zN6LzCwOyws5AtiABZVqYV1kNIuqLZLnqj0UZPzAdG/Gu9V/YW/XoQeutgQgMWTOI9aky2Ix9qYwu2WpjMkxqdvqsY9SiX/oZEmyJqH3KZpH9hhyoF5qQRQQR3aQ4qWwOvzMkE8Y72iF3dB6imV2B0B1jvyy3lmuRdc6wLBAkfAuJ0G+7TxSZdzZgy/rV1nI1l8w9PFoy5n1/Snmut5zOBrYqUbRcsdl582ANyH5D3tMtCHJBdMTiELuqtmmvpX/Vf+KVG9ByAAAgAElEQVQv1OBJPRLq74gKdltrAFhGMN/K2CpRVLPlEY32Z36OPleCenasi4440qOILkSZo9BDH+QSG282+ET2kDPWUOt4Z3+7tSj87Pvm1Trgq1bfhQ6SgeUkQetD39jnHPutPlatVTWU4O0fIbRGBOLsueZTAI4dae9bdAHDbN/pKGOcJweIRgTvIv+tFY/b4/dXFElkAgizQtZDBJDwMdAQQLVwJcGRUmdBexg1oiwtzKf3sNqOulF4+mJTc0SH4SvFnWPXSpjMChjjQ+SD0p4t1DtPGI3XWBl4/d+20TtjSzGLCI+5dQw5guiwYKdI1bNxcyBkR02B31JHhjisDI3WrAFkGyOFYqeo/B9uiCGRGcdWFkXiyJqjQfX8tTnzZ/Ih5RZB0ZqSXtP6OS3WAdmotSj6EeClnLMhSgyJgCyhmKWDj6lp1P+dKTJqlur3vKy7IWOsEV+ZHDWjoRJF5r3VuVzuTLbNjgy21BDrt2e9IXqtExs647U1I2QWE3NsDYr6D72mnX5xrGe2GHidX2vNnxmvDJFF+m9dZsAYH0dIGrQ9g06cvflpkZzUjB9GqLUqMun4RiVfK1EkassQYZj6PZ8vMj7MLxztRfWIZ6RGTR2LdukmfaKrarBg0Vh9vuhWFgZqa1F42IsCzjvex5HjGA45Lr5c/61lpD1dJatDZjD9ZW0PfciG2oOzD6JIjcDWoubaQdTT0fZOddci86s4rvZqsWJ7OodTzTR/5swMIYmqzSOTLZrxsxS2bCoGOD2gloSMuZabzOybZKLWnxubwdaXZ32NZnSxCcgUPc7hhR/djNSad7PcUNnrZ0iwMcbapzIzrH0BCc7ovCN/+jQ0I8l365ElOpATSKc6hlPbabVflsIEkUVvyo7jaAu0tmTAzGtXVrt1q3ako0SL9qN+G1PVXJrtF3JjrDz32+rXJIsSD7XdSmyruUam6XqkouBoqz2kTY44oojfYe0Iyg3JvK/98Q6dJrBaZRFx5XiUtad9Adx6AoTeEMwWgKkZ//PkYuojjn38kEGC+XzD2md2eesFKMvZk0OLwi+11gQU+INkvBLabMpFl8b02+vfijuvDu8Q3ce+Yr87RsiurUcI2UN0GJtN8A2efPQWopJOFcAjH/AfQogP6fP6+s6q/Ycdyb7lL8+4TZfse7LWar0iek8Gr7WERMVR9G0jhCiiGeEtmcR3W5Iq1jtJZGAMW4YeA6il4GkfLRum6LtNjLBIFbdQCZpURHUjbEqE1Ka3SHlZmAzRGo2QqubvFLRFJ8qqPYItS2FRvy2QqshswM6Mz2M8GYciXUM2An1kJNeblfp4iNIrDLrUEYjlhJ8BxPmx0CgT2DLiIo8sHxFQGznF3opf/7dnj4D0IyvSFcnUIqetOkA2EIsMyccAZBRx0EU1RY9s8EONDU61VEwRE4+MNWSTDYRRj9gaegxJnyopJVLkKA9Z81SiiOE/NgI8O5cMfMbwcue6l5r/ekSlj3kko8amYb2SlZYbDZbqn76YQ5EJGwgHFnYeONMRLYTO1GeyZ9ujZ+hEhgO9IhIWNaCNlbGFSBgaLasF0W3gsxHeSrC5Jlj/hq6RdZEBw+Dg3NfsK2M152TI/FYnZzn9VcdTj5H4Lj3CeObsV6PDhmusi+TF79qkKy4caQSyjCP6wJw7hz+2Rk1/LH7LmkEiIIvq1ePLjXfqW1lm9TOjRDr77DMmokcOOQ6zMmbOGJX0/yL5q9eA21u9R7e0HI+cHQcHhczZZ/12zYZgxwisIBDVqRk6v25kq5lbHC1GLz1QCQC/79/tfWP29CkyfpaTp0oUIYta9EFtk16WEYdgHJPBNk+eEZKRjK56jEtAkY6h6xBZMhr8G1tyqH6Zxa6fISELqNU+1R45llHHgUbm16OO1a5EJo5x9rUrK4zdTObYM2wiNjPyc5FtNTtW9iO9uaje2FD7crkaOtYLHIbYz/X3pqi5ZP3X4832bn3kO7BfxsjzLBazNcmGYjXve7MZUzXAiGS03w3JmF/q9xFP3kfaczzZp0PnombN8K/4SnybWl9JdiIfZGjNzdn+RY849i+N6bcNO8F0zrgaPwIMrVkwU9uT8+bGPilICFd1FVsImHm34o65qU6/lrpwh7xYJ5I8ZEa23FKsJhkdWoN5/COnBSJ1KCPra8y7EZLIXCB6EOTmlb7lx7K1cSGCTf2bHeHCtnjwgx/c+RXqlQ71CYxtvZNEJldET4dtajJfbOwtQqzjoiUEq75nA2eQVqKIUYfVB6aNbsjD6bcBI69Ee2QO1Q2YE2JyGMOLUlCrs4G0sdnKCiHEi94b0sel6oToL8Z2aIHR/m9xqkR2KqkFQxEf2U2LjPHZPjN+ZGqI7NQ54Ky24Ndvc6kjIGNqy9QbkPqF0qSKOhNLWdXrNodGbBFEFqr/qhEHQ4Wu4SkrgaG5CEPYcIoczXBERhucEcrdf61FS5eTo0peUiwi4CKTLc/sEZX+u2MyapxLho9z8m48oeTGzG3tB+PA/JobEQq6xiYiW2yeE7to7FOcye7/xtTtzfafYcCol+GAzObELjLayARdR09Z98jdeUQRBwlZ0qqr9TGSATM7RiSqcdUjv4xdhAyHGtG76FYW640zxAG0N1hfyBxyYk9plReGo2NaMGd0c1rIdN3rOFsIhHlFwBfJ33KfM1QRoYv2lXV1K4u+Meb9Z89kXI5ZY/0xWruMcMeRxhSlrm1xXsi/vY1usaeNOZ7b75sgAOehFi/WV0aX36LnOYnsmkUPOXBJBfuAnqq359VjM3Q/wsP+ax9ZtH6X+r1oxk8/oGdtzd7GOTSoYr3aWwVmahkAtoFsHTLTmsG2nDzbeyMZXWw861WR1roPCaKxDRFFQ/TLkAwJGUWt9ql5NqcIHf0Q8Kq2rTWI5IFni35mg2sDqUOHyaakG5Ee5JFebbmVTx+tB+vOOuZIR54pauj0f78G4yI1l6p9DyfzYH0KAJgXzq89sjUjs/bRuqATFL2X8TNbk6wVy6Vu2dUu34ZMt87vvD6QI7a/DOgWfVVvNBQcs876tvfQm6dlVQjCz8v8H3vE0Rz3L42ZHfOYa9q1MbX9J0uELU/eWnBfSo6WuxW3tQZq/Y3IhTvz+klOELP2AbqunhqoJy5a18iP4/sRkkjQQk1islQf2YBufZQxTTb79SDpKb4lO4h9IjFlkc3Yx2Sdk0R1sSExMM2MNdcFIofU06FcPVMUnJslisZMvgXH6afoGYBqokjTs1kOuXWi/qZxM0r9h20WYZSqyPBY5MQs1W8OusnlGLg60GJh0NjMsfFjq87XCHxNdTc3jCTMfovBod9YTGdfRbQQLyKmlG1LqmMfw+WOgIyJmvVTv+tV4XBFLjCwWvpZi9lxRvrOAefNAuboDH2Qk/DiWHIyzQVFwDGpWR0tRUbn/a73EXYifDWS3WIgGK91AKM+Uz10jLPfY9iKQiOG+unziLvZ24yG/Eb/xiPzbKzSKxkgDGjn6Fs30inOZPf7PnV7s7gwgjlfiBOZcsulZXtXxJyTUG9TI7fLEUVD5mGp74zJgOm3VVOgGdAMcseZZCJwDEUdh9as4iBUMqjuTzZZTpLHv7XKC1m2b1jzImQI+0c96lGdTubsGzsHb2jAQj+myLCrOopum+JWliovVXb6GV3+jAQYSxTRA3SL9xmWNaNyrMz1jUfOJl3H9jDPSLtFa2Pe7yIWkUQMtf77QzNaEbIy4MhgfRwt+epXv9oZ+vSDwJbfcfx0SMACKSE6aA8iX/2gRCTjhz1FD9sv7B1j7RbjZOtZn8ZJP5ET64JT2RIUGCLPjjMNzejqz3HNYOMo2efUiaxZNGp9IDyGZNWsywwJ/TWn1ogMDvZfrQnVcuQPjkhNBLcINDKBHrVnikq3OBEVQ3OMKCd/2qcLZe8NIU7nrbWpaujUto0TISvDmzxHai4Znz1Hm3QVuajZqbJpxtgvbHhOPz+B7ed0hOOcLTXJ+hkwU2RM9edluSNSY3W098yzMdP/9HPLQ2bpcj6Q0wv9YzRjjjjO+qv9WqAt/Vrqu1Paf3xVRDF7yMmXeYG9lj5bF9Z95FZc9gG7hcwKvtenTxSNvfSJz2KN8Y/4SbPlBSoh2DLmH9d3oySR7CAY8M+tefwJux1xhnOQ3Wyf8DhSqt4wInVFkkR1EhAPDHMEh7otsgZE+SkIm/FSlepbJ5FxZaEfcsghg1+djZhxyjnpNgBOpagfg3CIgVB/lDAzeCkZi8JmqT3Ejqia/4Y++sfZ4BDZ1BlWnA7GrgKX2udsDyV0tCf9nlJB0jF6HV2wwVuAiAlGw6LxyhzRDym2lJW5ZOhy8jlIUh4dZ5LqVgmooWOuES59GHsEhPHsmY2AIhCQlWSFc2zBtRYBrOMwfhucTAzZKkgyrK2I0iIDX9RIUVtGFew4DwxpBilFa70gA0WcW59+RGrWGUJaKto3VF7qRm48yFOyqF/R9M7qxPVTRa0b89Ka4aSPyDnGgqNlDA7RTBuVtrDsLQRRHz9zan5br+qssmFNmMNqeI89411lYHb9yrhYVD9rnvzYVN2QZVOh8+YRRWPTvZeT16EZMP02ZlOgkUR0CwfW5mh+WwxMxDVSVl/o0UoQifDLhGTktD6cNXjSLXQMZ8umTRZbAgx+d6oMu+pUT3Eri7b6ty6SF2OrR5MZ6ZwwJEDFswVDZLvaBDX13J7GCRhTIw/BxEiyv3G4OIT0snXNqLLPtZzL74+DfmLsD7loYnb89DxZFkjRF0QQ/UB2kTKy+TiKDED7wRAdbV7U5EOOkL3ZZ2jGj74hDmr9RvrTXNaCovrn6OSYAv21T5wI5C6bxbEmZFvLpSJTynMfp9kMtqqjOe5jyLEpMiSWunVWv+tNc+xc69A8LcpY7o+XXjcu65Qcs1eMVbtjaoRo27og0zXD015OdthWdG3rM2UNHfYsW0vGNnvAOqNnWmouCSSyfWT4sNGUaOjXjDS+FvulXwOQXHP0tc/25VSzr1xOwP8YWpNsNgMmkjHVn691fUSqlitoqTVHx7Pp2LOOXCtrgTCZ4qn+Kjt5CqJIX/l/TgZY12Psyf646E2yy+7hI409DlbbtHcrYu5oIjt/7K247Cnv2m/ZZfa5mgjiaDyip9YPHjpP1f9V80owxj6uHT6n36BvWnTf0N9dl9+LkkS4gFqH1/zbQ9nCbE56Cr9Af3rIr8yrFU0SYSgdg+JM19uFOHMUqmMDUqqHRC6Wi5hFJnRexIwRw2CVRr+ILOn/NoF21IriMmmUgUUjqjLkevvaVv82jtnrfk2+iJwNxOaH4BliTNa2RQREVRkIjH6L2IaEQR5a9BrZhdxDWiGZtGVuRbdkjYmC1IKlMBm6iOdFuBATrUdAjLVGKJCSs0aKKKbsAc5bNENHn0WPOJeijRzMRYald8iXuag3KJE1EVZyUttkANbr0YfK+LyI1FI3QSxqUz8YoJQz50rxOYUi+0W0F7Ux+zkDS6YGoomTJC09kirajzBYB5xKmxPniHHDSWy5RWUefmQJkd1CmsCOskbq0gkMBIQMXRjZ1Jdavy3zwPnm0MvOUWTdcQPR6T5RJFLD8JIV0/Isd2vM0HY4k4xxxsZyKdCi9vaOFh1d+0CGzVHN6qhFXBE0LRl2/TEhirTHyCeL8DWGljPgU2fYTX0rS7110RErEStOpcg5Q5MOUzSzZb1V/GS0Ii5rnTTzwHmnU4dcZFHbgb31RS7oK9jbi7RRj3YNlcOlvkev0Dv2z5a9V3tIIoaurA3kXa05RE/BUn+RjLJhfGepp9pD9jZOg/3XnESLeNJxovPWvj5UwtR8cKynwJDtJ5jEAW4tbD61PC+VwTY24t234cZmSNQ2lrt1VraoKDFydZEM1oCMgILMWnsIRwOpI2MemcMJEyCUcdvy9DNM+kSR/smuFMhcFDDr/x6SlD1lv+QIRWvoIL5E2vWNHapf2m65wIJOQd4oByA4WjPO+9mKreuuXwPQ/sV5RpxyfmWyyUgV+W+t7QQvgVnBMo5hJGPKvEx9RMrpDPZUrRPZXy+CLENvxESuCySwXcgtGW61lefJueAeDPv+asTeRY7wB2WIsiE58vbHVnuy39dKQlt7NWuNPJGZestcyxr2XVn3SBf7LwJq7K24gvp8G+vMXPJVBb3Jsb2Ff9NiX9FRfPQ6t2xU7dlH2Zr2qpb2WnFZF9+PkkRsBbbRrF9t3ja442YMR8aZhcExqWQCx59hQ2CGRvQWRczGTuZSETN9R8QM7Z/fR35J/ZYd4eGoUjg2SmTKogLa3kHUOErFeIEd54XjIcvEY9NjGCBkFhkHfUxqSrzNkvHM2Pc+Y0G0RybMkMcYGaj9Gg/1ulhjNddIMd8ZEkGv7/rtpSJc5KX1CIj2qkEwSxT1CZkhY+5vZDWjpuW9pb4rRZsBA3uEAjmhAMc4vX5juYhUi6FW+yuiYp2q88CosoE6hihzZUwRbc4P8sE5WZun+Rb9pvQYYC01DJaKMHDcbJyMEZv7ojpd5FS2lczG5fBDWnDoWnA0XpgxdjH8sGMccIzMcWt75oWDGlm/dW455QgYMtePiFaiaOi1233ZnuLWmJq2DyvHMOm/SAr0cuuUfDDEEWT+q4Uzh6xtsiJCOHu0oBJFiPRFZPG835k6ww4JPtWtLGRGFheZQezav8dmdM3LaEXuIrTtGxxk0XVrBcm6lE4UkZfdwklgY9Cj9HvdGzmd2rN/IF1a9sylbtU0b2SFgTpGV/f3vLrnc3haDPxZeyjisNa9gzzbM+lizqH14QibzKsa0GsZr7ZaipIOWXdTyrPfmzKDbbb/YzIk+m1MeeusfUi2gHXgiJ+5oV+RE/Z5GbOtR0XnZZjQe8grjhuSqCVA5ViEGjPsAY6mdUt3ja2ho3/IG2tLZl7NqpbNhpAQzFwUoLauXPXOBpe54u8ykWRxyMhHzOpfq/1invtBGfaKwKWgMHuX7kPqtZRA4DuwdfW3ZsDQUS0ZU7MyPOURKbYkIpwvswj3RboAeeDEApxk1CHXBCBbb7Lu/07/SCIbt/qrTlmMsXftR2wr8mbfqUdFEe4KMLfaf4h1a0SQm3+KaHOrY8sac8LDOO3d9jD2CjKHnNk72XB83qG34s6TF30UQLJ/kGEySa613ZLRr+15F5VUImpMBv0iuVofn0dIIjY7bPkts7aMdU4H4Brq47vmYMXWJNJRpIKOIzyqA4CZX3RD2OxkiZQxBCmDKSJmfWdpqoiZNHFOaU23p2ARMKKrQzNWbEKVgLFBMmxFFjgzDHKLhmPdmoZfjzCIHNVFpn0KgyGtj0MeG65N3FwghfxdupsjhLX43NBrWI2Vs8E4njrCVcdSiSKFM82LzYUDalMeGvFeKqNmCF5DvoMVluovJRqOjIUxj35GIlLel/3gWIFNiPyaS/PsfDzyE6kqcjM0O6w/DpuG/lXnmRxLEbZhDVkf/SjeUhEG8igqosj8kBowjGdGHuOFMRDBb3bOqtPKwLRGyCBdaK4ZrS23mNnQzYsMhrHrlxPIoEB0mWvrgEPt3/pEEYdhSIo75wKJQ49U2WO0IRNqXTckitT8IU+9wZFDSgeKlFXDfGwK9KLfFXW1ubYeOZVpwKGZd3SYkUSfDZG/2r9+BpaMwtmjDIvGsdznU9zKon0RPWuEHu33D4HKAVt0C1y/j8tltFrnnBtrxdz0jZ55RqkjzwxuOst8cFKrbrd3ikK2OiXL3aoZmYv6LrsIbvpFF5D5lj5ab/QcHKs95N/Is3miJ1oirH15rlkOiDpEGftoyC1S3nOjJyJJe3TDbMbAFNhNIc+1r8jwKTLYlhoXndaSIVHbmeLWWWNkS1gb5MR+Yz4QRXQ+UogDgSyR0d9CAC6XYWLe7TGL9rfZI3VIHTYuedNfPoM1MiTYOIt//xp5MgwHpBt7UMCGXc3pRhIu91Tyle1iLmX7sFcRbogYhLlA6xD7pf87gm6C0BzdelkEB9CRM/sGndVyhLruw+a2FoiPZMD0M7ThFz0iZezV/yPbMIs87DYkpOwXWSX2Hr4hO6n1SnX9mHcksRJFY/xV+zm9zFeS4VPXFt3Ml6tzNBQDRJNsJHuEQA392k+8GFLbjT1vP3Q8T7IAv4P/JziDTLW3w7GVLO6PwXqRPW//tYcu0gFLjZ/uEkQ3VjVQnTzQ71rXb8xx76FYr+vvRUgixDIbx948SxJJ0EA+9u2lFVu4ul6lTgETOga/BW2hYDIJ96IIf3+i+rcqRSNm2rUpcnSlKlL4snIiEbNaQ4fikrZLwVocY4oY6x8nQ0YSIsO5WGwgRSP7wvEwi7olQqc9G67UP4qPQcAw4twhtkSUhmZIUMQcKllRFCAmm/Ji9GLyW68aZtiLBFj0U0W4Zhc5oxJmiEbRh37tiyEKYamMmpY5WPQ7jAzGpEXeWoRcNMDmgzj0fiQiZQPnAMryYfCbW8YGZYOgtJm2Fq6uKeOMQCnQ9eglhafa/lCC0vsMNTI2ZYTBemU8m2eGawS/2Xm2PkT2rOWha0wbxsnhQyjZDJAv/o40GbN+a+YBYxJhJXuNMa5vIj0+R5Y5Xjb0aKyMCOShCBmDN1IDoR73IncIaDJY9wx4RFKgFxWB1v8WgkNfybF9ZIwDMysj8zKwZMeMjVAj6Rios07f2FtZan/hZC9HwiCJW+VFO0MyWhmCyGgYc8TmZWQZC1klF2wK2XUcfv/Zo6wbfSTf9pZFAYF+Ue4pb9U05nnzwfYg6/oo07AlwjoFoQg/BAHZ8+dZeR5zJFawiT0l04LDSzfYP9bVE5HnWmye/NjPWjPY2HxsCrqlJTttKSz6t0yS1eitsyLN5kHWhgwOukpwodYzQibQs+bM8auWjHljmCrDpH+kzjoRyPCoHcReRabod+sze428fZ2ss2me+cxndrY5u5jeWPQISHHMBGmQQjUjyb4pGDVkv5zNHqRv7OfqhdSMopbj7PP6TC8IXNRsmlq2wF4/VL8slaFN3scekerrK8RXJSqHEBvzxtknsFyyYz6RlvZw8kyXtcjzckcS2WwRf5VM61slNexn7K+WDDHEJtKQrlHmgw/HFtZmbWeRP00fIJrqCRS6AVlVC8sjAgUx2an6O1Re5s0PMpZ8txwT77dT9YAjak4X2CP5v7K5rF96t9bKW7R2V+LnEZJofY9nnd5uxvmz+To7KqKFAR0TVaK0Zm9VikTM+jUuagquKB6DZmjErE6UfszeEoHZppRrxXEEzCIywSZB6OtCr9lEnCRprRyRWqthjJDUYzQWXc1SsRlT/Iy4VoUgEiPa6xhSfdeGi/ltVQyiOfX2E/VRohGuMfgseofinCqjBtGHqGqJ8i7XP8auuazGDvKPHI+NSJFFJAQyknHGQJKOihTkHA+R535/aw0O64ThKyJdC6lR9n4DwTD0sdHZ1BFF9EI0wsBwlPXhuJn6SP7O6RyL3+w4bPDIco51qzPBEIe3bB+1vkTzamrxmPVL9zHKbbyiDYwOa87cVmeuNSJaySWGmujg2BoIjHZ6supAsmLstZ4PcoEjZd20ZLFNVQR6dl7r1d504SICYjnZXpSB1ToffgthTE5a62TM6ycHUzsMSPtarStYjcvW/k2V0aqvHCKp9wId+smJId+yCGQUsjk4TIsi8uagFuVGrE19q+aU87EUodiSQVQj+pzSut7myfOYa49FuNVa4kyzNTg39I2MwpbaXObXvNgr2Gd0YGv2+Tx5pkeqzUJ+7E+i6gIELRls2pZhoG+IplbdPq9v/eNH5oZ9OubWWQ4hZ9B/dCWHzQUeNRtd3SG2uH633sTVr0EUvYQBBv0jdfYkGTo1c8DcIIJbbrLtEwhkevYaefYMgky2rAy+luBAf85qnULzv8h+roSd8SC+ajFfhKrsbPtm3ZtbagBaH+whZBU9JwOEfYkoGXvsarkaMGP0wTx9JfNzjPwtRWCx12TgC1K3Zq4gsODGxh17JLEvF/P8VaQLYshFKvw5xOLQx77GNmULsjPIEp/a/PotAdxFMkwnCyDXWol+23vWsvVGLqsM20v93thbCbWNVNMuYrolMFp1vr4hwKxReMkmlCWzIRND/fm+XZNEFgPFxxEUwbNB2UgY+4SO4dDy2CQJHOEYe6uSDZLiRUYwAAmbYo813Y8gyioaestG/5z9UjV0LIxaw2TReGVZyD7SNxlDUk+lB3PekDg2EYYWgwuuLU//DKs+WXyyh6I3U9U+1GsHkQdILFGfFodJ9hFCQwovHERrKIeWCNe6iOjVSJH5FZXgmE6RUQM3ZIFjPpFbYvoywHljSMJBtonMLKTEmJRRBgI55GBybDju9Vhjv5j6UBm0OSEARcplKNXNShSEwYH06F+Vucior58zjETiEUWRCAOySWqsdUJX1StV/b3VeNY3RqnxzDoM5sixOhHb1gdmyOJ6fAthKXqEIBuSxcJgRL5Uw5QOqMdvRJPMC0PE77SsXeOoNVtqcXlyiIiO1ECo+OinqBtHn35R86Hq8KEYTl0EGgFhXXg4MuSFvh4bAbYOGFPaZDj7z1oZWzOtEjbkWl04zu8iB2Y5LK1564LhLbpHd9mjyJQMhRayzu9MmdFa+z2PKBo7H/2i3GNv1ezjOfV8LCIUh6wLBBEHzV6NINKmYweIQPXiIvIsA8t6ZReogeA4HJlmF9YM0BYype+w2N8QOfrZ0sbsfHi/HrfyGbm2Djna1s2iDLZZjGeJInMOx6pvh8xJ/zuVKDIn9rfWW2e1Zc9lL1oHsg7oAnsmks6eS7eyMY235UjsvBpEYzLO6njnHamzN8kYUOxX4GFoAGkpAoH9379Gnk9BljjCrQ/7SNY7bOkKeCwK9nHu+Rf8IraZYBn5Q57og38fS+jYN9in1hr7lA/DXyCT/Jp+3dChY41maMvYkjXFvl1OX8kObZW/5Qis2SDTUuOdzRgV9GDj1qOZY44k1t+awl+d7bfgoMWUhcYAACAASURBVMA7f5Wt66i3tcuPHXoLsH7xz9gs5MRJCsQ9H0HmLf+YPFtrgjjsmiE+Iv2sPIVTBrMF1h37I5ctgQEZwHxcZSjYQOxJ+oBtat+aIug1dB3k91YjMGkmkYnkwDg6QrBFZRw/aDUk6+QQGAuWohFJ4Pj+//buB9i6qqwf+EJG1CBMLZ1qGiGKAGMKRGHIQjBL0NJs0GiMVCQHIv/BqIExmmBmf0wjZqrRaiYso1cZq7FpCmKwDDByiBHUGBJMCPkF/XkTAeE3n12Ltodz79lr73PvPfe+3z3zDpd7z9l77e9a61nP833+2cxCPltrtliwBKiDlxAzPkLaRVDZNEMEdW0VyOuIaFpWl4hKslC8CS1EFAXBAYLdZry1emzn5bAiihheok6GhMj2N8psSobxOIQY+w4E0SdDWXxzyqBmbFAi+y2okYnS2VqKsS3Lo2dcjAMty+HDiHboUnynRtSIOPCulB+K2Zg20f35oOgYVy1+LfWPUoVs431dr47HPAFojyiWzqNFiSSQKXGKM8LDvVsua9phJhy4hhW7H6VpaBvMWqSUQuFwEzXEI0pxRkQ4OJAHY65ahNcByZNSiUHpYVI9KdaLLs93H4ZzjdYjZ2bTfHyO4tSikDt87VeHOdnqwJQ/zujXFch4h9SQQADxHDvIEffGIvqiFsn1/9YmoraFUJit2WJOpIiRzbU95yL81vt7zd2nuMhLbykqXe9bU5Pt4ar0tLQp7o+PEspLSz4gO8hp63iMB9h9+zUz7OWxEVh1jOSpdzS35psXjwEzthuVNeG8ZLQi7ms0jnEjA+y7RcY6+Y7YszZ49GtB1rERrbyozkipdEhXRK4zp9+N1HzYO0M98ubS58kWMt/82muIlDFdNTdqPup9p6R00l8o4WQ6EqN6oq2bGuU9Zj1XA11EhPMH8e4+IhUR5C1ypb/nGAvWHXLIOVeJF1HarVctCcC54Oy1P+gYzmNkaj+NqPXe9A/ywHjdf2jXsf5z+vK+H1HEeB3adbZ/P+evvY+E7utm5kNtj1Yn1Xo1iMZEmBjr1JS6/vuuRyAMrbHXv59zk8NnNm0J2en8HUIy0XXYCXSCvs7DaEcUmXPrUPRT7XI4dO3Zcwg/UXuiYYzHOuRAEuGvvmVL4wRy2nhFJHI2jo3Qdr46r+mS9L4p8moWi6kEFvJaSQd2C91pNkNlSkriMu3V/ntbb8gdOr09LYpIRKU9vShDpX8furR1QeYhTdnR9SJvrBf6JnljLS1K1zOvMiIQQdaMM31KtouxON/pDOR7LVFRiUbneYtNOHQf5XPrI7AUkqjWGKDUM+QQGoSeaBChmJTDVkUVScKIsfhqpI9UEPccU2UeDAgdxi8CAgPKuCMsjNthNaTzmPsQ8ARo7Zi1jC4R7ktA2XQiiGCK5EGK8YYPiUBA0NlQjOj1clgJbsTdEAOzLh8GEsUHYbWMqxbJrK3Pq4Jkrgkph0zrNY8oci+K5SJjxrNqEV5zYF34R4EU6ST6Cm4O3TERNYS7WkEOYfOJ4BAea64YdC1RK+aY0Ybth1NdG55hXikNiFq5u0MvY7MnqueJcVQNa8YnI68lyqRGSEjhnC14KCQY8TF0/Tk0yAEKOGWUsiqV1X51UNm/CJDWq6aAICHMBQ+Kd/ScIYRxfR45gABysCGbETFD322tMSOtvB9ZIDSZJ6lvCI+5P4MfTox/h7HoxaEyb3aca9VssU7GdCGch4P5IWutS/ccSkC7Vz+Csh/l1OKJss9mi7hTtERfmHMeLoqaM6XlqgS5NWPdmVfKGafK2AgsBiqPXW3tbF8w1BEgjMJWRw2D2ljUrEHOKfIqKqRFTpk/qRXObTL0kEMO6QhKxPbYiFbjotwiisyFM53BBkcEKvkwpqucfeGMQBa4alHuWjuDjG4hOpYxH+R5jfRhIFiLohDI/SmEInnu3CBbRHifdNJJDzssnL9k9pAomH5XOfqBPVrbFJsbc2+NO1eH1pyr+6hGsNkr9pr5Zbj4vZocdMqh17ySAPXs5CxkpDOKq5Ng6H1nP+fMI2vGGErz5P2ULpN1bNaQuXa2cVCIurOva72ulnddVg2i/jPp4GNT6mbHPpVA6N+PA5msEa1BX2tx7tT7kOv0ZXgjTKwzukVfF7VPOKXIxxZnV61vZD84N0QFchKSh0hKultLmo9IZXJVtIox2R/k6NgaMP26V86eKfIKnvQN78nuGlvE2JgQ5OaT/ggnkTTzMlRaUxKXYa/2u46Rw3ReDh9EJbIdkT+EmFxvT1enKwdfSydh9yRLjJFdMVvDiYxlQ/edrS2ypRYGFyBAJrNDakMHcod8bknRa3l2Prs+AqNJIptIVASjqtYYQARh/yhwJprnB0kkPLMlp9iQKZOUAx4Phy8mnhBEHA0p+MUIIiQppnWBi6yg7FKMakQRwgix1XoI9Ikii3dKl4j+FCGKdHWhwNkkDgHvO8QoxJITgpW88m5jc1jnLRseVgK61eMxe6/Zoq88jjzDjAkHqwO65YDr37/v0XM4UYZEhCwKCXaPfhFe61XElfGI6GKAODSlw83rZrTeNpv1cDlQCGmGEuUa+dRCwCADrQsGDEWSYGbUOPQoXRTyRSlcs+P1bgwRe5kSUyMwKonXIkj7ERIMq1q3QFhri2er/8yaUkJpqcYaHGFrPbZ0BZqXAmJNqt/AMyOEd6iHphr8DGj3lX6FIGdkUWgQjkNkn4OQAe65/ZppDCJKpEglhpL1gtRa5OVZa76M0XsyYt2jj+fQOa41iBCclVQ0F9ajSJsh7zvkWTy5FKPWrmPzIigZb2OKQPeLuCPAkHWMQMSn/YZEaSVh+l2k7N/ZmhlDsOl/xhqxr+wz66fOCUUYcclwWETueBeEOE+dTnTWmVRgc8rAoQCSKfaGGgGLCBP7kpfWWVQvP8PL2UbmjY1oZQyKjpD6Z99zqDCyyGjnp/kZcl72MfR9xoO9xzFT13hLEfd6v2XMR41oRV45l+BNpjD47V3n2VhC0TgRRdYEeV+J01o4njE7RB8is2pXOd9FTNL9XIwIkd+1SGrLmp4XwWYt0gnpk4jZFnm/VkkAGDsv6UyLir6uN37jQjDZ1yLfh6aA1HuuJ+/HRMDM07cQAAgLa5wOPcRpVu9jrdhbCGj7a0qXK5iLYuPosZ7p5IjFMSl1dXxkDTkqspCTZmwETL0fu8WZS47WaCyOrSF7oo89UoM8rlgjzdkds0SR75CF5mctucWeYWc4x8wfG4acopNbP/YFGc2Ri/RocQqYE44t2Dkr3MtaRjyNKSxtPsjmWvcKeTxFXnGIWive3RjJLDbhGAKrFi6vUaJVv53tAteakjjVXp3XdUy5EuSdsYgeIsdaG8bMk1uVKIJrP5pokYxWP5R8p9+K7iTf+zWcOOZEzY1xPJoX9oHyCebEPhmTKrnoHVbm7x8d1u23nPj/HjFk64E9ZN+67HUcBpsZiccGQeRxELIr6fl0CPNOzraSbaNIIgLLAqOk+LnfNYtyIKTN3yxwm6/F4Hd4MDgq6QIQeZjVaGVcD1EAq3C38BzgasDUdAUHJaE8tm5BnbVKFDEkKNdju0TMroJKFI05mGajnMbmsNYxUUgtKgz2rLdwyoabLZJZFX0GZssBN28MrR49B6KCrIxRhzqjTWpVPUiQTK2pef1xCfFnHDncvVtt09xvi9mCJaVApIvIAYYbEhbTjuRZZLzNPocgYbTxYlnHain0IyNqzanW8fUjJHwXxi0pIPOeRzDC0QEyRAbMu8eyU3L6Bj/8eH6QeIQ175cDc4gBUus6kH/1u+QWRUHqlpBeaVxjWrvOw4GXlIEk2qRlzdSUDfgvo2bLonXVmmK77AjK2SLuzhP7lgJDSaUotRTTndcVbUrEgLXG6HLWki31fKwKFjJZPYxFLeQ5YISguw954nx0MUQoh5QMctXnhhDalF7vJYXRZQz2AaWU3KqKTOv81vWCKOJMcaaPDUGnU8wWRbaHjdu+QER41xZZs4z5cBbSo9SSMQ8MdM4P46gFp629RcTfor1VZSH5z7nX15HW+665Fb2FADcPtascR14tjOz3jOFaz269+9WIKZ9ZK4KNowxp7BxuJcinlgSAE8OUgo2c7K9/65fjUaoF44lsGOKQqnhIE0JumOONlPd0ShHGnLctBBHSH3nMCKEXiazx/mO7XJkL+Ej3I6sY/xwBzsoxKXXkMb1bpDfZhNigs44hEMwJB4N3tvdrMfIpRNHsup9HFJHRyFR611q6LzsL+UPvs7c4VUU92hN+553pEOQ+udF6SZWyNpAA5Gol3IdE3vYDBjyXfosggp/3oUd775Zzso6/ki/eyx4kG+m80lrH2AnuZ2x0H/ugHzE6JkOlHzFKFxhjry7qOma+YfmOd7yjIwRbCPK11oHzRc0f+3ioPGD/Kb9BD0dSwp9Oihj3s8gn67jlvOQQIFvId2vPeOgg7JlaxqR1LW+Lz08giexzmMHJ3LFByGV71l60vuGKnKXj0P3YDTBmR7TWNW4miSgI2MxaJb3W4ejXGPAZXkMbe1FEAwGsCwkvlAUonYxX1OYVkcCwFvpoc3tuSwoN4UspJZwof32yamje5aIF5xkmxWE1dLPVe/Y9ILOhzmqiEPYtBFu9b58oQrqMzWF1PwqSSBVCpdZxEvHTKqiqQk6gUBJ4AymEU4pkzs7NWI8eowApVIs1I4r6hwcPjY3WypAj+awNhhIBy1tj/cLOIUXAtgjU/nrh+XYf3q2a7kiwjjk4KUa15a7DnHBeT2FZa0/0x4fcmBohsR5RRAgu6ugw+/1KcHhXyuTUlJx5Bj8541AfGjpur/I48sj361BYF9YgRdr9rCVE5lZd81I2ahqXcY0pkr7sd6ltxqW3LCOCElnnIq/6RdzJfOcH8rxVDlaZKhqx3xVtTMQAxVEEkMgVBmA9G0VPMr6Qi8bpbKLAzruc1b5LBlSy0M+1GQADBBmB/CAThhCenmMtU2L8c1XZ7Cwn+0WhMXTGyKv6HvYFokLkCwO+9VqrKLJ1xFCES0vk47Lmg+xg/CH/kO31LKoG29iaWvPwcb6LAKd0WuNDUjoRSiIbEViiNvoENyIRdtYfcnFIRGY/9XBqBFv/HWtRfTrU2JIA5lREHtIQkSE6jiw+4IADvgpORIrfteiA7leL5vadoFsp780lOeL8sVetPfLAe9EByXnGuvR0Ebyt+qn1gVSk27snY59zbszZVm0P5Al5xSZBOIm0bR2XyTQOuo/sBQ5k67iS72S+827MfWf3HXLH2JHxQ67aKMfc0EGn1Hisz/P82a5o/iaKiky2txGei963HzDgu+raIHFFVhsnOWH8ok/ZeYv0XTqkfSEDxLlTo+7JKHqSdeKeCOghna4QiHRl66KeNaJWkNnuucyIUXYCUrzFXm3pOoYgguuQWplD1tWYz9AHRCeL1jUHHD6IIeeGCMpWghKxwZ7UWY4tg3RHUjqX6loaM86V/84EkohugBDnUK4XW9IeEwXO5rQvyVdrUWH72rxmDC5NJFEVCA4xClTfaB5bY8CgRfYIVcM41/bphAVyAklEKbL4FgmYeQAQ7rwMQuYXtcFtARDoBA3vB6W3FoEdeo9ZD0gtojj0+4s+V9M/eAhaw2Td2wKEv3BC7CODmDfYuzJcW/PuMZ0UAnmwFrlFTUCKXBGaOqTIqM8Jp+WpsP767zXVoycyzvpjvFECK1FUi/CO9XjD0lwgJLw/44lgpXy1KJTz1kvdh+4jgoWAWO/q11JioGKUK9FCYbDHKMO8mwT1Io9oNfw8c9741LbodxVZtGaH/p0cUnRz0fv2FSKGM+PGodRPZ2xJyVnLyJo1+IWqM+gWGVwMdMKece6/ioP3iSKeAN4thrl9t0hhG4rf0M/1PfxrpWxYP8uqQTR0XGt9jpFb0xamRlAyOChkajSYF9eUIu6zXT+ndpESTUeOSv2gCJBdlLZZIhuJZI7mkTEMK3WpGLiz0UFV4bXP4IAQazlHao0C5FS/lS4SABbLUnStUQ4pSmbrtcyiyMuYj+pRJovNlwgV52YljMek/g7BxJxwUrV0oTG/nB+zRFFLdDajx9pTE6mvP7r3mAg28pRBKCWPvLf2yQF6AwdQa0kA80EO9OvT0fc4RBFQ5LE1JBKoNdLYO84WzUVIbaW8t1b6dR39v7OtH/FcmwnUzsBD1pfP1K53ZI4IVJ5ternzmC49pGYVfUMUg3WKZHaZG+uQngtPYyVvZjstLRpnJQtqxJTPW8vsEvpCS7TtomcN/bv1TH7SRUWwKXuAKPKeHAPVHmqt8ej5a3VFs/4Y6PTxRQb/bMAAwhPBLf1aTSTjpJcOiTw1plrIGxFknXBu1+hYZ4axcdzQ1YdGVIt4tK+Mw3/hiOykl5KtVQdv1e/XixhtsVdbuo7BBLbLqgu7aB06W+k8SN3qHKKfcvTDD8mG9G11nnuuNavOkv0riMP82mv2XK3RuGh82/rvE0kipCcnl/XrHEXcIbjZhH2SyFonD9k5YxyaMB5MElkwIiF4txi9PEg2df+wGFtjwEDknFMUHOh14zpMRK9MLSjIOHaI19SpZSwui7nWpxB6t8ig7j9z2R6Qtd7HpqPkDyl63b+HheYQEQmiJoJ5qYXHsflyyHlY1hP+s23pq2JQDx6RHK4hbRargWYNGpODwoKfRxoO9eh5j35tK8LPRmLcC4WuqWetBvBaHhpzgWwbqlxRRnlkKETrrRcG4pD94R4iCyjfyCGKmW4uNXXLfXhvkHBDQoz7RQDNgyimeR49h7R32GyCo7+e1yI46piGpOTU+82b30rstBhI/ba41XNHvlrXjLYaYcfQIVumRFyMlXd9w21qysbYMaz1vT5BWT9jTYpetYZFYo6NoJRiKQ2JkktOIOicH6I6xhRxX6vrp8K+QwnyWRxqEVkKAjlciSKESUtYPyWQ0lc95vU5lGB7d4gsWGuOKMAMQUQWxV+0FDLHObyV8oAhTH8hX6cWRa7vPnU+yGMRBkLua004xq9IJh5C3sAxNbWWte+8H7nkDEPEkvmVCKyNSVpTin2fjEFw0gPoj/XnMRFs7seoRnySmQzVmp5nzYk8aCkJQPe0dmdrMFLOvb+IE2vcOmpxYDpvrH/k7WzRXH/bKnlf10qfKOK8ZMAxzOs5Ja1wSF1Q9zMn3rHf9Y6sIWPJBljSnxfJA+sPAUHPQLBzZsFPujxHnrVZOydKSR86PmPsp1Bbj/1Of54rKq41xXHqvuMkRwbM6ww4psZjXx83j+t1RRuSxrpewACd0hlMh7WPh6S3uB9dG/lTL+SciDX3sCYRgGreyCgZEqHYnwMOQqSQtUvmizam57tf6zUkYrTlnkO7jjk/7ZMWMr9lHLOfRcgiTclleCMOkUXwZ0cgTulIQyLE+vcWFEKPUpbG/c2t6EU44AHYmpu936bgNOq7E0ki8rR2EHb2WNeI8drJuEYSbSpJNAuEw3ceUdTKyMrjdq9quGKLHQQ8QnIckVItERdrTZjDV+vDMR7HUYtgnS85OJflAZl9TC0YigCgcHrnlrQcDK+D0sZnGInaQYb1iSIHAK/colTCWWWDYlAjkAhpgsIBv+hCSlLYKCr9iwHnfXm5bQokz5A0H99RkI9CKYKjEjcEHoUcGcXjwFBqUTaMbS0PDWWD10yo7JDLZmeg+R7ldhnrpR5GhL4DklIvRFRUEWKQwTrEo9c/xAl3iv0yxjcElyGfqWtWGCwP8iKCY1FKTv+Za81vS9toYdm83bWdfY12FCkgT5xMpGCNJRCGYDT0M32iaGzKxtBnDf2cvc6wYFQjhe0TyjQigjFob/ejV4bet37Oe5oLqcpC5hk5FFR7ZWi6VW3f6p7SqJfV9bNfA6EaC5XoVTfIWdlisFaZJVqoTxR5X0UkWyMkZrF21jnTOQVEkSI/W1K4WuduyOcZTAzBWvh6SlHkftcdpF+/qG/LfIjE5EgQmUL5dtbBH+FhrHQhJKWaHK3zOwSTRZ8RRex8ZCAgwxEn9ocoGmkzvMItRVD7z+uTQ/Vn8nFoBBuCwFkt+lW0myhdOoH/uipRZA22FNUnY+g55qF/tTgV+t+zF0Scm0PnBQ99jaKC3RBdaNE8Levvfd1N3S9GCH2PftRS+HStrnechfYhubgoSofeCCvRQnXtOwOkqViLdCUy2txzYA7NGFjlFGrrBEk8S9ggKJxzcG2t8difU5iO7Yo2JGDAOlTrzJnCBlk0xzXyt3ZV5KTh7Kip3VJXl+EoowNLJ2YfkWciZluuoRGjLff02Sldx1qf1fJ5hI6oNfvKHJFd5CwdtrWBj+dWx4JoWfuWDkw/FyVnrQ9JIWwZ/8p+diJJxG61Fmf3xEqRRPXwRRRhaFsZ2ephoARZeMgbxpEwXgcHthc5sSjkcTZiZWUXxf+m5DCma7HTqR6Qtd6VAiISBlPbopAzTLH5jC6RP3KypcwQYIQ0RcEhrfuBQ3uR4De+ejAx6CiA8kxFNlGGpa0tSslxD5EaBNVsq2mHlXXDCEMMYE2HehgQCN6XQsFbRvk1FoQJ4Te0Rshs0eu1PDSUQc9qUfC9NwIGUVRT9KZ4zGDpvXiCRQ8giqwVdT14XRnaLYRivwggD+1Grecxe7qm0vA0IorWIzjWS8kZOr/22hAPXH0XhyS5x2jmibcfEJIMI/M+tF7BGGxav1MNN8Rpa8pG67MWfb4W8Kze/KpgUfyQ10hYaxFB3qpUuifFW/Qkokm6ZDU4KJQM9UUeb/vJAU6WkEmcHKLDltH1c17XrFoPpiWKbR7GyE9rTxqvPeNZNXpg0Zxsl78j/ETWuioxiyhyvo0pijzbdacaEGOL+ppDRiDihbFU63wZH5LGudRyfix7XoyB3ia0XQSNs8hesyfJrtauSv0acbNEEf1iCEHJADUOeqQx+V6NUOpHhPgbArXlfLMmOMvI5v7lfe2V1i5mHGPu6axAWBmTYuF03DFFc5c9v7P3o7shUJFlYy7nmChn35/S9Y7+Q5+tDiyGq72CyPfP34bOa5+8X+UUavqoyI3Z7mJ0XSRdazpdnb8+UcTWmtIVrd5zrYABf+f0Yk8s6pImbUl0BNvA/kW+c/TY2+wOkWOI42VddK8h9svs86ZGjK43/rFdx5aFyVr3sd/YBnQEEdp0VzrCkM645o/N63tIe2ca+YmsZ4MJCKG7mX8R2+zDPeKaQBLRMem5NVqoj9fKkURV2TLBmNkWpXy2LbgDhTdKHRw/M7iGRhD1Bd/Q72z2QjSxwnZFutRCdATOGA/IRowdYVLbCvOWmx8KjMiiIUTOemPqt6VndLd2sWBsCU12qPfDEGsaViWvWnFRt0DoJoOcMSe8EjHW0kFgtui1tI+xHpp54+8TRdj7lvVS63pVgxmpJpKLYkDIuNeQUOA6rkVFAFdpPRuz95cvTRlSv2gMwbGR8+uw1bFCBEIlw9Uz4qWv6Z2ta3pZn1eXSmSedSLVpRpxlLiWlI1ljcd9rC9GG2O1dnricTS2evYoiErBJGdbzgI1w5Cl0mmQQZRwxC5yiPxB/NQ6GGu9U60pY0zGZ78ydOFIKZrS9XO9Gghy0ccUkZ19D6lnCADKnBoOLfgtc5434l7OCiQLWV9T6MyXlKFaL6Xluet13UFGjZ0POgL8jWmMEdPyDmM+S2Yh1adEZM+L4EC+9ttQD4lIn9dt1e/gxhECx6lF9emk5B3ylIwWuYgEHJIyiQRCNNd0NXuYboCo8HuOGZEM5FmL7jxm3sZ+R10sxlxriov9QS+jzyM8xnS9q2NGrsG7dly0N5xJDH1Eikgvcz0EQ5EtyAgE4qII47GYLeN7jHD6rvOnf3Hu2RtT0oD7+rjorCld0erYKlHUDxiogQCiUBbZEHQ1pGttiFTvi4x1Dgkc2MqL84iMEg27rAjeee8zpuvYZuCCKKIjDSGG6nhqxHftukx3I/vcxx6mzykJIMXQ3l7F827DsJ1AErFJ6DL90jx1nEgiOlz9m/Vk79So6THvM7gm0Zib97/jwGSIM9Z4ajGLtTBy/dxs3ZqWZ84SRQSp3OUavthyr434LEadwVo9AMgS+bar0BWovi8jwSKrbWspXKJ9MLxDDuD1cGttSz97L55txhavVDVejI/y1lo0vH9vaxDxpJYJAUYYCv1uyYmdLXrtwFuGh6aOk1CoLeWHFgGs36WAIr10Z6OU8nbX6DDdhRBlQ1NzhhYB3Ij9s+ie0uUo83U/MewJUh4oiqSQeUr+GIJjI+eX0UWQC7elGArprd1kFr3zRv1dLQCKtChR3jvRDVINptScmzpWCifF2H5lFNTC/Ei1MS3QRZLwjNn38HewinYk52pItGche4bUHKHwMIooUX1ZKVqCB1yEotDqoV0/+3gtuwbCenNBxjqjtrvCRkElyxUdrzXbZokiEQg15bklQoc8tuYYnGO77qw3B4xD9+5Hy03dP8v8/lSiaL0IjpaIGgazvWkO7Gc13eh9SFN7URRua03BeTghnkV8qhVEN0DsL4pYpo+KQBJBQW4h26vCjgyjAzuzyFokyipdoofsB0SbqHe6TIs8sM+cG9KlkDf+37nW2vWuYlLrrSF1+sVXzTm9EGnXctFpRePQFVYlhXp2/FVWcdTWEg3Wtnelj48tQlufM1Ufn4e3+RgTMFDvhbCyt5zpSElOFnqrc7pFPreshSGfpQew3aTPWTcyXJYVwTvk+avyGeepPThb9mPe+OjZ9uass8nek0bIAUefhKOzbmiK6KpgMXkcE0iiyc9uvMGmkESEh0MRkygyxcWDgiVniPDmYaIVapsS4t5nyHm7pB845LbSI1rbsCLFvK9wUUZETe1aqzVx4zyO/jgBWFO2eFkRRci12dSusQ8Y25Z+3vPMrzx0yhdPHILIwbLIS7Fo7DBwKA/1jg4peo25XYaHpo6dkqX+j2iH1ovx67BFAPaLXPPEee/WA3iZIi4j0AAAH9dJREFURQBb32Wtz1OgKFNIIWlvwtAdUA732pGG8rso7Nn9N3t+EXUMHoXDycCphOwUTGu9tBoGLIzf/hLZieAf4uGf8vz1vsvIYvghiskA50kliJCAxjrE40gmuY9oKd+vBW9hX/eH+jBSqId27nDGUegROrUVfX0XkXzIitkCuGu9K8JJWpT8/I2qgbBRc7Qq92Vo2FMiP8wjMlCErLlGJnBa+dkZ0iL/+hESvju2684inBApyA7k5SpeFHvKPsfDoosuZh7sNTJkagQH5xAy035DEDHanHHqOpGhSAURsrz/LeTGovcY+nct4hH+fR1KWpz0bjKKnkGuiOwlyxYRTkOfu6zP2RscbwgUDsMhjTHqs2sKId1Clx17pKWQ/lrvYM6rR5yhboycP2T2kDO93peh6x+nLb3POTAmwnhZWK93nxpxZ21b69YzR/vs+dIylmXq4y3PHfrZWqCczKDrqkW6lfuDg5XeyOGI9HCuIHw5bZcVwTsUm+30OWtWtJCoob4+SzYj3NnBWyGbVwbDkET/NxWEUm3liv12eCCILB5KG+OX94jgU/dmUeEqHkL3OeCAA+bO90Yw5GMXFtaU8YB4kYMudLIWAWNMMNx5a7bqQgbVHNt+RA3m3iHcWtRt9j2mtqWfhws84UhxkfqyLAJQXSLpdosMho0sej37vhQuxq+QeR45xuZYDxKhba6nkLDz5ndKEcBlr3tKlZBlHniKYN87gShyKC0qPLyZ89t/f5Em1t9mH5zzcsbJ5qc85SndPx0UKNSKuw+pEbLsOZ29X/XGM2JqjQJzzduNbFskDypBRB7XtSBCTqME5CJigVIj5UyaxSJ50B9fDbl3nonEqhdFt3YGGYKPfQp7pNJG1kAYMpbt+hnrBBmEzEDWq1WDUDCvouJ4qdU/WLRe+u8/GyHhb1O77mxXfIeO2/qVqskwMBccUTzI9AsEiXoV0onUymuJqqZTiQxFBvkucqheZBpjbisccP0oxEquiBai1zqDK2lCjxl7lg/FfjM/Ny+F0O+cafTJZRBFIq/saVEKSDYEUUsdQN/vZy/42blGLoyJMN4sfO0V6+WbvumbJjmQNkIf3ywMNus5nLuCC0Si26u1PpK9fOedd3b6kJR0uoI0qZbzY7PeYVWeU+sc9htiwJP8FzHWolutyjvtiePY0EgiC4L3BPtd0754yHhp5e0jj1qIiGrkMlpmF9iqMeRYVMqKKKmaGrFr165u3N5DSP9WKgly7REPvF41vxmpVYuI9wv8Td0YQ9vST33OZn1/WUWvh4xXeopoKYbm1JBMBKri8OZ5mYfb2CKAQ96/9TOVKOLpGdstZjPnt/X9lvn5tXLGRetRnkV98uKRFRTyVTnUEQCMQ+tZRCHjy5peFIFF8fM9jglGpbUixZnH2+8RieZe5BSycVHThHlzUYkiRixDhhdShIP6X4uufhMGxBViw3dFAI7tmrXomTv57+ZZpDLiFWlA3zCvP/7jP97UxRFGtW25n5cZIbGT8afnMLSkp1Xy28/WuXSw1ggOe0uKPnJPoWz7wplo3zPyazckhCxdq7Uz6TLmopJEtYYRmSKqSMSVNSiiTe3Dli5ryxjXRt9jrRRCMldHtNY22RsxXmmi1kWtbWRsCCIOB3bKnnLtNH18WfPmzBbdJ6Xvnnvu6ewzOo89zVaiYyAa6UUct7kWIzBLFHF6k9XKK+TaHghsKEkEAp55YYPyOREnmNqqMMutdYiKblhktFI45DGKfpmtF7NqDDmhQtAodEopcFWiSF72VisIsIQ7w4ghAv+aViGiAWm0Kgbhqm6jZRS93op3I6S1sNzJ82v/ST1jFEo7G3Nt1/kd+q6LcsaF4Yt2ZNwpLjiGMBk6ljGfq0QRGcYAWUQQ1WeoQSMCiaInMo+hOqUI6FpEEaNDMwe154xv0flW79OvraeguXPEmckgHts1awy+O+E72jyLNpWCKgJh6BrpvztZMtu2XBOFZUZI7ASsZ9+hdpdkkM7W0eMYlMakZfnQCA4GHA+/fYUcnm1fLRUHAaW+HoNuK+WVyCHpoqIO+hfnqLUjgnGzI0aXvcb6XT+R6lNTCJc9PsY854YINpGDLntZqhB9VwQSkojDWc241lqPyx5v7re1CLDPOGJn6+0oPcCGJadECNu77NZFXU639m1W6+mIIkX71Sgjx+ldQ/Wh1XqTPXM0G04SVaJIVXjs4WytG8r+ovaVNihhrmigtCD1KOYtslVgyGtONiOcl1pHm2qEyLOlqC56341ciphyaQwiueRy16KAKtCr3ZBrOALLKHo9/Gn5ZAsCFELRL1I6xx7oO3l+d0LO+H333dcp963GP6KIkYCwF+m5EZfIE8aizi6tCtE8ooinXkrc2K5ZG/GO2+GeFH+RQwcddNDg4dbuo76wVttyf1uVCInBL7bJH2QQSN/spxsYAoNBpNxQctba52Ds1wyU6sFZSL6v2jWvlTW9i+5Ld93uBBG8Z7t+IopWqQi0KH5kIeen2jFKWchmEI3GgSSS3+/t4akR2qu2/jKedgSsZ6VAZu1T+7bWbBVdpHh9q77RPpqd9415qWc77y2Hv9GZVxw66MMXH3/j3M+RY6IipVorA8HZSc/EP6ij1b/oyLgTF7uIQ0WmwNCOlZtCEhkcNlYKiPQmHqShlwOXV59XFvFisSnm2SeK/HzkkUduac2MeTnZyKBltGEditXQz6nRwBNHKMIUUQfXV7ziFRGAQ0H838+1Fr1uvH0+vsUI7OT53ZNzxhFF2iArgLuVab9rLe9+EwZd0Rzs0mhytSFA70AUSSMcotyLLhAlJLWA02Q7ti1vQ2hjPz1PxkgD1KFwSI0zepVobPPRj/bwe5E67j9U2d3YN/3qu0vXl7aLrOAg5cCkpy6qubmZY5z6rNmun495zGOaUwinjmG979duycgrhr7ITNFFCCL1ZdSZ2UqH7Ua+e+7dhgC5L8oPId3PVCFnNPGQHruTo+/b0MqnpyIwhSRCEMlS0hVTirWIfw2y8CKcv/QdzkkBIC5njmhJ+g8CSeF/NaFwAEOuTSOJKlHkwNR6dkzb4vpCs0SRwm5D2hQPAaTlMxQAkU3qRazX1nUZbVhbxlU/y9MOF4JOpBCvHiZcuKRIIuNW88Lhnms8AkOLXo9/Qr65lQjs5Pndk3PGEUVqUogWaXFcbNZaXKUmDJv1zhvxHISbmjBDIzjoE2oZqQenALmuSqvetnwjcFvWPauMUadHfR7OqaENFCi6UoZ5TWdTgjgc6TerXE9GRCE9TCH67X4N6frJ2B6aQrjReCirYL1JMbN/zznnnG5P09tFeQ6VBxs9ztx/NRAglziNFNSv0b/WCrkl5ThXEFgWAlNIIqm+ZJroWjKs2vdSa+k6zhzBKfMuEZUyKzhqOMCGZFlsKklk0MKjHOyLugwtmgyhzLoYYc62StjXVquUFf8olDyXQm+xd8985jPL+9///q7Q5WZfitJqMygS4g/+4A+6sSHo1LZQ0NdC41mJh3qzZybPCwKrhcCenDNOCVSce+p5tMwZXbUmDMt8t+1yrz5RJFJl1duWrzqu9LXTTjutU14vuOCCphRMNSzU0UPc9S+FoJG76k7l2lgEtqrr55S3YjypR4ZcFIlGL88VBNZDgJEtAlDUn6YYCCKNY7J2sm6WicAUkqjWN0aA6w4q1YwjS6QQohPJqR6rS0Srv6nD6XvOSt8jF63zIWfnppNEywRa62Oho7OFrJf5jEX30gJckTytXVclJ5sHBTmF/caI17DbWsxR+2eXdItcQSAIBIHkjK/GGli1JgyrgcrWjKISRQgOTpad1rZ8s1HlpaevtTr14C7ijwEnVN6l8QbCSTHopIFszkxux66foufp5y9+8Ys3B6Q8ZdsjQN58/OMf79IRGdGtNQW3PQB5gQ1HYApJZHAIcOepFDN11egnIuKdkc5EdRhFsLrUXJParQGK7CHOFSSoIBf1Ahdd25okWvRyG/F3Bc60YK1hWoDG5ElJweS1tnVd9hgRRGopyKHFMhoTIkunFwX7XBaTVIuxLcKXPebcLwgEgSAQBP4PgVVowpD5KB0xJBJYWnaMha1bEYrGUnw5unQOo4dJHdpJNX62Dt3hT95uXT/p52qM0c+HpFYMRyKfDAJBIAiMQ2AKSSRrSR1hNZ5dHIvPfe5zuy66soPmpZvVjus+K6iGLEQmqVG0qCZnSKLGOcbUaeX3vve9r5xyyikd2A4grJ26B1IFtionWwqZjk4KWcnhr53gEEVaACO3MONYxITfNk58Ph4EgkAQCAJ7BALOcO3URayo4ZeaFKsx7boN0bXoMrm2BoHt1vXzyiuvLIcffvhKFjjfmhnMU4NAENhKBKaQRII+NPK65pprOieJM1HRdb+/6qqrugAQXT9rJJH3FBWt/M3NN9/8cOYV/uLUU0/tGkCsd4UkGrlShHmdccYZ5fWvf33n4XrTm97U5a9uZeizwoLqa1SP52yBb4WuKL0W1Fam6I2EPF8LAkEgCASBILDhCGhEIUVF9K0cfw0fcm08ArUI5wc/+MHye7/3e133llyrh8BO7vq5emhnREEgCOwkBKaQRM7I888/v6vtV6+LLrqonHnmmV0q2Yte9KKvgurJT35y1ygCeaRwdb3oOL6ntvN6UdIhiSauPHmBOocJfVYsWmvXVbpmiaJVGlvGEgSCQBAIAkEgCAQBCFBYDzrooC6K6/bbb+9S40844YSk+q3g8tjJXT9XEO4MKQgEgR2CwBSSqEIgKORLX/pSF020kR3KQxItadHpGnbAAQc8ok3rkm4/6TY6wGEfFdfOFQSCQBAIAkEgCASBVUNAKrxCm8ih2267rXzHd3xHN0Sd0XIFgSAQBIJAENjuCCyDJNosDEISbRbSeU4QCAJBIAgEgSAQBILAVyGg2Kb6jjyjorIV5RRR5Pfa+p5++ulBLAgEgSAQBIJAENhEBEISbSLYeVQQCAJBIAgEgSAQBILA/7TyVRT8K1/5Stdp5eSTTy4nnXRS+du//duuCYjaRAqHL+rAEiyDQBAIAkEgCASB5SIQkmi5eOZuQSAIBIEgEASCQBAIAgsQkFYmVV+xzT//8z/vurD84A/+YPdfvz/qqKPSZCOrKAgEgSAQBILAFiAQkmgLQM8jg0AQCAJBIAgEgSCwJyPwyU9+sijA+eUvf7n813/9V/mhH/qh8qpXvaq8//3vL3vttdeeDE3ePQgEgSAQBHYgApcOPNtOfuihuW8vynbXrl3lX/7lXzpHyg/8wA90zR00exCRW68HHnigfPM3f3M57LDDRqMYkmg0dPliEAgCQSAIBIEgEASCQAsClNvHPvaxZd999y1HH310efOb31xOOeWUctddd5Xf/M3fLOedd17L7fLZIBAEgkAQCALbAoEpJBGC6IgjjujOyAMPPLBccskl5TOf+Uy5/PLLiyZVb3/728sb3/jGcv/995f77ruvPP3pTy/HHXfcaFxCEo2GLl8MAkEgCASBIBAEgkAQGIqAekN/+Id/2HUwe8c73tF5Ot/whjd03s4vfvGL5V3veldHHuUKAkEgCASBILDTEJhCEt1www3lpS99abn++uvL3nvv3dX1u/jii8vLX/7yctlll3XNHs4666ylQRaSaGlQ5kZBIAgEgSAQBIJAEAgC8xBQa+id73xneetb39r9+cUvfnEXRXTMMcd0ym0KVGfdBIEgEASCwE5GYApJtHv37nL88ceXa6+9trztbW/rUs1E40rP1gmUk+UlL3lJB59Iote+9rWTnC4hiXbySsy7BYEgEASCQBAIAkFgixG48soryy/+4i+Wf/zHfyyf+tSnytd+7deWBx98sDz3uc8tF154YUcU5QoCQSAIBIEgsJMRmEISwUX00N/93d91KWZvectbysEHH9xF5ookUs/vtNNO69LN1CTiiPmar/ma0XCGJBoNXb4YBIJAEAgCQSAIBIEgsB4CX/jCFzov52te85ry+c9/vutgdvXVV5f99tuv83YqXv2kJz0pIAaBIBAEgkAQ2NEITCGJ/uqv/qrce++95fnPf36HESKIo+WXfumXyqc//emkm+3olZOXCwJBIAgEgSAQBILADkLg0ksv7eom8HwKi0cUPec5z+mIoq/7uq/bQW+aVwkCQSAIBIEgsDYCU0iij370o+V1r3tdueaaa8rjH//4ro7fs5/97OL3V111VbnjjjvK2WefvTT4E0m0NChzoyAQBIJAEAgCQSAIBAEIfOxjHyuPe9zjug4riKLbbrutK1LtQhTpcPb1X//1ASsIBIEgEASCwB6BwBSSSKrZ+eefXy644IKHsbrooovKmWeeWXbt2lU+97nPhSTaI1ZRXjIIBIEgEASCQBAIAtsQgXe/+91dx7JPfOIT5dBDD+1qI3zgAx8ot956a3nTm97URRTlCgJBIAgEgSCwJyEwhSSqOEnR/tKXvtRFEz3mMY/ZMPgSSbRh0ObGQSAIBIEgEASCQBDY+QjoXFYLZN50001Fq/tXvvKVXS2ij3zkI13bXnUU/uzP/qx8z/d8T9LMdv6SyBsGgSAQBILADALLIIk2C9SQRJuFdJ4TBIJAEAgCQSAIBIEdiIDOZU95ylPKy1/+8q5OwvXXX1/233//cuedd5YTTzyxHH744eUFL3hB+YVf+IXyqEc9agcikFcKAkEgCASBILBzEAhJtHPmMm8SBIJAEAgCQSAIBIEtQeCNb3xj+c7v/M5y6qmndm16zzrrrPKe97yn3HXXXV2R6he+8IVbMq48NAgEgSAQBIJAEGhDICRRG175dBAIAkEgCASBIBAEgsAcBPpE0SWXXFI+/OEPl2/4hm8ov/qrv9oVsc4VBIJAEAgCQSAIrD4CIYlWf44ywiAQBIJAEAgCQSAIbAsEEEVHH310+dEf/dFy9913d/WHUqh6W0xdBhkEgkAQCAIbiMCn9t130N0P2737EZ8Tkbt79+6yzz77dGfqfffdVx544IFyxBFHlBtuuKGL4PX/HDLHHnvs5NTukESDpiofCgJBIAgEgSAQBIJAEFiEAEX1hBNOKB/60IfKE57whEUfz9+DQBAIAkEgCOwRCEwhiS677LKuzp+GEPfcc085/fTTO6LomGOOKccff3x573vf2xFDV1xxRbn33nvL7//+75e99957NK4hiUZDly8GgSAQBIJAEAgCQSAIQOCf//mfu2LVIode9KIXlV27dpVHP/rRAScIBIEgEASCQBAopUwhiSqAztbbb7+9q/vn0lH0jDPO6Mghl+YRRx55ZPnMZz4zKc07JFGWbBAIAkEgCASBIBAEgsAkBG655Zaug9lTn/rUotuZjma5gkAQCAJBIAgEgf9BYBkkkXp/d9xxRzn77LO7e372s58tBx98cHnb297WpaH97u/+bjnttNPKueeeOwn2kEST4MuXg0AQCAJBIAgEgSAQBIJAEAgCQSAIBIEgsDYCG0USPetZzyrII+llN954Y0cYqVOkccTYKyTRWOTyvSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCxAYCNIoppudvnllz/cJOKUU04pP/MzP9MVsB57hSQai1y+FwSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgS0giaSbSfW+9tpru0iiz33uc+VpT3ta+fSnP92loY29QhKNRS7fCwJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwCaQRJdeemm59dZbH1GTqP/oP/mTP+mIoylXSKIp6OW7QSAIBIEgEASCQBAIAkEgCASBIBAEgkAQWAeBZaSbbRbAIYk2C+k8JwgEgSAQBIJAEAgCQSAIBIEgEASCQBDY4xAISbTHTXleOAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAtsbgUQSbe/5y+iDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSCwFARCEi0FxtwkCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgC2xuBkETbe/4y+iAQBIJAEAgCQSAIBIEgEASCQBAIAkFghRE44dduGTS6y1934CM+d/XVV5fdu3eXffbZp+y1117lvvvuKw888EB5xjOeUT75yU+Whx566OHv+P1xxx1XvvCFL5R//dd/LUcfffTDf7vuuuvKAQccUJ74xCeuO5aQRIOmKh8KAkEgCASBIBAEgkAQCAJBIAgEgSAQBIJAOwJTSKLLLrus3HnnneWP//iPyz333FNOP/30jig65phjyvHHH18uvPDCjjxy3X///eWnfuqniu+87GUvK9dee2056qijur8973nPK+eff3459thjQxK1T2G+EQSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgekITCGJ6tN37dpVbr/99nLWWWd1v7rpppvKGWecUa644opHDBChdPLJJ5dv/dZvLTfccEN53OMeV1760peWc845p4tAWu9KJNH0+c4dgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgMBeBZZBEl1xySbnjjjvK2Wef3T3js5/9bHn6059efu7nfu7hSKL999+/izT6wAc+UP77v/+7iyy6++67y3nnnVdOOeWU8oY3vCEkUdZoEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEtgqBjSKJnvWsZ5Xf+I3fKA8++GD3b7/99ivPf/7zO5IIOfTqV7+6HHLIIeUv/uIvyi//8i+XV77ylSGJtmoR5LlBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBDYKJJI/aF56Wb9qKO//Mu/LOeee2758pe/XN73vvc9XKNorVlJulnWaxAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBDYIgY0gidQkeuELX9gVp+53ONt3333LBz/4wYdT0/ztx37sx8of/dEflb//+78vRx555LpvGZJogxZBbhsEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIFlkESXXnppufXWWx+uSXTzzTeXb/u2b3sEuEgj9Yr+7d/+rfz0T/909/fPf/7z5Vu+5VtCEmUpBoEgEASCQBAIAkEgCASBIBAEgkAQCAJBYCsRWAZJtFnjTyTRZiGd5wSBIBAEgkAQCAJBIAgEgSAQBIJAEAgCexwCIYn2uCnPCweBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQWB7I5BIou09fxl9EAgCQSAIBIEgEASCQBAIAkEgCASBIBAEloJASKKlwJibBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBYHsjEJJoe89fRh8EgkAQCAJBIAgEgSAQBIJAEAgCQSAIrDACbz7yhEGje+d1lz/ic9dcc03XxeyJT3xi97err766HHjggeXJT35y9//a2utc5v//4z/+o1x33XXl2GOPLfvss8/D97rlllvKZZddVr7yla+UZz/72eWoo45aczwhiQZNVT4UBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBdgSmkESvfe1ry2GHHVZe/epXdyTQ4x//+HLBBReU8847r9x7773lqU99arnqqqvKwQcfXC655JLyspe9rFx55ZXl+77v+7qB3nDDDeU5z3lO+e3f/u3y2Mc+trz+9a8vr3jFK8o555wz90VCErXPb74RBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBQQhMIYkQPu9+97vLhz/84fKJT3yiI3y++7u/u1x++eXltttuK9///d9fbrrpprL33nt3UUIveMELyj/90z+V3/qt3+rG5r9f/OIXO1LJdffdd5ddu3aV0047rey1116PGH9IokFTmg8FgSAQBIJAEAgCQSAIBIEgEASCQBAIAkGgHYEpJNFdd91VjjjiiHLzzTeXd73rXeV7v/d7y8UXX1ze+973dqllV1xxRff7G2+8sYsw+p3f+Z1y+OGHl49//ONdihrC6Nu//du7dLS3vvWtHZF06KGHrvkSIYna5zffCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwCAEppBEDz30UDnhhBPKRRddVF7zmteUD33oQ+XSSy8t3/iN39jVI3rGM55RTjzxxPLzP//z5d///d/Lq171qvKTP/mT5S1veUv54R/+4W58//mf/1k+9rGPlT/90z/tCKYLL7ywnHvuuXPHHpJo0JTmQ0EgCASBIBAEgkAQCAJBIAgEgSAQBIJAEGhHYApJ5GmihqSa3XPPPV0BalFDp556arnzzjuLwtb7779/eeYzn9mlnqlTpHbR7t27u8/++q//ekcWKXbtuuOOO8p3fdd3dSlqT3jCEx7xMiGJ2uc33wgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsAgBKaSRP/wD/9QjjzyyK74tEghBBBS6ElPelJXm+iv//qvuzQzhatd999/fznkkEO6VLRf+ZVfKfvtt195+9vfXh71qEeV66+/vvzIj/xIRxI9+tGPDkk0aAbzoSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCwBgakkkcggdYk+8pGPlKc97WndiKSe6Wx29tlnd8TRT/zET5Tjjjvu4dH+7M/+bDnooIPKS17yknLSSSeVv/mbv3n4b4il448/fu6bJZJoCROeWwSBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQWAeAlNJomWgqqvZgw8+2BWzntfVrD4jJNEy0M49gkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgMAeBVSCJhk5MSKKhSOVzQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQ2MEIhCTawZObVwsCQSAIBIEgEASCQBAIAkEgCASBIBAEgsBQBEISDUUqnwsCQSAIBIEgEASCQBAIAkEgCASBIBAEgsAORiAk0Q6e3LxaEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEhiIQkmgoUvlcEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEdjAC/x8OsA3sDA6CNgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_YPC_color.png', scale_factor=3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = alt.Chart(data).mark_bar().encode(\n",
    "    alt.Y(\n",
    "        'YPC:Q',\n",
    "        axis = alt.Axis(title = 'Yards Per Catch')\n",
    "    ),\n",
    "    alt.X(\n",
    "        'Player:N',\n",
    "        sort = alt.EncodingSortField(\n",
    "            field = 'YPC',\n",
    "            op = 'sum',\n",
    "            order = 'descending'\n",
    "          ),\n",
    "        axis = alt.Axis(title = '', labelAngle = -45)\n",
    "    )\n",
    ").properties(title = 'Week 1: Yards Per Catch for Tight Ends')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "background": "white",
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-768a41c4bdd92ec3d79100caed7b7d46"
       },
       "datasets": {
        "data-768a41c4bdd92ec3d79100caed7b7d46": [
         {
          "FantasyPoints": 23.1,
          "Player": "Evan Engram",
          "ReceivingYards": 116,
          "Receptions": 11,
          "Targets": 14,
          "Team": "NYG",
          "YPC": 10.545454545454545
         },
         {
          "FantasyPoints": 22.1,
          "Player": "T.J. Hockenson",
          "ReceivingYards": 131,
          "Receptions": 6,
          "Targets": 9,
          "Team": "DET",
          "YPC": 21.833333333333332
         },
         {
          "FantasyPoints": 20.8,
          "Player": "Mark Andrews",
          "ReceivingYards": 108,
          "Receptions": 8,
          "Targets": 8,
          "Team": "BAL",
          "YPC": 13.5
         },
         {
          "FantasyPoints": 20,
          "Player": "Delanie Walker",
          "ReceivingYards": 55,
          "Receptions": 5,
          "Targets": 6,
          "Team": "TEN",
          "YPC": 11
         },
         {
          "FantasyPoints": 13.9,
          "Player": "Vernon Davis",
          "ReceivingYards": 59,
          "Receptions": 4,
          "Targets": 7,
          "Team": "WAS",
          "YPC": 14.75
         },
         {
          "FantasyPoints": 12.2,
          "Player": "Austin Hooper",
          "ReceivingYards": 77,
          "Receptions": 9,
          "Targets": 9,
          "Team": "ATL",
          "YPC": 8.555555555555555
         },
         {
          "FantasyPoints": 11.7,
          "Player": "David Njoku",
          "ReceivingYards": 37,
          "Receptions": 4,
          "Targets": 6,
          "Team": "CLE",
          "YPC": 9.25
         },
         {
          "FantasyPoints": 11.4,
          "Player": "Blake Jarwin",
          "ReceivingYards": 39,
          "Receptions": 3,
          "Targets": 3,
          "Team": "DAL",
          "YPC": 13
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Jimmy Graham",
          "ReceivingYards": 30,
          "Receptions": 3,
          "Targets": 6,
          "Team": "GB",
          "YPC": 10
         },
         {
          "FantasyPoints": 10.5,
          "Player": "Darren Waller",
          "ReceivingYards": 70,
          "Receptions": 7,
          "Targets": 8,
          "Team": "OAK",
          "YPC": 10
         },
         {
          "FantasyPoints": 10.3,
          "Player": "Travis Kelce",
          "ReceivingYards": 88,
          "Receptions": 3,
          "Targets": 8,
          "Team": "KC",
          "YPC": 29.333333333333332
         },
         {
          "FantasyPoints": 10,
          "Player": "Tyler Higbee",
          "ReceivingYards": 20,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAR",
          "YPC": 5
         },
         {
          "FantasyPoints": 9.4,
          "Player": "George Kittle",
          "ReceivingYards": 54,
          "Receptions": 8,
          "Targets": 10,
          "Team": "SF",
          "YPC": 6.75
         },
         {
          "FantasyPoints": 9,
          "Player": "Jason Witten",
          "ReceivingYards": 15,
          "Receptions": 3,
          "Targets": 4,
          "Team": "DAL",
          "YPC": 5
         },
         {
          "FantasyPoints": 8.6,
          "Player": "C.J. Uzomah",
          "ReceivingYards": 66,
          "Receptions": 4,
          "Targets": 5,
          "Team": "CIN",
          "YPC": 16.5
         },
         {
          "FantasyPoints": 8,
          "Player": "Hunter Henry",
          "ReceivingYards": 60,
          "Receptions": 4,
          "Targets": 5,
          "Team": "LAC",
          "YPC": 15
         },
         {
          "FantasyPoints": 7.9,
          "Player": "Zach Ertz",
          "ReceivingYards": 54,
          "Receptions": 5,
          "Targets": 7,
          "Team": "PHI",
          "YPC": 10.8
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Hayden Hurst",
          "ReceivingYards": 41,
          "Receptions": 3,
          "Targets": 4,
          "Team": "BAL",
          "YPC": 13.666666666666666
         },
         {
          "FantasyPoints": 5.6,
          "Player": "Greg Olsen",
          "ReceivingYards": 36,
          "Receptions": 4,
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         "axis": {
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          "title": ""
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         "field": "Player",
         "sort": {
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          "op": "sum",
          "order": "descending"
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         "type": "nominal"
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         "axis": {
          "title": "Yards Per Catch"
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       "mark": "bar",
       "title": "Week 1: Yards Per Catch for Tight Ends"
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart.save(PATH + 'plots/TE_YPC_plain.png', scale_factor=3.0)"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}