GTFS_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Required to setup DB and consume GTFS static data\n",
    "import mysql.connector\n",
    "from mysql.connector import Error\n",
    "from mysql.connector import errorcode\n",
    "from mysql.connector.constants import ClientFlag\n",
    "import os\n",
    "import csv\n",
    "from datetime import datetime\n",
    "from time import time, sleep\n",
    "\n",
    "STATIC_CSV = \"static_.csv\"\n",
    "DB_CSV = \"db_.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def executeScriptsFromFile(filename, cursor):\n",
    "    # Open and read the file as a single buffer\n",
    "    fd = open(filename, 'r')\n",
    "    sqlFile = fd.read()\n",
    "    fd.close()\n",
    "\n",
    "    # all SQL commands (split on ';')\n",
    "    sqlCommands = sqlFile.split(';')\n",
    "\n",
    "    # Execute every command from the input file\n",
    "    for command in sqlCommands:\n",
    "        # This will skip and report errors\n",
    "        # For example, if the tables do not yet exist, this will skip over\n",
    "        # the DROP TABLE commands\n",
    "        try:\n",
    "            cursor.execute(command)\n",
    "        except mysql.connector.Error as error:\n",
    "            print(\"Error occurred while executing script : \", error)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Create Tables and Indexes\n",
    "\n",
    "def db_setup(filepath, tab=True, idx=False):\n",
    "    connection = mysql.connector.connect(host='localhost', user='root', password='admin')\n",
    "    try:\n",
    "        cursor = connection.cursor()\n",
    "        print(\"FILEPATH received : \", filepath)\n",
    "        createtab_file = filepath + \"create-tables.sql\"\n",
    "        createidx_file = filepath + \"create-index.sql\"\n",
    "        \n",
    "        if(tab):\n",
    "            executeScriptsFromFile(createtab_file, cursor)\n",
    "            print(\"TABLES CREATED ...\")\n",
    "            connection.commit()\n",
    "        \n",
    "        if(idx):\n",
    "            executeScriptsFromFile(createidx_file, cursor)\n",
    "            print(\"INDEXES CREATED ...\")\n",
    "            connection.commit()\n",
    "    \n",
    "    except mysql.connector.Error as error:\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"The following error has occurred ... \".format(error))\n",
    "\n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "            print(\"DB Setup complete. MySQL connection is closed.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def all_tables(path, folder, date):\n",
    "    filepath = \"\\'\" + path + folder + \"/\"\n",
    "    \n",
    "    # Agency\n",
    "    filename = \"agency.txt'\"\n",
    "    tablename = \"gtfs.agency\"\n",
    "    print(filepath)\n",
    "    print(filename)\n",
    "    print(tablename)\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    # Calendar_Dates\n",
    "    filename = \"calendar_dates.txt'\"\n",
    "    tablename = \"gtfs.calendar_dates\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    # Routes\n",
    "    filename = \"routes.txt'\"\n",
    "    tablename = \"gtfs.routes\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    # Shapes\n",
    "    filename = \"shapes.txt'\"\n",
    "    tablename = \"gtfs.shapes\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    # Stop_Times\n",
    "    filename = \"stop_times.txt'\"\n",
    "    tablename = \"gtfs.stop_times\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    #Stops\n",
    "    filename = \"stops.txt'\"\n",
    "    tablename = \"gtfs.stops\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    #Transfers\n",
    "    filename = \"transfers.txt'\"\n",
    "    tablename = \"gtfs.transfers\"\n",
    "    bulk_ins(filepath, filename, tablename)\n",
    "    \n",
    "    #Trips\n",
    "    filename = \"trips.txt'\"\n",
    "    tablename = \"gtfs.trips\"\n",
    "    bulk_ins(filepath, filename, tablename, date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bulk_ins(filepath, filename, tablename, date=None):\n",
    "    try:\n",
    "        connection = mysql.connector.connect(host='localhost', database='gtfs', user='root', \\\n",
    "                                             password='admin', client_flags=[ClientFlag.LOCAL_FILES])\n",
    "        print(\"Connected to DB ...\", ClientFlag.LOCAL_FILES)\n",
    "        \n",
    "        # Create cursor and execute Load SQL\n",
    "        autoc_sql = \"SET autocommit=0;\"\n",
    "        ucheck_sql = \"SET unique_checks=0;\"\n",
    "        fcheck_sql = \"set foreign_key_checks=0;\"\n",
    "        logcheck_sql = \"set sql_log_bin=0;\"\n",
    "        \n",
    "        load_sql = (\"LOAD DATA LOCAL INFILE \" + filepath + filename +\n",
    "                    \" INTO TABLE \" + tablename +\n",
    "                    \" FIELDS TERMINATED BY ','\"\n",
    "                    \" OPTIONALLY ENCLOSED BY '\\\"'\"\n",
    "                    \" LINES TERMINATED BY '\\\\n'\"\n",
    "                    \" IGNORE 1 LINES\")\n",
    "        \n",
    "        # INSERT DATE IN TABLES STOP_TIMES AND TRIPS\n",
    "#         if(tablename == \"gtfs.stop_times\" or tablename == \"gtfs.trips\"):\n",
    "        if(tablename == \"gtfs.trips\"):\n",
    "            print(\"DATE VALUE RECEIVED ... \", date)\n",
    "            load_sql = load_sql + \" SET trip_date = '\" + str(date) + \"';\"\n",
    "        else:\n",
    "            load_sql = load_sql + \";\"\n",
    "        \n",
    "        cursor = connection.cursor()\n",
    "        print(\"BULK INS ... \")\n",
    "        print(\"FILEPATH received : \", filepath.strip('\\''))\n",
    "        print(filepath + filename)\n",
    "        print(load_sql)\n",
    "        \n",
    "        cursor.execute(autoc_sql)\n",
    "        cursor.execute(ucheck_sql)\n",
    "        cursor.execute(fcheck_sql)\n",
    "        cursor.execute(logcheck_sql)\n",
    "        \n",
    "        cursor.execute(load_sql)\n",
    "        connection.commit()\n",
    "        print(\"Succuessfully loaded the table \" + tablename + \" from \" + filename.strip('\\'') + \" ... \")\n",
    "    \n",
    "    except mysql.connector.Error as error :\n",
    "        print(cursor.statement)\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"Failed inserting record into table \" + tablename + \" from \" + filename.strip('\\'') + \" ... {}\".format(error))\n",
    "        \n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "            print(\"MySQL connection is closed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def main():\n",
    "\n",
    "    # FETCH FILES\n",
    "    # READS TWO CSV FILES FROM THE CURRENT WORKING DIRECTORY\n",
    "    # DB_CSV PROVIDES THE PATH WHERE THE TABLE AND INDEX CREATION SCRIPTS ARE KEPT\n",
    "    # STATIC_CSV PROVIDES THE PATH WHERE THE UNZIPPED STATIC DATA IS KEPT\n",
    "    cwd = os.getcwd()\n",
    "    db_csv = cwd.replace(\"\\\\\", \"/\") + \"/\" + DB_CSV\n",
    "    static_csv = cwd.replace(\"\\\\\", \"/\") + \"/\" + STATIC_CSV\n",
    "    \n",
    "#     # GET DB SCRIPTS PATH\n",
    "#     db_scripts = \"\"\n",
    "#     with open(db_csv, \"r\") as file:\n",
    "#         next(file)\n",
    "#         for row in file:\n",
    "#             db_scripts = row.strip().replace(\"\\\\\", \"/\") + \"/\"\n",
    "    \n",
    "#     # SETUP DB\n",
    "#     db_setup(db_scripts, tab=True, idx=False)\n",
    "    \n",
    "#     # DUMP DATA TO DB\n",
    "#     dataset_path = \"\"\n",
    "#     folder_name = \"\"\n",
    "#     folder_date = \"\"\n",
    "#     with open(static_csv, \"r\") as file:\n",
    "#         next(file)\n",
    "#         for row in file:\n",
    "#             row = row.strip().split(\",\")\n",
    "#             dataset_path = row[0].replace(\"\\\\\", \"/\") + \"/\"\n",
    "#             folder_name = row[1]\n",
    "#             folder_date = row[2]\n",
    "#             all_tables(dataset_path, folder_name, folder_date)\n",
    "    \n",
    "if __name__ == \"__main__\":\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FILEPATH received :  C:/Users/kakka/Documents/GTFS_/code/\n",
      "INDEXES CREATED ...\n",
      "DB Setup complete. MySQL connection is closed.\n"
     ]
    }
   ],
   "source": [
    "# Segregate Index Creation for the DB as it takes up a lot of time\n",
    "# Run after all data has been inserted\n",
    "\n",
    "# # FETCH FILES\n",
    "# cwd = os.getcwd()\n",
    "# db_csv = cwd.replace(\"\\\\\", \"/\") + \"/\" + DB_CSV\n",
    "# static_csv = cwd.replace(\"\\\\\", \"/\") + \"/\" + STATIC_CSV\n",
    "\n",
    "# # GET DB SCRIPTS PATH\n",
    "# db_scripts = \"\"\n",
    "# with open(db_csv, \"r\") as file:\n",
    "#     next(file)\n",
    "#     for row in file:\n",
    "#         db_scripts = row.strip().replace(\"\\\\\", \"/\") + \"/\"\n",
    "# db_setup(db_scripts, tab=False, idx=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate a set of usable trip and service ids from the DB\n",
    "def push_routes(filepath):\n",
    "    try:\n",
    "        connection = mysql.connector.connect(host='localhost', database='gtfs', user='root', \\\n",
    "                                             password='admin', client_flags=[ClientFlag.LOCAL_FILES])\n",
    "        print(\"Connected to DB ...\", ClientFlag.LOCAL_FILES)\n",
    "        \n",
    "        #\n",
    "#         sel_sql = ( \" SELECT DISTINCT ROUTE_SHORT_NAME, \"\n",
    "#                 \" CASE ROUTE_TYPE \"\n",
    "#                 \" WHEN '0' THEN 'TRAM'\"\n",
    "#                 \" WHEN '1' THEN 'SUBWAY'\"\n",
    "#                 \" WHEN '2' THEN 'RAIL'\"\n",
    "#                 \" WHEN '3' THEN 'BUS'\"\n",
    "#                 \" WHEN '4' THEN 'FERRY'\"\n",
    "#                 \" END AS ROUTE_TYPE\"\n",
    "#                 \" FROM GTFS.ROUTES ORDER BY ABS(ROUTE_SHORT_NAME), ROUTE_TYPE;\" )\n",
    "        \n",
    "        sel_sql = ( \" SELECT DISTINCT R.ROUTE_SHORT_NAME,\"\n",
    "                    \" CASE R.ROUTE_TYPE \"\n",
    "                    \" WHEN '0' THEN 'TRAM'\"\n",
    "                    \" WHEN '1' THEN 'SUBWAY'\"\n",
    "                    \" WHEN '2' THEN 'RAIL'\"\n",
    "                    \" WHEN '3' THEN 'BUS'\"\n",
    "                    \" WHEN '4' THEN 'FERRY'\"\n",
    "                    \" END AS ROUTE_TYPE\"\n",
    "                    \" FROM GTFS.ROUTES R, GTFS.TRIPS T\"\n",
    "                    \" WHERE R.ROUTE_ID = T.ROUTE_ID\"\n",
    "                    \" AND T.TRIP_ID IN (\"\n",
    "                    \" SELECT DISTINCT ST.TRIP_ID\"\n",
    "                    \" FROM GTFS.STOP_TIMES ST, GTFS.STOPS S\"\n",
    "                    \" WHERE ST.STOP_ID = S.STOP_ID\"\n",
    "                    \" AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%'\"\n",
    "                    \" AND S.STOP_ID NOT LIKE '%stoparea%');\" )\n",
    "        \n",
    "        cursor = connection.cursor()\n",
    "        print(\"push_routes() ... \")\n",
    "        print(\"FILEPATH received : \", filepath)\n",
    "        print(sel_sql)\n",
    "        cursor.execute(sel_sql)\n",
    "        all_rows = cursor.fetchall()\n",
    "        \n",
    "        with open(filepath + 'routes_list.csv', 'w') as myfile:\n",
    "            for row in all_rows:\n",
    "                myfile.write(row[0] + \",\" + row[1] + \"\\n\")\n",
    "            print(\"Data write success ... \")\n",
    "            print(\"Please check CSV file ROUTES.CSV at \" + filepath)\n",
    "            \n",
    "#         with open(filepath + 'routes_list.csv', 'w') as myfile:\n",
    "#             wr = csv.writer(myfile)\n",
    "#             for row in all_rows:\n",
    "#                 wr.writerow(row)\n",
    "#             print(\"Data write success ... \")\n",
    "#             print(\"Please check CSV file ROUTES.CSV at \" + filepath)\n",
    "    \n",
    "    except mysql.connector.Error as error :\n",
    "        print(cursor.statement)\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"Failed fetching data from GTFS.ROUTES ... {}\".format(error))\n",
    "        \n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "            print(\"MySQL connection is closed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kakka\\Documents\\GTFS_\\code\n",
      "Connected to DB ... 128\n",
      "push_routes() ... \n",
      "FILEPATH received :  C:/Users/kakka/Documents/GTFS_/code/\n",
      " SELECT DISTINCT R.ROUTE_SHORT_NAME, CASE R.ROUTE_TYPE  WHEN '0' THEN 'TRAM' WHEN '1' THEN 'SUBWAY' WHEN '2' THEN 'RAIL' WHEN '3' THEN 'BUS' WHEN '4' THEN 'FERRY' END AS ROUTE_TYPE FROM GTFS.ROUTES R, GTFS.TRIPS T WHERE R.ROUTE_ID = T.ROUTE_ID AND T.TRIP_ID IN ( SELECT DISTINCT ST.TRIP_ID FROM GTFS.STOP_TIMES ST, GTFS.STOPS S WHERE ST.STOP_ID = S.STOP_ID AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%' AND S.STOP_ID NOT LIKE '%stoparea%');\n",
      "Data write success ... \n",
      "Please check CSV file ROUTES.CSV at C:/Users/kakka/Documents/GTFS_/code/\n",
      "MySQL connection is closed\n"
     ]
    }
   ],
   "source": [
    "# GENERATE ROUTE DETAILS FOR USER\n",
    "# cwd = os.getcwd()\n",
    "# print(cwd)\n",
    "# push_routes(cwd.replace(\"\\\\\", \"/\") + \"/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Required to parse GTFS real-time feed\n",
    "from google.transit import gtfs_realtime_pb2\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# READ THE SET OF TRANSIT LINES FOR WHICH THE USER WANTS TO EXTRACT STOP TIME DETAILS\n",
    "def read_userpref(filepath):\n",
    "    try:\n",
    "        connection = mysql.connector.connect(host='localhost', database='gtfs', user='root', \\\n",
    "                                             password='admin', client_flags=[ClientFlag.LOCAL_FILES])\n",
    "        print(\"Connected to DB ...\", ClientFlag.LOCAL_FILES)\n",
    "        \n",
    "        # Open and read the file as a single buffer\n",
    "        fd = open(filepath + 'user_routes.csv', 'r')\n",
    "        usrFile = fd.read()\n",
    "        fd.close()\n",
    "        \n",
    "        lines = usrFile.split(\"\\n\")\n",
    "        print(lines)\n",
    "        \n",
    "        routes = []\n",
    "\n",
    "        sel_sql = (\" SELECT DISTINCT ROUTE_ID, ROUTE_TYPE, ROUTE_SHORT_NAME\"\n",
    "                   \" FROM GTFS.ROUTES\"\n",
    "                   \" WHERE ROUTE_TYPE = %s\"\n",
    "                   \" AND ROUTE_SHORT_NAME = %s\"\n",
    "                   \" AND AGENCY_ID = 'GVB'\"\n",
    "                   \" ORDER BY ROUTE_ID;\")\n",
    "        \n",
    "        cursor = connection.cursor()\n",
    "        print(\"read_userpref() ... \")\n",
    "        print(\"FILEPATH received : \", filepath)\n",
    "        print(sel_sql)\n",
    "        \n",
    "        for line in lines:\n",
    "            line = line.split(',')\n",
    "            print(line)\n",
    "            # REVERSE MAP ROUTE TYPE\n",
    "#             \" WHEN '0' THEN 'TRAM'\"\n",
    "#             \" WHEN '1' THEN 'SUBWAY'\"\n",
    "#             \" WHEN '2' THEN 'RAIL'\"\n",
    "#             \" WHEN '3' THEN 'BUS'\"\n",
    "#             \" WHEN '4' THEN 'FERRY'\"\n",
    "            if line[1] == 'TRAM':\n",
    "                line[1] = 0\n",
    "            elif line[1] == 'SUBWAY':\n",
    "                line[1] = 1\n",
    "            elif line[1] == 'RAIL':\n",
    "                line[1] = 2\n",
    "            elif line[1] == 'BUS':\n",
    "                line[1] = 3\n",
    "            elif line[1] == 'FERRY':\n",
    "                line[1] = 4\n",
    "            cursor.execute(sel_sql, (line[1], line[0]))\n",
    "            routes.append([r for r in cursor.fetchall()])\n",
    "            \n",
    "        return routes\n",
    "    \n",
    "    except mysql.connector.Error as error :\n",
    "        print(cursor.statement)\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"Failed inserting record into table \" + tablename + \" from \" + filename + \" ... {}\".format(error))\n",
    "        \n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "#             print(\"MySQL connection is closed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# INSERT REALTIME DATA TO DB\n",
    "def insert_rtdata(trip_updates):\n",
    "    try:\n",
    "        connection = mysql.connector.connect(host='localhost', database='gtfs', user='root', password='admin')\n",
    "        cursor = connection.cursor()\n",
    "        tu_query = \"\"\" INSERT INTO GTFS.trip_updates\n",
    "                        (entity_id, route_id, route_short_name, route_type, trip_id, direction_id, start_date, start_time,\n",
    "                        stop_sequence, stop_id, arrival_time, arrival_delay, departure_time, departure_delay, fetch_time)\n",
    "                        VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s);\"\"\"\n",
    "        # INCREASE PACKET SIZE TO BULK INSERT DATA\n",
    "        packet_sql = 'SET GLOBAL max_allowed_packet=256*1024*1024'\n",
    "        cursor.execute(packet_sql)\n",
    "        result  = cursor.executemany(tu_query, trip_updates)\n",
    "        connection.commit()\n",
    "#         print(\"Record inserted successfully into GTFS.trip_updates table ... \")\n",
    "        \n",
    "    except mysql.connector.Error as error :\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"Failed inserting record into GTFS.trip_updates table ... {}\".format(error))\n",
    "\n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "#             print(\"MySQL connection is closed ... \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_gtfsrt(user_routes):\n",
    "    all_tus = []\n",
    "    feed = gtfs_realtime_pb2.FeedMessage()\n",
    "    response = requests.get('http://gtfs.ovapi.nl/nl/tripUpdates.pb')\n",
    "\n",
    "    if(response.status_code == 200):\n",
    "        feed.ParseFromString(response.content)\n",
    "        ts = datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "        for entity in feed.entity:\n",
    "          if entity.HasField('trip_update'):\n",
    "            for ur in user_routes:\n",
    "                for u in ur:\n",
    "                    if(entity.trip_update.trip.route_id == str(u[0])):\n",
    "#                         print(\"entity.id --- \", entity.id)\n",
    "                        for x in entity.trip_update.stop_time_update:\n",
    "                            all_tus.append((entity.id, entity.trip_update.trip.route_id, u[2], u[1], entity.trip_update.trip.trip_id, \\\n",
    "                                            entity.trip_update.trip.direction_id, entity.trip_update.trip.start_date, \\\n",
    "                                            entity.trip_update.trip.start_time, x.stop_sequence, x.stop_id, x.arrival.time, \\\n",
    "                                            x.arrival.delay, x.departure.time, x.departure.delay, ts))\n",
    "    else:\n",
    "        print(\"ERROR FETCHING REALTIME DATA FROM THE gtfs.ovapi.nl server\")\n",
    "        print(response.reason)\n",
    "\n",
    "    print(len(all_tus))\n",
    "    insert_rtdata(all_tus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "RETRIEVAL_FREQ = 60\n",
    "RETRIEVAL_TIME = 60 * 24 * 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kakka\\Documents\\GTFS_\\code\n",
      "Connected to DB ... 128\n",
      "['54,SUBWAY', '51,SUBWAY', '24,TRAM', '4,TRAM', '281,BUS', '22,BUS', '901,FERRY', '907,FERRY']\n",
      "read_userpref() ... \n",
      "FILEPATH received :  C:/Users/kakka/Documents/GTFS_/code/\n",
      " SELECT DISTINCT ROUTE_ID, ROUTE_TYPE, ROUTE_SHORT_NAME FROM GTFS.ROUTES WHERE ROUTE_TYPE = %s AND ROUTE_SHORT_NAME = %s AND AGENCY_ID = 'GVB' ORDER BY ROUTE_ID;\n",
      "['54', 'SUBWAY']\n",
      "['51', 'SUBWAY']\n",
      "['24', 'TRAM']\n",
      "['4', 'TRAM']\n",
      "['281', 'BUS']\n",
      "['22', 'BUS']\n",
      "['901', 'FERRY']\n",
      "['907', 'FERRY']\n",
      "[[(468, 1, '54')], [(481, 1, '51'), (63198, 1, '51')], [(49928, 0, '24')], [(61617, 0, '4')], [(60668, 3, '281')], [(60659, 3, '22')], [(491, 4, '901')], [(486, 4, '907')]]\n",
      "STARTTIME ...  1550249436.817089\n",
      "608\n",
      "DONE COUNT ...  1  ...  1550249445.2511895  ...  2019-02-15 17:50:45\n",
      "611\n",
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      "573\n",
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      "583\n",
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      "591\n",
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      "575\n",
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      "591\n",
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      "592\n",
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      "578\n",
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      "592\n",
      "DONE COUNT ...  12  ...  1550250109.4652486  ...  2019-02-15 18:01:49\n",
      "615\n",
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      "612\n",
      "DONE COUNT ...  14  ...  1550250227.8353457  ...  2019-02-15 18:03:47\n",
      "591\n",
      "DONE COUNT ...  15  ...  1550250288.2335658  ...  2019-02-15 18:04:48\n",
      "589\n",
      "DONE COUNT ...  16  ...  1550250348.1416018  ...  2019-02-15 18:05:48\n",
      "604\n",
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      "588\n",
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      "600\n",
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      "574\n",
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      "591\n",
      "DONE COUNT ...  21  ...  1550250652.4483  ...  2019-02-15 18:10:52\n",
      "561\n",
      "DONE COUNT ...  22  ...  1550250711.686776  ...  2019-02-15 18:11:51\n",
      "578\n",
      "DONE COUNT ...  23  ...  1550250772.5283046  ...  2019-02-15 18:12:52\n",
      "578\n",
      "DONE COUNT ...  24  ...  1550250831.9903352  ...  2019-02-15 18:13:51\n",
      "577\n",
      "DONE COUNT ...  25  ...  1550250892.574959  ...  2019-02-15 18:14:52\n",
      "558\n",
      "DONE COUNT ...  26  ...  1550250949.6625063  ...  2019-02-15 18:15:49\n",
      "578\n",
      "DONE COUNT ...  27  ...  1550251018.7896936  ...  2019-02-15 18:16:58\n",
      "573\n",
      "DONE COUNT ...  28  ...  1550251066.0040011  ...  2019-02-15 18:17:46\n",
      "590\n",
      "DONE COUNT ...  29  ...  1550251128.5671437  ...  2019-02-15 18:18:48\n",
      "557\n",
      "DONE COUNT ...  30  ...  1550251186.7448764  ...  2019-02-15 18:19:46\n",
      "573\n",
      "DONE COUNT ...  31  ...  1550251246.6117964  ...  2019-02-15 18:20:46\n",
      "567\n",
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      "548\n",
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      "542\n",
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      "558\n",
      "DONE COUNT ...  35  ...  1550251483.4093099  ...  2019-02-15 18:24:43\n",
      "538\n",
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      "517\n",
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      "508\n",
      "DONE COUNT ...  38  ...  1550251663.1071012  ...  2019-02-15 18:27:43\n",
      "520\n",
      "DONE COUNT ...  39  ...  1550251723.0310397  ...  2019-02-15 18:28:43\n",
      "510\n",
      "DONE COUNT ...  40  ...  1550251782.8175135  ...  2019-02-15 18:29:42\n",
      "506\n",
      "DONE COUNT ...  41  ...  1550251842.801  ...  2019-02-15 18:30:42\n",
      "514\n",
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      "539\n",
      "DONE COUNT ...  43  ...  1550251962.6734347  ...  2019-02-15 18:32:42\n",
      "550\n",
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      "544\n",
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      "554\n",
      "DONE COUNT ...  46  ...  1550252142.805639  ...  2019-02-15 18:35:42\n",
      "571\n",
      "DONE COUNT ...  47  ...  1550252202.6824005  ...  2019-02-15 18:36:42\n",
      "559\n",
      "DONE COUNT ...  48  ...  1550252262.6896951  ...  2019-02-15 18:37:42\n",
      "546\n",
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      "547\n",
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      "553\n",
      "DONE COUNT ...  51  ...  1550252442.6695728  ...  2019-02-15 18:40:42\n",
      "516\n",
      "DONE COUNT ...  52  ...  1550252502.525967  ...  2019-02-15 18:41:42\n",
      "535\n",
      "DONE COUNT ...  53  ...  1550252562.688478  ...  2019-02-15 18:42:42\n",
      "551\n",
      "DONE COUNT ...  54  ...  1550252622.5880885  ...  2019-02-15 18:43:42\n",
      "545\n",
      "DONE COUNT ...  55  ...  1550252682.7245219  ...  2019-02-15 18:44:42\n",
      "529\n",
      "DONE COUNT ...  56  ...  1550252742.4920926  ...  2019-02-15 18:45:42\n",
      "538\n",
      "DONE COUNT ...  57  ...  1550252802.2420578  ...  2019-02-15 18:46:42\n",
      "535\n",
      "DONE COUNT ...  58  ...  1550252862.401395  ...  2019-02-15 18:47:42\n",
      "521\n",
      "DONE COUNT ...  59  ...  1550252922.3927722  ...  2019-02-15 18:48:42\n",
      "494\n",
      "DONE COUNT ...  60  ...  1550252982.2401092  ...  2019-02-15 18:49:42\n",
      "525\n",
      "DONE COUNT ...  61  ...  1550253042.330835  ...  2019-02-15 18:50:42\n",
      "528\n",
      "DONE COUNT ...  62  ...  1550253102.3608675  ...  2019-02-15 18:51:42\n",
      "511\n",
      "DONE COUNT ...  63  ...  1550253162.0988116  ...  2019-02-15 18:52:42\n",
      "507\n",
      "DONE COUNT ...  64  ...  1550253222.253355  ...  2019-02-15 18:53:42\n",
      "516\n",
      "DONE COUNT ...  65  ...  1550253282.1479247  ...  2019-02-15 18:54:42\n",
      "519\n",
      "DONE COUNT ...  66  ...  1550253342.1955745  ...  2019-02-15 18:55:42\n",
      "529\n",
      "DONE COUNT ...  67  ...  1550253402.0831206  ...  2019-02-15 18:56:42\n",
      "516\n",
      "DONE COUNT ...  68  ...  1550253462.2061954  ...  2019-02-15 18:57:42\n",
      "537\n",
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      "534\n",
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      "521\n",
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      "496\n",
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      "499\n",
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      "502\n",
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      "516\n",
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      "482\n",
      "DONE COUNT ...  79  ...  1550254121.8848314  ...  2019-02-15 19:08:41\n",
      "472\n",
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      "482\n",
      "DONE COUNT ...  81  ...  1550254242.6205618  ...  2019-02-15 19:10:42\n",
      "488\n",
      "DONE COUNT ...  82  ...  1550254302.3804498  ...  2019-02-15 19:11:42\n",
      "469\n",
      "DONE COUNT ...  83  ...  1550254362.3002644  ...  2019-02-15 19:12:42\n",
      "465\n",
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      "479\n",
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      "436\n",
      "DONE COUNT ...  89  ...  1550254722.2244864  ...  2019-02-15 19:18:42\n",
      "449\n",
      "DONE COUNT ...  90  ...  1550254781.8642433  ...  2019-02-15 19:19:41\n",
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      "DONE COUNT ...  91  ...  1550254842.0743082  ...  2019-02-15 19:20:42\n",
      "433\n",
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      "426\n",
      "DONE COUNT ...  98  ...  1550255261.7019508  ...  2019-02-15 19:27:41\n",
      "394\n",
      "DONE COUNT ...  99  ...  1550255321.4410937  ...  2019-02-15 19:28:41\n",
      "405\n",
      "DONE COUNT ...  100  ...  1550255381.7959273  ...  2019-02-15 19:29:41\n",
      "412\n",
      "DONE COUNT ...  101  ...  1550255441.1914432  ...  2019-02-15 19:30:41\n",
      "410\n",
      "DONE COUNT ...  102  ...  1550255501.5563896  ...  2019-02-15 19:31:41\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "408\n",
      "DONE COUNT ...  103  ...  1550255561.3365622  ...  2019-02-15 19:32:41\n",
      "396\n",
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      "410\n",
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      "409\n",
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      "408\n",
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      "DONE COUNT ...  345  ...  1550270079.1868935  ...  2019-02-15 23:34:39\n",
      "283\n",
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      "294\n",
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      "299\n",
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      "296\n",
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      "289\n",
      "DONE COUNT ...  350  ...  1550270379.1398635  ...  2019-02-15 23:39:39\n",
      "286\n",
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      "282\n",
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      "296\n",
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      "292\n",
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      "311\n",
      "DONE COUNT ...  355  ...  1550270679.065292  ...  2019-02-15 23:44:39\n",
      "305\n",
      "DONE COUNT ...  356  ...  1550270739.0108414  ...  2019-02-15 23:45:39\n",
      "291\n",
      "DONE COUNT ...  357  ...  1550270799.073822  ...  2019-02-15 23:46:39\n",
      "285\n",
      "DONE COUNT ...  358  ...  1550270859.0115416  ...  2019-02-15 23:47:39\n",
      "278\n",
      "DONE COUNT ...  359  ...  1550270919.0326998  ...  2019-02-15 23:48:39\n",
      "277\n",
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      "280\n",
      "DONE COUNT ...  361  ...  1550271038.9396193  ...  2019-02-15 23:50:38\n",
      "291\n",
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      "296\n",
      "DONE COUNT ...  363  ...  1550271158.8810806  ...  2019-02-15 23:52:38\n",
      "272\n",
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      "263\n",
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      "262\n",
      "DONE COUNT ...  366  ...  1550271338.9636235  ...  2019-02-15 23:55:38\n",
      "271\n",
      "DONE COUNT ...  367  ...  1550271398.9033332  ...  2019-02-15 23:56:38\n",
      "283\n",
      "DONE COUNT ...  368  ...  1550271458.9479845  ...  2019-02-15 23:57:38\n",
      "272\n",
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      "278\n",
      "DONE COUNT ...  370  ...  1550271578.8632867  ...  2019-02-15 23:59:38\n",
      "289\n",
      "DONE COUNT ...  371  ...  1550271638.966862  ...  2019-02-16 00:00:38\n",
      "272\n",
      "DONE COUNT ...  372  ...  1550271698.7496371  ...  2019-02-16 00:01:38\n",
      "259\n",
      "DONE COUNT ...  373  ...  1550271758.8382177  ...  2019-02-16 00:02:38\n",
      "262\n",
      "DONE COUNT ...  374  ...  1550271818.819197  ...  2019-02-16 00:03:38\n",
      "275\n",
      "DONE COUNT ...  375  ...  1550271878.9693236  ...  2019-02-16 00:04:38\n",
      "283\n",
      "DONE COUNT ...  376  ...  1550271938.9931214  ...  2019-02-16 00:05:38\n",
      "285\n",
      "DONE COUNT ...  377  ...  1550271998.956101  ...  2019-02-16 00:06:38\n",
      "283\n",
      "DONE COUNT ...  378  ...  1550272058.943037  ...  2019-02-16 00:07:38\n",
      "284\n",
      "DONE COUNT ...  379  ...  1550272118.821335  ...  2019-02-16 00:08:38\n",
      "278\n",
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      "267\n",
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      "266\n",
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      "265\n",
      "DONE COUNT ...  383  ...  1550272358.832019  ...  2019-02-16 00:12:38\n",
      "263\n",
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      "268\n",
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      "269\n",
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      "248\n",
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      "236\n",
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      "237\n",
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      "255\n",
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      "262\n",
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      "261\n",
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      "268\n",
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      "256\n",
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      "239\n",
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      "235\n",
      "DONE COUNT ...  396  ...  1550273138.639768  ...  2019-02-16 00:25:38\n",
      "230\n",
      "DONE COUNT ...  397  ...  1550273198.532165  ...  2019-02-16 00:26:38\n",
      "236\n",
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      "230\n",
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      "237\n",
      "DONE COUNT ...  400  ...  1550273378.3814006  ...  2019-02-16 00:29:38\n",
      "231\n",
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      "209\n",
      "DONE COUNT ...  402  ...  1550273498.3443012  ...  2019-02-16 00:31:38\n",
      "205\n",
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      "207\n",
      "DONE COUNT ...  404  ...  1550273618.2717886  ...  2019-02-16 00:33:38\n",
      "208\n",
      "DONE COUNT ...  405  ...  1550273678.1846383  ...  2019-02-16 00:34:38\n",
      "212\n",
      "DONE COUNT ...  406  ...  1550273738.3060458  ...  2019-02-16 00:35:38\n",
      "199\n",
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      "203\n",
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      "194\n",
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      "182\n",
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      "171\n",
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      "172\n",
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      "174\n",
      "DONE COUNT ...  413  ...  1550274158.1170104  ...  2019-02-16 00:42:38\n",
      "166\n",
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      "168\n",
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      "164\n",
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      "170\n",
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      "152\n",
      "DONE COUNT ...  418  ...  1550274458.0088165  ...  2019-02-16 00:47:38\n",
      "152\n",
      "DONE COUNT ...  419  ...  1550274518.0000024  ...  2019-02-16 00:48:38\n",
      "136\n",
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      "134\n",
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      "126\n",
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      "124\n",
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      "100\n",
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      "90\n",
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      "83\n",
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      "58\n",
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      "DONE COUNT ...  432  ...  1550275297.6717243  ...  2019-02-16 01:01:37\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "55\n",
      "DONE COUNT ...  433  ...  1550275357.6228595  ...  2019-02-16 01:02:37\n",
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      "22\n",
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      "27\n",
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      "17\n",
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      "24\n",
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      "29\n",
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      "28\n",
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      "15\n",
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      "16\n",
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      "17\n",
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      "18\n",
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      "18\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "DONE COUNT ...  699  ...  1550291317.550766  ...  2019-02-16 05:28:37\n",
      "31\n",
      "DONE COUNT ...  700  ...  1550291377.6068306  ...  2019-02-16 05:29:37\n",
      "31\n",
      "DONE COUNT ...  701  ...  1550291437.5358932  ...  2019-02-16 05:30:37\n",
      "31\n",
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      "31\n",
      "DONE COUNT ...  703  ...  1550291557.6283243  ...  2019-02-16 05:32:37\n",
      "37\n",
      "DONE COUNT ...  704  ...  1550291617.4958386  ...  2019-02-16 05:33:37\n",
      "35\n",
      "DONE COUNT ...  705  ...  1550291677.6262355  ...  2019-02-16 05:34:37\n",
      "36\n",
      "DONE COUNT ...  706  ...  1550291737.5473306  ...  2019-02-16 05:35:37\n",
      "36\n",
      "DONE COUNT ...  707  ...  1550291797.5848742  ...  2019-02-16 05:36:37\n",
      "29\n",
      "DONE COUNT ...  708  ...  1550291857.5570629  ...  2019-02-16 05:37:37\n",
      "29\n",
      "DONE COUNT ...  709  ...  1550291917.6125698  ...  2019-02-16 05:38:37\n",
      "30\n",
      "DONE COUNT ...  710  ...  1550291977.5297327  ...  2019-02-16 05:39:37\n",
      "30\n",
      "DONE COUNT ...  711  ...  1550292037.5988135  ...  2019-02-16 05:40:37\n",
      "31\n",
      "DONE COUNT ...  712  ...  1550292097.5730445  ...  2019-02-16 05:41:37\n",
      "35\n",
      "DONE COUNT ...  713  ...  1550292157.60598  ...  2019-02-16 05:42:37\n",
      "38\n",
      "DONE COUNT ...  714  ...  1550292217.6320622  ...  2019-02-16 05:43:37\n",
      "40\n",
      "DONE COUNT ...  715  ...  1550292277.6080027  ...  2019-02-16 05:44:37\n",
      "38\n",
      "DONE COUNT ...  716  ...  1550292337.577157  ...  2019-02-16 05:45:37\n",
      "31\n",
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      "32\n",
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      "32\n",
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      "30\n",
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      "32\n",
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      "33\n",
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      "36\n",
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      "35\n",
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      "34\n",
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      "33\n",
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      "33\n",
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      "33\n",
      "DONE COUNT ...  730  ...  1550293177.574984  ...  2019-02-16 05:59:37\n",
      "33\n",
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      "33\n",
      "DONE COUNT ...  732  ...  1550293297.6317124  ...  2019-02-16 06:01:37\n",
      "33\n",
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      "35\n",
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      "28\n",
      "DONE COUNT ...  735  ...  1550293477.5680096  ...  2019-02-16 06:04:37\n",
      "28\n",
      "DONE COUNT ...  736  ...  1550293537.7027996  ...  2019-02-16 06:05:37\n",
      "25\n",
      "DONE COUNT ...  737  ...  1550293597.6069674  ...  2019-02-16 06:06:37\n",
      "28\n",
      "DONE COUNT ...  738  ...  1550293657.5922017  ...  2019-02-16 06:07:37\n",
      "35\n",
      "DONE COUNT ...  739  ...  1550293717.6572132  ...  2019-02-16 06:08:37\n",
      "49\n",
      "DONE COUNT ...  740  ...  1550293777.5925555  ...  2019-02-16 06:09:37\n",
      "51\n",
      "DONE COUNT ...  741  ...  1550293837.6391664  ...  2019-02-16 06:10:37\n",
      "54\n",
      "DONE COUNT ...  742  ...  1550293897.6062224  ...  2019-02-16 06:11:37\n",
      "54\n",
      "DONE COUNT ...  743  ...  1550293957.6593988  ...  2019-02-16 06:12:37\n",
      "53\n",
      "DONE COUNT ...  744  ...  1550294017.6130385  ...  2019-02-16 06:13:37\n",
      "49\n",
      "DONE COUNT ...  745  ...  1550294077.672664  ...  2019-02-16 06:14:37\n",
      "51\n",
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      "42\n",
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      "49\n",
      "DONE COUNT ...  748  ...  1550294257.6645622  ...  2019-02-16 06:17:37\n",
      "48\n",
      "DONE COUNT ...  749  ...  1550294317.6210327  ...  2019-02-16 06:18:37\n",
      "51\n",
      "DONE COUNT ...  750  ...  1550294377.644858  ...  2019-02-16 06:19:37\n",
      "54\n",
      "DONE COUNT ...  751  ...  1550294437.6368797  ...  2019-02-16 06:20:37\n",
      "58\n",
      "DONE COUNT ...  752  ...  1550294497.6527848  ...  2019-02-16 06:21:37\n",
      "81\n",
      "DONE COUNT ...  753  ...  1550294557.7270958  ...  2019-02-16 06:22:37\n",
      "84\n",
      "DONE COUNT ...  754  ...  1550294617.7022345  ...  2019-02-16 06:23:37\n",
      "88\n",
      "DONE COUNT ...  755  ...  1550294677.6426826  ...  2019-02-16 06:24:37\n",
      "95\n",
      "DONE COUNT ...  756  ...  1550294737.659633  ...  2019-02-16 06:25:37\n",
      "92\n",
      "DONE COUNT ...  757  ...  1550294797.7721074  ...  2019-02-16 06:26:37\n",
      "103\n",
      "DONE COUNT ...  758  ...  1550294857.685872  ...  2019-02-16 06:27:37\n",
      "102\n",
      "DONE COUNT ...  759  ...  1550294917.7330003  ...  2019-02-16 06:28:37\n",
      "103\n",
      "DONE COUNT ...  760  ...  1550294977.7793782  ...  2019-02-16 06:29:37\n",
      "107\n",
      "DONE COUNT ...  761  ...  1550295037.750436  ...  2019-02-16 06:30:37\n",
      "113\n",
      "DONE COUNT ...  762  ...  1550295097.733758  ...  2019-02-16 06:31:37\n",
      "117\n",
      "DONE COUNT ...  763  ...  1550295157.8578222  ...  2019-02-16 06:32:37\n",
      "120\n",
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      "111\n",
      "DONE COUNT ...  765  ...  1550295277.7605515  ...  2019-02-16 06:34:37\n",
      "134\n",
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      "154\n",
      "DONE COUNT ...  767  ...  1550295397.7875571  ...  2019-02-16 06:36:37\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "146\n",
      "DONE COUNT ...  768  ...  1550295457.8252563  ...  2019-02-16 06:37:37\n",
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      "282\n",
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      "301\n",
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      "300\n",
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      "305\n",
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      "314\n",
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      "313\n",
      "DONE COUNT ...  875  ...  1550301880.9698255  ...  2019-02-16 08:24:40\n",
      "311\n",
      "DONE COUNT ...  876  ...  1550301940.2743506  ...  2019-02-16 08:25:40\n",
      "323\n",
      "DONE COUNT ...  877  ...  1550302000.2995062  ...  2019-02-16 08:26:40\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "331\n",
      "DONE COUNT ...  878  ...  1550302060.3155107  ...  2019-02-16 08:27:40\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "477\n",
      "DONE COUNT ...  1051  ...  1550312441.9973238  ...  2019-02-16 11:20:41\n",
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      "495\n",
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      "498\n",
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      "505\n",
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      "476\n",
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      "475\n",
      "DONE COUNT ...  1060  ...  1550312981.8240736  ...  2019-02-16 11:29:41\n",
      "476\n",
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      "474\n",
      "DONE COUNT ...  1062  ...  1550313101.5441766  ...  2019-02-16 11:31:41\n",
      "482\n",
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      "482\n",
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      "461\n",
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      "460\n",
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      "488\n",
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      "501\n",
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      "470\n",
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      "480\n",
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      "472\n",
      "DONE COUNT ...  1071  ...  1550313642.0721974  ...  2019-02-16 11:40:42\n",
      "464\n",
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      "481\n",
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      "491\n",
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      "461\n",
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      "466\n",
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      "479\n",
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      "484\n",
      "DONE COUNT ...  1078  ...  1550314061.9111571  ...  2019-02-16 11:47:41\n",
      "447\n",
      "DONE COUNT ...  1079  ...  1550314121.6358416  ...  2019-02-16 11:48:41\n",
      "453\n",
      "DONE COUNT ...  1080  ...  1550314181.738852  ...  2019-02-16 11:49:41\n",
      "437\n",
      "DONE COUNT ...  1081  ...  1550314241.869353  ...  2019-02-16 11:50:41\n",
      "432\n",
      "DONE COUNT ...  1082  ...  1550314301.6454656  ...  2019-02-16 11:51:41\n",
      "441\n",
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      "454\n",
      "DONE COUNT ...  1084  ...  1550314421.9846656  ...  2019-02-16 11:53:41\n",
      "453\n",
      "DONE COUNT ...  1085  ...  1550314481.6141942  ...  2019-02-16 11:54:41\n",
      "467\n",
      "DONE COUNT ...  1086  ...  1550314542.0051253  ...  2019-02-16 11:55:42\n",
      "461\n",
      "DONE COUNT ...  1087  ...  1550314601.6680796  ...  2019-02-16 11:56:41\n",
      "473\n",
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      "467\n",
      "DONE COUNT ...  1089  ...  1550314721.667205  ...  2019-02-16 11:58:41\n",
      "494\n",
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      "485\n",
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      "479\n",
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      "490\n",
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      "497\n",
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      "452\n",
      "DONE COUNT ...  1095  ...  1550315081.5741644  ...  2019-02-16 12:04:41\n",
      "450\n",
      "DONE COUNT ...  1096  ...  1550315141.7973616  ...  2019-02-16 12:05:41\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "454\n",
      "DONE COUNT ...  1097  ...  1550315202.2901654  ...  2019-02-16 12:06:42\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "442\n",
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      "443\n",
      "DONE COUNT ...  1226  ...  1550322943.259631  ...  2019-02-16 14:15:43\n",
      "444\n",
      "DONE COUNT ...  1227  ...  1550323003.1595132  ...  2019-02-16 14:16:43\n",
      "461\n",
      "DONE COUNT ...  1228  ...  1550323063.4643126  ...  2019-02-16 14:17:43\n",
      "480\n",
      "DONE COUNT ...  1229  ...  1550323124.839368  ...  2019-02-16 14:18:44\n",
      "487\n",
      "DONE COUNT ...  1230  ...  1550323183.1694982  ...  2019-02-16 14:19:43\n",
      "468\n",
      "DONE COUNT ...  1231  ...  1550323243.1443868  ...  2019-02-16 14:20:43\n",
      "472\n",
      "DONE COUNT ...  1232  ...  1550323303.1434214  ...  2019-02-16 14:21:43\n",
      "476\n",
      "DONE COUNT ...  1233  ...  1550323363.7093954  ...  2019-02-16 14:22:43\n",
      "475\n",
      "DONE COUNT ...  1234  ...  1550323423.335035  ...  2019-02-16 14:23:43\n",
      "461\n",
      "DONE COUNT ...  1235  ...  1550323483.2418318  ...  2019-02-16 14:24:43\n",
      "446\n",
      "DONE COUNT ...  1236  ...  1550323542.871756  ...  2019-02-16 14:25:42\n",
      "443\n",
      "DONE COUNT ...  1237  ...  1550323602.6043963  ...  2019-02-16 14:26:42\n",
      "465\n",
      "DONE COUNT ...  1238  ...  1550323662.0730276  ...  2019-02-16 14:27:42\n",
      "451\n",
      "DONE COUNT ...  1239  ...  1550323721.8235455  ...  2019-02-16 14:28:41\n",
      "477\n",
      "DONE COUNT ...  1240  ...  1550323782.0464053  ...  2019-02-16 14:29:42\n",
      "471\n",
      "DONE COUNT ...  1241  ...  1550323841.6760097  ...  2019-02-16 14:30:41\n",
      "485\n",
      "DONE COUNT ...  1242  ...  1550323903.9362123  ...  2019-02-16 14:31:43\n",
      "485\n",
      "DONE COUNT ...  1243  ...  1550323962.6963334  ...  2019-02-16 14:32:42\n",
      "497\n",
      "DONE COUNT ...  1244  ...  1550324022.6882677  ...  2019-02-16 14:33:42\n",
      "481\n",
      "DONE COUNT ...  1245  ...  1550324081.8736465  ...  2019-02-16 14:34:41\n",
      "469\n",
      "DONE COUNT ...  1246  ...  1550324142.1498837  ...  2019-02-16 14:35:42\n",
      "466\n",
      "DONE COUNT ...  1247  ...  1550324201.8658311  ...  2019-02-16 14:36:41\n",
      "469\n",
      "DONE COUNT ...  1248  ...  1550324262.1083965  ...  2019-02-16 14:37:42\n",
      "489\n",
      "DONE COUNT ...  1249  ...  1550324321.9723184  ...  2019-02-16 14:38:41\n",
      "509\n",
      "DONE COUNT ...  1250  ...  1550324381.737643  ...  2019-02-16 14:39:41\n",
      "487\n",
      "DONE COUNT ...  1251  ...  1550324442.5490994  ...  2019-02-16 14:40:42\n",
      "479\n",
      "DONE COUNT ...  1252  ...  1550324502.0693078  ...  2019-02-16 14:41:42\n",
      "471\n",
      "DONE COUNT ...  1253  ...  1550324561.8694055  ...  2019-02-16 14:42:41\n",
      "469\n",
      "DONE COUNT ...  1254  ...  1550324621.9267197  ...  2019-02-16 14:43:41\n",
      "461\n",
      "DONE COUNT ...  1255  ...  1550324681.7925231  ...  2019-02-16 14:44:41\n",
      "471\n",
      "DONE COUNT ...  1256  ...  1550324742.1003623  ...  2019-02-16 14:45:42\n",
      "478\n",
      "DONE COUNT ...  1257  ...  1550324801.9738076  ...  2019-02-16 14:46:41\n",
      "481\n",
      "DONE COUNT ...  1258  ...  1550324862.0311017  ...  2019-02-16 14:47:42\n",
      "470\n",
      "DONE COUNT ...  1259  ...  1550324921.8225603  ...  2019-02-16 14:48:41\n",
      "476\n",
      "DONE COUNT ...  1260  ...  1550324981.9556034  ...  2019-02-16 14:49:41\n",
      "482\n",
      "DONE COUNT ...  1261  ...  1550325041.7729945  ...  2019-02-16 14:50:41\n",
      "476\n",
      "DONE COUNT ...  1262  ...  1550325102.0912483  ...  2019-02-16 14:51:42\n",
      "473\n",
      "DONE COUNT ...  1263  ...  1550325161.827729  ...  2019-02-16 14:52:41\n",
      "488\n",
      "DONE COUNT ...  1264  ...  1550325222.3576865  ...  2019-02-16 14:53:42\n",
      "466\n",
      "DONE COUNT ...  1265  ...  1550325282.4208279  ...  2019-02-16 14:54:42\n",
      "480\n",
      "DONE COUNT ...  1266  ...  1550325345.1823115  ...  2019-02-16 14:55:45\n",
      "473\n",
      "DONE COUNT ...  1267  ...  1550325402.851359  ...  2019-02-16 14:56:42\n",
      "476\n",
      "DONE COUNT ...  1268  ...  1550325463.2960768  ...  2019-02-16 14:57:43\n",
      "465\n",
      "DONE COUNT ...  1269  ...  1550325522.6116521  ...  2019-02-16 14:58:42\n",
      "477\n",
      "DONE COUNT ...  1270  ...  1550325584.3330376  ...  2019-02-16 14:59:44\n",
      "472\n",
      "DONE COUNT ...  1271  ...  1550325642.156415  ...  2019-02-16 15:00:42\n",
      "483\n",
      "DONE COUNT ...  1272  ...  1550325709.3085449  ...  2019-02-16 15:01:49\n",
      "489\n",
      "DONE COUNT ...  1273  ...  1550325766.8773942  ...  2019-02-16 15:02:46\n",
      "500\n",
      "DONE COUNT ...  1274  ...  1550325824.5335221  ...  2019-02-16 15:03:44\n",
      "473\n",
      "DONE COUNT ...  1275  ...  1550325884.4744148  ...  2019-02-16 15:04:44\n",
      "464\n",
      "DONE COUNT ...  1276  ...  1550325942.0433903  ...  2019-02-16 15:05:42\n",
      "466\n",
      "DONE COUNT ...  1277  ...  1550326002.2502162  ...  2019-02-16 15:06:42\n",
      "478\n",
      "DONE COUNT ...  1278  ...  1550326061.691464  ...  2019-02-16 15:07:41\n",
      "470\n",
      "DONE COUNT ...  1279  ...  1550326122.5802925  ...  2019-02-16 15:08:42\n",
      "496\n",
      "DONE COUNT ...  1280  ...  1550326181.7863948  ...  2019-02-16 15:09:41\n",
      "482\n",
      "DONE COUNT ...  1281  ...  1550326241.9825218  ...  2019-02-16 15:10:41\n",
      "478\n",
      "DONE COUNT ...  1282  ...  1550326302.0878153  ...  2019-02-16 15:11:42\n",
      "475\n",
      "DONE COUNT ...  1283  ...  1550326362.2118077  ...  2019-02-16 15:12:42\n",
      "466\n",
      "DONE COUNT ...  1284  ...  1550326421.6325321  ...  2019-02-16 15:13:41\n",
      "455\n",
      "DONE COUNT ...  1285  ...  1550326481.7577841  ...  2019-02-16 15:14:41\n",
      "455\n",
      "DONE COUNT ...  1286  ...  1550326542.063718  ...  2019-02-16 15:15:42\n",
      "483\n",
      "DONE COUNT ...  1287  ...  1550326601.814109  ...  2019-02-16 15:16:41\n",
      "491\n",
      "DONE COUNT ...  1288  ...  1550326661.611992  ...  2019-02-16 15:17:41\n",
      "478\n",
      "DONE COUNT ...  1289  ...  1550326723.1666026  ...  2019-02-16 15:18:43\n",
      "484\n",
      "DONE COUNT ...  1290  ...  1550326781.9701016  ...  2019-02-16 15:19:41\n",
      "461\n",
      "DONE COUNT ...  1291  ...  1550326842.0834968  ...  2019-02-16 15:20:42\n",
      "460\n",
      "DONE COUNT ...  1292  ...  1550326902.0331962  ...  2019-02-16 15:21:42\n",
      "466\n",
      "DONE COUNT ...  1293  ...  1550326962.497489  ...  2019-02-16 15:22:42\n",
      "476\n",
      "DONE COUNT ...  1294  ...  1550327022.0619268  ...  2019-02-16 15:23:42\n",
      "465\n",
      "DONE COUNT ...  1295  ...  1550327082.0600438  ...  2019-02-16 15:24:42\n",
      "473\n",
      "DONE COUNT ...  1296  ...  1550327142.057724  ...  2019-02-16 15:25:42\n",
      "466\n",
      "DONE COUNT ...  1297  ...  1550327201.8434668  ...  2019-02-16 15:26:41\n",
      "476\n",
      "DONE COUNT ...  1298  ...  1550327261.6495562  ...  2019-02-16 15:27:41\n",
      "471\n",
      "DONE COUNT ...  1299  ...  1550327321.7903762  ...  2019-02-16 15:28:41\n",
      "483\n",
      "DONE COUNT ...  1300  ...  1550327381.849774  ...  2019-02-16 15:29:41\n",
      "480\n",
      "DONE COUNT ...  1301  ...  1550327441.595862  ...  2019-02-16 15:30:41\n",
      "480\n",
      "DONE COUNT ...  1302  ...  1550327502.1057816  ...  2019-02-16 15:31:42\n",
      "503\n",
      "DONE COUNT ...  1303  ...  1550327562.0522344  ...  2019-02-16 15:32:42\n",
      "507\n",
      "DONE COUNT ...  1304  ...  1550327621.74639  ...  2019-02-16 15:33:41\n",
      "495\n",
      "DONE COUNT ...  1305  ...  1550327681.8892627  ...  2019-02-16 15:34:41\n",
      "492\n",
      "DONE COUNT ...  1306  ...  1550327741.929557  ...  2019-02-16 15:35:41\n",
      "503\n",
      "DONE COUNT ...  1307  ...  1550327802.1198933  ...  2019-02-16 15:36:42\n",
      "519\n",
      "DONE COUNT ...  1308  ...  1550327862.0528097  ...  2019-02-16 15:37:42\n",
      "508\n",
      "DONE COUNT ...  1309  ...  1550327922.0795135  ...  2019-02-16 15:38:42\n",
      "559\n",
      "DONE COUNT ...  1310  ...  1550327982.4775832  ...  2019-02-16 15:39:42\n",
      "574\n",
      "DONE COUNT ...  1311  ...  1550328041.8222456  ...  2019-02-16 15:40:41\n",
      "565\n",
      "DONE COUNT ...  1312  ...  1550328101.742955  ...  2019-02-16 15:41:41\n",
      "576\n",
      "DONE COUNT ...  1313  ...  1550328163.4297898  ...  2019-02-16 15:42:43\n",
      "568\n",
      "DONE COUNT ...  1314  ...  1550328222.1518824  ...  2019-02-16 15:43:42\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "572\n",
      "DONE COUNT ...  1315  ...  1550328282.480821  ...  2019-02-16 15:44:42\n",
      "581\n",
      "DONE COUNT ...  1316  ...  1550328341.8859806  ...  2019-02-16 15:45:41\n",
      "595\n",
      "DONE COUNT ...  1317  ...  1550328402.1757731  ...  2019-02-16 15:46:42\n",
      "581\n",
      "DONE COUNT ...  1318  ...  1550328461.8321226  ...  2019-02-16 15:47:41\n",
      "576\n",
      "DONE COUNT ...  1319  ...  1550328522.0908835  ...  2019-02-16 15:48:42\n",
      "569\n",
      "DONE COUNT ...  1320  ...  1550328581.741444  ...  2019-02-16 15:49:41\n",
      "556\n",
      "DONE COUNT ...  1321  ...  1550328641.8506129  ...  2019-02-16 15:50:41\n",
      "560\n",
      "DONE COUNT ...  1322  ...  1550328703.4857395  ...  2019-02-16 15:51:43\n",
      "605\n",
      "DONE COUNT ...  1323  ...  1550328763.059159  ...  2019-02-16 15:52:43\n",
      "612\n",
      "DONE COUNT ...  1324  ...  1550328822.1254923  ...  2019-02-16 15:53:42\n",
      "599\n",
      "DONE COUNT ...  1325  ...  1550328884.982899  ...  2019-02-16 15:54:44\n",
      "607\n",
      "DONE COUNT ...  1326  ...  1550328952.9448884  ...  2019-02-16 15:55:52\n",
      "617\n",
      "DONE COUNT ...  1327  ...  1550329004.912047  ...  2019-02-16 15:56:44\n",
      "603\n",
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      "587\n",
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      "588\n",
      "DONE COUNT ...  1330  ...  1550329183.7256262  ...  2019-02-16 15:59:43\n",
      "597\n",
      "DONE COUNT ...  1331  ...  1550329244.4356222  ...  2019-02-16 16:00:44\n",
      "585\n",
      "DONE COUNT ...  1332  ...  1550329304.0183244  ...  2019-02-16 16:01:44\n",
      "593\n",
      "DONE COUNT ...  1333  ...  1550329363.3587096  ...  2019-02-16 16:02:43\n",
      "585\n",
      "DONE COUNT ...  1334  ...  1550329423.1829934  ...  2019-02-16 16:03:43\n",
      "555\n",
      "DONE COUNT ...  1335  ...  1550329488.8902273  ...  2019-02-16 16:04:48\n",
      "541\n",
      "DONE COUNT ...  1336  ...  1550329546.655366  ...  2019-02-16 16:05:46\n",
      "519\n",
      "DONE COUNT ...  1337  ...  1550329603.9116886  ...  2019-02-16 16:06:43\n",
      "534\n",
      "DONE COUNT ...  1338  ...  1550329664.3933532  ...  2019-02-16 16:07:44\n",
      "539\n",
      "DONE COUNT ...  1339  ...  1550329731.1858277  ...  2019-02-16 16:08:51\n",
      "531\n",
      "DONE COUNT ...  1340  ...  1550329784.2400632  ...  2019-02-16 16:09:44\n",
      "565\n",
      "DONE COUNT ...  1341  ...  1550329849.888191  ...  2019-02-16 16:10:49\n",
      "550\n",
      "DONE COUNT ...  1342  ...  1550329904.529406  ...  2019-02-16 16:11:44\n",
      "541\n",
      "DONE COUNT ...  1343  ...  1550329963.559029  ...  2019-02-16 16:12:43\n",
      "538\n",
      "DONE COUNT ...  1344  ...  1550330021.8820493  ...  2019-02-16 16:13:41\n",
      "522\n",
      "DONE COUNT ...  1345  ...  1550330081.975712  ...  2019-02-16 16:14:41\n",
      "532\n",
      "DONE COUNT ...  1346  ...  1550330142.7096581  ...  2019-02-16 16:15:42\n",
      "541\n",
      "DONE COUNT ...  1347  ...  1550330201.9206462  ...  2019-02-16 16:16:41\n",
      "561\n",
      "DONE COUNT ...  1348  ...  1550330261.7097583  ...  2019-02-16 16:17:41\n",
      "581\n",
      "DONE COUNT ...  1349  ...  1550330321.7925172  ...  2019-02-16 16:18:41\n",
      "567\n",
      "DONE COUNT ...  1350  ...  1550330382.0133982  ...  2019-02-16 16:19:42\n",
      "547\n",
      "DONE COUNT ...  1351  ...  1550330441.873505  ...  2019-02-16 16:20:41\n",
      "544\n",
      "DONE COUNT ...  1352  ...  1550330501.9451997  ...  2019-02-16 16:21:41\n",
      "549\n",
      "DONE COUNT ...  1353  ...  1550330561.723562  ...  2019-02-16 16:22:41\n",
      "539\n",
      "DONE COUNT ...  1354  ...  1550330621.5894237  ...  2019-02-16 16:23:41\n",
      "530\n",
      "DONE COUNT ...  1355  ...  1550330681.6944776  ...  2019-02-16 16:24:41\n"
     ]
    }
   ],
   "source": [
    "# Read User Input for lines from a CSV and FETCH THE CORRESPONDING TRIP UPDATE DETAILS FROM THE REALTIME FEED, and INSERT TO DB\n",
    "\n",
    "cwd = os.getcwd()\n",
    "print(cwd)\n",
    "user_routes = read_userpref(cwd.replace(\"\\\\\", \"/\") + \"/\")\n",
    "print(user_routes)\n",
    "\n",
    "starttime = time()\n",
    "counter = 0\n",
    "print(\"STARTTIME ... \", starttime)\n",
    "while counter < RETRIEVAL_TIME:\n",
    "#     print(\"TICK TOCK ... \")\n",
    "    parse_gtfsrt(user_routes)\n",
    "    counter = counter + 1\n",
    "    print(\"DONE COUNT ... \", counter, \" ... \", time(), \" ... \", datetime.now().strftime('%Y-%m-%d %H:%M:%S'))\n",
    "    sleep(RETRIEVAL_FREQ - ((time() - starttime) % RETRIEVAL_FREQ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# USEFUL FOR GRAPHING\n",
    "import os\n",
    "os.environ['PROJ_LIB'] = 'C:/Users/kakka/Anaconda3/pkgs/proj4-5.2.0-hfa6e2cd_1001/Library/share/'\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from pandas import DataFrame\n",
    "from pandas import concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# READ RT DATA FROM DATABASE\n",
    "def exec_query(qry):\n",
    "    try:\n",
    "        connection = mysql.connector.connect(host='localhost', database='gtfs', user='root', \\\n",
    "                                             password='admin', client_flags=[ClientFlag.LOCAL_FILES])\n",
    "        print(\"Connected to DB ...\", ClientFlag.LOCAL_FILES)\n",
    "        \n",
    "        data = []        \n",
    "        cursor = connection.cursor()\n",
    "        print(\"exec_query() ... \")\n",
    "        print(qry)\n",
    "        cursor.execute(qry)\n",
    "#         data = cursor.fetchall()\n",
    "        df = DataFrame(cursor.fetchall())\n",
    "#         df.columns = resoverall.keys()\n",
    "        return df\n",
    "    \n",
    "    except mysql.connector.Error as error :\n",
    "        print(cursor.statement)\n",
    "        connection.rollback() #rollback if any exception occured\n",
    "        print(\"Failed inserting record into table \" + tablename + \" from \" + filename + \" ... {}\".format(error))\n",
    "        \n",
    "    finally:\n",
    "        #closing database connection.\n",
    "        if(connection.is_connected()):\n",
    "            cursor.close()\n",
    "            connection.close()\n",
    "            print(\"MySQL connection is closed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connected to DB ... 128\n",
      "exec_query() ... \n",
      " SELECT TU.*, TIME_TO_SEC(TIMEDIFF(TIME(TU.FETCH_TIME), TIME(TU.START_TIME))), S.STOP_NAME, S.STOP_LAT, S.STOP_LON FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S WHERE TRIP_ID = '85248572' AND TU.STOP_ID = S.STOP_ID ORDER BY STOP_SEQUENCE, FETCH_TIME;\n",
      "MySQL connection is closed\n",
      "2304\n"
     ]
    }
   ],
   "source": [
    "# FIND TRIP DATA FOR MAX ARRIVAL DELAY\n",
    "qry = ( \" SELECT TU.*, S.STOP_NAME, STOP_LAT, STOP_LON\"\n",
    "        \" FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S\"\n",
    "        \" WHERE TRIP_ID IN (SELECT DISTINCT TRIP_ID\"\n",
    "        \" FROM GTFS.TRIP_UPDATES\"\n",
    "        \" WHERE ARRIVAL_DELAY = (SELECT MIN(ARRIVAL_DELAY) FROM GTFS.TRIP_UPDATES))\"\n",
    "        \" AND TU.STOP_ID = S.STOP_ID\"\n",
    "        \" ORDER BY STOP_SEQUENCE, FETCH_TIME;\")\n",
    "\n",
    "# 85243444\n",
    "trip_id = '85248572'\n",
    "qry2 = (\" SELECT TU.*, TIME_TO_SEC(TIMEDIFF(TIME(TU.FETCH_TIME), TIME(TU.START_TIME))), S.STOP_NAME, S.STOP_LAT, S.STOP_LON\"\n",
    "        \" FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S\"\n",
    "        \" WHERE TRIP_ID = '\" + trip_id + \"'\"\n",
    "        \" AND TU.STOP_ID = S.STOP_ID\"\n",
    "        \" ORDER BY STOP_SEQUENCE, FETCH_TIME;\")\n",
    "\n",
    "dataf = exec_query(qry2)\n",
    "print(len(dataf))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROUTE ID :  2019-01-22:GVB:2:259\n",
      "TRIP START DATE :  2019-01-22:GVB:2:259\n",
      "TRIP START TIME :  2019-01-22:GVB:2:259\n",
      "FETCH TIME DEL :  2019-01-22:GVB:2:259\n",
      "2304\n",
      "{1: [72, 72, 72, 72, 72, 72, 72, 72, 139, 139, 139, 139, 139, 139, 139, 139, 204, 204, 204, 204, 204, 204, 204, 204, 204, 204, 204, 204, 255, 255, 316, 316, 316, 316, 381, 381, 381, 381, 443, 443, 443, 443, 443, 443, 443, 443, 443, 443, 536, 536, 536, 536, 569, 569, 569, 569, 565, 565, 627, 627, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 0, 0], 2: [35, 35, 35, 35, 35, 35, 35, 35, 102, 102, 102, 102, 102, 102, 102, 102, 167, 167, 167, 167, 167, 167, 167, 167, 167, 167, 167, 167, 218, 218, 279, 279, 279, 279, 344, 344, 344, 344, 406, 406, 406, 406, 406, 406, 406, 406, 406, 406, 499, 499, 499, 499, 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1004], 10: [0, 0, 53, 53, 53, 53, 118, 118, 118, 118, 180, 180, 180, 180, 180, 180, 180, 180, 180, 180, 273, 273, 273, 273, 306, 306, 306, 306, 339, 339, 401, 401, 464, 464, 525, 525, 586, 586, 590, 590, 608, 608, 468, 468, 674, 674, 684, 684, 684, 684, 839, 839, 839, 839, 839, 839, 872, 872, 872, 872, 911, 911, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037, 1037], 11: [0, 0, 0, 0, 46, 46, 46, 46, 108, 108, 108, 108, 108, 108, 108, 108, 108, 108, 201, 201, 201, 201, 234, 234, 234, 234, 267, 267, 329, 329, 392, 392, 453, 453, 514, 514, 518, 518, 536, 536, 396, 396, 602, 602, 612, 612, 612, 612, 767, 767, 767, 767, 767, 767, 800, 800, 800, 800, 839, 839, 871, 871, 932, 932, 932, 932, 1019, 1019, 1025, 1025, 1025, 1025, 1025, 1025, 1025, 1025, 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877, 921, 921, 961, 961, 1020, 1020, 1020, 1020, 1020, 1020, 1020, 1020, 1020, 1020], 21: [26, 26, 26, 26, 26, 26, 59, 59, 59, 59, 98, 98, 130, 130, 191, 191, 191, 191, 296, 296, 296, 296, 385, 385, 391, 391, 391, 391, 491, 491, 491, 491, 491, 491, 540, 540, 573, 573, 663, 663, 663, 663, 663, 663, 689, 689, 754, 754, 772, 772, 816, 816, 856, 856, 914, 914, 914, 914, 1046, 1046, 1032, 1032, 1032, 1032], 22: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 40, 40, 40, 40, 145, 145, 145, 145, 234, 234, 240, 240, 240, 240, 340, 340, 340, 340, 340, 340, 389, 389, 422, 422, 512, 512, 512, 512, 512, 512, 538, 538, 603, 603, 621, 621, 665, 665, 705, 705, 763, 763, 763, 763, 869, 869, 869, 869, 895, 895, 1032, 1032]}\n"
     ]
    }
   ],
   "source": [
    "rid = dataf[0][2]\n",
    "tsd = dataf[0][6]\n",
    "tst = dataf[0][7]\n",
    "ftd = dataf[0][15]\n",
    "print(\"ROUTE ID : \", rid)\n",
    "print(\"TRIP START DATE : \", tsd)\n",
    "print(\"TRIP START TIME : \", tst)\n",
    "print(\"FETCH TIME DEL : \", ftd)\n",
    "ld = len(dataf)\n",
    "print(ld)\n",
    "\n",
    "# for row in data:\n",
    "#     print(row[6], \" --- \", row[7], \" --- \", row[8], \" --- \", row[9], \" --- \", row[10], \\\n",
    "#           \" --- \", row[11], \" --- \", row[12], \" --- \", row[13], \" --- \", row[14])\n",
    "\n",
    "# col08 = [data[x][8] for x in range(ld)]\n",
    "# col10 = [data[x][10] for x in range(ld)]\n",
    "# col11 = [data[x][11] for x in range(ld)]\n",
    "# col12 = [data[x][12] for x in range(ld)]\n",
    "# col13 = [data[x][13] for x in range(ld)]\n",
    "# col14 = [data[x][14] for x in range(ld)]\n",
    "# col15 = [data[x][15] for x in range(ld)]\n",
    "\n",
    "a_d = {}\n",
    "d_d = {}\n",
    "f_t = {}\n",
    "a_t = {}\n",
    "d_t = {}\n",
    "for cc in set(dataf[8]):\n",
    "    a_d[cc] = []\n",
    "    d_d[cc] = []\n",
    "    f_t[cc] = []\n",
    "    a_t[cc] = []\n",
    "    d_t[cc] = []\n",
    "    for x in range(ld):\n",
    "        if(dataf[8][x] == cc):\n",
    "                a_d[cc].append(dataf[11][x])\n",
    "                d_d[cc].append(dataf[13][x])\n",
    "                f_t[cc].append(dataf[15][x])\n",
    "                a_t[cc].append(dataf[12][x])\n",
    "                d_t[cc].append(dataf[14][x])\n",
    "\n",
    "print(d_d)\n",
    "# print(d_d)\n",
    "# x = np.array([datetime(int(tsd[:4]), int(tsd[4:6]), int(tsd[6:]), int(tst[:2]), i) for i in range(60)])\n",
    "# print(np.array([datetime.da for i in range(24)]))\n",
    "# print(f_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:43:10', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:44:17', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:45:22', '2019-01-22 11:46:13', '2019-01-22 11:46:13', '2019-01-22 11:47:14', '2019-01-22 11:47:14', '2019-01-22 11:47:14', '2019-01-22 11:47:14', '2019-01-22 11:48:19', '2019-01-22 11:48:19', '2019-01-22 11:48:19', '2019-01-22 11:48:19', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:49:21', '2019-01-22 11:50:54', '2019-01-22 11:50:54', '2019-01-22 11:50:54', '2019-01-22 11:50:54', '2019-01-22 11:51:27', '2019-01-22 11:51:27', '2019-01-22 11:51:27', '2019-01-22 11:51:27', '2019-01-22 11:55:06', '2019-01-22 11:55:06', '2019-01-22 11:56:07', '2019-01-22 11:56:07', '2019-01-22 11:55:49', '2019-01-22 11:55:49', '2019-01-22 11:56:07', '2019-01-22 11:56:07', '2019-01-22 11:54:37', '2019-01-22 11:54:37', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07', '2019-01-22 11:57:07']\n"
     ]
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "fig = plt.figure(figsize=(10,6))\n",
    "# for cc in set(dataf[8]):\n",
    "#     plt.plot(f_t[cc], a_d[cc])\n",
    "#     plt.plot([x/60 for x in f_t[cc]], a_d[cc])\n",
    "# plt.show()\n",
    "i = 2\n",
    "plt.plot([x/60 for x in f_t[i]], a_d[i], 'r', label='Predicted Arrival Delay')\n",
    "plt.plot([x/60 for x in f_t[i]], d_d[i], 'b', label='Predicted Departure Delay')\n",
    "plt.xlabel(\"Delay Measurement Timeline (in minutes)\")\n",
    "plt.ylabel(\"Predicted Delay (in seconds)\")\n",
    "plt.title(\"Evolution of Delay Prediction 'X' mins before & after the Trip Start Time for STOP \" + str(i))\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print([datetime.utcfromtimestamp(int(ts)).strftime('%Y-%m-%d %H:%M:%S') for ts in a_t[i]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connected to DB ... 128\n",
      "exec_query() ... \n",
      " SELECT S.STOP_ID, S.STOP_NAME, COUNT(DISTINCT TRIP_ID) FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S WHERE TU.STOP_ID = S.STOP_ID AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%' GROUP BY S.STOP_ID ORDER BY S.STOP_ID;\n",
      "MySQL connection is closed\n"
     ]
    }
   ],
   "source": [
    "qry3 = (\" SELECT S.STOP_ID, S.STOP_NAME, COUNT(DISTINCT TRIP_ID)\"\n",
    "        \" FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S\"\n",
    "        \" WHERE TU.STOP_ID = S.STOP_ID\"\n",
    "        \" AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%'\"\n",
    "        \" GROUP BY S.STOP_ID\"\n",
    "        \" ORDER BY S.STOP_ID;\")\n",
    "\n",
    "df3 = exec_query(qry3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        0                            1   2\n",
      "0  103851  Amsterdam, Station Lelylaan  45\n",
      "1  103852  Amsterdam, Station Lelylaan  42\n",
      "2  103904   Amsterdam, Heemstedestraat  36\n",
      "3  103905   Amsterdam, Heemstedestraat  43\n",
      "4  103914       Amsterdam, Rijksmuseum  40\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kakka\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.04, 0.5, 'Number of Stops')"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df3.head())\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "fig, ax = plt.subplots(figsize=(9, 9))\n",
    "sns.distplot(df3[2], axlabel=\"Number of trips per stop\")\n",
    "\n",
    "# set up figure & axes\n",
    "fig, axes = plt.subplots(figsize=(9, 9), nrows=1, ncols=1, sharex=True, sharey=True)\n",
    "\n",
    "# drop sharex, sharey, layout & add ax=axes\n",
    "df3.hist(bins=15, ax=axes)\n",
    "\n",
    "# set title and axis labels\n",
    "plt.suptitle('Stops vs Number of Trips', x=0.5, y=1.05, ha='center', fontsize='xx-large')\n",
    "fig.text(0.5, 0.04, 'Number of Trips', ha='center')\n",
    "fig.text(0.04, 0.5, 'Number of Stops', va='center', rotation='vertical')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connected to DB ... 128\n",
      "exec_query() ... \n",
      " SELECT S.STOP_ID, COUNT(DISTINCT TRIP_ID), MAX(ARRIVAL_DELAY), MIN(ARRIVAL_DELAY), AVG(ARRIVAL_DELAY), MAX(DEPARTURE_DELAY), MIN(DEPARTURE_DELAY), AVG(DEPARTURE_DELAY)  FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S WHERE TU.STOP_ID = S.STOP_ID AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%' GROUP BY STOP_ID;\n",
      "MySQL connection is closed\n"
     ]
    }
   ],
   "source": [
    "qry4 = (\" SELECT S.STOP_ID, COUNT(DISTINCT TRIP_ID), MAX(ARRIVAL_DELAY), MIN(ARRIVAL_DELAY), AVG(ARRIVAL_DELAY),\"\n",
    "        \" MAX(DEPARTURE_DELAY), MIN(DEPARTURE_DELAY), AVG(DEPARTURE_DELAY) \"\n",
    "        \" FROM GTFS.TRIP_UPDATES TU, GTFS.STOPS S\"\n",
    "        \" WHERE TU.STOP_ID = S.STOP_ID\"\n",
    "        \" AND UPPER(S.STOP_NAME) LIKE '%AMSTERDAM,%'\"\n",
    "        \" GROUP BY STOP_ID;\")\n",
    "df4 = exec_query(qry4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        0   1     2     3          4     5     6          7\n",
      "0  103851  45   688 -5239  -999.0095   688 -5257  -990.7190\n",
      "1  103852  42  1319 -4410  -842.2138  1319 -4428  -843.5926\n",
      "2  103904  36  1039 -3897  -833.8880  1073 -3897  -797.4175\n",
      "3  103905  43   994 -2035   -66.2290   994 -1956   -63.6143\n",
      "4  103914  40  1912 -2850  -151.0388  1912 -2825  -138.3897\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df4.head())\n",
    "sns.set()\n",
    "\n",
    "# print(sns.load_dataset(\"car_crashes\").head())\n",
    "fig, ax = plt.subplots(figsize=(25, 25))\n",
    "\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=2, y=0, data=df4, orient='h', label=\"MAX Arrival Delay\", color=\"r\")\n",
    "\n",
    "sns.set_color_codes(\"muted\")\n",
    "sns.barplot(x=3, y=0, data=df4, orient='h', label=\"MIN Arrival Delay\", color=\"g\")\n",
    "\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=4, y=0, data=df4, orient='h', label=\"AVG Arrival Delay\", color=\"b\")\n",
    "\n",
    "# Add a legend and informative axis label\n",
    "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax.set(ylabel=\"STOPS\", xlabel=\"Delays experienced per stop\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        0   1     2     3          4     5     6          7\n",
      "0  103851  45   688 -5239  -999.0095   688 -5257  -990.7190\n",
      "1  103852  42  1319 -4410  -842.2138  1319 -4428  -843.5926\n",
      "2  103904  36  1039 -3897  -833.8880  1073 -3897  -797.4175\n",
      "3  103905  43   994 -2035   -66.2290   994 -1956   -63.6143\n",
      "4  103914  40  1912 -2850  -151.0388  1912 -2825  -138.3897\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df4.head())\n",
    "sns.set()\n",
    "\n",
    "# print(sns.load_dataset(\"car_crashes\").head())\n",
    "fig, ax = plt.subplots(figsize=(25, 25))\n",
    "\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=5, y=0, data=df4, orient='h', label=\"MAX Departure Delay\", color=\"r\")\n",
    "\n",
    "sns.set_color_codes(\"muted\")\n",
    "sns.barplot(x=6, y=0, data=df4, orient='h', label=\"MIN Departure Delay\", color=\"g\")\n",
    "\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=7, y=0, data=df4, orient='h', label=\"AVG Departure Delay\", color=\"b\")\n",
    "\n",
    "# Add a legend and informative axis label\n",
    "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax.set(ylabel=\"STOPS\", xlabel=\"Delays experienced per stop\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        0   1     2     3          4     5     6          7\n",
      "0  103851  45   688 -5239  -999.0095   688 -5257  -990.7190\n",
      "1  103852  42  1319 -4410  -842.2138  1319 -4428  -843.5926\n",
      "2  103904  36  1039 -3897  -833.8880  1073 -3897  -797.4175\n",
      "3  103905  43   994 -2035   -66.2290   994 -1956   -63.6143\n",
      "4  103914  40  1912 -2850  -151.0388  1912 -2825  -138.3897\n"
     ]
    },
    {
     "data": {
      "image/png": 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DRER8zC+F8kOHDpGWlkZFRQUADoeD1NRU8vLy6NatG8nJyZSUlDB06FCysrIoKCggIiKClJQUCgoKGD9+PNOnT2fevHkMHz6cDRs28MILL7By5Ury8vJo3749GzduZM+ePTz//PPk5+dTWlrK4MGDWb16tT9SFhEREWkT2puCGFw0yt9hiEgbcSBuEzePq/je+8oK+7C3d5TvA5LrUvTp46BCuYjIde/7f/TuA/n5+aSnp2O1WgE4fPgwkZGR9OrVC6PRSHx8PMXFxQQHB7N161YiIiKw2+1cvHiRjh07UlNTg8PhYPjw4QDExsayY8cOXC4X27Zt8+49PnToUKqrq/n88885cuQI1dXVPPDAA4wfP57du3f7I3URERERERERERERaWX8UijPyckhOjra266srMRisXjbVquV8+fPA2AymSgpKeHuu++mpqaGESNGEB4eTnBwsPeAzvXr11NfX09NTc0Vz7JYLHzxxRcYDAbuuece3nnnHTIyMkhJSaG6uvmBGyIiIiIiIiIiIiLS9vilUP5Nbrfbuyc5NO1L/vV2TEwMu3btIjY2loyMDAwGA0uWLGHVqlWMGzeO2tpawsLCMJlMV4z1eDwEBASQlJTE1KlTMZlMDBgwgIEDB7J///4WzVNEREREREREREREWp9WUSjv2rUrVVVV3nZVVRVWq5VLly55V40DxMfHU1paCoDRaCQvL4/CwkLGjh2L2+0mLCyMG264gcrKSu+YCxcuYLVaKSws5PTp095+j8eDyWRqgexEREREREREREREpDXzy2Ge3zRo0CBOnjzJqVOn6NmzJ0VFRSQmJuLxeJg5cyZr166le/fuFBcXc/vttwOQmppKRkYGAwcO5I033mD06NEEBAQQExPDunXriI6OZu/evZjNZrp3705paSkHDx4kIyOD8vJyjh07xpAhQ/ycuYiIiMj1xV7v4EDcJn+HISJthNPlpqywz/fe53C5mw5kFPkJGu0Of4cgIiItoFUUys1mM/PmzWPatGk4nU5iYmIYPXo0BoOB7OxskpOTMRgM9O3bl8zMTAAyMjJIT0/HbrfTr18/cnJyAHj44YeZM2cOY8aMITAwkJdffhmAKVOmkJqaSlxcHAaDgfnz5xMSEuK3nEVERESuR7ZL9diob9ZnsYRSVVXrp4hERPQeEhERke/nt0K5zWYjODjY2/Z4PN6P9u3be/cZ93g8ADQ2NhIYGIjZbPaOCQgIwGQy4XA4sNvthISEYDabmT9/Pjt37iQ3N5ef/exnAISEhLBkyRIaGhqYNGkSn3/+eQtmKyIiIl8XEmaivSnI32FIC7JYQv0dgohcA5wuN+bAq79DqMPl1ntIRK6aRruDalv9998oItcUvxTKDx06RFpaGhUVFQA4HA5SU1PJy8ujW7duJCcnU1JSwtChQ8nKyqKgoICIiAhSUlIoKChg/PjxTJ8+nXnz5jF8+HA2bNjACy+8wMqVK3G73axZs4ZVq1YRFRV1xdyvvvqqd14RERHxj/amIAYXjfJ3GCIi0sociNvEzeMqrvpzywr7sLf3lf8/FBH5KaJPHwcVykWuO345zDM/P5/09HSsVisAhw8fJjIykl69emE0GomPj6e4uJjg4GC2bt1KREQEdrudixcv0rFjR2pqanA4HAwfPhyA2NhYduzYgcvloqysjLKyMrKzs6+Yd//+/XzyySfExsa2aL4iIiIiIiIiIiIi0nr5pVCek5NDdHS0t11ZWYnFYvG2rVYr58+fB8BkMlFSUsLdd99NTU0NI0aMIDw8nODgYHbs2AHA+vXrqa+vp6amhltuuYWcnBw6derUbE6bzcbcuXO/tYAuIiIiIiIiIiIiIm2XXwrl3+R2u717kkPTvuRfb8fExLBr1y5iY2PJyMjAYDCwZMkSVq1axbhx46itrSUsLAyTyfSdc2RmZpKcnExERIRPcxERERERERERERGRa4vfDvP8uq5du1JVVeVtV1VVYbVauXTpEkePHmXEiBEAxMfHk5KSAoDRaCQvLw+Aixcvsnz5csLCwr71+TabjQ8//JDjx4+zdOlSzp07x9///neMRiNjx471cXYiIiIiIiIiIiIi0pq1ikL5oEGDOHnyJKdOnaJnz54UFRWRmJiIx+Nh5syZrF27lu7du1NcXMztt98OQGpqKhkZGQwcOJA33niD0aNHExDw7QvkQ0JCvNu0AMyePZthw4apSC4iIuIn9noHB+I2+TsMERFpZZwuN2WFfa76cx0ud9PheyIiV0Gj3eHvEETEB1pFodxsNjNv3jymTZuG0+kkJiaG0aNHYzAYyM7OJjk5GYPBQN++fcnMzAQgIyOD9PR07HY7/fr1Iycnx89ZiIiIyA9lu1SPjXp/hyEtxGIJpaqq1t9hiEgbpveQiIiIfB+/FcptNhvBwcHetsfj8X60b9/eu0e5x+MBoLGxkcDAQMxms3dMQEAAJpMJh8OB3W4nJCTEe62hoaHZCvP6+nruuOMOevXqBcCxY8dISEigXbt2Ps1TRKQ1Cgkz0d4U5O8wRKQNsVhC/R2CyHXD6XJjDmwVx01dMxwut95DbVCj3UG1TT+YFxGRH8YvhfJDhw6RlpZGRUUFAA6Hg9TUVPLy8ujWrRvJycmUlJQwdOhQsrKyKCgoICIigpSUFAoKChg/fjzTp09n3rx5DB8+nA0bNvDCCy+wcuVK3G43a9asYdWqVURFRXnnLC0tZfDgwaxevdofKYuItCrtTUEMLhrl7zBERETkJzgQt4mbx1X4O4xrSllhH/b2jvr+G+W6En36OKhQLiIiP5BfliHk5+eTnp6O1WoF4PDhw0RGRtKrVy+MRiPx8fEUFxcTHBzM1q1biYiIwG63c/HiRTp27EhNTQ0Oh4Phw4cDEBsby44dO3C5XJSVlVFWVkZ2dnazOY8cOUJ1dTUPPPAA48ePZ/fu3S2et4iIiIiIiIiIiIi0Pn4plOfk5BAdHe1tV1ZWYrFYvG2r1cr58+cBMJlMlJSUcPfdd1NTU8OIESMIDw8nODjYe0Dn+vXrqa+vp6amhltuuYWcnBw6derUbE6DwcA999zDO++8Q0ZGBikpKVRXV7dAtiIiIiIiIiIiIiLSmrWKje3cbrd3T3Jo2pf86+2YmBh27dpFbGwsGRkZGAwGlixZwqpVqxg3bhy1tbWEhYVhMpm+c46kpCSmTp2KyWRiwIABDBw4kP379/s0LxERERERERERERFp/VpFobxr165UVVV521VVVVitVi5duuRdNQ4QHx9PaWkpAEajkby8PAoLCxk7dixut5uwsLDvnKOwsJDTp0972x6P558W1kVERERERERERESkbfDLYZ7fNGjQIE6ePMmpU6fo2bMnRUVFJCYm4vF4mDlzJmvXrqV79+4UFxdz++23A5CamkpGRgYDBw7kjTfeYPTo0QQEfHfdv7S0lIMHD5KRkUF5eTnHjh1jyJAhLZWiiEirYq93cCBuk7/DEBERkZ/A6XJTVtjH32FcUxwud9PBjtKmNNod/g5BRESuIa2iUG42m5k3bx7Tpk3D6XQSExPD6NGjMRgMZGdnk5ycjMFgoG/fvmRmZgKQkZFBeno6drudfv36kZOT80/nmDJlCqmpqcTFxWEwGJg/fz4hISEtkZ6ISKtju1SPjXp/hyEibYTFEkpVVa2/wxCRNkzvIREREfk+Pi+U22w2kpKSWLlyJT179gSgvr6eJ598krlz53r7bDYbHo8Ho9HI5cuXqa+vJzAwkJEjRzJy5Eg+/vhjxo8fz+9//3sAli9fjtvtxmw2U15ezpAhQ3j33Xe56aabSE1Npby8HGg66HPMmDGEhITw0UcfeYvjc+fOZeXKlXTr1s3XXwIRERERERG/CA0PJMho9ncYP4jT5cYc6JvdQR0uNxZLqE+efbU02h1U27SQQURExF98Wig/dOgQaWlpVFRUePvKy8tJTU3l448/9vZ99dVXZGVlUVBQQEREBCkpKRQUFDBhwgQA7HY72dnZ1Nf/45uGlStXej9fvHgxv/jFL7jtttt45ZVX6N69O4sXL+bixYskJCRwxx130K5dO0wmE+vWrfNlyiIiIiIiIq1GkNHM4KJR/g7jBzkQt4mbx1X45NllhX3Y2zvKJ8++WqJPHwcVykVERPzGp4d55ufnk56ejtVq9fa9++67PPnkkwwaNMjbFxwczNatW4mIiMBut3Px4kU6duzovT5v3jweffTRb52jvLycwsJCnnvuOQCGDRvGww8/DECXLl0ICwvjwoULHDlyBI/HQ1JSEvfffz8bN270RcoiIiIiIiIiIiIico3x6Yryb9s3fNasWQC8+eabzfpNJhMlJSXMmjULq9XKiBEjANiyZQsOh4PRo0d/6xzLly/niSee8G6p8stf/tJ7bcOGDbhcLvr27cvZs2f593//d5599lkuXLjApEmTiIqK4uabb74quYqIiIiIiIiIiIjItcmnK8p/rJiYGHbt2kVsbCwZGRlUVVWxYsUKXnjhhW+9/8svv2Tnzp08+OCDV1zbuHEjL730EkuWLMFoNDJy5EjS0tIICgqiZ8+e3HvvvezYscPXKYmIiIiIiIiIiIhIK9cqCuWXLl1qVrSOj4+ntLSUbdu2cenSJSZNmkRCQgIACQkJ2Gw2AEpKSrjrrrswm5sfTpOXl8f8+fNZvXo1/fv3B+Cvf/0rR44caXaf0ejzs0xFREREREREREREpJVrFZVij8fDzJkzWbt2Ld27d6e4uJjbb7+dBx98sNlq8X79+jU7jPPgwYNER0c3e9bmzZtZs2YNb7/9Nt26dfP2f/bZZ7zzzjssX76c6upqtm7dSl5enu+TExERERER8RNHg5MDcZv8HcYP4nS5KSvs45NnO1zupsMyW7FGu8PfIYiIiLRpraJQHh4eTnZ2NsnJyRgMBvr27UtmZub3jjtz5gx33313s74lS5bgdDp5+umnvX0vvvgiSUlJlJaWEhcXh9vt5tlnn6VHjx5XOxUREREREZFWo7bGRS0uf4fhdxZLKFVVtf4OQ0RERFoxnxfKbTYbwcHB3vb//M//8Mc//hGPx8O2bdsYNmwYn3zyCUuXLiUgoGknmD179vDQQw/x5ptv8vjjj3vH9ujRg8GDB3PgwAG+/PJLABYsWMCSJUvIzs7m1ltvZe3atdxxxx106dLFO27AgAE4HA4uX75Mu3btaNeuHR6Px9epi4iIiMh1rENHI8Hm9v4OQ0S+hcNZT5DZ9I+2y43FEorT5cYc2Cp2IL1muR1OAoLM33+jHzi/snO5rsHfYYiIyDXKp4XyQ4cOkZaWRkVFBdC0AnzNmjUUFhZiNpuZNGkSO3fuZMSIEd4tVex2Ow8++CAZGRl06dLF2+92u3n00UdJSUkB4I033iAqKorXXnuNrVu3kpWVxdtvv01paSmDBw9m9erVzWLJzc2le/fuLF68mIsXL5KQkMAdd9xBRESEL78EIiIiInKdCja3J/KpKH+HISLf4lTuccKjnvG2a44v4uZxFZQV9mFvb/29/VdEnz5OWtfO/g7jW734RTXU6TcHRETkp/Hpj9Lz8/NJT0/HarUC0KtXL9avX09wcDCXL1/GZrPRsWPHZmNWrVrF0KFDr9h7fO3atbRv3574+HigqXBeV1cHNBXXg4KCADhy5AjV1dU88MADjB8/nt27dwMwbNgwHn74YQC6dOlCWFgYFy5c8F3yIiIiIiIiIiIiInJN8OmK8pycnCv6TCYT+fn5zJ8/n4EDB9K/f3/vtdraWvLz83n//febjWlsbGTlypUsX77c2/f4448zYcIERowYQV1dHa+//joABoOBe+65h+TkZE6cOMHkyZN5//33+eUvf+kdu2HDBlwuF3379r3aKYuIiIiIiIiIiIjINcYvm7ONHz+eXbt2ERERwbJly7z97733HiNHjmy2vzjA9u3b6dOnD/369fP2ZWdnM2nSJHbs2MHrr79OSkoKdXV1JCUlMXXqVEwmEwMGDGDgwIHs37/fO27jxo289NJLLFmyBKOxVZxlKiIiIiIiIiIiIiJ+1KKF8nPnzrFv3z4AjEYjY8aMobS01Ht98+bN3HfffVeM+7b+LVu2kJiYCMDgwYPp0qULZWVlFBYWcvr0ae99Ho+OHJJ9AAAgAElEQVQHk6npEJe8vDzmz5/P6tWrm61kFxEREREREREREZG2q0WXVNfW1jJz5kwKCwsJDQ1l06ZNDBkyBGgqaH/00UcMHjz4inEHDx5k8uTJzfr69+/P5s2bSUhIoKKigsrKSm688UY2btzIwYMHycjIoLy8nGPHjjFkyBA2b97MmjVrePvtt+nWrVuL5CsiIiIi16+vnHZO5R73dxgi8i0cznpqji/6R9vlpqywD06Xm+jT+nv7r3A7nE2HZrZCzq/s/g5BRESuYS1aKI+KiuKpp54iKSmJdu3aER0dzWOPPQZAdXU1JpMJs9l8xbgzZ87QtWvXZn3z5s1jzpw5vPbaawQGBjJ//nxCQ0OZMmUKqampxMXFYTAYmD9/PiEhISxZsgSn08nTTz/tfcaLL77Ibbfd5tukRUREROS6VHe5gTpq/R2GiHyHWhzezy2WUKqq9Pf1qql1+TsCERGRq87nhXKbzUZwcLC37Xa7MRgMNDY2EhQUhNFo5NixY8yePZuIiAgSEhKorq6mU6dOvPnmmzz++OP06dOH8ePHU1tbS01NDQcOHCA8PByz2UxAQAABAQGEh4cDYDab2bFjB7169QJg7ty5/O///i9r167ljjvuaLb/+YABA3ydvohIi+nQ0UiwuT3ORhfmdoHNrlksoX6KSkSkid5DItcep8uNOdAvx1pddQ6XW+8hkWuQ2+EkIOgfCyqdX9m5XNfgx4hE5Hrm00L5oUOHSEtLo6KiAmhaGb5mzRoKCwsxm81MmjSJnTt3MmLECNatWweA3W7nwQcfJCMjgy5dunj73W43jz76KCkpKQC88cYbREVF8dprr7F161aysrJ4++23KS0tZfDgwaxevbpZLMeOHfvWfhGR60WwuT2RT0VxKvc4g4tG+TscERERucYdiNvEzeMq/B3GVVFW2Ie9vaP8HYaI/EjRp4+T1rWzt/3iF9VQp98OERHf8OnygPz8fNLT07FarQD06tWL9evXExwczOXLl7HZbHTs2LHZmFWrVjF06FCio6Ob9a9du5b27dsTHx8PNBXO6+rqgKbielBQEABHjhyhurqaBx54gPHjx7N79+5/2i8iIiIiIiIiIiIibZtPV5Tn5ORc0WcymcjPz2f+/PkMHDiQ/v37e6/V1taSn5/P+++/32xMY2MjK1euZPny5d6+xx9/nAkTJjBixAjq6up4/fXXATAYDNxzzz0kJydz4sQJJk+ezPvvv/+d/Z07d0ZERERERERERERE2i6/bDg3fvx4du3aRUREBMuWLfP2v/fee4wcObLZPuIA27dvp0+fPvTr18/bl52dzaRJk9ixYwevv/46KSkp1NXVkZSUxNSpUzGZTAwYMICBAweyf//+7+wXERERERERERERkbatRQvl586dY9++fQAYjUbGjBlDaWmp9/rmzZu57777rhj3bf1btmwhMTERgMGDB9OlSxfKysooLCzk9OnT3vs8Hg8mk+k7+0VERERERERERESkbfPp1ivfVFtby8yZMyksLCQ0NJRNmzYxZMgQoKlw/dFHHzF48OArxh08eJDJkyc36+vfvz+bN28mISGBiooKKisrufHGG9m4cSMHDx4kIyOD8vJyjh07xpAhQ3j11Ve/tV9E5HrxldPOqdzjOBtdHIjb5O9wRERE5BrndLkpK+zj7zCuCofLTfTp4/4OQ0R+JLfD2XSA5//n/Mrux2hE5HrXooXyqKgonnrqKZKSkmjXrh3R0dE89thjAFRXV2MymTCbzVeMO3PmDF27dm3WN2/ePObMmcNrr71GYGAg8+fPJzQ0lClTppCamkpcXBwGg4H58+cTEhLynf0iIteLussN1PF/J8A7vf0WSyhVVToZXkT8R+8hEfE3vYdErmG1Ln9HICJthM8L5TabjeDgYG/b7XZjMBhobGwkKCgIo9HIsWPHmD17NhERESQkJFBdXU2nTp0oKiri7Nmz/PznP2f8+PF07NiRefPm0aNHD4KDgwkICCAgIIB27doRHh4OQEhICEuWLKGhoYFJkybx+eefe/tramrweDy0a9eOuXPnkpWVxaBBg3z9JRBp8zp0NBJsbo+z0YW5XaC/w2mTLJZQf4cgIm2c3kMi38/pcmMO9MsxUtc9h8ut99AP1Gh3UG2r93cYIiIiLc6nhfJDhw6RlpZGRUUF0LQyfM2aNRQWFmI2m5k0aRI7d+5kxIgRrFu3DgC73c6DDz5IRkYGAIsXL2bMmDFMnDiRvLw8XnnlFRYsWMArr7zCqFGjeOihh/jggw/IzMzkT3/6k3fuV1991TsvNG3tUlFRwV//+leMxhZdSC/S5gWb2xP5VBSnco8zuGiUv8MRERERaZUOxG3i5nEV/g7julRW2Ie9vaP8HcY1Ifr0cVChXERE2iCfLlfIz88nPT0dq9UKQK9evVi/fj3BwcFcvnwZm81Gx44dm41ZtWoVQ4cOJTo6GmhagW6z2YCmInpQUBAAOTk5TJgwAYCzZ882e87+/fv55JNPiI2N9faVl5cD8PjjjzN27FjeeustH2UtIiIiIiIiIiIiItcSny6tzsnJuaLPZDKRn5/P/PnzGThwIP379/deq62tJT8/n/fff9/bN2PGDJKSksjLy6O+vp533nkHgICAphr/6NGj+eyzz1i+fDnQtNXL3LlzWbFiBQsWLPA+5/Lly9x555288MIL1NfX88gjj3DjjTfyy1/+0ie5i4iIiIiIiIiIiMi1wS8b4I0fP55du3YRERHBsmXLvP3vvfceI0eOpEuXLt6+5557jqysLLZv305mZiZTp07F4/F4rxcXF5Ofn8+sWbO4dOkSmZmZJCcnExER0WzOwYMH8/LLLxMaGkrnzp359a9/TUlJie+TFREREREREREREZFWrUUL5efOnWPfvn0AGI1GxowZQ2lpqff65s2bue+++7zt6upqysvLGTlyJACjRo2iqqqKmpoatm3bRl1dHQC33nor3bt359NPP+XDDz9k6dKlJCQksHXrVpYsWcJ7773H3r17+fDDD73P9ng82qtcRERERERERERERHy79co31dbWMnPmTAoLCwkNDWXTpk0MGTIEaCpcf/TRRwwePNh7f3h4OGazmb179xIdHc2+ffvo0KEDnTt3pqCggJMnT/LYY4/x6aefcuHCBW699VZ27NjhHT979myGDRvG2LFj+etf/8qSJUv405/+RH19PQUFBWRmZrZk+iJt1ldOO6dyj+NsdHEgbpO/wxERERFplZwuN2WFffwdxnXJ4XI3HVIp36vR7vB3CCIiIn7RooXyqKgonnrqKZKSkmjXrh3R0dE89thjQNPqcZPJhNls9t5vMBhYtmwZ2dnZOBwOOnTowNKlSwFITU0lNTWVgoICzGYzCxcupEOHDt85d2xsLIcOHWLcuHG43W4mTpzYrCgvIr5Td7mBOmr/f8vp11jaIosllKqq2u+/UUTER/QeEhF/03tIREREvo/PC+U2m43g4GBvOykpiaSkJN566y02bdqEyWQCwOl00qdPH0aPHs2NN97IggUL6NChAwMHDuTPf/4zf/7zn9m3bx8DBgwA4IYbbmD16tXs3LmT3NxcoqOjAairq2P27NlUVFTQrl07xo4d6527Y8eO3v3Nu3Xr5uvURUREREREpBVwuNxYLKEtPq/T5cYc6JejwUSuSY12B9W2en+HISJtlE8L5YcOHSItLY2Kiopm/Z9++im5ublERkZ6+zIzM5k4cSJjxozh1VdfZfny5cycOROn08nSpUv54x//yKhRo7z3u91u1qxZw6pVq4iKivL2v/HGG0RGRrJ06VLKysp49NFH2bFjB4cPH+a9995j3bp12Gw2JkyYwLBhwwgLC/Pll0BERERERET8LCgwgJvHVbT4vGWFfdjbO+r7bxQRgKYtklQoFxE/8emPtvPz80lPT8dqtXr7XC4Xc+bMYfr06d6++vp69uzZ4y2EP/DAAxQXFwOwZ88e3G43M2fObPbssrIyysrKyM7ObtY/depUnnnmGQDOnj1Lp06dAPjggw+49957MZvNdOnShWHDhrFt27arnrOIiIiIiIiIiIiIXFt8WijPycnxbonyfxYuXEhiYiK9evXy9tXU1BASEoLR2LTA3WKxcP78eQBGjBjBrFmzCAoKavacW265hZycHG8h/OuMRiNPPPEEv/nNb7x7oFdWVjYr2FssFr744ourk6iIiIiIiIiIiIiIXLNadLO0nTt3cu7cORITE5v1ezweDAZDs75vtn+s1atX85e//IXFixdTVlaG2+2+4p6AAO0VJyIiIiIiIiIiItLWtWiluKioiBMnTpCQkEBaWhpHjx7lmWeeoXPnztTW1tLY2AhAVVVVs9XfP8bu3buprKwEoEePHgwePJgTJ07QtWtXqqqqvPf9K3OIiIiIiIiIiIiIyPXDp4d5ftPcuXO9n+/atYtly5axaNEiAKKjo9mwYQPx8fEUFhZy1113/aQ5tm3bhsvlIi0tjcrKSo4ePcpzzz1H9+7dmTNnDo899hh2u52///3vzJgx46rkJSIiIiIiIq2Xw+WmrLBPi8/rdLmbDicUkR+k0e7wdwgi0oa1aKH8n0lPT2f27NmsWLGCbt268fvf//4nPec///M/+d3vfkd8fDzt2rUjNTWVHj160KNHD8aOHcuvf/1rGhoamD59OjfccMNVzkJERERERERam6DAAKqqav0dhoiIiLRiPi2U22w2kpKS+MMf/kDPnj29/W+99RabNm0iLy8PgH379jF37lzq6+uxWCxkZWXRqVMnLl++zLPPPsuZM2fo3Lmzd/X5/9m5cye5ubne53z11VdkZmZy4sQJgoKCmDp1Kr/61a8AWLZsGRs3bgTgnnvuYdy4cb5MXURERERERK6SkDAT7U1BP3m8w+XGYgn9l2JwutyYA6+/c64a7Q6qbfX+DkNERMTvfFYoP3ToEGlpaVRUVDTr//TTT8nNzSUyMtLbN3PmTJYvX07//v159913efHFF1mxYgWLFi0iOjqa3NxcCgsLycnJYdGiRbjdbtasWcOqVauIioryPmfVqlUYjUaKior48ssvSUpK4mc/+xllZWXs2LGDgoICDAYDTz75JH/5y1+49957fZW+iIiIiIiIXCXtTUEMLhr1k8cfiNvEzeMq/qUYygr7sLd31PffeI2JPn0cVCgXERHx3WGe+fn5pKenNzsw0+VyMWfOHKZPn96sb8aMGfTv3x+Afv36ce7cOaBpv/H4+HgA4uLi+OCDD6ivr6esrIyysjKys7ObzXns2DFGjRpFQEAA4eHh9O/fn+3bt2OxWJg9ezaBgYGYTCZuvvlmPv/8c1+lLiIiIiIiIiIiIiLXEJ8VynNycoiOjm7Wt3DhQhITE+nVq5e3LzAwkISEBADcbjfLli1j5MiRAFRWVmKxWAAwGo2EhIRQXV3NLbfcQk5ODp06dWr2/AEDBlBcXExDQwPnz59n//79XLhwgVtuuYVf/OIXAFRUVLBx40ZiYmJ8lbqIiIiIiIiIiIiIXENabIO1nTt3cu7cORITE7/1usvl4tlnn6WhoYHk5ORvvcfj8RAQ8N0hJycnExgYyP33309OTg4jRozAZDJ5r584cYLHH3+cWbNm0adPn38pHxERERERERERERG5Pvj0MM+vKyoq4sSJEyQkJPDVV19x4cIFnnnmGRYtWkRdXR2/+c1vCAsLY8WKFd7ittVq5cKFC3Tt2pWGhgbq6uoICwv7zjlqa2tJSUkhPDwcgKeeesp7mOe+ffuYPn06qampjBkzxvcJi4iIiIiIiIiIiMg1ocUK5XPnzvV+vmvXLpYtW8aiRYuApsM8IyMjyczMbLZiPCYmhsLCQp5++mk2bNhAdHR0sxXi37Rp0ybKy8tJT0/nk08+4eOPP+bOO+/k3LlzTJkyhVdeeYU777zTd0mKiIiIiIjIVWevd3AgbtNPHu9wuSkr7PMvxeB0uZsOvrzONNod/g5BRESkVWixQvl3+fjjj9myZQt9+/bl/vvvB5pWkr/22mvMmDGD2bNnM2bMGEJDQ1mwYME/fdb48eOZOXMm8fHxGI1GFi1aREhICIsWLcLpdDJv3jzvvUlJSTz00EM+zU1ERERERET+dbZL9dio/8njLZZQqqpqr2JEIiIicr0xeDwejy8nsNlsJCUlsXLlSnr27Ontf+utt9i0aRN5eXlA09Yoc+fOpb6+nrCwMF566SV69OjB5cuXefbZZzlz5gydO3dm0aJFWCwWPvvsM+Li4ujduzcAERERrF69msrKSmbNmkV1dTVms5msrCxuvfVW77ylpaX89re/Zf369T8qj5/yTZW+GROR1kDvIhHxN72HRORqCg0PJMho/lFjHC43BsAc2GLHdHk12h1U2356kV9Erg/6fkikZVksoT96jE9XlB86dIi0tDQqKiqa9X/66afk5uYSGRnp7Zs5cybLly+nf//+vPvuu7z44ousWLGCRYsWER0dTW5uLoWFheTk5LBo0SKOHj1KfHw8WVlZzZ79yiuvMGrUKB566CE++OADMjMz+dOf/gRAYWEhCxcu/Kfbt4iIiIiIiEjrFWQ0M7ho1I8a83/btuztHeWLkP6p6NPHQYVyERGRVs+nP07Pz88nPT0dq9Xq7XO5XMyZM4fp06c365sxYwb9+/cHoF+/fpw7dw6Abdu2ER8fD0BcXBwffPAB9fX1HDlyhOPHj5OQkMAjjzxCaWkpADk5OUyYMAGAs2fP0rFjR6DpoM8tW7bw+9//3pcpi4iIiIiIiIiIiMg1xqcrynNycq7oW7hwIYmJic22YQkMDCQhIQEAt9vNsmXLGDlyJACVlZVYLJamYI1GQkJCvNuqjB07lqSkJLZv386UKVPYsGEDgYGBAIwePZrPPvuM5cuXAxAaGsrSpUs5e/asL1MWERERERERERERkWtMi27QtnPnTs6dO0diYuK3Xne5XDz77LM0NDSQnJz8rfd4PB4CAgKYNm0aEydOJCAggJiYGIKDgykvL/feV1xcTH5+PrNmzeLSpUs+yUdERERERERERERErn0tWigvKirixIkTJCQkkJaWxtGjR3nmmWcAqKur48knn6ShoYEVK1Z49xG3Wq1cuHABgIaGBurq6ggLCyMvL4+amhrvsz0eD0ajkW3btlFXVwfArbfeSvfu3Tlz5kxLpikiIiIiIiIiIiIi1xCfbr3yTXPnzvV+vmvXLpYtW8aiRYuApsM8IyMjyczMJCDgH/X7mJgYCgsLefrpp9mwYQPR0dGYTCb27NmDw+Fg8uTJ7N69G7fbzU033cTSpUs5efIkjz32GJ9++ikXLlzgpptuask0RURERERExEccDU7v4Zw/eIzLjYH/f7BmC2u0O1p8ThEREfnxWrRQ/l0+/vhjtmzZQt++fbn//vuBppXkr732GjNmzGD27NmMGTOG0NBQFixYAMDvfvc7Zs+ezbp16zCbzSxcuJCAgABSU1NJTU2loKDA29+hQwd/piciIiIiIiJXSW2Ni1pcP2qMxRJKVVWtjyISERGR64FPC+U2m42kpCT+8Ic/NDu886233mLTpk3k5eUBYLfbue2226ivrycsLIyXXnqJHj16cPnyZWbNmsWZM2fo3LkzixYtwmKx8PTTT3Pu3DkADAYDR48epb6+Ho/Hw5o1a/jss88ICAggPT2dIUOG4Ha7mTt3Ltu3b8dsNvOb3/zGl2mLiIiIiIiIj4WEmWhvCvpB9zpcbiyW0Ks2t9PlxhzYojuZtphGu4NqW72/wxAREWlxPiuUHzp0iLS0NCoqKpr1f/rpp+Tm5hIZGentmzlzJsuXL6d///68++67vPjii6xYsYJFixYRHR1Nbm4uhYWF5OTksGjRIlauXOkdu3jxYn7xi19w2223UVxcTFlZGRs2bODUqVMkJyezYcMGCgoKKCsr47333sPtdjNp0iRuvfVWfv7zn/sqfREREREREfGh9qYgBheN+kH3HojbxM3jKq7a3GWFfdjbO+qqPa81iT59HFQoFxGRNshnPwLPz88nPT0dq9Xq7XO5XMyZM4fp06c365sxYwb9+/cHoF+/ft7V4tu2bSM+Ph6AuLg4PvjgA+rr//EPdnl5OYWFhTz33HMAlJSUcN999xEQEMCNN95It27dOHDgAB9//DH33HMPgYGBBAUFcccdd7BlyxZfpS4iIiIiIiIiIiIi1xCfFcpzcnKIjo5u1rdw4UISExPp1auXty8wMJCEhAQA3G43y5YtY+TIkQBUVlZisVgAMBqNhISEUF1d7R27fPlynnjiCUJCQrz3f70wb7FY+OKLLxgwYABbtmzBbrdz+fJldu7cyYULF3yTuIiIiIiIiIiIiIhcU1psU7WdO3dy7tw5EhMTv/W6y+Xi2WefpaGhgeTk5G+9x+PxEBDQFPKXX37Jzp07efDBB73X3W43BoPhivsTExMZMGAA48eP57e//S3/9m//hslkuorZiYiIiIiIiIiIiMi1qsUK5UVFRZw4cYKEhATS0tI4evQozzzzDAB1dXU8+eSTNDQ0sGLFCm8R22q1eld+NzQ0UFdXR1hYGNC0zcpdd92F2Wz2ztG1a1cqKyu97QsXLmC1Wvnyyy95+OGHef/99/nv//5vHA4HvXv3bqnURURERERERERERKQV89lhnt80d+5c7+e7du1i2bJlLFq0CGg6zDMyMpLMzEzvinGAmJgYCgsLefrpp9mwYQPR0dHeIvrBgwev2NrlrrvuYu3atcTFxXH27FkqKiq47bbb+Nvf/sY777zDypUrOX/+PJs3b+btt99ugaxFRERERETEF+z1Dg7EbfpB9zpcbsoK+1y1uZ0ud9Ohl9ehRrvD3yGIiIj4RYsVyr/Lxx9/zJYtW+jbty/3338/0LSS/LXXXmPGjBnMnj2bMWPGEBoayoIFC7zjzpw5w913393sWaNHj+bw4cOMHTsWaNonPSgoiNjYWEpKSoiLiwNgzpw59OzZs2USFBERERERkavOdqkeG/U/6F6LJZSqqlofRyQiIiLXMoPH4/H4cgKbzUZS0v9j796joyrv/Y+/yZWEBA10QhBC0gMF6mUhOqfLH1ZSb6CQEHQqgi7rgWJAehqCpQJ1SOQSA0gk1SB0itZ1vFBTOQYMUBS8AFHTcg5EUpRMosFYg0kIQm4zk8zk90dOpx2Cgq3J3pDP6x/3fPez93y/Ltdj+ObheaazcePGgOb0Cy+8wK5du3j++ecB+J//+R9ycnJoa2vj0ksv5bHHHmPIkCGcPn2ahQsXUl1dzYABA8jLy8NisTB37lxqamqAzr3Jy8vLeeWVV/i3f/s3Fi9eTFVVFcHBwTz88MOMGzcOgGeffZaCggI6Ojr4xS9+wYQJE867jn/mhyr9MCYiZqC5SESMpnlIRHpCdEwYfUPCz3rP5fHRN+zcO4+6PT7Cz2PchcTnchPUt/Pfi7ulldPN7QZnJNI76echkZ5lsUR/42e6dUV5aWkpdrudqqqqgHhFRQUOh4OEhAR/7Je//CVPP/00o0eP5pVXXmHlypVs2LCBvLw8rFYrDoeDwsJCsrOzycvLY+PGjf5nf/3rX3P11Vdz1VVXkZ+fT0JCAk899RSVlZXcf//97N+/nw8++IBt27axdetWmpqauPvuu/nBD37g3/NcRERERERELlx9Q8IZWzTxrPcOJu9i+NSqc76jsjCRA8NGfsuZGcv6aTn2uAEArDzeAM1q1ImIiJxNt/6qvKCggKysLGJjY/0xj8dDZmYm6enpAbH58+czevRoAEaNGuVfLf7222+TkpICQHJyMnv37qWt7e9/ve7jjz+msLCQRYsWAfCf//mf/kNCP/vsMy655BIA9u7dy6233kp4eDgDBw7kBz/4AW+//Xb3FS8iIiIiIiIiIiIiF4RuXVGenZ3dJZabm4vNZgvYhiUsLIzU1FSgcxuV/Px8brnlFgBqa2uxWCydyYaEEBUVRUNDA4MGDQLg6aef5qc//SlRUVH+94WEhPDTn/6U9957j+XLl/vfc9VVV/nHWCwWjh8//i1XLCIiIiIiIiIiIiIXmh7dfK24uJiamhpsNttZ73s8HhYuXEh7eztz5sw565iOjg6CgjrTPnXqFMXFxdx1111dxj3zzDO88cYb/PrXv6ayshKfz9dlzN/eIyIiIiIiIiIiIiK9V492iouKinA6naSmpmK32ykrK/Nvk9Lc3Mzs2bNpb29nw4YNhIaGAhAbG0t9fT0A7e3tNDc3+/cVf+eddxg/fjzh4X8/sOVPf/oTtbW1AAwZMoSxY8fidDqJi4ujrq7OP66uri5gSxgRERERERERERER6Z26deuVM+Xk5PivS0pKyM/PJy8vD+g8zDMhIYFly5YFrPROSkqisLCQuXPnsmPHDqxWq7+JfujQIaxWa8B3vP3223g8Hux2O7W1tZSVlbFo0SIuu+wyMjMzmTlzJq2trbz//vvMnz+/B6oWERERERGR7uZqd3MwedfZ73l8VBYmnvMdbo8P66fl33JmxvK53J2HeALullaDsxERETGvHm2Uf5UjR46wZ88eRowYwR133AF0riT/7W9/y/z581m8eDGTJ08mOjqatWvX+p+rrq7mRz/6UcC75s2bxyOPPEJKSgrBwcH86le/YsiQIQwZMoQpU6bw4x//mPb2dtLT0/37nIuIiIiIiMiFrfGkh0Y8Z71nsURTV9fYwxmZSOPZ/72IiIjI3/Xp6OjoMDqJf9TU1MT06dPZuHFjwIGfL7zwArt27eL5558H4MCBAzz22GO0tbUxZMgQVq9ezSWXXMKf/vQnfv7znxMXFwfA5ZdfTk5ODqdOnWLhwoV88cUXhIWFsWLFCr7//e+fd17/zA9Vvf6HMYP16x9CZHgEbq+H8OAwo9MRERERkR7g9vgID9NZRBLI5fHRV/9dGMrnchPUt3PbVHdLK6eb2w3OSKRnqUck0rMslqyktP0AACAASURBVOhv/IwpVpT/TWlpKXa7naqqqoB4RUUFDoeDhIQEf2zJkiVs2LCBESNGsHbtWp555hkeeughysrKmDVrVpfDQH/3u98xcuRIfvvb3/Lmm2+yfPlyNm/e3BNliUEiwyNISBvJMUc5Y4smGp2OiIiIiPSAg8m7GD61yug0xGQqCxM5MGyk0Wn0atZPy7HHDQDo3AqmWQ1DERExF1P9Sr2goICsrKyAQzY9Hg+ZmZmkp6cHjN2xYwcjRoygra2NL774gv79+wNw+PBh9u/fT0pKCnPnzqWmpgYAn89Hc3MzAK2trfTt27eHqhIRERERERERERERMzPVivLs7OwusdzcXGw2W8A2LAChoaEcPXqUmTNnEhISwkMPPQRAdHQ0t99+OxMmTGDz5s0sWLCA3//+98yaNYu7776bH/7whzQ3N/Pss8/2SE0iIiIiIiIiIiIiYm6mWlF+puLiYmpqarDZbGe9P2rUKN59913mzZvHggULAFi+fDkTJkwAYMaMGVRUVNDY2MiKFSu499572b9/P88++ywLFizwrzAXERERERERERERkd7L1I3yoqIinE4nqamp2O12ysrKyMjIwO12s3v3bv+4KVOmcPToUXw+Hxs2bMDr9Qa8Jzg4mD179vgb7mPHjmXgwIFUVlb2aD0iIiIiIiIiIiIiYj6m2nrlTDk5Of7rkpIS8vPzycvLw+v1smzZMuLi4rjyyivZuXMn11xzDUFBQbzxxhskJCQwadIkCgsLGTNmDJGRkYwePZrdu3eTmppKVVUVtbW1fPe73zWwOuluLe5WjjnKcXs9HEzeZXQ6IiIiItID3B4flYWJRqchJuPy+LB+Wm50Gr2az+XuPMQTcLe0GpyNiIhIV6ZulH+V4OBg1q1bR2ZmJl6vl0GDBvn3N1+9ejVLly5l/fr1DBgwgDVr1gCwatUqMjMz+e1vf0tYWBirV68mOjrayDKkmzWfbqeZv52k7jY0FxEjWSzR1NU1nnugiEg30TwkIkbTPGQSjR6jMxAREflKpmuUNzU1ERkZ2SXudDrPOt7n8xEUFERERAQAJ0+e5JNPPiEuLo7Tp0/z5JNP+lem+3w++vTpQ79+/Rg8eHD3FSEiF61+/UOIDI/A7fUQHhxmdDrnzWLRLwZFxFiah+RC5Pb4CA8z9W6Vcp5cHp/mIZGz8La6aGhqMzoNERFTMFWjvLS0FLvdTlVVVUC8oqICh8NBQkKCP7ZkyRI2bNjAiBEjWLt2Lc888wwPPfQQZWVlzJo1izlz5gS8Y8mSJdx1113ceeedHDp0iIyMDLZu3doTZYnIRSQyPIKEtJEcc5Qztmii0emIiIhINzqYvIvhU6uMTkO+BZWFiRwYNtLoNERMx/ppOahRLiICmOwwz4KCArKysoiNjfXHPB4PmZmZpKenB4zdsWMHI0aMoK2tjS+++IL+/fsDcPjwYfbv309KSgpz586lpqYGgA8//JDbbrsNgKuvvpra2lqqq6t7qDIRERERERERERERMStTNcqzs7OxWq0BsdzcXGw2G/Hx8QHx0NBQjh49SlJSEiUlJUyePBmA6Oho7rvvPl577TWSkpJYsGABAJdffjnbt28H4L333uPLL7+krq6uB6oSERERERERERERETMzVaP8TMXFxdTU1GCz2c56f9SoUbz77rvMmzfP3xBfvnw5EyZMAGDGjBlUVFTQ2NjIqlWreP3115kyZQrFxcWMHj2a0NDQHqtFRERERERERERERMzJ1I3yoqIinE4nqamp2O12ysrKyMjIwO12s3v3bv+4KVOmcPToUXw+Hxs2bMDr9Qa8Jzg4mPb2dtavX8+2bduYP38+n332GUOHDu3pkkRERERERERERETEZEx1mOeZcnJy/NclJSXk5+eTl5eH1+tl2bJlxMXFceWVV7Jz506uueYagoKCeOONN0hISGDSpEkUFhYyZswYIiMjWbduHZMmTeL222/nlVde4aqrriImJsbA6kTkQtTibuWYoxy318PB5F1GpyMiIiLdyO3xUVmYaHQa8i1weXydhxaKSABvq8voFERETMPUjfKvEhwczLp168jMzMTr9TJo0CCys7MBWL16NUuXLmX9+vUMGDCANWvWALBw4UIWLVpEfn4+gwYNCmjCi4icr+bT7TTT+H+f3Ibmcr4slmjq6hrPPVBEpJtoHhIRo2keEhERkXMxXaO8qamJyMjILnGn03nW8T6fj6CgICIiIgAYPHgwQ4YMobKyksbGRhoaGhg8eDCDBw8mPj6esrIyTp48SVNTE4MGDerWWuTi1a9/CJHhnf/Nub0ewoPDDM5I5OtZLNFGpyAivZzmIflnuT0+wsNMvWOkXABcHp/mIYP5XG6C+oYD4G5p5XRzu8EZiYiIBDJVo7y0tBS73U5VVVVAvKKiAofDQUJCgj+2ZMkSNmzYwIgRI1i7di3PPPMMDz30EDk5OQwePJjc3Fz27t3Lo48+yh/+8Aeef/55IiIi2LlzJ3/+859ZsmQJBQUFPVyhXCwiwyNISBsJwDFHOWOLJhqckYiIiMjF6WDyLoZPrTI6DbnAVRYmcmDYSKPT6NWsn5ZjjxsAwMrjDdCsFf4iImIuplqaUVBQQFZWFrGxsf6Yx+MhMzOT9PT0gLE7duxgxIgRtLW18cUXX9C/f386Ojp4/fXXSUtLA2D8+PE89thjALz99ttMmTIFgH//93+noaGBzz//vIcqExERERERERERERGzMlWjPDs7G6vVGhDLzc3FZrMRHx8fEA8NDeXo0aMkJSVRUlLC5MmTOXHiBGFhYbz00kvcfffd/OQnP8Hr9QJQW1uLxWLxP2+xWDh+/Hj3FyUiIiIiIiIiIiIipmaqRvmZiouLqampwWaznfX+qFGjePfdd5k3bx4LFizA6/VSX19PdHQ0L7/8MnPmzOFnP/sZAB0dHfTp08f/bEdHB0FBpi5fRERERERERERERHqAqTvFRUVFOJ1OUlNTsdvtlJWVkZGRgdvtZvfu3f5xU6ZM4ejRo8TExBASEkJycjIA119/PS0tLZw4cYJBgwZRW1vrf6a+vj5gixcRERERERERERER6Z1MdZjnmXJycvzXJSUl5Ofnk5eXh9frZdmyZcTFxXHllVeyc+dOrrnmGsLCwhg3bhzbt2/nnnvu4dChQ0RERBATE0NSUhJbt27FarVy4MABwsPDueyyywysTi5kLe5WjjnKAXB7PRxM3mVwRiIiIiIXJ7fHR2VhotFpyAXO5fFh/bTc6DR6NZ/L3XmIJ+BuaTU4GxERka5M3Sj/KsHBwaxbt47MzEy8Xi+DBg0iOzsb6NznPDMzk5deeomQkBDWrVtHUFAQ9913H5mZmUyePJmwsDDWrFljcBVyIWs+3U4z/3hKu9uwXETOxWKJpq6u8dwDRUS6ieYhETGa5iGTaPQYnYGIiMhXMl2jvKmpicjIyC5xp9N51vE+n4+goCAiIiIAiIyMpF+/foSEdJb2t3+Gh4ezevVqiouLcTgcXHHFFd1UgYgYpV//ECLDI3B7PYQHhxmdjqlYLNFGpyAivdzFOA+5PT7Cw0y9k6GI/B+Xx3dRzkMi34S31UVDU5vRaYiImJapGuWlpaXY7XaqqqoC4hUVFTgcDhISEvyxJUuWsGHDBkaMGMHatWt55plneOihh8jJyWHw4MHk5uayd+9eHn30Uf7whz/g8/l47rnn+M1vfsPIkSN7uDIR6QmR4REkpI3kmKOcsUUTjU5HREQucgeTdzF8apXRaYjIeagsTOTAMP05UHo366floEa5iMhXMtUSmIKCArKysgIO2fR4PGRmZpKenh4wdseOHYwYMYK2tja++OIL+vfvT0dHB6+//jppaWkAjB8/nsceewyAyspKKisrWbFiRc8VJCIiIiIiIiIiIiKmZ6pGeXZ2NlarNSCWm5uLzWYjPj4+IB4aGsrRo0dJSkqipKSEyZMnc+LECcLCwnjppZe4++67+clPfoLX6wXge9/7HtnZ2VxyySU9Vo+IiIiIiIiIiIiImJ+pGuVnKi4upqamBpvNdtb7o0aN4t1332XevHksWLAAr9dLfX090dHRvPzyy8yZM4ef/exnPZy1iIiIiIiIiIiIiFxITN0oLyoqwul0kpqait1up6ysjIyMDNxuN7t37/aPmzJlCkePHiUmJoaQkBCSk5MBuP7662lpaeHEiRNGlSAiIiIiIiIiIiIiJmeqwzzPlJOT478uKSkhPz+fvLw8vF4vy5YtIy4ujiuvvJKdO3dyzTXXEBYWxrhx49i+fTv33HMPhw4dIiIigpiYGAOrEJGe0uJu5ZijHLfXw8HkXUanIyIiFzm3x0dlYaLRaYjIeXB5fJ0HGYr0Yt5Wl9EpiIiYmqkb5V8lODiYdevWkZmZidfrZdCgQWRnZwOd+5xnZmby0ksvERISwrp16wgKMvXCeRH5ljSfbqeZxv/75DY0FzOxWKKpq2s890ARkW6ieUhEjKZ5SERERM7FdI3ypqYmIiMju8SdTmfAZ6vVyn//939z5MgRpk2bRlxcHACZmZnU1NQQHByM1+tl2rRpvPLKKwwfPpysrCz+8pe/0LdvX958801uuummHqlJRMQo0TFhQOcfDkVEjKR5SL4Jt8dHeJgWu8i3x+XxaR6Sr+RzuQnqG/61Y9wtrZxubu+hjERExAimapSXlpZit9upqqoKiFdUVOBwOEhISAiIt7a2smLFCtra2vyxjRs3+q9//etfc/XVV3PVVVexbt06QkJCKCoq4tSpU0yfPp0rrriCQYMGdWtNIiJG6hsSztiiiUanISIi8o0cTN7F8KlVRqchF5HKwkQODBtpdBpiUtZPy7HHDfjaMSuPN0Cz/laCiMjFzFTLNAoKCsjKyiI2NtYf83g8ZGZmkp6e3mX8qlWruP/++8/6ro8//pjCwkIWLVoEwIcffsjEiRMJCgoiJiaG0aNHs2/fvu4pREREREREREREREQuGKZqlGdnZ2O1WgNiubm52Gw24uPjA+J79uzB5XJx2223nfVdTz/9ND/96U+JiooC4PLLL+ePf/wj7e3tfPHFF/zv//4v9fX13VOIiIiIiIiIiIiIiFwwTNUoP1NxcTE1NTXYbLaAeF1dHRs2bGDp0qVnfe7UqVMUFxdz1113+WNz5swhLCyMO+64g+zsbH74wx8SGhrarfmLiIiIiIiIiIiIiPmZao/yMxUVFeF0OklNTaWlpYX6+noyMjK4/vrr+fLLL7n33nv9Y1NTU3nxxReJiorinXfeYfz48YSH//0wjsbGRhYsWEBMTAwAaWlpOsxTRERERERERERERMzdKM/JyfFfl5SUkJ+fT15eHkDAavFRo0axdetW/+dDhw512cJl165dfPzxx2RlZfHRRx9x5MgR/t//+3/dXIGIiLFc7W4OJu8yOg0REZFvxO3xUVmYaHQachFxeXxYPy03Og0xKZ/L3XlY59dwt7T2UDYiImIUUzfK/1nV1dX86Ec/CohNmzaNX/7yl6SkpBASEkJeXp5//3IRkYtV40kPfS3h1NU1Gp2KiPRiFku05iERMZTmITmnRo/RGYiIiMFM1yhvamoiMjKyS9zpdJ51/JEjRwL2Gvd4PPTv35/HH3+c3NxcFi1axLhx4wgPD+cvf/kLUVFR+Hw+VqxYwcaNGxk8eHC31SLn1q9/CJHhEQC4vR7Cg8MMzkjk4mSxRBudgoj0cpqHpKe4PT7Cw0x9FJMYwOXxaR7qRj6Xm6C+4V87xt3Syunm9h7KSERE5JszVaO8tLQUu91OVVVVQLyiogKHw0FCQkJAvLW1lRUrVtDW1uaPbd26FZ/Px2uvvcbRo0d54IEH2Lt3LydPniQ0NDRgixYxXmR4BAlpIwE45ihnbNFEgzMSERERkQvZweRdDJ9aZXQaYjKVhYkcGDbS6DQuWtZPy7HHDfjaMSuPN0CzVvWLiIh5mWqpRUFBAVlZWcTGxvpjHo+HzMxM0tPTu4xftWoV999/f0DM5/PR2tqK1+ultbWVvn37AnD48GE6OjqYPn06d9xxBzt37uzeYkRERERERERERETkgmCqFeXZ2dldYrm5udhsNoYOHRoQ37NnDy6Xi9tuuy0gfscdd/Dqq69yww03cPr0aZ544gmgs+F+ww03sHDhQurr67n33nsZOXIkw4cP776CRERERERERERERMT0TLWi/EzFxcXU1NRgs9kC4nV1dWzYsIGlS5d2eSY/P5+rr76a4uJiXnvtNbKzs/nrX//KLbfcgt1up2/fvgwdOpRbb72V/fv391QpIiIiIiIiIiIiImJSplpRfqaioiKcTiepqam0tLRQX19PRkYG119/PV9++SX33nuvf2xqaiovvvgie/bsYd26dfTp04fvfve7jBkzhg8++IDy8nK+853vcNVVV/mfCQkxdfkiIiIiIiIiIiIi0gP6dHR0dBidxJluuukm/uu//itgu5WSkhLy8/N5/vnnu4wfNWoUR48eBeAXv/gFw4cPZ968eTQ0NPDjH/+YZ599lv3797N//36efvppGhoamDZtGs8//zxDhgw5r5zq6r75oSMWS/Q/9Vxv0q9/CJHhEQC4vR7Cg8MMzkhERERELmRuj4/wMFP/xVkxgMvjo6/+u+g2PpeboL7hXzvG3dLK6eb2HspIxHzUIxLpWRZL9Dd+5qJbUr1kyRKWLl3K5MmTCQoK4qGHHiIxMZGhQ4dy9OhRkpOT8fl8LFy48Lyb5NJ9mk+308w//o/CbVguIhcr/UAmIkbTPCQiRtM81AMaPUZnICIi8i8xXaO8qamJyMjILnGn0xnw+dVXXyU3N5eBAwcyevRo1q1bx4IFC/B4PJw+fRqv18uwYcO48cYbAfjss8/45JNPCA4OZuDAgXz/+9/vkXrk/EVdGkpEaF+j0xC5KP0zv0kVEfk2aR4yD624lt7I5fFpHhK8rS4amtqMTkNEREzKVI3y0tJS7HY7VVVVAfGKigocDgcJCQn+WFlZGYsXLyY5OTlg7LJly7jnnnuYPHky69ev5+mnn+aXv/wlS5Ys4a677uLOO+/k0KFDZGRksHXr1p4oS85TRGhfxhZNNDoNERERkYvaweRdDJ9aZXQaIj2qsjCRA8NGGp2GGMz6aTmoUS4iIl/BVEtJCgoKyMrKIjY21h/zeDxkZmaSnp4eMPbw4cO8+uqrpKSksHDhQk6dOkVbWxt//vOfmTixs9l655138sc//hGADz/8kNtuuw2Aq6++mtraWqqrq3uoMhERERERERERERExK1M1yrOzs7FarQGx3NxcbDYb8fHxAXGLxcK8efPYtm0bgwcPZvny5Zw8eZKoqChCQkL8Y7744gsALr/8crZv3w7Ae++9x5dffkldXV0PVCUiIiIiIiIiIiIiZmaqRvmZiouLqampwWazdbm3fv16rr32Wvr06cPs2bPZt28fHR0d9OnTJ2Dc3z6vWrWK119/nSlTplBcXMzo0aMJDQ3tkTpERERERERERERExLxMtUf5mYqKinA6naSmptLS0kJ9fT0ZGRmsWLGCLVu28B//8R8AdHR0EBwczIABA2hsbMTr9RIcHExdXZ1/G5f29nbWr19PWFgYbW1tvPzyywwdOtTA6kRERERERERERETEDEzdKM/JyfFfl5SUkJ+fT15eHl6vl02bNjF27FjGjBnDCy+8wK233kpoaChWq5UdO3aQkpJCYWEh48ePB2DdunVMmjSJ22+/nVdeeYWrrrqKmJgYo0qTs2htc3EweZfRaYiIiIhc1NweH5WFiUanIdKjXB5f50GO0qt5W11GpyAiIiZm6kb5VwkODiYvL49HH30Ul8tFYmIia9asASArK4vFixezYcMGBg8ezBNPPAHAwoULWbRoEfn5+QwaNCigCS/m0PRlG03oBHKRb5vFEk1dXaPRaYhIL6Z5SESMpnlIREREzsV0jfKmpiYiIyO7xJ1OZ8Dn6upq6urqGDhwIJ9//jmbNm1iwYIFDBkyhOeff568vDyCg4O55JJLAIiJiaF///6cOnUKt9tNUJCpt2cXEbng9esfQmR4BG6vh/DgMKPTERGDWSzRRqcgIt8it8dHeNiF82cql8eneUjkIuZtddHQpIV3IvKvMVWjvLS0FLvdTlVVVUC8oqICh8NBQkKCP1ZWVsbixYtJTk4OGNvY2EhOTg7bt29n9uzZ/nheXh5WqxWHw0FhYSHZ2dnk5eV1az0iIr1ZZHgECWkjOeYoZ2zRRKPTERERkW/RweRdDJ9aZXQa562yMJEDw0YanYaIdBPrp+WgRrmI/ItMtQSgoKCArKws/wGcAB6Ph8zMTNLT0wPGHj58mFdffZWUlBQWLlzIqVOnANizZw+JiYnMnDkzYPzbb79NSkoKAMnJyezdu5e2Nk2iIiIiIiIiIiIiIr2dqRrl2dnZWK3WgFhubi42m434+PiAuMViYd68eWzbto3BgwezfPlyAKZOnUpaWhrBwcEB42tra7FYLACEhIQQFRVFQ0NDN1YjIiIiIiIiIiIiIhcCUzXKz1RcXExNTQ02m63LvfXr13PttdfSp08fZs+ezb59+77Ruzs6OrRPuYiIiIiIiIiIiIiYu1FeVFSE0+kkNTUVu91OWVkZGRkZNDY28txzz/nHdXR0dFlBfqbY2Fjq6+sBaG9vp7m5mUsvvbQ70xcRERERERERERGRC4CpDvM8U05Ojv+6pKSE/Px88vLy8Hq9bNq0ibFjxzJmzBheeOEFbr311q99V1JSEoWFhcydO5cdO3ZgtVoJDQ3t7hJERHqtFncrxxzluL0eDibvMjodERER+Ra5PT4qCxONTuO8uTy+zsP+ROSi5G11GZ2CiFwETN0o/yrBwcHk5eXx6KOP4nK5SExMZM2aNV/7zPz581m8eDGTJ08mOjqatWvX9lC2IiK9U/Ppdppp/L9PbkNzERFjWSzR1NU1nnugiEg30TwkIiIi52K6RnlTUxORkZFd4k6nM+BzdXU1dXV1DBw4kM8//5xNmzaxYMEC/32v1xuwHUt9fT1ffvklwcHBhIaG0qdPn+4rQkR6vX79Q4gMjwDA7fUQHhxmaD4WS7Sh3y8ionlIxFzcHh/hYabeifNb5fL4NA+ZlLfVRUNTm9FpiIiImKtRXlpait1up6qqKiBeUVGBw+EgISHBHysrK2Px4sUkJycHjG1sbCQnJ4ft27cze/Zsf3zZsmXMmzeP8ePHs3nzZp544glyc3O7tR4R6b0iwyNISBsJwDFHOWOLJhqckYiIiMjfHUzexfCpVUan0WMqCxM5MGyk0WnIWVg/LQc1ykVExARMtYSgoKCArKwsYmNj/TGPx0NmZibp6ekBYw8fPsyrr75KSkoKCxcu5NSpUwDs2bOHxMREZs6cGTD+d7/7HePHj8fn8/H555/Tv3//7i9IREREREREREREREzPVI3y7OxsrFZrQCw3NxebzUZ8fHxA3GKxMG/ePLZt28bgwYNZvnw5AFOnTiUtLS1g2xWAkJAQTp8+7V9RPm3atO4tRkREREREREREREQuCKZqlJ+puLiYmpoabDZbl3vr16/n2muvpU+fPsyePZt9+/ad8339+/dn//79PPHEEzz44IN4vd7uSFtERERERERERERELiCmbpQXFRXhdDpJTU3FbrdTVlZGRkYGjY2NPPfcc/5xHR0dXVaQn2nHjh10dHQAMH78eFwul3+7FhERERERERERERHpvUx1mOeZcnJy/NclJSXk5+eTl5eH1+tl06ZNjB07ljFjxvDCCy9w6623fu27nn32WUJCQpgwYQLvv/8+MTExDBgwoLtLEJFeqsXdyjFHOQBur4eDybsMzkhERETk79weH5WFiUan0WNcHl/noZFiOt5Wl9EpiIiIACZvlH+V4OBg8vLyePTRR3G5XCQmJrJmzZqvfWbVqlUsXbqU9evXEx0dzZNPPtlD2YpIb9R8up1mGv8h4jYsF4slmrq6xnMPFBHpJpqHRMRomodERETkXEzXKG9qaiIyMrJL3Ol0Bnyurq6mrq6OgQMH8vnnn7Np0yYWLFjgv+/1egO2YxkxYgSbN2/m+PHjTJkyhYiIiO4rQkSkh/TrH0JkeOd85vZ6CA8OO+s4iyW6J9MSEelC85DIhcnt8REeZuodO8+Ly+PTPHQR8ba6aGhqMzoNERG5yJiqUV5aWordbqeqqiogXlFRgcPhICEhwR8rKytj8eLFJCcnB4xtbGwkJyeH7du3M3v27IB7Pp+PRx55hLY2/Q9VRC4OkeERJKSNBOCYo5yxRRMNzkhEREQuJgeTdzF8apXRafzLKgsTOTBspNFpyLfE+mk5qFEuIiLfMlMtDSgoKCArK4vY2Fh/zOPxkJmZSXp6esDYw4cP8+qrr5KSksLChQv9B3Pu2bOHxMREZs6c2eX9mzZtYty4ccTExHRvISIiIiIiIiIiIiJywTBVozw7Oxur1RoQy83NxWazER8fHxC3WCzMmzePbdu2MXjwYJYvXw7A1KlTSUtLC9h2BTpXoL///vtnbaCLiIiIiIiIiIiISO9lqkb5mYqLi6mpqcFms3W5t379eq699lr69OnD7Nmz2bdv31e+p7W1lWXLlrFy5UqCgkxdsoiIiIiIiIiIiIj0MFN3jYuKinA6naSmpmK32ykrKyMjI4PGxkaee+45/7iOjo4uK8j/0YEDBzhx4gQPPvggqamp1NbWkpaWxscff9wDVYiIiIiIiIiIiIiImZnqMM8z5eTk+K9LSkrIz88nLy8Pr9fLpk2bGDt2LGPGjOGFF17g1ltv/cr33HDDDbz55pv+zzfddBMOh4OhQ4d2a/4iIt2txd3KMUc5AG6vh4PJuwzOSERERC4mbo+PysJEo9P4l7k8vs4DIOWi4G11GZ2CiIhchEzdKP8qwcHB5OXl8eijj+JyuUhMTGTNmjVGpyUi0uOaT7fTTOM/RNxdxlgs0dTVNXaJXSZFswAAIABJREFUi4j0FM1DImI0zUMiIiJyLqZrlDc1NREZGdkl7nQ6Az4PGzYMi8VCbW0tJ0+e5NSpU0RHR3P69GkWLlxIdXU1AwYMYPr06VgsFjweD2vWrOHAgQNERERQVVWlFeUiYoh+/UOIDI8AOleBhweHdft3WizR3f4dIiJfR/OQ/KvcHh/hYabeOVJMzOXxaR4S+T/eVhcNTW1GpyEiYjqmapSXlpZit9upqqoKiFdUVOBwOEhISPDHHn74YSZOnMiMGTPYvHkza9euJS8vj7y8PKxWKw6Hg8LCQrKzs8nLy2PTpk2cPHmSV199lYqKCmbNmsXevXvp06dPD1cpIr1dZHgECWkjATjmKGds0USDMxIRETG/g8m7GD61yug05AJVWZjIgWEjjU5DxBSsn5aDGuUiIl2YaklGQUEBWVlZxMbG+mMej4fMzEzS09P9sYaGBj766COmT58OgM1mIyMjA4C3336blJQUAJKTk9m7dy9tbW3s3LmTBx54gD59+vC9732P3/3ud3R0dPRgdSIiIiIiIiIiIiJiRqZqlGdnZ2O1WgNiubm52Gw24uPj/bHq6mouu+wyVq1ahc1mIz09ndDQUABqa2uxWCwAhISEEBUVRUNDA8eOHePPf/4z99xzD3fffTf19fUEBZmqfBERERERERERERExgKk7xcXFxdTU1GCz2QLi7e3tHDlyhOuuu44tW7Zw8803s3jx4rO+o6Ojg6CgILxeL8ePH+fFF19k2bJlLFy4kMZGHeYiIiIiIiIiIiIi0tuZulFeVFSE0+kkNTUVu91OWVkZGRkZWCwW+vXrx4033gh0brHywQcfABAbG0t9fT3Q2VBvbm7m0ksv5Tvf+Q6TJ0+mT58+jB49mri4OD755BPDahMRERERERERERERczDVYZ5nysnJ8V+XlJSQn59PXl4eAHFxcbzzzjskJSXx1ltvccUVVwCQlJREYWEhc+fOZceOHVitVkJDQ7nxxhvZsWMHl19+OdXV1dTU1PDd737XkLpEpHdrcbdyzFEOgNvr4WDyLoMzEhERMT+3x0dlYaLRacgFyuXxdR5gKCJ4W11GpyAiYkqmbpR/naeeeoqsrCwef/xxoqKiWLVqFQDz589n8eLFTJ48mejoaNauXQvAwoULWb58OZMnTwZg5cqVREdHG5a/iPRezafbaeYft35yd+v3WSzR1NVpqykRMY7mIRExmuYhERERORfTNcqbmpqIjIzsEnc6nQGfo6KiiIiI8O8zHhLSWcqll17Kxo0bOX78OFOmTPGPX7NmDUePHvWPmzdvHuvWreO2227rrlJEREREpBtEx4TRNyTc6DRE5ALi8viwWL7ZQim3x0d4mKl3KxX5xrytLhqa2oxOQ0TElEzVKC8tLcVut1NVVRUQr6iowOFwkJCQ4I89/PDDTJw4kRkzZrB582bWrl3r35bF5/PxyCOP0Nb298l/+fLl/utXXnmFnTt3MnHixO4tSERERES+dX1DwhlbpJ/jROT8HUzexfCpVd/omcrCRA4MG9k9CYkYxPppOahRLiJyVqb69XhBQQFZWVnExsb6Yx6Ph8zMTNLT0/2xhoYGPvroI6ZPnw6AzWYjIyPDf3/Tpk2MGzeOmJiYLt9x8uRJnnzySZYvX06fPn26sRoRERERERERERERuRCYqlGenZ2N1WoNiOXm5mKz2YiPj/fHqqurueyyy1i1ahU2m4309HRCQ0MBKCsr4/3332fmzJln/Y7nnnuOyZMnM2TIkO4rREREREREREREREQuGKZqlJ+puLiYmpoabDZbQLy9vZ0jR45w3XXXsWXLFm6++WYWL15Ma2sry5YtY+XKlQQFdS3N5/OxZcsW7r///p4qQURERERERERERERMztSN8qKiIpxOJ6mpqdjtdsrKysjIyMBisdCvXz9uvPFGAJKTk/nggw84cOAAJ06c4MEHHyQ1NZXa2lrS0tL4+OOPATh48CCJiYnExcUZWZaIiIiIiIiIiIiImIipDvM8U05Ojv+6pKSE/Px8/4GdcXFxvPPOOyQlJfHWW29xxRVXcMMNN/Dmm2/6n7nppptwOBwMHToUgEOHDnHttdf2bBEiIiIi8q1ytbs5mLzL6DRE5ALi8vioLEz8Rs+4Pb7Ogw9FLiLeVpfRKYiImJapG+Vf56mnniIrK4vHH3+cqKgoVq1adc5nqqurGTVqVA9kJyIiIiLdpfGkh0Y8RqchIhcQiyWaurpGo9MQEREREzNdo7ypqYnIyMgucafTGfA5KiqKiIgIGhs7f9gJCQks5fjx4zQ1NQXEwsLCeOGFF3jxxReZO3cuycnJ33L2ImJmUZeGEhHa1+g0DGGxRBudgoj0cpqHRHqe2+MjPMzUu232GJfHp3lIxCS8rS4amtqMTkNEpAtTNcpLS0ux2+1UVVUFxCsqKnA4HCQkJPhjDz/8MBMnTmTGjBls3ryZtWvX+rdl8fl8PPLII7S1/X3ife+99/jggw/Ytm0bJ0+e5Pbbb+fmm28mIiKiR2oTEeNFhPZlbNFEo9MQERER6REHk3cxfGqV0WmYQmVhIgeGjTQ6DRGBzi2N1CgXERMy1fKCgoICsrKyiI2N9cc8Hg+ZmZmkp6f7Yw0NDXz00UdMnz4dAJvNRkZGhv/+pk2bGDduHDExMf6Y1+vF7XbT3t5Oa2srYWFhPVCRiIiIiIiIiIiIiJidqRrl2dnZWK3WgFhubi42m434+Hh/rLq6mssuu4xVq1Zhs9lIT08nNDQUgLKyMt5//31mzpwZ8J4f/vCHxMfHM378eCZNmkRaWppWk4uIiIiIiIiIiIiIuRrlZyouLqampgabzRYQb29v58iRI1x33XVs2bKFm2++mcWLF9Pa2sqyZctYuXIlQUGBpb388ssEBwezf/9+3nzzTX7/+99z6NChnixHREREREREREREREzI1I3yoqIinE4nqamp2O12ysrKyMjIwGKx0K9fP2688UYAkpOT+eCDDzhw4AAnTpzgwQcfJDU1ldraWtLS0vj444/Zs2cPU6ZMITQ0FIvFwo9+9CMOHDhgcIUiIiIiIiIiIiIiYjRTHeZ5ppycHP91SUkJ+fn5/gM74+LieOedd0hKSuKtt97iiiuu4IYbbuDNN9/0P3PTTTfhcDgYOnQoo0ePZvfu3dx44420tLTw/vvvs2jRoh6vSUSM09rm4mDyLqPTEBEREekRbo+PysJEo9MwBZfH13mAoIgYztvqMjoFEZGzMnWj/Os89dRTZGVl8fjjjxMVFcWqVau+dvzcuXNZtmwZt99+O8HBwfz4xz/muuuu66FsRcQMmr5so4ned7q6xRJNXV2j0WmISC+meUhEjKZ5SERERM7FdI3ypqYmIiMju8SdTmfA56ioKCIiImhs7PxhJySks5Q//elP/PznPycuLo7o6GjWr19PTk4OtbW1/PWvfyUkJIRLL72UpKSk7i9GpJv16x9CZHjnobRur4fw4DCDMxKzsliijU5BRHq5s81Dbo+P8DBT7wQoIhcJl8enn4fkguJtddHQ1PsW+YiIGMlUjfLS0lLsdjtVVVUB8YqKChwOBwkJCf7Yww8/zMSJE5kxYwabN29m7dq15OXlUVZWxqxZs5gzZ07AO5YsWcJdd93FnXfeyaFDh8jIyGDr1q09UZZIt4kMjyAhbSQAxxzljC2aaHBGIiIi5+9g8i6GT60yOg0R6QUqCxM5MGyk0WmInDfrp+WgRrmISI8y1RKegoICsrKyiI2N9cc8Hg+ZmZmkp6f7Yw0NDXz00UdMnz4dAJvNRkZGBgCHDx9m//79pKSkMHfuXGpqagD48MMPue222wC4+uqrqa2tpbq6uqdKExERERERERERERGTMlWjPDs7G6vVGhDLzc3FZrMRHx/vj1VXV3PZZZexatUqbDYb6enphIaGAhAdHc19993Ha6+9RlJSEgsWLADg8ssvZ/v27QC89957fPnll9TV1fVQZSIiIiIiIiIiIiJiVqZqlJ+puLiYmpoabDZbQLy9vZ0jR45w3XXXsWXLFm6++WYWL14MwPLly5kwYQIAM2bMoKKigsbGRlatWsXrr7/OlClTKC4uZvTo0f7muoiIiIiIiIiIiIj0XqZulBcVFeF0OklNTcVut1NWVkZGRgYWi4V+/fpx4403ApCcnMwHH3yAz+djw4YNeL3egPcEBwfT3t7O+vXr2bZtG/Pnz+ezzz5j6NChRpQlIiIiIiIiIiIiIiZiqsM8z5STk+O/LikpIT8/n7y8PADi4uJ45513SEpK4q233uKKK64gKCiIN954g4SEBCZNmkRhYSFjxowhMjKSdevWMWnSJG6//XZeeeUVrrrqKmJiYowqTeRb0eJu5ZijHAC318PB5F0GZyQiInL+3B4flYWJRqchIr2Ay+PrPBxR5ALhbXUZnYKISK9j6kb513nqqafIysri8ccfJyoqilWrVgGwevVqli5dyvr16xkwYABr1qwBYOHChSxatIj8/HwGDRoU0IQXuVA1n26nmcZ/iLgNy0XMy2KJpq6u8dwDRUS6ieYhETGa5iERERE5F9M1ypuamoiMjOwSdzqd/usTJ074D+kMDg6mtraWO+64g4MHD3Ly5Ek++eQT4uLiOH36NE8++SQ5OTnExMTQv39/Tp06hdvtJijI1LvOiIiIyFfo1z+EyPAI3F4P4cFhRqcj58liiTY6BRExIbfHR3hY9//ZzOXxaR4SkR7jbXXR0NRmdBoi8g2ZqlFeWlqK3W6nqqoqIF5RUYHD4SAhIQGAgQMHsnXrVgB8Ph/333+/v3FeVlbGrFmzmDNnTsA78vLysFqtOBwOCgsLyc7O9m/jIiIiIheOyPAIEtJGcsxRztiiiUanIyIi/4KDybsYPrWq27+nsjCRA8NGdvv3iIgAnVs9qVEucsEx1bLqgoICsrKyiI2N9cc8Hg+ZmZmkp6ef9ZktW7YQERFBSkoKAIcPH2b//v2kpKQwd+5campqAHj77bf9Y5KTk9m7dy9tbZq0RERERERERERERHo7UzXKs7OzsVqtAbHc3FxsNhvx8fFdxnu9XjZu3MgvfvELfyw6Opr77ruP1157jaSkJP9K89raWiwWCwAhISFERUXR0NDQjdWIiIiIiIiIiIiIyIXAVI3yMxUXF1NTU4PNZjvr/X379pGYmMioUaP8seXLlzNhwgQAZsyYQUVFBY2NXQ9t6ejo0D7lIiIiIiIiIiIiImLuRnlRURFOp5PU1FTsdjtlZWVkZGT47+/evZtJkyb5P/t8PjZs2IDX6w14T3BwMLGxsdTX1wPQ3t5Oc3Mzl156ac8UIiIiIiIiIiIiIiKmZarDPM+Uk5Pjvy4pKSE/Pz/gAM5Dhw7xwAMP+D8HBQXxxhtvkJCQwKRJkygsLGTMmDFERkaSlJREYWEhc+fOZceOHVitVkJDQ3u0HhEREfnXtbhbOeYox+31cDB5l9HpiIjIv8Dt8VFZmNjt3+Py+DoP1xMR6QHeVpfRKYjIP8HUjfJzqa6uJi4uLiC2evVqli5dyvr16xkwYABr1qwBYP78+SxevJjJkycTHR3N2rVrjUhZRERE/kXNp9tp5m/bqrkNzUXOj8USTV1d163wRER6iuYhERERORfTNcqbmpqIjIzsEnc6nf7rEydOMGvWLBITE5k2bRqNjY2cPHmSgwcPcvLkST755BPi4uI4ffo0Tz75JDk5OVx66aVs3LiR48ePM2XKlJ4sSeSi0q9/CJHhEbi9HsKDw4xOR86TxRJtdAoi0stpHpKe4Pb4CA8z9e6SYhCXx6d56Aw+l5ugvuHd+h3ullZON7d363eIiIh8W0zVKC8tLcVut1NVVRUQr6iowOFwkJCQAMDAgQPZunUr0Lkv+f3338+CBQsAKCsrY9asWcyZM6fL+30+H4888ghtbW3dW4jIRSwyPIKEtJEcc5Qztmii0emIiIiI+B1M3sXwqVVGpyEmVFmYyIFhI41Ow1Ssn5ZjjxvQrd+x8ngDNGslv4iIXBhMtdyioKCArKwsYmNj/TGPx0NmZibp6elnfWbLli1ERESQkpICwOHDh9m/fz8pKSnMnTuXmpoa/9hNmzYxbtw4YmJiurcQEREREREREREREblgmKpRnp2djdVqDYjl5uZis9mIj4/vMt7r9bJx40Z+8Ytf+GPR0dHcd999vPbaayQlJQWsNH///feZOXNm9xYhIiIiIiIiIiIiIhcUUzXKz1RcXExNTQ02m+2s9/ft20diYiKjRo3yx5YvX86ECRMAmDFjBhUVFTQ2NrJs2TJWrlxJUJCpSxYRERERERERERGRHmbqrnFRURFOp5PU1FTsdjtlZWVkZGT47+/evZtJkyb5P/t8PjZs2IDX6w14T0lJCSdOnODBBx8kNTWV2tpa0tLS+Pjjj3usFhERERERERERERExJ1Md5nmmnJwc/3VJSQn5+fnk5eX5Y4cOHeKBBx7wfw4KCuKNN94gISGBSZMmUVhYyJgxY7jlllu45ZZb/ONuuukmHA4HQ4cO7ZlCRC4iLe5WjjnKcXs9HEzeZXQ6IiIiIn5uj4/KwkSj0xATcnl8WD8tNzoNU/G53J2HbXYjd0trt75fRETk22TqRvm5VFdXExcXFxBbvXo1S5cuZf369QwYMIA1a9YYlJ3Ixan5dDvN/O3kerehucj5sViiqatrPPdAEZFuonlIRIymeegrNHqMzkBERMQ0TNcob2pqIjIyskvc6XT6r0+cOMGsWbNITExk2rRpNDY2cvLkSQ4ePMjgwYMZMmQIlZWVNDY20tDQwODBg/3PFhcXEx8fr9XkIiIiIiIivYTL48Niie7273F7fISHmXqHUxE5T95WFw1NbUanISI9yFSN8tLSUux2O1VVVQHxiooKHA4HCQkJAAwcOJCtW7cCnfuS33///SxYsADo3K5l8ODB5ObmsnfvXh599FH+8Ic/4PP5eO655/jNb37DyJEje7QuERERERERMU7fsCCGT63q9u+pLEzkwDD9eVPkYmD9tBzUKBfpVUz1q+6CggKysrKIjY31xzweD5mZmaSnp5/1mS1bthAREUFKSgodHR28/vrrpKWlATB+/Hgee+wxACorK6msrGTFihXdX4iIiIiIiIiIiIiIXDBMtaI8Ozu7Syw3NxebzXbWrVK8Xi8bN27k6aefBjq3ZAkLC+Oll17irbfeIjw8nF/96lcAfO973yM7O5uSkpLuLUJERERERERERERELiimWlF+puLiYmpqarDZbGe9v2/fPhITExk1ahTQ2Tivr68nOjqal19+mTlz5vCzn/2sJ1MWERERERERERERkQuMqVaUn6moqAin00lqaiotLS3U19eTkZFBXl4eALt372bSpEn+8TExMYSEhJCcnAzA9ddfT0tLCydOnGDgwIGG1CAiIiIiIiIiIiIi5mbqRnlOTo7/uqSkhPz8fH+THODQoUM88MAD/s9hYWGMGzeO7du3c88993Do0CEiIiKIiYnp0bxFRERERETEPFweH5WFid3+PW6Pr/MAQBG54HlbXUanICI9zNSN8nOprq4mLi4uIJadnU1mZiYvvfQSISEhrFu3jqAgU+8wIyIiIiIiIt2ob1gQdXWNRqchIiIiJma6RnlTUxORkZFd4k6n03994sQJZs2aRWJiItOmTfv/7N1/XNb1vf/xx3XJzwswMC/UUqFZap0tjx222NZyNk0bMDRup0wP69T80ZYjaqVJBIihjkmiojM2j56ReSA94i3UbNWG4DoUzWicGoKE2pEShIpLrosLuK7vH37PtaGVbSf4fJDn/Xbr1ufzut6f6/N63W71vnl7XW/fbzo6Omhvb+fo0aPYbDZCQkLw8ztf2v/++8yZM6xYsYLW1lasViuvvfYa3/zmNwemKBERERERETGMy+3Bbg/r9/d0uT0EBmihlphHr9NFm6Pb6DRERAYFUzXKa2pqSE9Pp6mpqU+8oaGBwsJCoqKiALjyyivZt28fAB6Ph3vvvZeHH34YOL9dy5gxY8jLy+Pw4cNkZWXx/PPPk5uby2233caCBQtobGwkOTmZw4cPM2zYsAGtUURERERERAZWUICVCXOa+v09x0ujqR4/sd/fI/JFxZw8BmqUi4h8Iab6qbukpITMzEwiIyN9MbfbTUZGBikpKZ/6zJ49ewgODiYhIQGv18tLL73E4sWLAbj11ltZvXo1ADNnzvQd8hkVFUVXVxednZ39XJGIiIiIiIiIiIiImJ2pVpTn5ORcFMvLyyMpKYmxY8de9Flvby9bt25ly5YtwPktWQICAnjuuef43e9+R2BgIGlpaQDMmjXL99y2bdu4/vrrCQvr/796JyIiIiIiIiIiIiLmZqoV5Rc6cuQIzc3NJCUlfernFRUVREdHM2nSJOB847y1tZWwsDCKi4tZsmQJDz74YJ9nduzYQXFxMbm5uf2ev4iIiIiIiIiIiIiYn6lWlF+orKyM+vp6EhMT6ezspLW1ldTUVPLz8wF4+eWX+f73v+8bHxERgZ+fn2+LlW9/+9t0dnZy9uxZrrzySnJzcykvL2fnzp2MHj3akJpERERERERERERExFxM3Shfs2aN77qqqoqCggJfkxzgrbfeYtGiRb77gIAAvvWtb7F//37mz5/PW2+9RXBwMBEREezYsYOqqip27drF8OHDB7QOERERERERMY7L7eF4aXS/v6fL7Tl/eKKISfQ6XUanICIyaJi6UX4pp06dumhleE5ODhkZGTz33HP4+fmxfv16LBYLmzdvJjQ0lOTkZN/YwsJCRo0aNdBpi4iIiIiIyAAKCrDS0tJhdBoiIiJiYqZrlDscDmw220Xx+vp63/XZs2e5//77iY6O5q677qKjo4P29naOHj2KzWYjJCQEP7/zpfn5+WGxWCgtLSU+Pt63mnzkyJFqkouIiIiIiAwBLrcHuz1sQN/Z5fYQGGDqY8FEZIAN9DwkQ1ev00Wbo9voNAYdUzXKa2pqSE9Pp6mpqU+8oaGBwsJCoqKiALjyyivZt28fAB6Ph3vvvZeHH34YOL9dy5gxY8jLy+Pw4cNkZWXx/PPPU1tbS0JCAtnZ2QNak4iIiIiIiBgrKMDKhDlNA/rO46XRVI+fOKDvFBERAc5vA6ZG+d/MVD9vl5SUkJmZSWRkpC/mdrvJyMggJSXlU5/Zs2cPwcHBJCQk4PV6eemll1i8eDEAt956K6tXrwbgT3/6E8eOHSMxMZEf/vCH1NXV9X9BIiIiIiIiIiIiImJ6plpRnpOTc1EsLy+PpKQkxo4de9Fnvb29bN26lS1btgDnt2QJCAjgueee43e/+x2BgYGkpaUBEBgYyA9+8APmzZtHRUUFDz74IAcOHCAgIKB/ixIRERERERERERERUzPVivILHTlyhObmZpKSkj7184qKCqKjo5k0aRJwvnHe2tpKWFgYxcXFLFmyhAcffBCAn/70p8yfPx+r1cq0adOw2Ww0NjYOWC0iIiIiIiIiIiIiYk6mbpSXlZVRX19PYmIi6enp1NbWkpqa6vv85Zdf5vvf/77vPiIiAj8/P+Lj4wH49re/TWdnJ2fPnqWoqIj29nbfWK/X6zvwU0RERERERERERESGLlN3itesWeO7rqqqoqCggPz8fF/srbfeYtGiRb77gIAAvvWtb7F//37mz5/PW2+9RXBwMBEREbzxxhu4XC4WLVrE66+/jsfj4Stf+cqA1iMiIiIiIiIDz+X2cLw0ekDf2eX2nD9MTUREZID1Ol1GpzAombpRfimnTp1i9OjRfWI5OTlkZGTw3HPP4efnx/r167FarTzxxBM8/vjj7Nu3j8DAQPLy8rBaTb2gXkRERERERL4EQQFWWlo6jE5DRIYwuz1M85CIyZmuUe5wOLDZbBfF6+vrfddnz57l/vvvJzo6mrvuuouOjg7a29s5evQoNpuNkJAQ37Yq//vviIgIJkyYQHt7Oy6Xi9bW1oEpSERERERERAzlcnuw28P65bu73B4CA7QIS8yj1+mizdFtdBoiIoOOqRrlNTU1pKen09TU1Cfe0NBAYWEhUVFRAFx55ZXs27cPAI/Hw7333svDDz8MnN+uZcyYMeTl5XH48GGysrJ4/vnn+fWvf017ezt79+6loaGB+++/n8OHD2OxWAa0RhERERERERlYQQFWJsxp6pfvPl4aTfX4if3y3SJ/j5iTx0CNchGRv5mpfvYuKSkhMzOTyMhIX8ztdpORkUFKSsqnPrNnzx6Cg4NJSEjA6/Xy0ksvsXjxYgBuvfVWVq9eDcDBgwdZtGgRFouF6667ju3bt+P1evu/KBERERERERERERExNVM1ynNycoiJiekTy8vLIykpiXHjxl00vre3l61bt/Kzn/0MOL8lS0BAAM899xx33303P/zhD+nt7QXgxIkTvPHGG8yfP5+7776b1tZW7VEuIiIiIiIiIiIiIuZqlF/oyJEjNDc3k5SU9KmfV1RUEB0dzaRJk4DzjfPW1lbCwsIoLi5myZIlPPjgg77PPvjgA3bu3MnKlSt59NFH6ejQIQoiIiIiIiIiIiIiQ52pG+VlZWXU19eTmJhIeno6tbW1pKam+j5/+eWX+f73v++7j4iIwM/Pj/j4eAC+/e1v09nZydmzZxk5ciRxcXFYLBYmT57M6NGjee+99wa8JhERERERERERERExF1Md5nmhNWvW+K6rqqooKCggPz/fF3vrrbdYtGiR7z4gIIBvfetb7N+/n/nz5/PWW28RHBxMREQE06dP58CBA9xwww2cOnWK5uZmrrnmmgGtR0RERERERAaey+3heGl0v3x3l9tz/vBEEZPodbqMTkFEZFAydaP8Uk6dOsXo0aP7xHJycsjIyOC5557Dz8+P9evXY7VaefTRR8nOziYuLg6Ap556irCwMCPSFhERERERkQEUFGClpUVbb4qIiMhnM12j3OFwYLPZLorX19f3uX///ff56le/yl03YtbHAAAgAElEQVR33cXw4cNZu3YtV199NeHh4YSFhdHb24u/vz+hoaEAhIaGkpubS11dHY888gjTp08fkHpERIwSMtwPW2AwAMNHBBI4LMDgjERkKLPbtUBBhqYut4fAAFPveDkkuNwezUMif4eeTift53qMTkNEZECYqlFeU1NDeno6TU1NfeINDQ0UFhYSFRXli23YsIG4uDjmz59PUVER69evZ926dRQVFREcHMzBgwd54403WLFiBSUlJQCUlpaSl5eHv7//QJYlImIIW2AwUYsnAnCi8BhTy2YZnJGIiMjQczT+EBPmNBmdxpB3vDSa6vETjU5DZNCJOXkMzulvY4jI0GCqpQ0lJSVkZmYSGRnpi7ndbjIyMkhJSekz1uPx4HA4AHA6nQQFBQHw+9//nh/84AcAfP3rX6etrY3Tp0/T0dHBK6+8wtNPPz1A1YiIiIiIiIiIiIjIYGCqFeU5OTkXxfLy8khKSmLs2LF94g899BDz5s2jqKiI7u5uiouLAThz5gx2u903zm6388EHH3DVVVexadMm3n///f4tQkREREREREREREQGFVOtKL/QkSNHaG5uJikp6aLPli9fTnZ2NhUVFaxcuZKlS5fi9Xrxer1YLBbfOK/Xi9Vq6jJFRERERERERERExECm7iCXlZVRX19PYmIi6enp1NbWkpqaSltbG42NjcyYMQOAWbNm0dLSQnt7O6NGjeLMmTO+72htbe2zlYuIiIiIiIiIiIiIyF8z1dYrF1qzZo3vuqqqioKCAvLz8/F6vQQGBlJdXU1MTAxvvvkmISEhjBgxgmnTprFv3z5iYmKorq4mMDCQq666ysAqRESM0dnl5EThMQC6et0cjT9kcEYiIiJDT5fbw/HSaKPTGPJcbs/5QwlF5G/S0+k0OgURkQFj6kb5Z7FYLBQUFLBq1SpcLhchISFs2rQJgOTkZDIyMoiLiyMgIIDc3FyDsxURMca5T3o4Rwd2exiftHUBXUanJCJDlN0eRktLh9FpiMgQpnlIRERELsV0jXKHw4HNZrsoXl9f3+d+xIgRBAQE4Ha78ff354orrgDON9E9Hg8ejweAoKCgPs+NHj0au93Of/7nf3LnnXf2UxVDQ2i4P8H+QZceKCKGs9vDjE5BRIY4zUPG6HJ7CAww9W6LIgPC5fZoHhpAHlcX1qBAujqdfHKux+h0REREvhBTNcprampIT0+nqampT7yhoYHCwkKioqJ8sQ0bNhAXF8f8+fMpKipi/fr1rFu3jqKiIoKDgzl48CBvvPEGK1asoKSkxPfc5s2bL/p++fsE+wcxtWyW0WmIiIiIyGc4Gn+ICXOajE5DxHDHS6OpHj/R6DSGjJiTx0gfPYKnPmiDc1rJLyIig4OplpeUlJSQmZnZ5/BNt9tNRkYGKSkpfcZ6PB4cDgcATqfTt3L897//PT/4wQ8A+PrXv05bWxunT58G4I9//CN//vOfmT59+kCUIyIiIiIiIiIiIiKDgKlWlOfk5FwUy8vLIykpibFjx/aJP/TQQ8ybN4+ioiK6u7spLi4G4MyZM9jtdt84u93OBx98wPDhw1mzZg2//OUvWbduXf8WIiIiIiIiIiIiIiKDhqlWlF/oyJEjNDc3k5SUdNFny5cvJzs7m4qKClauXMnSpUvxer14vV4sFotvnNfrxWq1snLlSpYsWcLIkSMHsgQRERERERERERERMTlTrSi/UFlZGfX19SQmJtLZ2UlrayupqalkZGTQ2NjIjBkzAJg1axaZmZm0t7czatQozpw5w/jx4wFobW3Fbrfz2muvcezYMTZt2kRzczP/9V//hZ+fn2+bFhEREREREREREREZmkzdKF+zZo3vuqqqioKCAvLz8/F6vQQGBlJdXU1MTAxvvvkmISEhjBgxgmnTprFv3z5iYmKorq4mMDCQq6++msrKSt93Pf7443zjG99Qk/z/yNnt4mj8IaPTEBEREZHP0OX2cLw02ug0RAzncnuIOXnM6DSGDI+ri6c+aKOr02l0KiIiIl+YqRvln8VisVBQUMCqVatwuVyEhISwadMmAJKTk8nIyCAuLo6AgAByc3MNzvby5fioGwfdRqchIpdgt4fR0tJhdBoiMoRpHhIRo2keMkCH2+gMRERE/iama5Q7HA5sNttF8fr6+j73I0aMICAgALfbjb+/P1dccQVwvone09OD1WrF4/Hw8ccfA1BQUMBvf/tb3/MHDhygvb2dH/3oR/1YjYjxQob7YQsMBqCr103gsACDMxIj2O1hRqcgIkOc5iH5LF1uD4EBpj46SS4DLrdH85AMar1OF20OLVQTEelPpmqU19TUkJ6eTlNTU594Q0MDhYWFREVF+WIbNmwgLi6O+fPnU1RUxPr161m3bh379u3D4/HwwgsvUFdXx6JFizh8+DBLly5l6dKlALz22mv8/Oc/51/+5V8GsjwRQ9gCg4laPBGAE4XHmFo2y+CMRERERP7iaPwhJsxpMjoNucwdL42mevxEo9MQ+bvFnDwGapSLiPQrUy3dKCkpITMzk8jISF/M7XaTkZFBSkpKn7EejweHwwGA0+kkKCjIF3c6nfT29vaJ//X3ZWVlsXLlSgIDA/u5IhERERERERERERExO1OtKM/JybkolpeXR1JSEmPHju0Tf+ihh5g3bx5FRUV0d3dTXFwMwNy5c9m7dy/f+c53+OSTT3j66af7PLdv3z4mTZrElClT+q8QERERERERERERERk0TLWi/EJHjhyhubmZpKSkiz5bvnw52dnZVFRUsHLlSpYuXYrX66WgoIB//Md/5MiRI7zwwgvk5OTwP//zP77n/uM//oP77rtvIMsQERERERERERERERMzdaO8rKyM+vp6EhMTSU9Pp7a2ltTUVNra2mhsbGTGjBkAzJo1i5aWFtrb23nllVe48847sVgsXHPNNUyZMoW3334bgA8//JD29namTp1qZFkiIiIiIiIiIiIiYiKm2nrlQmvWrPFdV1VVUVBQQH5+Pl6vl8DAQKqrq4mJieHNN98kJCSEESNGMHnyZF5++WUmTpxIW1sbtbW1PPLIIwAcPXqUm266yahyRAzR2eXkROExALp63RyNP2RwRiIiIiJ/0eX2cLw02ug05DLncnvOH4YoMkj1Ol1GpyAictkzdaP8s1gsFgoKCli1ahUul4uQkBA2bdoEwIoVK3jyySeJi4vDarXyyCOPEB0dDcCpU6cYPXq0gZmLDLxzn/Rwjo6/inQZlosYw24Po6Wl49IDRUT6ieYhETGa5iERERG5FNM1yh0OBzab7aJ4fX19n/sRI0YQEBCA2+3G39+fK664wveZ1+vFYrFgs9m4+uqrAejt7eXUqVP88Y9/pLy8nMWLF5OQkNC/xYiIiIiIiIjhXG4PdntYv76jy+0hMMDUu5vKZazX6aLN0W10GiIig5qpGuU1NTWkp6fT1NTUJ97Q0EBhYSFRUVG+2IYNG4iLi2P+/PkUFRWxfv161q1bx9q1a7nhhhvYunUrp06d4r777qOsrIyDBw/icDgoKyujra2NO+64g+nTpxMaGjrAVYqIiIiIiMhACgqwMmFOU7++43hpNNXjJ/brO0Q+S8zJY6BGuYjI/4mpfu4uKSkhMzOTyMhIX8ztdpORkUFKSkqfsR6PB4fDAYDT6SQoKAiAd999lzvuuAOAcePGER4eztGjR5k7dy65ubkAnDlzBn9/f/z9/QeiLBERERERERERERExMVOtKM/JybkolpeXR1JSEmPHju0Tf+ihh5g3bx5FRUV0d3dTXFwMwA033MD+/ftJTU3l2LFjNDQ00NraCoCfnx9PPPEE+/btY/HixQQGBvZ/USIiIiIiIiIiIiJiaqZaUX6hI0eO0NzcTFJS0kWfLV++nOzsbCoqKli5ciVLly7F6/WyYsUKTpw4QUJCAr/5zW+4+eab+6wcz8nJoaKigpdeeonKysqBLEdERERERERERERETMjUjfKysjLq6+tJTEwkPT2d2tpaUlNTaWtro7GxkRkzZgAwa9YsWlpaaG9vp7Ozk1WrVvHCCy/w1FNP8f777zN+/Hhqa2t9e59HRETwne98h7q6OgOrExEREREREREREREzMNXWKxdas2aN77qqqoqCggLy8/Pxer0EBgZSXV1NTEwMb775JiEhIYwYMYLCwkJGjhzJwoULOXz4ML29vUyePJldu3bxhz/8gU2bNtHZ2UllZSXZ2dkGViciIiIiIiIDweX2cLw0ul/f0eX2nD9QUcQAvU6X0SmIiAx6pm6UfxaLxUJBQQGrVq3C5XIREhLCpk2bAFi8eDE/+9nP2LdvHyEhIRQUFGC1Wpk3bx51dXUkJCRgtVpZsGABU6dONbgSERERERER6W9BAVZaWjqMTkNERERMzFSNcofDwbx58/jNb37T5/DOZ599lkOHDlFUVATA+++/z89//nPcbjfh4eGsXbuWq6++mtbWVtLT02lpaSEkJITly5dz7bXXAjBs2DCys7NJSUnhuuuuY968eYbUKCIiIiIiIgPL5fZgt4f1iXW5PQQGmHo30gHX63TR5ug2Og0RERFDmKZRXlNTQ3p6um8f8f/V0NBAYWEhUVFRvtiGDRuIi4tj/vz5FBUVsX79etatW8fatWu54YYb2Lp1K6dOneK+++6jrKyMoKAgAHbv3k1VVRXXXXfdQJYmIiIiIiIiBgoKsDJhTlOf2PHSaKrHTzQmIZOKOXkM1CgXEZEhyjQ/n5eUlJCZmUlkZKQv5na7ycjIICUlpc9Yj8eDw+EAwOl0+hrh7777LnfccQcA48aNIzw8nKNHjwJw8uRJ9u7dy9133z0Q5YiIiIiIiIiIiIjIIGGaRnlOTg4xMTF9Ynl5eSQlJTFu3Lg+8YceeogdO3bwne98h3/7t39j0aJFANxwww3s378fgGPHjtHQ0EBrays9PT088cQTrFy5En9//4EpSEREREREREREREQGBdM0yi905MgRmpubSUpKuuiz5cuXk52dTUVFBStXrmTp0qV4vV5WrFjBiRMnSEhI4De/+Q0333wz/v7+bNq0iZkzZ/r2KxcRERERERERERER+V+m2aP8QmVlZdTX15OYmEhnZyetra2kpqaSkZFBY2MjM2bMAGDWrFlkZmbS3t5OZ2cnq1atIjQ0FIC4uDjGjx9Pfn4+AQEB7Nmzh9bWVgCCg4NZuHChYfWJiIiIiIiIiIiIiDmYtlG+Zs0a33VVVRUFBQXk5+fj9XoJDAykurqamJgY3nzzTUJCQhgxYgSFhYWMHDmShQsXcvjwYXp7e5k8eTIvvvii77s2bdoEoCa5iIiIiIjIEOFyezheGt0n1uX2nD+8Unx6nS6jUxARETGMaRvln8VisVBQUMCqVatwuVyEhIT4mt+LFy/mZz/7Gfv27SMkJISCggKsVtPuLiMiIiIiIiIDICjASktLh9FpiIiIiIlZvF6v1+gk/prD4WDevHls3bqVsWPH+uLPPvsshw4doqioCIC3336blStX4na7ueqqq3jqqaew2+2cOXOGFStW0NraitVqZdmyZXzzm9/k3LlzpKWl0djYCMADDzxAXFzcF87r7/lDld0edln8YSw03J9g/yCj0xARERGRQabL7SEwQAtXxHgut4cg/bfYr3qdLtoc3UanIWJal0uPSGSwsNvD/uZnTLWivKamhvT0dJqamvrEGxoaKCwsJCoqCgCv10tKSgpr164lNjaWAwcO8OSTT7J161Zyc3O57bbbWLBgAY2NjSQnJ3P48GEKCwu56qqr2LBhA2fPniUxMZGbb76ZkSNHGlDp4BLsH8TUsllGpyEiIiIig8zR+ENMmNNkdBoiHC+Npnr8RKPTuKzFnDwGapSLiMggZqqf1EtKSsjMzCQyMtIXc7vdZGRkkJKS4ou1t7fjcrmIjY0FYPr06VRWVuJ2u5k5cybx8fEAREVF0dXVRWdnJ9/4xjdITk4G4MorryQ8PNx3sKeIiIiIiIiIiIiIDF2mWlGek5NzUSwvL4+kpKQ+27BERERgs9morKzklltuYf/+/XR3d9Pe3s6sWX9Z+bxt2zauv/56wsLC+Pa3v+2LHzhwALfbzbXXXtu/BYmIiIiIiIiIiIiI6ZlqRfmFjhw5QnNzM0lJSX3iFouFjRs38swzzzBnzhw6OjoIDw/H39/fN2bHjh0UFxeTm5vb59mDBw+yevVqNm7ciJ+fqX4nEBEREREREREREREDmLpTXFZWRn19PYmJiXR2dtLa2kpqair5+fn4+fn5DvY8e/YsW7ZsITw8HIDc3FzKy8vZuXMno0eP9n1fUVER27ZtY9u2bUyaNMmQmkRERERERERERETEXEzdKF+zZo3vuqqqioKCAvLz8wFIS0sjKyuLG2+8ke3btzN79mysVis7duygqqqKXbt2MXz4cN/zL7/8Mjt27GDXrl2MGTNmwGsZzJzdLo7GHzI6DREREREZZLrcHo6XRhudhggut+f8YZPSb3qdLqNTEBER+T8xdaP882RlZZGZmYnT6WTSpEnk5OTg9XrZvHkzoaGhvoM7AQoLC9m4cSNdXV088MADvvhTTz3F1772NSPSH1QcH3XjQKeXiwxWdnsYLS0dRqchIkOY5iERMZrmIREREbkU0zXKHQ4HNpvtonh9ff1FMavVir+/Py6XC6fTSWhoKPv372fFihW0trZitVpZtmwZo0aNYteuXTz++OM0NTUxbNgwli1bpia5iIiJhAz3wxYYTFevm8BhAUanIyJfMrs9zOgURC4rXW4PgQGmPnLKVFxuj+YhGZJ6nS7aHFr4JiLyRZiqUV5TU0N6ejpNTU194g0NDRQWFhIVFQWA1+slJSWFtWvXEhsby4EDB3jyySfZunUrubm53HbbbSxYsIDGxkaSk5M5fPgw27dvJyoqik2bNnH8+HHuvfdeKisrDahSREQ+jS0wmKjFEzlReIypZbOMTkdERMTUjsYfYsKcJqPTGDSOl0ZTPX6i0WmIDLiYk8dAjXIRkS/EVEsQSkpKyMzMJDIy0hdzu91kZGSQkpLii7W3t+NyuYiNjQVg+vTpVFZW4na7mTlzJvHx8QBERUXR1dVFZ2cnS5cuJTU1FYD333+fK664YgArExERERERERERERGzMtWK8pycnItieXl5JCUlMXbsWF8sIiICm81GZWUlt9xyC/v376e7u5v29nZmzfrLKsRt27Zx/fXXExZ2/q/Y+fn58aMf/YjXXnuN7Ozs/i9IREREREREREREREzPVCvKL3TkyBGam5tJSkrqE7dYLGzcuJFnnnmGOXPm0NHRQXh4OP7+/r4xO3bsoLi4mNzc3D7Pbtu2jd/+9rds2LCB48ePD0gdIiIiIiIiIiIiImJeplpRfqGysjLq6+tJTEyks7OT1tZWUlNTyc/Px8/Pj6KiIgDOnj3Lli1bCA8PByA3N5fy8nJ27tzJ6NGjAXj99deJjo4mMjKSq6++mqlTp1JfX8+ECRMMq09EREREREREREREjGfqRvmaNWt811VVVRQUFJCfnw9AWloaWVlZ3HjjjWzfvp3Zs2djtVrZsWMHVVVV7Nq1i+HDh/ue//3vf4/b7SY9PZ0zZ85QW1vL8uXLB7wmERH5dJ1dTk4UHqOr183R+ENGpyMiImJqXW4Px0ujjU5j0HC5PecPNRQZYnqdLqNTEBEZNEzdKP88WVlZZGZm4nQ6mTRpEjk5OXi9XjZv3kxoaCjJycm+sYWFhfzkJz/hiSeeICEhgWHDhpGWlsbVV19tYAUiIvLXzn3Swzk6/v9dl6G5iMiXy24Po6Wl49IDRUT6ieYhERERuRTTNcodDgc2m+2ieH19/UUxq9WKv78/LpcLp9NJaGgo+/fvZ8WKFbS2tmK1Wlm2bBmjRo2iu7ubiooKxo0bh9frZdOmTUyfPp1hw4YNRFmXpdBwf4L9g4xOQ0S+ALs9zOgURGSI0zz05etyewgMMPWRQyKm4XJ7NA8NsF6nizZHt9FpiIiIfGGmapTX1NSQnp5OU1NTn3hDQwOFhYVERUUB4PV6SUlJYe3atcTGxnLgwAGefPJJtm7dSm5uLrfddhsLFiygsbGR5ORkDh8+TF1dHVOnTmXbtm0GVHZ5CvYPYmrZLKPTEBERERmSjsYfYsKcJqPTEBkUjpdGUz1+otFpDCkxJ4+BGuUiIjKImGoJSklJCZmZmURGRvpibrebjIwMUlJSfLH29nZcLhexsbEATJ8+ncrKStxuNzNnziQ+Ph6AqKgourq66Ozs5E9/+hNtbW3ceeed3HXXXbz++usDW5yIiIiIiIiIiIiImJKpVpTn5ORcFMvLyyMpKYmxY8f6YhEREdhsNiorK7nlllvYv38/3d3dtLe3M2vWX1Y4b9u2jeuvv56wsDAsFgvf+973WLJkCfX19SxatIgXXniBESNGDEhtIiIiIiIiIiIiImJOplpRfqEjR47Q3NxMUlJSn7jFYmHjxo0888wzzJkzh46ODsLDw/H39/eN2bFjB8XFxeTm5gIwb948li5dir+/PzfccAM33ngjf/zjHwe0HhERERERERERERExH1OtKL9QWVkZ9fX1JCYm0tnZSWtrK6mpqeTn5+Pn50dRUREAZ8+eZcuWLYSHhwOQm5tLeXk5O3fuZPTo0QCUlpZy0003MX78eOD8Pud/3VgXERERERERERERkaHJ1I3yNWvW+K6rqqooKCggPz8fgLS0NLKysrjxxhvZvn07s2fPxmq1smPHDqqqqti1axfDhw/3PV9XV8dbb71FVlYWjY2NvPvuu/zTP/3TgNd0OXF2uzgaf8joNERERESGpC63h+Ol0UanITIouNye84dLyoDpdbqMTkFERORvYupG+efJysoiMzMTp9PJpEmTyMnJwev1snnzZkJDQ0lOTvaNLSws5MEHHyQtLY34+HgsFgs///nPCQ0NNbCCwc/xUTcOdIq5iNnZ7WG0tHQYnYaIDGGah0TEaJqHRERE5FJM1yh3OBzYbLaL4vX19RfFrFYr/v7+uFwunE4noaGh7N+/nxUrVtDa2orVamXZsmWMGjUKr9fLpEmTOHnyJE6nkw8++GAgyhERGfRChvthCwymq9dN4LAAo9MRkUHKbg8zOgWRQa3L7SEwwNRHTJmay+3RPCTyJep1umhzaOGciFxeTNUor6mpIT09naampj7xhoYGCgsLiYqKAs7vL56SksLatWuJjY3lwIEDPPnkk2zdupXc3Fxuu+02FixYQGNjI8nJyRw+fJiysjL+8Ic/UFJSwscff0xiYiK33XZbn+1ZRETkYrbAYKIWT+RE4TGmls0yOh0REZEh6Wj8ISbMaTI6jUHreGk01eMnGp2GyGUj5uQxUKNcRC4zplqSUFJSQmZmJpGRkb6Y2+0mIyODlJQUX6y9vR2Xy0VsbCwA06dPp7KyErfbzcyZM4mPjwcgKiqKrq4uOjs7OXjwIPfffz8BAQHY7Xaee+45goKCBrZAERERERERERERETEdUzXKc3JyiImJ6RPLy8sjKSmJcePG+WIRERHYbDYqKysB2L9/P93d3bS3tzNr1iyuuOIKALZt28b1119PWFgYJ06c4Pjx4/zwhz9k7ty5vPPOOwQEaAsBERERERERERERkaHOVI3yCx05coTm5maSkpL6xC0WCxs3buSZZ55hzpw5dHR0EB4ejr+/v2/Mjh07KC4uJjc3F4De3l7q6urYtm0bW7ZsITc396ItXkRERERERERERERk6DHVHuUXKisro76+nsTERDo7O2ltbSU1NZX8/Hz8/PwoKioC4OzZs2zZsoXw8HAAcnNzKS8vZ+fOnYwePRqAkSNHMnv2bPz9/RkzZgxTpkzhnXfeITo62qjyRERERERERERERMQETN0oX7Nmje+6qqqKgoIC8vPzAUhLSyMrK4sbb7yR7du3M3v2bKxWKzt27KCqqopdu3b1Oahz+vTpHDx4kBkzZvDRRx/x9ttvk5qaOuA1iYgMNp1dTk4UHqOr183R+ENGpyMiIjIkdbk9HC+NNjqNQcvl9pw/fFBEvhS9TpfRKYiIfOlM3Sj/PFlZWWRmZuJ0Opk0aRI5OTl4vV42b95MaGgoycnJvrGFhYX867/+K7/4xS+Ij4+nt7eXn/zkJ1xzzTUGViAiMjic+6SHc3T8/7suQ3MRkcHJbg+jpaXj0gNFRPqJ5iERERG5FNM1yh0OBzab7aJ4fX39RTGr1Yq/vz8ulwun00loaChHjhwhNzeX6upquru7WbFiBaNGjQLOr0Kvq6vjkUce4Z//+Z/7vRYRkc8TFhFAkF/ggLzLbg8bkPeIiHwWzUODX5fbQ2CAqY84EvlMLrdH85CYRq/TRZuj2+g0RETkAqZqlNfU1JCenn7RIZsNDQ0UFhYSFRUFgNfrJSUlhbVr1xIbG8uBAwd48skn2bp1K7/+9a9pb29n7969NDQ0cP/993P48GEsFgulpaXk5eX1OfRTRMQoQX6BTC2bZXQaIiIiX8jR+ENMmNNkdBoif5fjpdFUj59odBoiAOe3AVKjXETEdEy1JKSkpITMzEwiIyN9MbfbTUZGBikpKb5Ye3s7LpeL2NhY4Pz+45WVlbjdbg4ePMiiRYuwWCxcd911bN++Ha/XS0dHB6+88gpPP/30gNclIiIiIiIiIiIiIuZlqkZ5Tk4OMTExfWJ5eXkkJSUxbtw4XywiIgKbzUZlZSUA+/fvp7u7m/b2dk6cOMEbb7zB/Pnzufvuu2ltbcVqtRIWFsamTZsYM2bMgNYkIiIiIiIiIiIiIuZmqkb5hY4cOUJzczNJSUl94haLhY0bN/LMM88wZ84cOjo6CA8Px9/fn97eXj744AN27tzJypUrefTRR+no0KEtIiIiIiIiIiIiIvLpTLVH+YXKysqor68nMTGRzs5OWltbSU1NJT8/Hz8/P4qKigA4e/YsW7ZsITw8nJEjRxIXF4fFYmHy5MmMHj2a917rZ84AACAASURBVN57jxtvvNHgakRERERERERERETEjEzdKF+zZo3vuqqqioKCAvLz8wFIS0sjKyuLG2+8ke3btzN79mysVivTp0/nwIED3HDDDZw6dYrm5mauueYao0oQEflMrp4ujsYfMjoNERGRL6TL7eF4abTRaYj8XVxuz/kDFEVMoNfpMjoFERH5FKZulH+erKwsMjMzcTqdTJo0iZycHAAeffRRsrOziYuLA+Cpp54iLCzMyFRFRD5VR7ubDtz9/h67PYyWFm1BJSLG0TwkIkbTPCQiIiKXYrpGucPhwGaz+e5XrFjBm2++SXBwMAC//e1vmTlzJg6Hg56eHjweD9HR0YSGhgKwY8cO3njjDYYPHw7A6dOnASgoKGDPnj0MHz6csLAwdu7cyYIFCwa4OhER6U8hw/2wBQYbnYaIfAq7XQsXRMzI1dVNUKC/0Wn0O6/HMyDzkMfVhTUosN/fIzIYdXU6+eRcj9FpiIh8JlM1ymtqakhPT6epqckXq62t5dlnnyUyMtIXc7lcpKWlUVRUxJgxY1iyZAnl5eVMmzaN2tpann76aaZOndrnuz8rLiIilw9bYDBRiycanYaIiMigcaLwGBETU41Oo9+1H8unenz//xkh5uQx0keP6Pf3iAxGT33QBuf0NztExLysRifw10pKSsjMzPQ1xZ1OJ6dPnyYtLY2EhAQ2btyIx+Ph7bffJioqinHjxuHn50dCQgIvvvgicL4h/swzz5CQkEB2djZdXV2fGxcRERERERERERGRoc1UjfKcnBxiYmJ8962trcTGxrJ69WpKSkqorq5m9+7dnDlzBrvd7hsXGRnJhx9+yLlz57j++ut57LHH2Lt3L5988glbtmz5zLiIiIiIiIiIiIiIiKka5RcaN24cmzdvJjIykuDgYJKTkykvL8fj8WCxWHzjvF4vFouFkJAQfvWrXzFhwgT8/Py4//77KS8v/8y4iIiIiIiIiIiIiIipG+V1dXUcOnTId+/1evHz82P06NG0tLT44i0tLURGRnL69Gl279590fjPiouIiIiIiIiIiIiImLpb7PV6Wb16NbGxsdhsNoqLi5k7dy5Tpkzhvffe48SJE4wdO5aysjKSkpIICgriF7/4BTfffDNjx45l586dzJw58zPjIiJyeenscnKi8JjRaYiIiAwarq5u2o/lG51Gv/N6PMSc7P8/I3hcXecPLBSRi3R1Oo1OQUTkc5m6UT558mQWL17MPffcQ09PD7fffjvx8fEArF27lp/+9Kd0dXUxbdo0Zs+ejcViITs7mx//+Md0d3dz0003cd999xEQEPCpcRERubyc+6SHc3QYnYaIXMBuD6OlRf9viphVBy6jU+h3AzoPdbgH5j0iIiLypTJdo9zhcGCz2Xz3tbW19PT0EBwcTEVFBVOmTGHmzJl4vV7fP8HBwb49y+vr6zl37hzDhw/nnXfe4fnnn2fBggVcd911RERE8PHHH3PmzBmcTicBAQFGlTmohEUEEOQXaHQaIvJ/YLeHGZ2CiAxxmofMp8vtITDA1DsxinxpXG6P5qF+0Ot00eboNjoNERGRL4WpGuU1NTWkp6fT1NTki9XW1vLss88SGRnpi7lcLtLS0igqKmLMmDEsWbKE8vJypk2bRm1tLU8//TRTp071jfd6vfz4xz/miSee4NZbb2XdunUUFhby2GOPDWR5g1aQXyBTy2YZnYaIiIiIfImOxh9iwpwmo9MQGRDHS6OpHj/R6DQuOzEnj4Ea5SIicpkw1RKSkpISMjMzfU1xp9PJ6dOnSUtLIyEhgY0bN+LxeHj77beJiopi3Lhx+Pn5kZCQwIsvvgicb6w/88wzJCQkkJ2dTVdXF//93/+NzWbj1ltvBeCBBx5gwYIFhtUpIiIiIiIiIiIiIuZhqhXlOTk5fe5bW1uJjY0lMzOTsLAwlixZwu7du7HZbNjtdt+4yMhIPvzwQ86dO8f111/PY489RlRUFI8//jhbtmxh0qRJjBw5krS0NN59912+8pWv8OSTTw50eSIiIiIiIiIiIiJiQqZaUX6hcePGsXnzZiIjIwkODiY5OZny8nI8Ho9vT3I4v7WKxWIhJCSEX/3qV0yYMAE/Pz/uv/9+ysvL6enp4fXXX+eee+5h7969jBs3jrVr1xpYmYiIiIiIiIiIiIiYhakb5XV1dRw6dMh37/V68fPzY/To0bS0tPjiLS0tREZGcvr0aXbv3n3ReLvdTlRUFF/72tcAiI+P5+233x64QkRERERERERERETEtEy19cqFvF4vq1evJjY2FpvNRnFxMXPnzmXKlCm89957nDhxgrFjx1JWVkZSUhJBQUH84he/4Oabb2bs2LHs3LmTmTNnMnXqVNra2vjzn//M5MmTefXVV/mHf/gHo8sbNFw9XRyNP3TpgSIiIiIyaHS5PRwvjTY6DZEB4XJ7zh88KV+qXqfL6BRERES+NKZulE+ePJnFixdzzz330NPTw+233058fDwAa9eu5ac//SldXV1MmzaN2bNnY7FYyM7O5sc//jHd3d3cdNNN3HfffQQEBLB582bS09NxOp2MHj2a3Nxcg6sbPDra3XTgNjoNEfk72e1htLR0GJ2GiAxhmodExGiah0RERORSTNcodzgc2Gw2331tbS09PT0EBwdTUVHBlClTmDlzJt/85jfZs2cPCxcu5Hvf+55vz/Jhw4YxbNgwrFYrH3/8MU6nk4CAAK688koCAwPp7u7G7XbjcumXbxERERExj9Bwf4L9g4xOQ+Sy5HJ7sNvDvtDYLreHwABT71IqYhq9Thdtjm6j0xAR+VKYqlFeU1NDeno6TU1NvlhtbS3PPvsskZGRfcY2NjaSlpbGO++844s5HA6ysrLYs2cPo0aNYsOGDWzatIn09HQ2bNhAXFwc8+fPp6ioiPXr17Nu3bqBKk1ERERE5HMF+wcxtWyW0WmIXJaOxh9iwpymLzT2eGk01eMn9m9CIpeJmJPHQI1yEblMmOpn8pKSEjIzM31NcafTyenTp0lLSyMhIYGNGzfi8XgA2L17NwsXLmTKlCm+57u7u8nMzGTUqFEATJo0iebmZgA8Hg8Oh8P3vUFBWq0jIiIiIiIiIiIiIiZbUZ6Tk9PnvrW1ldjYWDIzMwkLC2PJkiXs3r2bu+66i2XLlgHw7//+777xERERzJw5EwCXy0VhYSHJyckAPPTQQ8ybN4+ioiK6u7spLi4eoKpERERERERERERExMxMtaL8QuPGjWPz5s1ERkYSHBxMcnIy5eXll3yuo6ODxYsXM3nyZObOnQvA8uXLyc7OpqKigpUrV7J06VK8Xm9/lyAiIiIiIiIiIiIiJmfqRnldXR2HDh3y3Xu9Xvz8Pn8R/JkzZ5g/fz6TJk3yrVBva2ujsbGRGTNmADBr1ixaWlpob2/vv+RFREREREREREREZFAw1dYrF/J6vaxevZrY2FhsNhvFxcW+FeKfpre3lwceeIA77riDn/zkJ754REQEgYGBVFdXExMTw5tvvklISAgjRowYiDJERERERC7J2e3iaPyhSw8Ukb+Zy+3heGn0Fxrb5facP6BQRC6p1+kyOgURkS+NqRvlkydPZvHixdxzzz309PRw++23Ex8f/5njX331Vd555x16e3t9K9G/+tWvkpOTQ0FBAatWrcLlchESEsKmTZsGqgwRERERkUtyfNSNg26j0xC5LNntYbS0dBidhoiIiJiY6RrlDocDm83mu6+traWnp4fg4GAqKiqYMmWK78DO7u5urNa/7B4zc+ZMNm3axMaNG/F4PHzta18jMzMTgJEjRxIQEEBHRwcRERFERUUNbGEiMqiERQQQ5BdodBpfGrs9zOgURGSI0zwkYn5dbg+BAabenfPv5nJ7NA+JmEyv00WbQz8Qi4h5mKpRXlNTQ3p6Ok1NTb5YbW0tzz77LJGRkX3GNjY2kpaWxjvvvOOLdXZ2kp2dzd69exk5ciQPP/wwe/fu5e6772blypXMnz+fuLg4Nm/ezJYtW3jssccGqjQRGWSC/AKZWjbL6DREREREBszR+ENMmNNkdBr94nhpNNXjJxqdhoj8lZiTx0CNchExEVMtFygpKSEzM9PXFHc6nZw+fZq0tDQSEhJ8K8UBdu/ezcKFC5kyZYrveZvNxquvvsrIkSNxOp2cPXuW4cOH093dzRtvvMGsWeebXnfeeScvvvjiwBcoIiIiIiIiIiIiIqZjqkZ5Tk4OMTExvvvW1lZiY2NZvXo1JSUlVFdXs3v3bgCWLVvGjBkzLvoOf39/ysvL+e53v0t7ezu33HIL7e3thIaG4ud3fgG93W7nww8/HJiiRERERERERERERMTUTNUov9C4cePYvHkzkZGRBAcHk5ycTHl5+SWfmzZtGlVVVUyfPp2srCy8Xi8Wi6XPmAvvRURERERERERERGRoMnWjvK6ujkOHDvnuvV6vb1X4p/noo4+orKz03SckJFBXV8eIESPo6Oigt7cXgJaWlov2PBcRERERERERERGRoclUh3leyOv1snr1amJjY7HZbBQXFzN37tzPHf/YY4+xZ88errrqKl588UVuuukm/P39iYmJ4cCBAyQkJFBaWsqtt946gJWIyGDj6uniaPyhSw8UERERuUx0uT0cL402Oo1+4XJ7zh8cKCKm0et0GZ2CiEgfpm6UT548mcWLF3PPPffQ09PD7bffTnx8/GeOj4iIYNWqVSxZsgSLxcK1117LypUrAcjMzOTxxx/nl7/8JWPGjOHpp58eqDJEZBDqaHfTgdvoNL4UdnsYLS0dRqchIkOY5iERMZrmIREREbkU0zXKHQ4HNpvNd19bW0tPTw/BwcFUVFQwZcoUZs6cCUB3dzdWa9/dY7xeLwC9vb0EBAQQGBgIwNVXX01RURH5+fkMGzaMK664YoAqEhGzCA33J9g/yOg0DGG3hxmdgogMcZqHRMyhy+0hMMDUO3D2C5fbo3lIxGR6nS7aHN1GpyEi4mOqRnlNTQ3p6ek0NTX5YrW1tTz77LMX7Sne2NhIWloa77zzji/W2dlJdnY2e/fuZeTIkTz88MPs3buXu+++m46ODtasWcP+/ftZuHDhQJUkIiYS7B/E1LJZRqchIiIiYpij8YeYMKfJ6DQG3PHSaKrHTzQ6DRH5KzEnj4Ea5SJiIqZaSlBSUkJmZqavKe50Ojl9+jRpaWkkJCSwceNGPB4PALt372bhwoVMmTLF97zNZuPVV19l5MiROJ1Ozp49y/DhwwF45ZVXiI6O5r777hv4wkRERERERERERETEtEzVKM/JySEmJsZ339raSmxsLKtXr6akpITq6mp2794NwLJly5gxY8ZF3+Hv7095eTnf/e53aW9v55ZbbgFgzpw5LF68mGHDhg1MMSIiIiIiIiIiIiIyKJiqUX6hcePGsXnzZiIjIwkODiY5OZny8vJLPjdt2jSqqqqYPn06WVlZ/Z+oiIiIiIiIiIiIiAxapm6U19XVcejQId+91+vFz++zt1X/6KOPqKys9N0nJCRQV1fXrzmKiIiIiIiIiIiIyOBmqsM8L+T1elm9ejWxsbHYbDaKi4uZO3fu545/7LHH2LNnD1dddRUvvvgiN9100wBmLCJm5ux2cTT+0KUHioiIiFymutwejpdGG53GgHO5PecPDhQR0+h1uoxOQUSkD1M3yidPnszixYu555576Onp4fbbbyc+Pv4zx0dERLBq1SqWLFmCxWLh2muvZeXKlQOYsYiYmeOjbhwMvVPV7fYwWlo6jE5DRIYwzUMiYjTNQyIiInIppmuUOxwObDab7762tpaenh6Cg4OpqKhgypQpzJw5E4Du7m6s1r67x3i9XgB6e/8fe/cfFfV153/8OQqDM4LBFMZGxdjVReLacPSwdc6a428wqYyBmhgxh5hUF426/ugWawjZARMmZjebTUhIjF0XN6g9TFFoT3Qlm3hCpHuahhyXltqFU5CYFlcZwQTMDDPDzPcPvzu7aoxNIswgr8dfuXfu537e73M895D33Lm3H6PRSExMDAAffvghzz77LD6fj/j4eP74xz8yYcKEQcpKREREROSLxcZHY4oeFe4wRG5JHm+AxMS4rz1PnzdAjDGiTzAViRj9bg9dvcNvo5KIDF0RVShvbGyksLCQ9vb2UF9TUxP79+/HYrFcMbatrY2CggJOnToV6vvss8/YuXMn1dXVJCQksG3bNqqrq3nooYfIz8/n1VdfJSUlhaqqKp555hlee+21wUpNREREROQLmaJHMfPNJeEOQ+SWdDKzlilZ7V97ntaayTRMSv76AYkMA2lnWkCFchEZQiLqq3Cn04ndbg8Vxd1uNx0dHRQUFGCz2SgtLSUQCABQVVXF2rVrSU1NDT1vNps5fvw4CQkJuN1uLly4wJgxY/B6vWzZsoWUlBQApk2bxtmzZwc/QRERERERERERERGJOBFVKC8pKSEtLS3UdrlcWK1WHA4HTqeThoYGqqqqANi+fTuLFy++Zo7o6Gjq6uqYP38+3d3d3HPPPRiNRu6//34AAoEAr7zyyuc+KyIiIiIiIiIiIiLDT0QVyq+WlJREWVkZFosFk8lEbm4udXV1N3xu3rx5vP/++yxYsICioqJQv9fr5Yc//CF+v59169YNYOQiIiIiIiIiIiIiMlREdKG8ubmZ2traUDsYDBIVdf1j1S9evEh9fX2obbPZaG5uBuDSpUusXbsWv9/Pa6+9RnR09MAFLiIiIiIiIiIiIiJDRkRd5nm1YDCIw+HAarViNpuprKwkOzv7C8fn5+dz6NAhxo8fz7Fjx5g1axYA+fn53HnnnRQXFzNiRER/PyAiIiIiw5Db5+FkZu2NB4rIl+bxBmitmfy15+nzBi5fUCgiN9Tv9oQ7BBGRLyWiC+UpKSnk5eWRk5OD3+8nIyODzMzM644fO3YsTz/9NOvWrcNgMDB16lSKi4s5deoU77zzDlOnTg0V2i0WCz/+8Y8HKxURERERkS/Ue9FHL75whyFyS0pMjKOzsyfcYYiIiEgEi7hCeW9vL2azOdRuamrC7/djMpk4ceIEqamppKenA+Dz+a7ZHR4MBgHo7+/HaDQSExPD9OnT+elPf0pxcTFer5fx48fzzDPPDF5SIiIiIiIiEjYeb4DExLibMlefN0CMMfJ/pdzv9tDVqy/fRERE/lQRVShvbGyksLCQ9vb2UF9TUxP79+/HYrFcMbatrY2CggJOnToV6vvss8/YuXMn1dXVJCQksG3bNqqrq1mxYgWbN29m165dWK1Wjh49ylNPPcXu3bsHKzUREREREREJk1HGEUzJar8pc7XWTKZhUvJNmWsgpZ1pARXKRURE/mQR9TW40+nEbreHiuJut5uOjg4KCgqw2WyUlpYSCAQAqKqqYu3ataSmpoaeN5vNHD9+nISEBNxuNxcuXGDMmDF0d3fj8XiwWq0ALFiwgPr6erxe7+AnKSIiIiIiIiIiIiIRJaIK5SUlJaSlpYXaLpcLq9WKw+HA6XTS0NBAVVUVANu3b2fx4sXXzBEdHU1dXR3z58+nu7ube+65h7Fjx2I2m6mvrwfgyJEj+Hw+uru7BycxEREREREREREREYlYEVUov1pSUhJlZWVYLBZMJhO5ubnU1dXd8Ll58+bx/vvvs2DBAoqKijAYDJSWlvL666+TlZVFT08P8fHxREdHD0IWIiIiIiIiIiIiIhLJIrpQ3tzcTG1tbagdDAaJirr+seoXL14M7RoHsNlsNDc3AxAVFUVFRQU1NTUsW7aMQCBAfHz8wAUvIiIiIiIiIiIiIkNCRF3mebVgMIjD4cBqtWI2m6msrCQ7O/sLx+fn53Po0CHGjx/PsWPHmDVrFgAFBQUUFRVx9913U15ezr333suIERH9PYGIiIiIiIjcBB5vgNaayTdlrj5v4PJFmRGu3+0JdwgiIiJDSkQXylNSUsjLyyMnJwe/309GRgaZmZnXHT927Fiefvpp1q1bh8FgYOrUqRQXFwNQVFSE3W7H7XYzbdo0SkpKBisNERERERERCaNRxhF0dvaEOwwRERGJYBFXKO/t7cVsNofaTU1N+P1+TCYTJ06cIDU1lfT0dAB8Pt81u8IXL17M4sWLeffdd9m5cydxcXEATJ48mcTERD7++GNcLhdut5vY2NjBS0xERERERETCwuMNkJgYN6jv7PMGiDHqV8wi8r8Gex2SW0e/20NXry/cYdzyIqpQ3tjYSGFhIe3t7aG+pqYm9u/fj8ViuWJsW1sbBQUFnDp16pp5XC4Xzz333BV9L774ImlpaezZs4eamhpKSkp48cUXByQPERERERERiRyjjCOYktU+qO9srZlMw6TkQX2niIjcmtLOtIAK5QMuor7edjqd2O32UFHc7XbT0dFBQUEBNpuN0tJSAoEAAFVVVaxdu5bU1NRr5iksLGTTpk1X9L377rvYbDYAMjMzee+99/D59A9MREREREREREREZLiLqEJ5SUkJaWlpobbL5cJqteJwOHA6nTQ0NFBVVQXA9u3bWbx48TVzvPHGG0yfPv2aAvr58+dJTEwEICoqitjYWLq6ugYwGxEREREREREREREZCiKqUH61pKQkysrKsFgsmEwmcnNzqauru+74lpYW3nrrLTZs2HDDuYPB4DXnm4uIiIiIiIiIiIjI8BPRleLm5mZqa2tD7WAwSFTU9Y9VP3bsGJ2dnSxfvpy8vDzOnz/PqlWrALBYLLhcLgD8fj+XLl0iPj5+YBMQERERERERERERkYgXUZd5Xi0YDOJwOLBarZjNZiorK8nOzr7u+M2bN7N582YA/vCHP/DII49w8OBBAObNm0dNTQ3r16/n6NGjpKWlER0dPSh5iIiIiIiISPh4vAFaayYP6jv7vIHLl6+JiIh8Tf1uT7hDGBYiulCekpJCXl4eOTk5+P1+MjIyyMzM/EpzbdmyhR07drB06VLi4uJ4/vnnb3K0IiIiIiIiEolGGUfQ2dkT7jBEZBhLTIzTOiQS4SKuUN7b24vZbA61m5qa8Pv9mEwmTpw4QWpqKunp6QD4fL7rnjP++9///oq2y+Xi4sWLjBw5kujoaAwGw8AlISIiIiIiIhHD4w2QmBh30+br8waIMUb0SaYh/W4PXb2+cIchIiIS8SKqUN7Y2EhhYSHt7e2hvqamJvbv34/FYrlibFtbGwUFBZw6deqaeVwuF88999wVfcXFxWzYsIG5c+fyk5/8hBdeeIF//Md/HJA8REREREREJHKMMo5gSlb7TZuvtWYyDZOSb9p8AyntTAuoUC4iInJDEfUVuNPpxG63h4ribrebjo4OCgoKsNlslJaWEggEAKiqqmLt2rWkpqZeM09hYSGbNm26oq+8vJy5c+cSCATo6OhgzJgxA5+QiIiIiIiIiIiIiES8iNpRXlJSckXb5XJhtVqx2+3ExcWxbt06qqqqWLFiBdu3bwfgX//1X6945o033mD69OnXFNCjoqL49NNP+e53v4vH46GiomJgkxERERERERERERGRISGidpRfLSkpibKyMiwWCyaTidzcXOrq6q47vqWlhbfeeosNGzZ87udjxoyhvr6eF154gccff5z+/v6BCl1EREREREREREREhoiILpQ3NzdTW1sbageDQaKirr8J/tixY3R2drJ8+XLy8vI4f/48q1atAuDo0aMEg0EA5s6di8fj4ZNPPhnYBEREREREREREREQk4kXU0StXCwaDOBwOrFYrZrOZyspKsrOzrzt+8+bNbN68GYA//OEPPPLIIxw8eBCAf/mXfyEqKoqMjAx++ctfMnbsWG6//fZByUNERERERETCx+MN0Foz+abN1+cNXL4kcwjod3vCHYKIiMiQENGF8pSUFPLy8sjJycHv95ORkUFmZuZXmmvXrl089dRTlJWVERcXR2lp6U2OVkRERERERCLRKOMIOjt7wh2GiIiIRLCIK5T39vZiNptD7aamJvx+PyaTiRMnTpCamkp6ejoAPp+PESM+//SY3//+91e0p06dyk9+8hP++7//m2XLlmEymQYuCREREREREYkYHm+AxMS4QXtfnzdAjDGiTzoVkTAYzHVIbh39bg9dvb5whzEsRFShvLGxkcLCQtrb20N9TU1N7N+/H4vFcsXYtrY2CgoKOHXq1DXzuFwunnvuuWv6A4EATz75JD6f/nGJiIiIiIgMF6OMI5iS1T5o72utmUzDpORBe5+IiNy60s60gArlgyKivuJ2Op3Y7fZQUdztdtPR0UFBQQE2m43S0lICgQAAVVVVrF27ltTU1GvmKSwsZNOmTdf0//M//zN/9Vd/xdixYwc2EREREREREREREREZMiKqUF5SUkJaWlqo7XK5sFqtOBwOnE4nDQ0NVFVVAbB9+3YWL158zRxvvPEG06dPv6aA3tTUxC9/+Usee+yxgU1CRERERERERERERIaUiCqUXy0pKYmysjIsFgsmk4nc3Fzq6uquO76lpYW33nqLDRs2XNHvdrspLi7mmWeeue6Z5iIiIiIiIiIiIiIyPEV01bi5uZna2tpQOxgMEhV1/WPVjx07RmdnJ8uXLycvL4/z58+zatUqGhoauHDhAo8//jj3338/58+fJy8vj7a2tsFIQ0REREREREREREQiWERd5nm1YDCIw+HAarViNpuprKwkOzv7uuM3b97M5s2bAfjDH/7AI488wsGDBwE4fvx4aNzChQvZs2cPEydOHNgEREREREREJOw83gCtNZMH7X193sDly9dERES+pn63J9whDBsRXShPSUkhLy+PnJwc/H4/GRkZZGZmhjssERERERERGUJGGUfQ2dkT7jBEZBhLTIzTOiQS4SKuUN7b24vZbA61m5qa8Pv9mEwmTpw4QWpqKunp6QD4fL5rzhx/5ZVXOHToEGPGjCEuLo4DBw7w8MMPX9NfV1fHww8/PKi5iYiIyNAxekwU5hgTAH39XmJGGsMc0dCWmBgX7hBEZIjo8waIMd7cPVmW2QAAIABJREFUU0I93oDWIfnaAp4+RoyKCXcYMoT0febm00v+cIchIn+iiCqUNzY2UlhYSHt7e6ivqamJ/fv3Y7FYrhjb1tZGQUEBp06duqK/qamJF154gZkzZ/5J/SIiIiKfxxxj4s68ZAA+2tPCzDeXhDkiEZHh4WRmLVOy2m/qnK01k2mYlHxT55ThJ+1MC4XfvD3cYcgQ8sx/d8El7SIXGSoi6jJPp9OJ3W4PFcXdbjcdHR0UFBRgs9koLS0lEAgAUFVVxdq1a0lNTb1ijqamJl5//XVsNhs7d+6kr6/vC/tFREREREREREREZHiLqEJ5SUkJaWlpobbL5cJqteJwOHA6nTQ0NFBVVQXA9u3bWbx48RXPX7p0ibvuuov8/Hyqq6v59NNPefXVV6/bLyIiIiIiIiIiIiISUYXyqyUlJVFWVobFYsFkMpGbm0tdXd11x48ePZof//jHTJkyhaioKL7//e9TV1d33X4RERERERERERERkYgulDc3N1NbWxtqB4NBoqKuf6x6R0dHaMf5/x1/vX4RERERERERERERkYiuFgeDQRwOB1arFbPZTGVlJdnZ2dcdP2rUKP7hH/6B2bNnM3HiRA4cOEB6evp1+0VERESu57M+Nx/taQGgr9/LyczaGzwhIiI3Q583QGvN5Js6p8cbIO1My02dU4afgKfv8uWMIn+ivs/c4Q5BRL6EiC6Up6SkkJeXR05ODn6/n4yMDDIzM687/vbbb2fnzp08/vjj+Hw+Zs2axWOPPYbRaPzcfhEREZHrufSpn0v0/J8eXQT+VSUmxtHZ2XPjgSIiA0TrkNw0Pd5wRyAiIgMk4grlvb29mM3mULupqQm/34/JZOLEiROkpqaGdoP7fD5GjLjy9Jg///M/Z+zYsXzyySecP38et9uN0WhkyZIlLFmyhBdffJGRI0diNBoHNS8RkXDx9PeRmBgX7jBEZJjTOiRyfX3eADHGiD4Vc8jzeANah4apgKePEaNibjiu7zM3n17yD0JEIiISqSKqUN7Y2EhhYSHt7e2hvqamJvbv34/FYrlibFtbGwUFBZw6dSrUFwwGefzxx3nyySeZO3cuzz//PHv27CE/P5+enh6effZZjhw5wtq1awcrJRGRsBs1MoaZby4JdxgiIiJyHScza5mS1R7uMG5prTWTaZiUHO4wJAzSzrRQ+M3bbzjumf/ugkv61YGIyHAWUdsWnE4ndrs9VBR3u910dHRQUFCAzWajtLSUQCAAQFVVFWvXriU1NTX0/G9/+1vMZjNz584FYP369Tz88MMAvPPOO0yePFlHroiIiIiIiIiIiIjIFSKqUF5SUkJaWlqo7XK5sFqtOBwOnE4nDQ0NVFVVAbB9+3YWL158xfNnzpwhISGBgoICsrOzsdvtoWNcsrKyyMvLY+TIkYOXkIiIiIiIiIiIiIhEvIgqlF8tKSmJsrIyLBYLJpOJ3Nxc6urqrjve7/fzq1/9ipycHKqrq0lKSmLXrl2DGLGIiIiIiIiIiIiIDDURXShvbm6mtrY21A4Gg0RFXf9Y9cTERO68806+/e1vA5CZmcmvf/3rAY9TRERERERERERERIauiLrM82rBYBCHw4HVasVsNlNZWUl2dvZ1x8+cOZOuri7+67/+i5SUFI4fP85f/MVfDGLEIiKRx9Pfx8nM2hsPFBERkbDo8wZorZkc7jBuaR5vgLQzLeEOQ8Ig4Om7fFHnDfR95h6EaEREJJJFdKE8JSWFvLw8cnJy8Pv9ZGRkkJmZed3xo0aNoqysjMLCQtxuN9/85jf5+7//+0GMWEQk8owaGUNnZ0+4wxCRYSwxMU7rkIiEldahYa7HG+4IRERkCIi4Qnlvb2/oAk6ApqYm/H4/JpOJEydOkJqaSnp6OgA+n48RI/739Jjf/e53/N3f/R0AUVFRtLS0sHr1at58801+/etfU1xcjNfrZfz48XR2dpKYmDi4yYmIRJDY+GhM0aPCHYaIDBOJiXHhDkGGiT5vgBhjRJ8wKWHg8Qa0DslXEvD0MWJUzBeO6fvMzaeX/IMUkYiIDJSIKpQ3NjZSWFhIe3t7qK+pqYn9+/djsViuGNvW1kZBQQGnTp0K9d1111387Gc/A8DtdvPggw9SVFREMBhk8+bN7Nq1C6vVytGjR3nqqafYvXv3oOQlIhKJTNGjmPnmknCHISIiclOdzKxlSlZ7uMOQCNNaM5mGScnhDkOGoLQzLRR+8/YvHPPMf3fBJf1iQURkqIuorRZOpxO73R4qirvdbjo6OigoKMBms1FaWkogEACgqqqKtWvXkpqa+rlzvf766/zlX/4laWlpdHd34/F4sFqtACxYsID6+nq8Xv38SkRERERERERERGS4i6hCeUlJCWlpaaG2y+XCarXicDhwOp00NDRQVVUFwPbt21m8ePHnztPT04PT6WTTpk0AjB07FrPZTH19PQBHjhzB5/PR3d09wBmJiIiIiIiIiIiISKSLqEL51ZKSkigrK8NisWAymcjNzaWuru6Gz/385z9n8eLFfOMb3wDAYDBQWlrK66+/TlZWFj09PcTHxxMdHT3QKYiIiIiIiIiIiIhIhIvoQnlzczO1tbWhdjAYJCrqxseqv/3223z3u9+9oi8qKoqKigpqampYtmwZgUCA+Pj4mx6ziIiIiIiIiIiIiAwtEXWZ59WCwSAOhwOr1YrZbKayspLs7OwbPvPb3/6WmTNnXtFfUFBAUVERd999N+Xl5dx7772MGBHR3xOIiAwot8/DyczaGw8UEREZQvq8AVprJoc7DIkwHm+AtDMt4Q5DhqCAp+/yZZ1foO8z9yBFIyIiAymiC+UpKSnk5eWRk5OD3+8nIyODzMzML3ymq6uL6OhoYmJirugvKirCbrfjdruZNm0aJSUlAxm6iEjE673ooxdfuMMQkWEgMTGOzs6ecIchIsOY1iH5Wnq84Y5AREQGQcQVynt7ezGbzaF2U1MTfr8fk8nEiRMnSE1NJT09ncrKSioqKjAYDNTU1DBz5kyMRiMnT54kISGBZcuWMXHiRJ599lluu+02br/9dsxmM4FAgK6uLj755BNiY2PDmKmIyPWNHhOFOcZEX7+XmJHGrz1fYmLcTYhKROSr0zokEh593gAxRv2S1uMNaB0SuQX0uz109Wqzj4gMDEMwGAyGO4j/0djYSGFhIadPn+bYsWNMnDgRm83G3r17sVgsoXGnT59m3bp1HD58mNGjR7Njxw7uuusuHnjgAe69914OHTrEuHHjeOmll+jp6aGwsJD8/HxmzpzJqlWrqKiooLGxkeeff/5Pju2r7D7QrgUR+aoSE+O4My+Zj/a0MPPNJeEOR0RERIaok5m1TMlqD3cYYddaM5mGScnhDkNEvqa0My1Dts6iGpHI4PoqX5BH1NYCp9OJ3W4PFcXdbjcdHR0UFBRgs9koLS0lEAhgNBqx2+3ExsZiMBhITk6mo6MDn8+H3W5n3LhxAEybNo2zZ88CEAgE6O3tDc07atSo8CQpIiIiIiIiIiIiIhEloo5eufrccJfLhdVqxW63ExcXx7p166iqqmLFihVMmDABuHwm+YEDB3j22WcZO3Ys6enpAHg8Hvbs2UNubi4AW7ZsYeXKlVRUVODz+aisrBzc5EREREREREREREQkIkXUjvKrJSUlUVZWhsViwWQykZubS11dXejzc+fOsXr1apYvX87s2bND/T09PeTl5ZGSkkJ2djYAP/rRj9i5cycnTpyguLiYTZs2EUGnzoiIiIiIiIiIiIhImER0oby5uZna2tpQOxgMEhV1eRN8a2srK1euJDs7m40bN4bGnD9/nlWrVjFt2rTQDvWuri7a2tpYvHgxAEuWLKGzs5Pu7u5BzEZEREREREREREREIlFEHb1ytWAwiMPhwGq1YjabqaysJDs7m97eXtasWcPWrVvJysoKje/v72f9+vXcd999bNiwIdQ/duxYYmJiaGhoIC0tjQ8//JDRo0dz++23hyMtEZEb+qzPzUd7Wujr93Iys/bGD4iIiIh8jj5vgNaayeEOI+w83gBpZ1rCHYaIfE39bk+4QxCRW1hEF8pTUlLIy8sjJycHv99PRkYGmZmZ7Nu3D5fLRXl5OeXl5QAsXLiQ6dOnc+rUKfr7+0M70WfMmEFJSQmvvPIKTz/9NB6Ph9GjR/Pyyy+HMzURkS906VM/l/ifG9H7vtZcul1dRMJN65CIhJvWIREREbmRiCuU9/b2YjabQ+2mpib8fj8mk4kTJ06QmprKo48+islkoqKiAoPBwIwZM3j88ccxGo288sorvPzyywSDQSZOnMj27dtDcwUCAQBuu+02EhMTBz03ERGRSBQbH40pelS4w5BbXGJiXLhDEJEhqs8bIMb49U4N9XgDWodE5BoBTx++QIBPL/nDHYqIRICIKpQ3NjZSWFhIe3t7qK+pqYn9+/djsVhCfadPn2bv3r0cPnyY0aNHs2PHDg4ePMgDDzxAUVERhw4dYty4cbz00ku8/PLLPPnkk2zevJldu3ZhtVo5evQoTz31FLt37w5DliIiIpHFFD2KmW8uCXcYIiIin+tkZi1Tstq/1hytNZNpmJR8cwISkVtG2pkWYgAu6RcnIhJhl3k6nU7sdnuoKO52u+no6KCgoACbzUZpaSmBQACj0Yjdbic2NhaDwUBycjIdHR34fD7sdjvjxo0DYNq0aZw9e5bu7m48Hg9WqxWABQsWUF9fj9frDVuuIiIiIiIiIiIiIhIZIqpQXlJSQlpaWqjtcrmwWq04HA6cTicNDQ1UVVUxYcIE5syZA0BXVxcHDhxg0aJFjB07lvT0dAA8Hg979uxh8eLFjB07FrPZTH19PQBHjhzB5/PR3d09+EmKiIiIiIiIiIiISESJqEL51ZKSkigrK8NisWAymcjNzaWuri70+blz51i9ejXLly9n9uzZof6enh7y8vJISUkhOzsbg8FAaWkpr7/+OllZWfT09BAfH090dHQ40hIRERERERERERGRCBLRhfLm5mZqa2tD7WAwSFTU5WPVW1tbWblyJdnZ2WzcuDE05vz586xatYpp06ZRUlIS6o+KiqKiooKamhqWLVtGIBAgPj5+8JIRERERERERERERkYgUUZd5Xi0YDOJwOLBarZjNZiorK8nOzqa3t5c1a9awdetWsrKyQuP7+/tZv3499913Hxs2bLhiroKCAoqKirj77rspLy/n3nvvZcSIiP6eQEREZFC4fR5OZtbeeKCIiEgY9HkDtNZM/lpzeLwB0s603JyAROSWEfD04QsEwh2GiESIiC6Up6SkkJeXR05ODn6/n4yMDDIzM9m3bx8ul4vy8nLKy8sBWLhwIdOnT+fUqVP09/eHdqLPmDGDkpISioqKsNvtuN3ua3abi4iIDGe9F3304gt3GHILS0yMo7OzJ9xhiMgwpnVIREREbmTAC+W9vb2sXLmS3bt3M3HiRJ544gk+/PBDTCYTAJs2bSI9PZ3KykoqKiowGAzMnj0bi8UCwLhx44iOjiYqKoq2tjY++eQTHn30UWbNmkVxcTFer5fx48ezatUqEhMTmT9/PmfPngUgEAhQVVXFypUrmTJlCpMmTaKtrY22tjbq6upYunTpQKcvIhEgbqyRUVEx4Q4jrBIT48IdgogMc1qHRAQu7w6PMQ7+L3s93oDWIZEw63d76OrV5gwRiVyGYDAYHKjJGxsbKSws5PTp0xw7doyJEydis9nYu3dvqBAOcPr0adatW8fhw4cZPXo0O3bs4K677uKBBx7g3nvv5dChQ4wbN46XXnqJnp4ennzySRYsWMCuXbuwWq0cPXqUn//85+zevfuK97/00ku4XC6efvpp/umf/gmv18uPfvQjLly4wP33309NTQ0JCQl/Ui5fZfeBdi2IRIbExDhmvrkk3GGIiIiIDHsnM2uZktU+6O9trZlMw6TkQX+viPyvtDMtw7pGohqRyOD6Kl+QD+hX+U6nE7vdHiqKu91uOjo6KCgowGazUVpaSiAQwGg0YrfbiY2NxWAwkJycTEdHBz6fD7vdzrhx4wCYNm0aZ8+epbu7G4/Hg9VqBWDBggXU19fj9XpD725ra6OmpoYf/ehHAHznO98hNzcXgG984xvEx8fjcrkGMn0RERERERERERERGQIGtFBeUlJCWlpaqO1yubBarTgcDpxOJw0NDVRVVTFhwgTmzJkDQFdXFwcOHGDRokWMHTuW9PR0ADweD3v27GHx4sWMHTsWs9lMfX09AEeOHMHn89Hd3R1616uvvsqaNWuIjY0FYM6cOYwfPx6Ao0eP4vV6mTp16kCmLyIiIiIiIiIiIiJDwKAeDpeUlERZWRkWiwWTyURubi51dXWhz8+dO8fq1atZvnw5s2fPDvX39PSQl5dHSkoK2dnZGAwGSktLef3118nKyqKnp4f4+Hiio6MB+OSTT/jFL37Bgw8+eE0M//Zv/4bD4aC0tJSoqIi+y1REREREREREREREBsGgFsqbm5upra0NtYPBYKhY3draysqVK8nOzmbjxo2hMefPn2fVqlVMmzaNkpKSUH9UVBQVFRXU1NSwbNkyAoEA8fHxANTV1TF37lxiYq68vK+iooLnnnuOvXv3kpKSMpCpioiIiIiIiIiIiMgQMahbqoPBIA6HA6vVitlsprKykuzsbHp7e1mzZg1bt24lKysrNL6/v5/169dz3333sWHDhivmKigooKioiLvvvpvy8nLuvfdeRoy4XPf/z//8zyuOfAF4++232bdvHz/5yU+44447Bj5ZEYkYHn8fJzNrbzxQRERERAZUnzdAa83kQX+vxxsg7UzLoL9XRP5Xv9sT7hBERL7QoBbKU1JSyMvLIycnB7/fT0ZGBpmZmezbtw+Xy0V5eTnl5eUALFy4kOnTp3Pq1Cn6+/tDO9FnzJhBSUkJRUVF2O123G73NbvNP/74Y+bPn3/Fu0tLS+nr62P9+vWhvmeeeYZvf/vbA5+4iIRVT7eXHrw3HniL0u3qIhJuWodEJNy0DomIiMiNDGihvLe3l5UrV/LGG28wceJEnnjiCT788ENMJhPR0dGkpqYCYDKZmDx5MoFAgBkzZlBcXIzRaOTtt99m2rRpBINBJk6cyLPPPsttt93Gr3/9a4qLi/H7/dx5550UFhYSGxuLy+WisLCQs2fPUlZWRlxcHDNnzgRg2bJlHDp0CJ/Px4MPPshjjz02kKmL3HJGj4nCHGOir99LzEhjuMORLykxMS7cIYjIMKd1aGjr8waIMQ7qqY0iN5XHG9A6JLesfreHrl5fuMMQERnyBqxQ3tjYSGFhIe3t7aG+pqYm9u/fj8ViCfWdPn2avXv3cvjwYUaPHs2OHTs4ePAgDzzwAEVFRRw6dIhx48bx0ksv8fLLL/Pkk0+yefNmdu3ahdVq5ejRozz11FPs3r2bXbt2MX36dHbv3s3HH3/MY489xptvvsm5c+c4ePAgR48eJRAIsHTpUhYuXMidd945UOmL3HLMMSbuzEvmoz0tzHxzSbjDERERkUF0MrOWKVnt4Q5D5CtrrZlMw6TkcIchMiDSzrSACuUiIl/bgG0LcTqd2O32UFHc7XbT0dFBQUEBNpuN0tJSAoEARqMRu91ObGwsBoOB5ORkOjo68Pl82O12xo0bB8C0adM4e/Ys3d3deDwerFYrAAsWLKC+vh6v18vvfvc77rvvPgCSkpKIj4/n5MmTBAIBfD4ffX19eL3eKy4RFREREREREREREZHhbcAK5SUlJVdcqOlyubBarTgcDpxOJw0NDVRVVTFhwgTmzJkDQFdXFwcOHGDRokWMHTuW9PR0ADweD3v27GHx4sWMHTsWs9lMfX09AEeOHMHn89Hd3c306dM5cuQIAC0tLfz+97/H5XLxrW99i8zMTBYuXMiCBQvIyMhgwoQJA5W6iIiIiIiIiIiIiAwhg3bQYFJSEmVlZVgsFkwmE7m5udTV1YU+P3fuHKtXr2b58uXMnj071N/T00NeXh4pKSlkZ2djMBgoLS3l9ddfJysri56eHuLj44mOjuaJJ57go48+wmaz8cYbbzB79myio6N57733aGpq4r333uPEiRP85je/4ejRo4OVuoiIiIiIiIiIiIhEsEE7f6S5uZn29naWLLl8tvH/Pf6ktbWVtWvXkpuby/e///3QM+fPn2fNmjVYrVYKCgr+N+ioKCoqKgC4cOECr776KvHx8XR0dPD0008TGxsLwNKlS5k0aRI//elPWbJkCaNHjwYgMzOTDz74gO9+97uDkruIiIiIiIiIiIiIRK5BK5QHg0EcDgdWqxWz2UxlZSXZ2dn09vayZs0atm7dSlZWVmh8f38/69ev57777mPDhg1XzFVQUEBRURF333035eXl3HvvvYwYMYL9+/eTkJDA2rVree+99+jv7yclJYWUlBTeeustcnJyCAQCvPfee6GCvYj8aT7rc/PRnhb6+r2czKwNdzgiIiIyiPq8AVprJoc7DJGvzOMNXL7wUOQW1O/2hDsEEZFbwqAVylNSUsjLyyMnJwe/309GRgaZmZns27cPl8tFeXk55eXlACxcuJDp06dz6tQp+vv7qa29XJSbMWMGJSUlFBUVYbfbcbvdTJs2jZKSEgDy8vL427/9W372s58xevRoXnnlFUaMGMGDDz5IW1sbS5cuJSoqinnz5pGdnT1YqYvcEi596ucSPf+/1RfWWOTLSUyMo7Oz58YDRUQGiNYhEQk3rUMiIiJyI4ZgMBgMdxD/V29vLytXrmT37t1MnDiRJ554gg8//BCTyQTApk2bSE9Pp7KykoqKCgwGAzNmzKC4uBij0ci///u/U1paSiAQ4Nvf/jY7d+7EaDTS0dFBfn4+Fy5c4Fvf+hbPP/986CiWP8VX+aNKf4yJyP8YPSYKc4yJvn4vMSON4Q5HREREhqE+b4AY46BdUxVRPN4Ao4Zp7iJDXb/bQ1evL9xhfG2qEYkMrsTEuC/9zKDtKP9TNDY2UlhYSHt7e6ivqamJ/fv3Y7FYQn2nT59m7969HD58mNGjR7Njxw4OHjzIihUr2LlzJ9XV1SQkJLBt2zaqq6t56KGHKC4uZtWqVSxdupSysjJeffVV8vPzw5CliAxH5hgTd+Yl89GeFma+qaOfREREZPCdzKxlSlZ7uMMIi9aayTRMSg53GCLyFaSdaYFboFAuIpEvor5Sdzqd2O32UFHc7XbT0dFBQUEBNpsttFPcaDRit9uJjY3FYDCQnJxMR0cHZrOZ48ePk5CQgNvt5sKFC4wZMwafz8cHH3wQOpf8e9/7HseOHQtnqiIiIiIiIiIiIiISISKqUF5SUkJaWlqo7XK5sFqtOBwOnE4nDQ0NVFVVMWHCBObMmQNAV1cXBw4cYNGiRQBER0dTV1fH/Pnz6e7u5p577qG7u5vY2Fiioi5voE9MTOTcuXODn6CIiIiIiIiIiIiIRJyIKpRfLSkpibKyMiwWCyaTidzcXOrq6kKfnzt3jtWrV7N8+XJmz54d6p83bx7vv/8+CxYsoKioiGAwiMFguGLuq9siIiIiIiIiIiIiMjxFdKG8ubmZ2traUDsYDIZ2hbe2trJy5Uqys7PZuHEjABcvXqS+vj403maz0dzczO23305PTw/9/f0AdHZ2XnHmuYiIiIiIiIiIiIgMXxF1mefVgsEgDocDq9WK2WymsrKS7Oxsent7WbNmDVu3biUrK+uK8fn5+Rw6dIjx48dz7NgxZs2aRXR0NGlpaRw9ehSbzUZNTQ1z584NY2YiMtx81ufmoz0t9PV7OZlZe+MHRERERG6yPm+A1prJ4Q4jLDzewOULAUVkyOl3e8IdgogMExFdKE9JSSEvL4+cnBz8fj8ZGRlkZmayb98+XC4X5eXllJeXA7Bw4UK2bNnC008/zbp16zAYDEydOpXi4mIA7HY7O3bs4LXXXuOOO+7ghRdeCGdqIjLMXPrUzyV6/n+rb1DfnZgYR2dnz40HiogMEK1DIhJuWodERETkRga8UN7b28vKlSvZvXs3EydO5IknnuDDDz/EZDIBsGnTJtLT06msrKSiogKDwcDs2bNDR6NYLBZGjhyJwWDA5XLh9Xp59NFHycjIID8/nwsXLvCtb32LtWvXAvCd73yHO+64g48//phz587h8XiIi4sDoKmpiUmTJuFyufjBD37A3r17Bzp9kYgxekwU5hgTff1eYkYawx2ODLLExLhwhyAiw5zWIRnO+rwBYowRferlLc/jDWgdCrN+t4euXl+4wxAREbkuQzAYDA7U5I2NjRQWFnL69GmOHTvGxIkTsdls7N2794ozwk+fPs26des4fPgwo0ePZseOHdx1112sWLGCJUuWUF1dTUJCAtu2bcNqtfLQQw+xbt06li1bxtKlSykrK+Ozzz4jPz+fnTt38s1vfpO8vDxqamp49913efHFF6mtreUXv/gFO3fu/Eq5fJXdB9q1IJEkMTGOO/OS+WhPCzPfXBLucERERESGjZOZtUzJag93GMNaa81kGiYlhzuMYS3tTIv+/1iGNdWIRAbXV/mCfEC3NTidTux2e6go7na76ejooKCgAJvNRmlpKYFAAKPRiN1uJzY2FoPBQHJyMh0dHZjNZo4fP05CQgJut5sLFy4wZswYfD4fH3zwAUuWXC72fe973+PYsWMAvPvuu9hsNgAyMzN577338Pl8/OY3v6GlpYX777+fRx55hObm5oFMXURERERERERERESGiAEtlJeUlJCWlhZqu1wurFYrDocDp9NJQ0MDVVVVTJgwgTlz5gDQ1dXFgQMHWLRoEQDR0dHU1dUxf/58uru7ueeee+ju7iY2NpaoqMsnxyQmJnLu3DkAzp8/T2JiIgBRUVHExsbS1dVFTEwMy5Yto7q6mjVr1rBx40a8Xu9Api8iIiIiIiIiIiIiQ8CgHpSXlJREWVkZFosFk8lEbm4udXV1oc/PnTvH6tWrWb58ObNnzw71z5s3j/fff5/xOrUPAAAgAElEQVQFCxZQVFREMBjEYDBcMffV7f8RDAYZMWIEf/M3f8OqVasYMWIE8+bNw2w209bWNjCJioiIiIiIiIiIiMiQMaiF8ubmZmpra0PtYDAY2hXe2trKypUryc7OZuPGjQBcvHiR+vr60HibzUZzczO33347PT099Pf3A9DZ2XnF5Z8ulwsAv9/PpUuXiI+Pp6Kigu7u7s99t4iIiIiIiIiIiIgMX4NaKQ4GgzgcDqxWK2azmcrKSrKzs+nt7WXNmjVs3bqVrKysK8bn5+dz6NAhxo8fz7Fjx5g1axbR0dGkpaVx9OhRbDYbNTU1zJ07F7i8+7ympob169dz9OhR0tLSiI6O5oMPPsDj8fDXf/3X/OpXvyIQCPBnf/Zng5m+SFh91ufmoz0t9PV7OZlZe+MHREREROSm6PMGaK2ZHO4whjWPN0DamZZwhzGs9bs94Q5BRETkCxmCwWBwoF+ycOFC3njjDSZOnMiBAwc4cOAAfr+fjIwMfvjDH7Jv3z6ef/55pkyZcsUzW7Zs4e233+all17CYDAwdepUiouLiYuL449//CM7duzgwoUL3HHHHbzwwgvcdtttXLx4kR07dvDxxx8TFxfH888/z8SJEzl37hw7duygs7OTmJgYSkpKSElJ+ZNz+Co3E+tGYxGJBFqLRCTctA6JSLhpHRKRcNM6JDK4EhPjvvQzg7Kj/Pjx46H/fvjhh3n44Yev+PzRRx/l0UcfBaC3t5eVK1eyfPlyAN555x36+vowmUy0trbyy1/+kvT0dOrr6+nu7mbkyJGhM88BPvjgA/74xz8CMHny5NCRLOPGjaO8vJwXX3yRkSNHfqkiuYiIyHATGx+NKXpUuMOQW8hX+UNVROTz9HkDxBi/3CmiHm9A65CIXFfA04cvEODTS/5whyIiYRRRh3Q3NjZSWFhIe3t7qK+pqYn9+/eHCt4Ap0+fZu/evRw+fJjRo0ezY8cODh48yIoVK9i5cyfV1dUkJCSwbds2qqureeihh+jp6eHZZ5/lyJEjrF27NgzZiYiIDB2m6FHMfHNJuMMQERG5xsnMWqZktX+pZ1prJtMwKXlgAhKRIS/tTAsxAJe041tkOBvUyzxvxOl0YrfbQ0Vxt9tNR0cHBQUF2Gw2SktLCQQCGI1G7HY7sbGxGAwGkpOT6ejowGw2c/z4cRISEnC73Vy4cIExY8YAl3emT548mcceeyycKYqIiIiIiIiIiIhIhImoQnlJSQlpaWmhtsvlwmq14nA4cDqdNDQ0UFVVxYQJE5gzZw4AXV1dHDhwgEWLFgEQHR1NXV0d8+fPp7u7m3vuuQeArKws8vLyGDly5OAnJiIiIiIiIiIiIiIRK6IK5VdLSkqirKwsdAZ5bm4udXV1oc/PnTvH6tWrWb58ObNnzw71z5s3j/fff58FCxZQVFQUhshFREREREREREREZKiI6EJ5c3MztbW1oXYwGCQq6vKx6q2traxcuZLs7Gw2btwIwMWLF6mvrw+Nt9lsNDc3D27QIiIiIiIiIiIiIjKkRNRlnlcLBoM4HA6sVitms5nKykqys7Pp7e1lzZo1bN26laysrCvG5+fnc+jQIcaPH8+xY8eYNWtWGDMQEREZmtw+Dycza288UEREZJD1eQO01kz+Us94vAHSzrQMTEAiMuQFPH34AoFwhyEiYRbRhfKUlBTy8vLIycnB7/eTkZFBZmYm+/btw+VyUV5eTnl5OQALFy5ky5YtPP3006xbtw6DwcDUqVMpLi4OcxYiIiJDT+9FH734wh2G3CISE+Po7OwJdxgiMoxpHRIREZEbibhCeW9vL2azOdRuamrC7/djMpk4ceIEqampPProo5hMJioqKjAYDMyYMYPHH38cuLyrHKC/vx+j0UhMTAwAH374Ic8++yw+n4/4+Hj++Mc/MmHChMFPUERuKaPHRGGOMQHQ1+8lZqQxzBF9vsTEuHCHICLDnNYhka+uzxsgxhjRp2ZGPI83oHVIZIjpd3vo6tXGDREZPBFVKG9sbKSwsJD29vZQX1NTE/v378disYT6Tp8+zd69ezl8+DCjR49mx44dHDx4kBUrVrBz506qq6tJSEhg27ZtVFdX89BDD5Gfn8+rr75KSkoKVVVVPPPMM7z22mthyFJEbiXmGBN35iUD8NGeFma+uSTMEYmIiMit5mRmLVOy2sMdxpDWWjOZhknJ4Q5DRL6EtDMtoEK5iAyiiNqW4HQ6sdvtoaK42+2mo6ODgoICbDYbpaWlBAIBjEYjdrud2NhYDAYDycnJdHR0YDabOX78OAkJCbjdbi5cuMCYMWPwer1s2bKFlJQUAKZNm8bZs2fDmaqIiIiIiIiIiIiIRIiIKpSXlJSQlpYWartcLqxWKw6HA6fTSUNDA1VVVUyYMIE5c+YA0NXVxYEDB1i0aBEA0dHR1NXVMX/+fLq7u7nnnnswGo3cf//9AAQCAV555RUWL148+AmKiIiIiIiIiIiISMSJqEL51ZKSkigrK8NisWAymcjNzaWuri70+blz51i9ejXLly9n9uzZof558+bx/vvvs2DBAoqKikL9Xq+XH/7wh/j9ftatWzeYqYiIiIiIiIiIiIhIhIroQnlzczO1tbWhdjAYJCrq8rHqra2trFy5kuzsbDZu3AjAxYsXqa+vD4232Ww0NzcDcOnSJdauXYvf7+e1114jOjp6EDMRERERERERERERkUgVUZd5Xi0YDOJwOLBarZjNZiorK8nOzqa3t5c1a9awdetWsrKyrhifn5/PoUOHGD9+PMeOHWPWrFkA5Ofnc+edd1JcXMyIERH9/YCIDCGf9bn5aE8LAH39Xk5m1t7gCREREZEvp88boLVmcrjDGNI83sDliwFFZMjod3vCHYKIDDMRXShPSUkhLy+PnJwc/H4/GRkZZGZmsm/fPlwuF+Xl5ZSXlwOwcOFCtmzZwtNPP826deswGAxMnTqV4uJiTp06xTvvvMPUqVPJzs4GwGKx8OMf/zic6YnILeDSp34u0fN/evrCFsv1JCbG0dnZc+OBIiIDROuQiISb1iERERG5kYgrlPf29mI2m0PtpqYm/H4/JpOJEydOkJqayqOPPorJZKKiogKDwcCMGTN4/PHHgcu7ygH6+/sxGo3ExMQwffp0Dhw4gMPhwOfzMWHCBJ577rmw5CciIjIUxMZHY4oeFe4w5BaSmBgX7hBE5BbR5w0QY/xyvxL2eANah0TkS+t3e+jq9YU7DBEZJBFVKG9sbKSwsJD29vZQX1NTE/v378disYT6Tp8+zd69ezl8+DCjR49mx44dHDx4kBUrVrBz506qq6tJSEhg27ZtVFdX89BDD/HEE0/w2muvMXXqVJ5//nn27t3LD37wgzBkKSIiEvlM0aOY+eaScIchIiJyjZOZtUzJav9Sz7TWTKZhUvLABCQit6y0My2gQrnIsBFRh3U7nU7sdnuoKO52u+no6KCgoACbzUZpaSmBQACj0Yjdbic2NhaDwUBycjIdHR2YzWaOHz9OQkICbrebCxcuMGbMGACOHj3K1KlT8fl8nDt3LtQvIiIiIiIiIiIiIsNbRBXKS0pKSEtLC7VdLhdWqxWHw4HT6aShoYGqqiomTJjAnDlzAOjq6uLAgQMsWrQIgOjoaOrq6pg/fz7d3d3cc889of7m5mbmzZvH+++/z9KlSwc/QRERERERERERERGJOBFVKL9aUlISZWVlWCwWTCYTubm51NXVhT4/d+4cq1evZvny5cyePTvU/z/F8AULFlBUVBTqnzZtGv/xH//Bhg0b2LZt22CmIiIiIiIiIiIiIiIRKqIL5c3NzdTW1obawWCQqKjLx6q3traycuVKsrOz2bhxIwAXL16kvr4+NN5ms9Hc3ExfXx9vv/12qH/Zsv/H3v1HR13d+R9/DuTXTBL8ATONhChVGuOKC9G4iUcXKwpYmUhiFprIiYnGE6S4Bfc0bQzRESQBK6s2Gn8um2xD6MkQMVBE0oPWFO1WC0txRyV0IynW0ZDpqGTiJJPJzPcPvv1sQbtUJZmBvB7/2Hs/9955v9NzPiTv3Nx7M52dnaOUhYiIiIiIiIiIiIhEs6i6zPNE4XCY2tpacnJysFgstLS0kJ+fj8/no6ysjBUrVpCXl3fc+IqKCp5//nkmT57Mzp07ufzyy4mJiWHVqlWkpKQwffp0XnrpJS6//PIIZiYiIhLd/EMD7LO3n3ygiIjIKBsMhOhqm/ql5gwEQscu5RMR+RKG/QORDkFERlFUF8ozMjIoLy+nqKiIYDDI3LlzsdvtNDY24vF4aGhooKGhAYDZs2ezfPlyHnzwQZYsWYLJZGLatGmsWrWK8ePH8+ijj3L//fczPDzMN77xDWpqaiKcnYiISPTyfTKEj6FIhyFnCKs1md7evkiHISJjmN5DIiIicjJRVyj3+XxYLBaj7XK5CAaDmM1mdu/ezYwZMygtLcVsNtPU1ITJZGL69OksXboUgAMHDuDz+ZgwYQJdXV1s27aNxYsXk5WVxZYtW3j11VdZvXo1KSkpkUpRREREZEQkTojBEm8GYHA4QPz4uAhH9L+s1uRIhyAip7nBQIj4uK92euhAIKT3kHwloYFBxiXE/9Xng5/5OdofHMWIRERkpERVoXz//v1UV1fT3d1t9LlcLjZu3IjNZjP6Dh06xIYNG9iyZQuJiYlUVlayadMmSktLcblcPPLII2RmZn5ufY/Hw0MPPTQaqYiIiIiMOku8mQvK0wH4w7MHydw+L8IRiYicOvvs7VyU1/2V5na1TWXP+emnNiAZE7IOH6Q65dy/+nzNR17o118riIicCaLqMk+n04nD4TCK4n6/H7fbTVVVFbm5udTV1REKhYiLi8PhcJCUlITJZCI9PR232w0cK6w/88wz5Obmsnr1agYHB431q6urufvuuyOSm4iIiIiIiIiIiIhEp6gqlNfU1JCVlWW0PR4POTk51NbW4nQ62bNnD62traSmpnL11VcD4PV6aW5u5vrrr6e/v59LLrmEiooKXnjhBY4ePcqTTz4JwE9/+lP+7u/+jhkzZkQkNxERERERERERERGJTlFVKD9RWloa9fX12Gw2zGYzxcXFdHR0GM97enooKSmhoKCA7OxsEhMTee6557jooouIiYnhjjvuoKOjg4MHD/KLX/yC733vexHMRkRERERERERERESiUVQXyjs7O2lvbzfa4XCYmJhjx6p3dXVRWFhIfn4+y5YtA8DtdtPa2vq58Tt37qS3t5eCggLKy8s5cuQIt9566+gmIyIiIiIiIiIiIiJRyRQOh8ORDuJEs2fP5qc//Sk+n48lS5awbds2LBYLd911F/n5+Xz729/GbrezYsUK8vLyjHler5fvfOc7tLa2MmXKFFauXMkFF1zAkiVLjDF//OMfue2223jllVe+VEy9vV/+cg6rNfkrzRMROZX0LhIZOxInxGCJNwMwOBwgfnxchCMSETl1BgMh4uO+2l6vgUCIhK84V8a20MAg4xLi/+rzwc/8HO0PjmJEcrrSz2Uio8tqTf7Sc2JGII5TJiMjg/LycoqKiggGg8ydOxe73U5jYyMej4eGhgYaGhqAY8X15cuXs3r1apYuXcrQ0BCXX345t99+e4SzEBERERkd/UeD9POXP4AN/tWxo0k/GIpIpOk9JF9LXyDSEYiIyCiIukK5z+fDYrEYbZfLRTAYxGw2s3v3bmbMmEFpaSlms5mmpiZMJhPTp09n6dKlAPz+97+nv7+fCRMm8M4777B582YWL17M22+/zf3338/Q0BDf+ta3OHr0KBMmTIhUmiIioyLp7Fjgq/0mVUTkVNJ7SMaCr7PjWUbWQCCk95B8zom7xbU7XERkbIuqQvn+/fuprq6mu7vb6HO5XGzcuBGbzWb0HTp0iA0bNrBlyxYSExOprKxk06ZNlJaW4nK5eOSRR8jMzDxu7ZqaGr7//e9z7bXXsm7dOjZs2MA999wzWqmJiESEOTaBzO3zIh2GiIjImLDP3s5Fed2RDkO+QFfbVPacnx7pMCTKZB0+SHXKuUZ7zUde6NdfHoiIjFVRtd3B6XTicDiMorjf78ftdlNVVUVubi51dXWEQiHi4uJwOBwkJSVhMplIT0/H7XYDxwrrzzzzDLm5uaxevZrBwWN/chwKhejv7zfWTUhIiEySIiIiIiIiIiIiIhJVoqpQXlNTQ1ZWltH2eDzk5ORQW1uL0+lkz549tLa2kpqaytVXXw0cu8CzubmZ66+/nv7+fi655BIqKip44YUXOHr0KE8++SQAlZWVVFdXc8011/DrX/+awsLCiOQoIiIiIiIiIiIiItElqgrlJ0pLS6O+vh6bzYbZbKa4uJiOjg7jeU9PDyUlJRQUFJCdnU1iYiLPPfccF110ETExMdxxxx10dHQwMDDAypUraWxs5LXXXuPWW2/lRz/6UQQzExEREREREREREZFoEdWF8s7OTtrb2412OBwmJubYsepdXV0UFhaSn5/PsmXLAHC73bS2tn5u/MGDB4mPj+fv//7vAfjud7/Lm2++OYqZiIiIiIiIiIiIiEi0iqrLPE8UDoepra0lJycHi8VCS0sL+fn5+Hw+ysrKWLFiBXl5ecb4hIQEHn74YbKzs5kyZQrNzc3MmTOHCy64gI8++oj33nuPCy+8kJdffpnLLrssgpmJiIwO/9AA++ztJx8oIiIiX9tgIERX29RIhyFfYCAQIuvwwUiHIVEmNDB47ALP/2/wM38EoxERkUiL6kJ5RkYG5eXlFBUVEQwGmTt3Lna7ncbGRjweDw0NDTQ0NAAwe/Zsli9fzurVq1m6dClDQ0Ncfvnl3H777cTFxbF27VpWrFhBOBxm4sSJ1NbWRjg7EZGR5/tkCLM1gd7evkiHIiJjmNWarPeQiESU3kPyV/UFIh2BiIhEiagrlPt8PiwWi9F2uVwEg0HMZjO7d+9mxowZlJaWYjabaWpqwmQyMX36dJYuXQrA73//e/r7+5kwYQLvvPMOmzdvZvHixcCxHeoAEydO5Nxzzx395EREREROkDghBku8mcHhAPHj4yIdzoixWpMjHYKInKYGAyHi477eqaEDgZDeQ3LKhAYGGQqFONofjHQoIiJyCkVVoXz//v1UV1fT3d1t9LlcLjZu3IjNZjP6Dh06xIYNG9iyZQuJiYlUVlayadMmSktLcblcPPLII2RmZhrjjx49SmVlJU1NTUybNo3nnnuORx99lOrq6tFMT0RERORzLPFmLihP5w/PHiRz+7xIhyMiEnX22du5KK/7a63R1TaVPeenn5qAZMzLOnyQeIB+/ZWCiMiZJKou83Q6nTgcDqMo7vf7cbvdVFVVkZubS11dHaFQiLi4OBwOB0lJSZhMJtLT03G73cCxwvozzzxDbm4uq1evZnBwkO7ubiZPnsy0adMAuO6669i1a1fE8hQRERERERERERGR6BFVhfKamhqysrKMtsfjIScnh9raWpxOJ3v27KG1tZXU1FSuvvpqALxeL83NzVx//fX09/dzySWXUFFRwQsvvMDRo0d58sknmTp1Kh999BEHDhwA4KWXXsLj8UQkRxERERERERERERGJLlFVKD9RWloa9fX12Gw2zGYzxcXFdHR0GM97enooKSmhoKCA7OxsEhMTee6557jooouIiYnhjjvuoKOjgwkTJvDQQw9x3333UVBQgM1mIzY2NoKZiYiIiIiIiIiIiEi0iOpCeWdnJ+3t7UY7HA4TE3PsWPWuri4KCwvJz89n2bJlALjdblpbWz83fnh4mJSUFDZv3szzzz/PJZdcQlpa2ugmIyIiIiIiIiIiIiJRKaou8zxROBymtraWnJwcLBYLLS0t5Ofn4/P5KCsrY8WKFeTl5RnjExISePjhh8nOzmbKlCk0NzczZ84cTCYTd9xxB5s3b8Zms9HY2MhNN90UwcxEREREjvls0M8fnj3I4HCAffb2k08QERljBgMhutqmfq01BgIhsg4fPDUByZgXGhhkKBSKdBgiInKKRXWhPCMjg/LycoqKiggGg8ydOxe73U5jYyMej4eGhgYaGhoAmD17NsuXL2f16tUsXbqUoaEhLr/8cm6//XbGjRvH6tWrufPOOwkEAlx11VWUlZVFODsRERER6D8apJ++/98ajGgsI8VqTaa3t+/kA0VERojeQyIiInIyUVco9/l8WCwWo+1yuQgGg5jNZnbv3s2MGTMoLS3FbDbT1NSEyWRi+vTpLF26FIBvfetbnHPOOXz66accOXIEv99PXFwc6enpTJgwgT/96U/09PQQCAR0TrmInPGSz4kDjv1wKCISSXoPSbQaDISIj4vqEynlFBgIhPQeki8UGhhkXEK80R78zM/R/mAEIxIRkUgxhcPhcKSD+LP9+/dTXV3NoUOH2LlzJ1OmTCE3N5cNGzZgs9mMcYcOHWLJkiVs2bKFxMREKisrueSSSygpKeHGG29k5cqVzJo1i/Xr1xMOh6moqGDJkiXcfPPNzJ8/n/r6ej777DMqKir+5ti+yu4D7VoQkUizWpPJ3D4v0mGIiIhErX32di7K6450GDLCutqmsuf89EiHIVEo6/BBqlPONdprPvLq53gZEaoRiYyur/IL8qjaOuF0OnE4HEZR3O/343a7qaqqIjc3l7q6OkKhEHFxcTgcDpKSkjCZTKSnp+N2u3n77bexWCzMmjULgLvuuovFixczNDTEb3/7W+bNO1YsuuWWW9i5c2fE8hQRERERERERERGR6BFVR6/U1NQc1/Z4POTk5OBwOEhOTmbJkiW0trayaNEiUlNTAfB6vTQ3N7N27VoOHz7MpEmTqKqq4t133+XCCy/kvvvu4+OPPyYpKYmYmGPpWq1Wenp6Rj0/EREREREREREREYk+UbWj/ERpaWnU19djs9kwm80UFxfT0dFhPO/p6aGkpISCggKys7MJBoO8+eabFBUV8cILL5CWlsa6desIh8OYTKbj1j6xLSIiIiIiIiIiIiJjU1QXyjs7O2lvbzfa4XDY2BXe1dVFYWEh+fn5LFu2DDi2U/yCCy7gsssuA8But/PWW29x7rnn0tfXx/DwMAC9vb3HnXkuIiIiIiIiIiIiImNXVB29cqJwOExtbS05OTlYLBZaWlrIz8/H5/NRVlbGihUryMvLM8ZnZmbi9Xo5cOAAGRkZvPLKK1x66aXExsaSlZXFjh07yM3Npa2tzTjHXETkTDYQHGSfvf3kA0VERMaowUCIrrapkQ5DRthAIETW4YORDkOiUGhgkDUfeY324Gf+CEYjIiKRFNWF8oyMDMrLyykqKiIYDDJ37lzsdjuNjY14PB4aGhpoaGgAYPbs2Sxfvpz6+nqqq6vx+/2kpKTw4x//GACHw0FlZSVPPfUU5513Ho888kgkUxMRGRV9HwdIsMbrdnURiSirNVnvIRGJKL2H5P/UF4h0BCIiEgVGvFDu8/koLCzk6aefZsqUKdx7773s3bsXs9kMwN13382cOXNoaWmhqakJk8lEdna2cTTKVVddxc6dO/n000959913+fTTTyktLaW0tBSAd955h0WLFrF161YALrnkEr75zW/icrnwer188sknTJw4kcmTJzN9+nR++ctf8uGHH/I///M/XHHFFSOdvoiIiIiIiJwiyefEkRAT/6XnDQRCWK3JpzyewUCI+LioPtH0axv2D+D1DUU6DBERkRE3ooXy/fv3U11dTXd3t9HncrnYuHHjcWeEHzp0iA0bNrBlyxYSExOprKxk06ZNlJSUsHTpUlauXMmsWbNYv349zz77LBUVFQD4/X4efPBBhob+9x/tpqYmzGYzL730Er/97W+59957cTqdtLe309XVxY4dO/jDH/7AkiVL2LFjh3HmuYiIiIiIiES3hJh4MrfP+9Lz9tnbuSiv+5TH09U2lT3np5/ydaNJ1uGDoEK5iIiMASP6q2+n04nD4TCK4n6/H7fbTVVVFbm5udTV1REKhYiLi8PhcJCUlITJZCI9PR23283bb7+NxWIxzhO/6667WLx4sbH+unXrKCkpOe4zX331VW6++WYArrzySrxeL263m46ODm666SbGjRvHN7/5Tc477zz27ds3kumLiIiIiIiIiIiIyGlgRLdT19TUHNf2eDzk5OTgcDhITk5myZIltLa2smjRIlJTUwHwer00Nzezdu1aDh8+zKRJk6iqquLdd9/lwgsv5L777gPg5ZdfZmBggBtvvPG4zzhy5AhWq9VoW61WPvroI44cOXLcLvY/94uIiIiIiIiIiIjI2Daqh6mlpaVRX1+PzWbDbDZTXFxMR0eH8bynp4eSkhIKCgrIzs4mGAzy5ptvUlRUxAsvvEBaWhrr1q2jt7eXp556yiia/6VwOIzJZDquPW7cOEKh0Bf2i4iIiIiIiIiIiMjYNqqV4s7OTtrb2412OBw2zgjv6uqisLCQ/Px8li1bBhzb9X3BBRdw2WWXAWC323nrrbd49dVX+eSTT1i8eDELFiwAYMGCBfh8Pr7xjW9w5MgR4zM8Hg82m42UlJQv7BcRERERERERERGRsW1Ub7IMh8PU1taSk5ODxWKhpaWF/Px8fD4fZWVlrFixgry8PGN8ZmYmXq+XAwcOkJGRwSuvvMKll17KwoULWbhwoTHu4osvZuvWrQBce+21bN26laysLPbs2UN8fDyTJ09m1qxZPP/889jtdv74xz/S3d1tFOBFREREREQk+g0EB9lnbz/5wBPnBUJ0tU095fEMBkLHLrs8gw37ByIdgoiIyKgY1UJ5RkYG5eXlFBUVEQwGmTt3Lna7ncbGRjweDw0NDTQ0NAAwe/Zsli9fTn19PdXV1fj9flJSUvjxj3/8f35GcXEx999/P/PnzycuLs4Yf+ONN/LWW28ZF33W1NSQkJAwsgmLiIiIiIjIKdP3cYA+Al96ntWaTG9v3whEJCIiImeKES+U+3w+LBaL0Xa5XASDQcxmM7t372bGjBmUlpZiNptpagOs7N8AACAASURBVGrCZDIxffp0li5dCkBycjJms5lA4Ng3Q38+quXP3nnnHWJjY412fHw8Dz30ED6fj7y8PHw+HwChUIj+/n5MJhMmk4mPP/54pFMXERERERGRUyj5nDgSYuK/9LyBQAirNfkLnw0GQsTHndn3Vw37B/D6hiIdhoiISFQb0UL5/v37qa6upru72+hzuVxs3LjxuPPBDx06xIYNG9iyZQuJiYlUVlayadMmSkpKWLp0KStXrmTWrFmsX7+eZ599loqKCgD8fj8PPvggQ0Of/wf/wQcf5OjRo0Z727Zt+Hw+tm/fjtfr5Tvf+Q7XXXcdSUlJI/cFEBERERERkVMmISaezO3zvvS8ffZ2Lsrr/sJnXW1T2XN++teMLLplHT4IKpSLiIj8n0b01+ZOpxOHw2EUxf1+P263m6qqKnJzc6mrqyMUChEXF4fD4SApKQmTyUR6ejput5u3334bi8XCrFmzALjrrrtYvHixsf66desoKSn53Ofu2LGDxMRELr74YqMvPz/fOIblyJEjxMbGHrcTXURERERERERERETGphEtlNfU1JCVlWW0PR4POTk51NbW4nQ62bNnD62traSmpnL11VcD4PV6aW5u5vrrr+fw4cNMmjSJqqoq8vPzcTgcxjEuL7/8MgMDA9x4443Hfabb7eY//uM/+OEPf/i5eGJiYli5ciX/9E//xKJFi4iP//J/siciIiIiIiIiIiIiZ5ZRPYgtLS2N+vp6bDYbZrOZ4uJiOjo6jOc9PT2UlJRQUFBAdnY2wWCQN998k6KiIl544QXS0tJYt24dvb29PPXUU9x3333HrR8KhVi5ciX33XffX72os6amht27d/OLX/yC1157bUTzFREREREREREREZHoN6qF8s7OTtrb2412OBw2Lufs6uqisLCQ/Px8li1bBoDVauWCCy7gsssuA8But/PWW2/x6quv8sknn7B48WIWLFgAwIIFCzh48CDvvfceK1euZMGCBbhcLqqrq/nNb36Dy+Uyzko/55xz+Md//Ec6OztHMXsRERERERERERERiUYjepnnicLhMLW1teTk5GCxWGhpaSE/Px+fz0dZWRkrVqwgLy/PGJ+ZmYnX6+XAgQNkZGTwyiuvcOmll7Jw4UIWLlxojLv44ovZunUrwHE71IuLi7n77rvJzs6mubmZX//61zz++ON89tlnvPbaa6xevXr0khcREREREZGvZSA4yD57+8kHnjgvEKKrbeoXPhsMhI5ddnkGG/YPRDoEERGRqDeqhfKMjAzKy8spKioiGAwyd+5c7HY7jY2NeDweGhoaaGhoAGD27NksX76c+vp6qqur8fv9pKSkGBdyflmFhYV0dnaSm5vLuHHjWLx4MZmZmacyPRERERERERlBfR8H6CPwpedZrcn09vaNQEQiIiJypjCFw+FwpIP4Sz6fj8LCQp5++mmmTJnCvffey969ezGbzQDcfffdzJkzh5aWFpqamjCZTEyfPp1Vq1bR1dVFZWWlsZbX6+Wss85i+/btRt9jjz3G+PHj+ed//ucvFddX+aZK34yJSDT4qu+ipLNjMcd+8X0PIiIiY91gIER83KieZClfw0AgRIL+/5IRNuwfwOsbinQYEqVUIxIZXVZr8peeM6o7yk9m//79VFdXG2eJA7hcLjZu3IjNZjP6Dh06xIYNG9iyZQuJiYlUVlayadMmSktLjSNY/H4/Cxcu5IEHHgCgr6+PtWvX8uKLL3LnnXeOZloiIqclc2wCmdvnRToMERGRqLTP3s5Fed2RDkP+Rl1tU9lzfnqkw5AzXNbhg6BCuYjIaSuqfqXudDpxOBxGUdzv9+N2u6mqqiI3N5e6ujpCoRBxcXE4HA6SkpIwmUykp6fjdruPW+uZZ57hyiuvJCsrC4CXX36ZqVOncvvtt496XiIiIiIiIiIiIiISvaJqR3lNTc1xbY/HQ05ODg6Hg+TkZJYsWUJrayuLFi0iNTUVOHa8SnNzM2vXrjXm9fX14XQ6+fnPf270/fmS0Mcff3wUMhERERERERERERGR00VU7Sg/UVpaGvX19dhsNsxmM8XFxXR0dBjPe3p6KCkpoaCggOzsbKN/27Zt3HDDDUycODESYYuIiIiIiIiIiIjIaSSqC+WdnZ20t7cb7XA4TEzMsU3wXV1dFBYWkp+fz7Jly46bt2vXLm666aZRjVVERERERERERERETk9RdfTKicLhMLW1teTk5GCxWGhpaSE/Px+fz0dZWRkrVqwwjlT5yzlvv/02mZmZEYpaROTM4B8aYJ+9/eQDRURExqDBQIiutqmRDkP+RgOB0LGLFkVG0LB/INIhiIjI1xDVhfKMjAzKy8spKioiGAwyd+5c7HY7jY2NeDweGhoaaGhoAGD27NksX74cr9dLbGws8fHxEY5eROT05vtkCB9DkQ5DRM4AVmsyvb19kQ5DRMYwvYdERETkZKKuUO7z+bBYLEbb5XIRDAYxm83s3r2bGTNmUFpaitlspqmpCZPJxPTp01m6dCnvvvsulZWVTJo0iQULFuD1ejnrrLPYvn07e/fuZe3atQwNDXH22WfzwQcfGBeCioiIiEj0SD4njoQYbXoQka9mMBAiPu74U0YHAiGs1uQIRSRjwbB/AK9Pm0xERE5nUVUo379/P9XV1XR3dxt9LpeLjRs3YrPZjL5Dhw6xYcMGtmzZQmJiIpWVlWzatInS0lK2bt0KgN/vZ+HChTzwwAMAVFRU8OSTT5KRkUFraytr1qzhqaeeGs30RERERORvkBATT+b2eZEOQ0ROU/vs7VyU131cX1fbVPacnx6ZgGRMyDp8EFQoFxE5rUXVZZ5OpxOHw2EUxf1+P263m6qqKnJzc6mrqyMUChEXF4fD4SApKQmTyUR6ejput/u4tZ555hmuvPJKsrKyCAQCLF++nIyMDAAuvvhiPvzww1HPT0RERERERERERESiT1TtKK+pqTmu7fF4yMnJweFwkJyczJIlS2htbWXRokXGsSler5fm5mbWrl1rzOvr68PpdPLzn/8cgLi4OBYsWABAKBTiiSee4IYbbhilrEREREREREREREQkmkXVjvITpaWlUV9fj81mw2w2U1xcTEdHh/G8p6eHkpISCgoKyM7ONvq3bdvGDTfcwMSJE49bLxAI8IMf/IBgMMiSJUtGLQ8RERERERERERERiV5RXSjv7Oykvb3daIfDYWJijm2C7+rqorCwkPz8fJYtW3bcvF27dnHTTTcd19ff38+dd95JMBjkqaeeIjY2duQTEBEREREREREREZGoF1VHr5woHA5TW1tLTk4OFouFlpYW8vPz8fl8lJWVsWLFCvLy8j435+233yYzM/O4/oqKCi644AJWrVrFuHFR/fsBERERkTFtIDjIPnv7yQeKiHyBwUCIrrapx/UNBELHLlsUGSHD/oFIhyAiIl9TVBfKMzIyKC8vp6ioiGAwyNy5c7Hb7TQ2NuLxeGhoaKChoQGA2bNns3z5crxeL7GxscTHxxvrvPPOO7z88stMmzaN/Px8AGw2G88991xE8hIRERGRv67v4wB9BCIdhoicQazWZHp7+yIdhoiIiESxqCuU+3w+LBaL0Xa5XASDQcxmM7t372bGjBmUlpZiNptpamrCZDIxffp0li5dyrvvvktlZSWTJk1iwYIFeL1ezjrrLLZv305zczO1tbUMDQ2RmprKQw89FMEsRURERE4/iRNisMSbGRwOED8+7kvNtVqTRygqERkrBgMh4uO+2l8HDwRCeg/JXxUaGGRcwrHNdoOf+TnaH4xwRCIiEglRVSjfv38/1dXVdHd3G30ul4uNGzdis9mMvkOHDrFhwwa2bNlCYmIilZWVbNq0idLSUrZu3QqA3+9n4cKFPPDAAwDce++9PPXUU0ybNo3169ezYcMG/uVf/mU00xMRERE5rVnizVxQns4fnj1I5vZ5kQ5HRMaYffZ2Lsrr/kpzu9qmsuf89FMbkJwxsg4fpDrlXADWfOSFfv31gYjIWBRVh3U7nU4cDodRFPf7/bjdbqqqqsjNzaWuro5QKERcXBwOh4OkpCRMJhPp6em43e7j1nrmmWe48sorycrKAmDHjh1MmzaNoaEhenp6mDBhwqjnJyIiIiIiIiIiIiLRJ6oK5TU1NUZhG8Dj8ZCTk0NtbS1Op5M9e/bQ2tpKamoqV199NQBer5fm5mauv/56Y15fXx9Op5O7777b6IuNjaWzs5Nrr72WN954g/nz549eYiIiIiIiIiIiIiIStaKqUH6itLQ06uvrsdlsmM1miouL6ejoMJ739PRQUlJCQUEB2dnZRv+2bdu44YYbmDhx4nHrXXzxxfz617/me9/7Hvfcc8+o5SEiIiIiIiIiIiIi0SuqC+WdnZ20t7cb7XA4TEzMsWPVu7q6KCwsJD8/n2XLlh03b9euXdx0001Ge3BwkF27dhntm2++mc7OzhGOXkREREREREREREROB1F1meeJwuEwtbW15OTkYLFYaGlpIT8/H5/PR1lZGStWrCAvL+9zc95++20yMzONvpiYGFatWkVKSgrTp0/npZde4vLLLx/tdEREREROa58N+vnDswcZHA6wz95+8gkiIqfQYCBEV9vUrzR3IBAi6/DBUxuQnDFCA4PHLvEEBj/zRzgaERGJlKgulGdkZFBeXk5RURHBYJC5c+dit9tpbGzE4/HQ0NBAQ0MDALNnz2b58uV4vV5iY2OJj4831hk/fjyPPvoo999/P8PDw3zjG9+gpqYmUmmJiIiInJb6jwbpp+//twb/5nlWazK9vX0nHygiMkL0HpKT6gtEOgIREYmwqCuU+3w+LBaL0Xa5XASDQcxmM7t372bGjBmUlpZiNptpamrCZDIxffp0li5dyrvvvktlZSWTJk1iwYIFeL1ezjrrLLZv305WVhZbtmzhnXfeYdGiRaSkpEQwSxEREZEzS+KEGMbHjCd+fNwXPrdak0c5IhE5Uw0GQsTHfblTRAcCIb2H5KSG/QN4fUORDkNERCIkqgrl+/fvp7q6mu7ubqPP5XKxceNGbDab0Xfo0CE2bNjAli1bSExMpLKykk2bNlFaWsrWrVsB8Pv9LFy4kAceeMCY5/f7efDBBxka0j98IiIiIqeSJd4MQOb2eRGORETOdPvs7VyU1/2l5nS1TWXP+ekjE5CcMbIOHwQVykVExqyouszT6XTicDiMorjf78ftdlNVVUVubi51dXWEQiHi4uJwOBwkJSVhMplIT0/H7XYft9YzzzzDlVdeSVZWltG3bt06SkpKRjUnEREREREREREREYluUbWj/MRzwz0eDzk5OTgcDpKTk1myZAmtra0sWrSI1NRUALxeL83Nzaxdu9aY19fXh9Pp5Oc//7nR9/LLLzMwMMCNN944OsmIiIiIiIiIiIiIyGkhqnaUnygtLY36+npsNhtms5ni4mI6OjqM5z09PZSUlFBQUEB2drbRv23bNm644QYmTpwIQG9vL0899RT33XffqOcgIiIiIiIiIiIiItEtqgvlnZ2dtLe3G+1wOExMzLFN8F1dXRQWFpKfn8+yZcuOm7dr1y5uuukmo/3qq6/yySefsHjxYhYsWADAggUL8Pl8o5CFiIiIiIiIiIiIiESzqDp65UThcJja2lpycnKwWCy0tLSQn5+Pz+ejrKyMFStWkJeX97k5b7/9NpmZmUbfwoULWbhwodG++OKLjUs/RUREROTr+2zQz/iY8eyzt598sIjI1zAYCNHVNvVLzRkIhI5d1Cjyfxj2D0Q6BBERiaCoLpRnZGRQXl5OUVERwWCQuXPnYrfbaWxsxOPx0NDQQENDAwCzZ89m+fLleL1eYmNjiY+Pj3D0IiIiImNH/9EgEAQGP/fMak2mt7dv1GMSEfkzvYdERETkZEa8UO7z+SgsLOTpp59mypQp3Hvvvezduxez2QzA3XffzZw5c2hpaaGpqQmTyUR2djY2mw2AKVOmMH78eMaPH8+HH35If38/paWl3HLLLfzgBz/g/fff59xzz+XWW28FYOXKlUyaNIkFCxYQCoU4ePAgra2tXHjhhVRVVfHee++Rnp7Oiy++yPz580c6fRERERERkaiTfE4cCTGn1+aiwUCI+LivdnroQCCE1Zp8iiOKnGH/AF7fUKTDEBEROaOMaKF8//79VFdX093dbfS5XC42btxoFMIBDh06xIYNG9iyZQuJiYlUVlayadMmbrnlFiorK2lqamLatGk899xzPProo1RXV/PYY4+RlZXFs88+S1tbGzU1NTz22GM8/fTTxro/+clPmDlzJpdddhmPPvookydP5ic/+Ql/+tOfWLBgAdnZ2UyaNGkkvwQiIiIiIiJRJyEmnszt8yIdxpeyz97ORXndX2luV9tU9pyffmoDiqCswwdBhXIREZFTakQv83Q6nTgcDqMo7vf7cbvdVFVVkZubS11dHaFQiLi4OBwOB0lJSZhMJtLT03G73XR3dzN58mSmTZsGwHXXXceuXbuAYxd05ubmAmC32/nVr37F0ND/fqPw3nvv0dbWxo9+9CMA/uEf/oHi4mIAJk6cyNlnn43H4xnJ9EVERERERERERETkNDCihfKamhqysrKMtsfjIScnh9raWpxOJ3v27KG1tZXU1FSuvvpqALxeL83NzVx//fVMnTqVjz76iAMHDgDw0ksvGcXtI0eOYLVaAYiJiSEpKQmv12t81pNPPklZWRlJSUkAXH311UyePBmAHTt2EAgEjAK8iIiIiIiIiIiIiIxdI1ooP1FaWhr19fXYbDbMZjPFxcV0dHQYz3t6eigpKaGgoIDs7GwmTJjAQw89xH333UdBQQE2m43Y2NgvXDscDjNu3LF0Pv30U15//XUWLlz4uXEvvfQStbW11NXVERMT1XeZioiIiIiIiIiIiMgoGNVKcWdnJ93d3cybd+wsvHA4bBSru7q6uPPOOykuLuaOO+4AYHh4mJSUFDZv3gzAW2+9RVpaGgA2mw2Px0NKSgrBYJD+/n7OPvtsADo6Opg1axbx8cdfTtPU1MSGDRvYsGEDF1988ajkLCIiIiIiIiIiIiLRbVQL5eFwmNraWnJycrBYLLS0tJCfn4/P56OsrIwVK1aQl5dnjDeZTNxxxx1s3rwZm81GY2MjN910EwDXXnstbW1t3HXXXezYsYOsrCxjt/nvfve74458Adi1axeNjY387Gc/47zzzhu9pEVERERERKLMQHCQffb2SIfxpQwGQnS1Tf1KcwcCoWMXYJ4hhv0DkQ5BRETkjDOqhfKMjAzKy8spKioiGAwyd+5c7HY7jY2NeDweGhoaaGhoAGD27NksX76c1atXc+eddxIIBLjqqqsoKysDYPny5VRWVjJ//nySk5NZv3698Tnvv/8+3/72t4/77Lq6OgYHB7nrrruMvjVr1nDZZZeNfOIiIiIiIiJRpO/jAH0EIh3GqLFak+nt7Yt0GCIiIhLFRrxQ7vP5sFgsRtvlchEMBjGbzezevZsZM2ZQWlqK2WymqakJk8nE9OnTWbp0KXBsVzlAXFwcfX19BAIBYmNjGTduHKFQiFAoxPjx441jVu666y6OHDnCv/7rv/Lwww9z8OBBWltb2bZtGwDBYJDFixfz3e9+V0VyERERERGRMSAcDmO1JhvtgcEhEuK/+P6rEw1+5udof3CkQhMREZEoMaKF8v3791NdXU13d7fR53K52LhxIzabzeg7dOgQGzZsYMuWLSQmJlJZWcmmTZu45ZZbqKyspKmpiWnTpvHcc8/x6KOPUl1dzWOPPUZWVhbPPvssbW1t1NTU8Nhjj/H0008b6/7kJz9h5syZxxXE6+vrj4tHREREREREzmwmk4lz0lcY7Y8PPkZ1yrl/09w1H3mhX7vRRUREznTjRnJxp9OJw+EwiuJ+vx+3201VVRW5ubnU1dURCoWIi4vD4XCQlJSEyWQiPT0dt9tNd3c3kydPZtq0aQBcd9117Nq1C4BXX32V3NxcAOx2O7/61a8YGhoyPvu9996jra2NH/3oR0bff/3Xf3HgwAGuu+66kUxbRERERERERERERE4jI1oor6mpOe5STY/HQ05ODrW1tTidTvbs2UNrayupqalcffXVAHi9Xpqbm7n++uuZOnUqH330EQcOHADgpZdewuPxAHDkyBGsVisAMTExJCUl4fV6jc968sknKSsrIykpCTh2BMzatWt58MEHRzJlERERERERERERETnNjGih/ERpaWnU19djs9kwm80UFxfT0dFhPO/p6aGkpISCggKys7OZMGECDz30EPfddx8FBQXYbDZiY7/4HLlwOMy4ccfS+fTTT3n99ddZuHCh8XzVqlUsWbKESZMmjWySIiIiIiIiIiIiInJaGfHLPP9SZ2cn3d3dzJs3DzhW3I6JORZCV1cXd955J8XFxdxxxx0ADA8Pk5KSwubNmwF46623SEtLA8Bms+HxeEhJSSEYDNLf38/ZZ58NQEdHB7NmzTIu+PT5fPznf/4nBw8e5PHHH+fDDz/kN7/5DTExMdx8882j+SUQERERERERERERkSgzqoXycDhMbW0tOTk5WCwWWlpayM/Px+fzUVZWxooVK8jLyzPGm0wm7rjjDjZv3ozNZqOxsZGbbroJgGuvvZa2tjbuuusuduzYQVZWlrHb/He/+91xR74kJSXx2muvGe3Kykr+4R/+QUVyERERERGRMSAcDvPxwceM9sDg0LFLOv8Gg5/5RyosERERiSKjWijPyMigvLycoqIigsEgc+fOxW6309jYiMfjoaGhgYaGBgBmz57N8uXLWb16NXfeeSeBQICrrrqKsrIyAJYvX05lZSXz588nOTmZ9evXG5/z/vvv8+1vf3s0UxMREREREZEoZTKZ6O3tO66vj4EIRSMiIiLRyBQOh8ORDuIv+Xw+CgsLefrpp5kyZQr33nsve/fuxWw2A3D33XczZ84cNm3aRHNzM+FwmGuvvZYf/vCHmEwm3n33XVauXEl/fz9ZWVmsWrWKmJgY3G43FRUV/OlPf+Kb3/wm69evJzEx8W+O68Rvqv4WVmvyV5o3liSdHYs5NiHSYYiIiIiIRKXBQIj4uFG9WuqMNBAIkaCvo8iYNuwfwOsbitjnq0YkMrqs1uQvPWdUd5SfzP79+6murqa7u9voc7lcbNy4EZvNZvS9//77NDY20tbWRnx8PIsXL+b111/nmmuuoaKigjVr1jBz5kyqqqpwOp3ceuutrFq1iltvvZX58+dTX1/Pk08+SUVFRQSylL9kjk0gc/u8SIchIiIiIhKV9tnbuSivO9JhnPa62qay5/z0SIchIhGUdfggRLBQLiLRL6p+pe50OnE4HEZR3O/343a7qaqqIjc3l7q6OkKhEGlpabz44otYLBaOHj2Kz+djwoQJfPDBBwwMDDBz5kwAbrnlFnbu3MnQ0BC//e1vjUtE/9wvIiIiIiIiIiIiIhJVhfKamprjLuH0eDzk5ORQW1uL0+lkz549tLa2AhAbG4vT6eSGG27AarWSkZHBkSNHsFqtxnyr1UpPTw8ff/wxSUlJxMTEHNcvIiIiIiIiIiIiIhJVhfITpaWlUV9fj81mw2w2U1xcTEdHh/F80aJFvPHGG0yaNIknnniCUCiEyWQynofDYUwmk/Hfv3RiW0RERERERERERETGpqgulHd2dtLe3m60w+EwMTExfPjhh+zduxeAmJgY5s+fT2dnJykpKfT29hrjPR4PNpuNc889l76+PoaHhwHo7e097sxzERERERERERERERm7ouoyzxOFw2Fqa2vJycnBYrHQ0tJCfn4+fX19VFRU0NbWRnJyMu3t7VxxxRWkpqYSHx/P3r17ueKKK9i6dSuzZs0iNjaWrKwsduzYQW5uLm1tbcyaNSvS6QngHxpgn7395ANFRERERMagwUCIrrapkQ7jtDcQCB27yE9Exqxh/0CkQxCRKBfVhfKMjAzKy8spKioiGAwyd+5c7HY7AOXl5RQWFjJ+/HiysrK4/fbbAVi/fj3V1dX4fD4uvfRSbrvtNgAcDgeVlZU89dRTnHfeeTzyyCMRy0v+l++TIXzo1mmRkWS1JtPb2xfpMERkDNN7SEQiTe8hEREROZmoK5T7fD4sFovRdrlcBINBzGYzu3fvZsaMGcyZM8c4j3x4eJiEhATjos5wOEwoFCIcDpOQkMC4ccdOl3nzzTc5dOgQEydOxOPx8O///u/cc889EclRREQk0pLOjsUcmxDpMGQMsVqTIx2CiJxGBgMh4uNO3UmhA4GQ3kMi8lcN+wfw+rSJT2Ssi6pC+f79+6murqa7u9voc7lcbNy48bgzxd9//30aGxtpa2sjPj6exYsX8/rrr3PNNddQUVHBmjVrmDlzJlVVVTidTm699VZcLheVlZXGjnQREZGxzBybQOb2eZEOQ0RE5Avts7dzUV73KVuvq20qe85PP2XriciZJevwQVChXGTMi6rLPJ1OJw6HwyiK+/1+3G43VVVV5ObmUldXRygUIi0tjRdffBGLxcLRo0fx+XxMmDCBDz74gIGBAWbOnAnALbfcws6dOwH47//+b1544QVyc3P5wQ9+wKeffhqxPEVEREREREREREQkekRVobympoasrCyj7fF4yMnJoba2FqfTyZ49e2htbQUgNjYWp9PJDTfcgNVqJSMjgyNHjmC1Wo35VquVnp4e439/73vfY9u2bZx33nmsXr16dJMTERERERERERERkagUVYXyE6WlpVFfX4/NZsNsNlNcXExHR4fxfNGiRbzxxhtMmjSJJ554wji3/M/C4bDRrq+v54orrsBkMnHnnXeye/fuUc9HRERERERERERERKJPVBfKOzs7aW9vN9rhcJiYmBg+/PBD9u7dC0BMTAzz58+ns7OTlJQUent7jfEejwebzUZfXx+NjY3HrTN+/PhRy0NEREREREREREREoldUXeZ5onA4TG1tLTk5OVgsFlpaWsjP6YrklQAAIABJREFUz6evr4+Kigra2tpITk6mvb2dK664gtTUVOLj49m7dy9XXHEFW7duZdasWVgsFv7t3/6NzMxMZsyYwcaNG5kzZ06k0xMREYkY/9AA++ztJx8oIiISAYOBEF1tU0/ZegOB0LHL+kREvsCwfyDSIYhIFIjqQnlGRgbl5eUUFRURDAaZO3cudrsdgPLycgoLCxk/fjxZWVncfvvtAKxfv57q6mp8Ph+XXnopt912G+PHj+exxx7jgQceYGBggKlTp/LjH/84kqmJiIhElO+TIXwMRToMGSOs1mR6e/siHYaIjGF6D4mIiMjJRF2h3OfzYbFYjLbL5SIYDGI2m9m9ezczZsxgzpw5xnnkw8PDJCQkEBNzLJVwOEwoFCIcDpOQkMC4ccdOlzn//POxWq0cOXKEjz/+mE8//ZTk5OSI5CgiIhIpSWfHYo5NiHQYMgZZrfq+S0T+b4OBEPFxI3M66EAgpPeQyBgUGhhkXEI8AIOf+TnaH4xwRCISzaKqUL5//36qq6vp7u42+lwuFxs3bsRmsxl977//Po2NjbS1tREfH8/ixYt5/fXXueaaa6ioqGDNmjXMnDmTqqoqnE4nt956Kz/84Q+ZN28eRUVF/OxnP2P9+vU89thjEchSREQkcsyxCWRunxfpMERERD5nn72di/K6R2Ttrrap7Dk/fUTWFpHolXX4INUp5wKw5iMv9OsvS0Tkr4uqyzydTicOh8Moivv9ftxuN1VVVeTm5lJXV0coFCItLY0XX3wRi8XC0aNH8fl8TJgwgQ8++ICBgQFmzpwJwC233MLOnTvxer0cOHCAwsJCAAoKClixYkXE8hQRERERERERERGR6BFVhfKamhqysrKMtsfjIScnh9raWpxOJ3v27KG1tRWA2NhYnE4nN9xwA1arlYyMDI4cOYLVajXmW61Wenp6eP/995k8eTLr1q2joKCA73//+8TGxo56fiIiIiIiIiIiIiISfaKqUH6itLQ06uvrsdlsmM1miouL6ejoMJ4vWrSIN954g0mTJvHEE08Y55b/WTgcxmQyEQwGeeedd8jJyeH555/n+uuvp7KyMhIpiYiIiIiIiIiIiEiUiepCeWdnJ+3t7UY7HA4TExPDhx9+yN69ewGIiYlh/vz5dHZ2kpKSQm9vrzHe4/Fgs9mwWq0kJiZy3XXXAWC323nrrbdGNxkRERERERERERERiUpRdZnnicLhMLW1teTk5GCxWGhpaSE/P5++vj4qKipoa2sjOTmZ9vZ2rrjiClJTU4mPj2fv3r1cccUVbN26lVmzZnH++eeTkpJCR0cH1157Lb/85S+59NJLI52eiIjIqPMPDbDP3n7ygSIiIqNsMBCiq23qiKw9EAiRdfjgiKwtItErNDB47BJPYPAzf4SjEZFoF9WF8oyMDMrLyykqKiIYDDJ37lzsdjsA5eXlFBYWMn78eLKysrj99tsBWL9+PdXV1fh8Pi699FJuu+02AB5//HEcDgcPP/wwSUlJrFu3LmJ5iYiIRIrvkyF8DEU6DBljrNZkenv7Ih2GiIxheg+JjGF9gUhHICKniREvlPt8PgoLC3n66aeZMmUK9957L3v37sVsNgNw9913M2fOHDZt2kRzczPhcJh58+aRmpoKwOWXX87zzz9Pf38/H3/8McFgkE8//ZSf/exnxoWcHR0dtLW1sW/fPmJiYoiJiSEuLo4jR47Q29tLamoqF154IU1NTfh8PvLy8ujp6WHq1Kkjnb6InGaSzo7FHJsQ6TBOOas1OdIhiMgYp/eQyFczGAgRHxfVJ2aeFgYCIb2HRE4Dw/4BvD5t6hCRyBjRQvn+/fuprq6mu7vb6HO5XGzcuBGbzWb0vf/++zQ2NtLW1kZ8fDyLFy/m9ddf55prrqGiooI1a9Ywc+ZMqqqqcDqd3HrrrWzduhWAUChESUkJ99xzDwCrVq3i/7F379FRV+f+x98hk0xmIMhtIreRVCyG0oJIPB1/B6UUAlUSIWaBCTnx1B4N1iIFK7c4EkQTAaHQQFqgxdIS9WSMGhRo02ptBLTYIEbjJUBoBE2kicGSgblkMvP7g3aOQQliSWYgn9darpW9Z3/393nQtWU92bP3Pffcw4033shTTz3FT3/6U1avXh1818MPP8yJEyc6Mm0RuYiZomIYvX1yqMMQERERAWB/chlDp9WGOoyLXk1pPBVXDAt1GCJyDolHDoAK5SISIh26NcHhcJCbmxssirtcLurq6sjJySElJYWCggL8fj9Wq5UdO3ZgNps5ceIETqeTnj178tFHH+F2u7nmmmsAuPXWW/n973/f5h3PPPMMJpOJlJQUAH79619z44034vf7qauro2fPnsGxO3fupHv37lx99dUdmbaIiIiIiIiIiIiIXEQ6tFCel5dHYmJisN3Y2IjNZiM/Px+Hw0FFRQUlJSUAREVF4XA4mDhxIhaLhYSEBP7+979jsViCz1ssFo4dOxZst7a2smHDBn7yk58E+wwGAydOnAjuKJ8xYwYAdXV1/OY3v2HBggUdmbKIiIiIiIiIiIiIXGQ69bA7q9VKYWEhcXFxmEwmsrKyKC8vD34+Y8YM9u7dS79+/Vi/fj1+v5+IiIjg54FAoE17165dxMfHf26HeM+ePdm9ezc//elP+eEPf0hraysPPPAADz74IDExl97ZwyIiIiIiIiIiIiLy1XVqoby6upqysrJgOxAIYDAYqK+vZ9++fcDpHeFTpkyhurqa/v3709DQEBzf2NjY5mzzF198kZtvvrnNO3bu3EkgEADgxhtvxO1288Ybb3D48GEeeOABpk6dSlVVFXa7nb/85S8dma6IiIiIiIiIiIiIXATOeZnn008/zejRo7nqqqt46qmnePLJJxkxYgRLlizBbDaf18sCgQD5+fnYbDbMZjPFxcWkpqbS3NzM/PnzKS0tJTY2lrKyMsaMGcOgQYMwGo3s27ePMWPGsG3bNm688cbgfG+++SZ33XVXm3c8/vjjGAwGJk2axF/+8hd69+7Ndddd12bnelZWFrNnz+bb3/72ecUvIpc+V4ub/cll5x4oIiIi0gk8Xj81pfGhDuOi5/b6T18SKCJhrdXlDnUIItKFtVso37hxI2VlZVx77bW89957LF++nIcffpiDBw/y2GOPkZube14vS0hIIDs7m4yMDHw+H5MmTSI5ORmA7Oxs0tPTiYyMJDExkTvuuAOAVatWYbfbcTqdjBgxgttvvz0439GjR+nfv3+bdyxfvpwHH3yQwsJCYmNjKSgoOK8YRaRrc37agpNL65Z1iyWWhobmUIchIl2Y1iERCTWtQyIiInIu7RbKd+7cyRNPPEGPHj1Ys2YN48aN45ZbbiEQCHzuyJP2/OlPfwr+nJmZSWZm5ufGpKenk56ejtPpJD09nWPHjjF48GB+85vfcOLECUwmE4cOHaK8vJykpCSefPJJBg8eTGpqKuPGjWPBggVERETQ0tKCx+PB7XbzzW9+k6997WsAfPjhhyxcuBCn00nPnj0ZPHjwl45fRKQr6t7TgNloAsDT6sUYGR3iiETkYmaxxIY6BBH5N3i8fozRnXpy5wXl9vq1DolcAvxuD91ijAB4Trk4cdIX4ohE5FJyzqNXevToAcAbb7zBTTfdBEBERAQGwzkfPW+VlZXY7XZqa2uDfVVVVRQVFbU5m/zo0aNs2bKF0tJSjEYjmZmZ7Nmzh7FjxzJ//nweeeQRrrnmGnJycnA4HMycOZOf/exnTJkyhZkzZ7J161bWrFnDqlWrLngOIiKXCrPRxJDsYQB8sOkAo7dPDnFEIiIiEir7k8sYOq021GF8ZTWl8VRcMSzUYYjIvynxyAHs/fsA8MjHTXBS3xQRkQun3S0BgUCAQCCAy+Xi7bffDp7p7Xa78Xg8FzwYh8NBbm5usCjucrmoq6sjJyeHlJQUCgoK8Pv9WK1WduzYgdls5sSJE8Fd4h999BFut5trrrkGgFtvvZXf//73APj9fpxOZ3DemJiYCx6/iIiIiIiIiIiIiFx82t0WfsMNNzB37lx8Ph9Dhw5l6NCh1NbWUlBQwPjx4y94MHl5eW3ajY2N2Gw2cnNziY2NZdasWZSUlDBjxgyioqJwOBysWLGCkSNHkpCQwDvvvIPFYgk+b7FYOHbsGAA//vGPSU9PZ+vWrbS0tFBcXHzB4xcRERERERERERGRi0+7O8rnzZvHt771LaxWKz//+c8BePrppzEajdx3330dHpzVaqWwsJC4uDhMJhNZWVmUl5cHP58xYwZ79+6lX79+rF+/Hr/fT0RERPDzQCAQbC9cuJBly5axa9cuHnroIWbPnk0gEOjwHEREREREREREREQkvLVbKDcYDNx5550sWrSIyy+/HID58+fz6KOPYjQaOzy46upqysrKgu1AIIDBYKC+vp59+/YFY5wyZQrV1dX079+fhoaG4PjGxkbi4uJoamri8OHDTJw4EYDJkyfT0NDA8ePHOzwHEREREREREREREQlv7R69Ultby09+8hP+9re/8e1vf5tHHnmEvn37dlZsBAIB8vPzsdlsmM1miouLSU1Npbm5mfnz51NaWkpsbCxlZWWMGTOGQYMGYTQa2bdvH2PGjGHbtm3ceOON9O7dG6PRSEVFBYmJiezbt4/u3bvTp0+fTstFRORic8rj4oNNBwDwtHrZn1x2jidERETkUuXx+qkpjQ91GF+Z2+sn8ciBUIchIv8mv9tz+hJPwHPKFeJoRORS026hfNmyZaSmpnL99ddTUlLCypUrWbFiRWfFRkJCAtnZ2WRkZODz+Zg0aRLJyckAZGdnk56eTmRkJImJidxxxx0ArFq1CrvdjtPpZMSIEdx+++1ERESwfv16Hn74YdxuN927d2fdunWdloeIyMXo5AkfJ/nsLfIX/hJnEekaLJZYGhqazz1QRKSDaB0SuYQ0e0MdgYhcototlDc2NvJf//VfANx///1MnTr1vF/gdDpJT09nw4YNDB48mMWLF7Nv3z5MJhMAs2fPJikpiSeffJInnniCQCDA5MmTGTRoEACZmZlkZmayYMECrrzyyuC86enppKens3btWiIjI4mKigIgKioKo9FIS0sLH374ITU1NQwfPpy+ffty6NAhrrjiClwuF6tXr2bz5s3nnY+IiEhX1KNXFKaomFCHIRcxiyU21CGIyCXA4/VjjG73BNEv5Pb6tQ6JyAXR6nLT5GwJdRgi0gHaLZQbDP/3cWRkZJv2l1FZWYndbqe2tjbYV1VVRVFREXFxccG+o0ePsmXLFkpLSzEajWRmZrJnzx7Gjh3LsWPHyM3N5bXXXsNmswWfaW5u5tFHH2XHjh3ceeedwX673c6sWbP4zne+w2uvvcbChQt5/vnnqaqqIiUlhWXLlp1XDiIiIgKmqBhGb58c6jBERKSL259cxtBptef9XE1pPBVXDLvwAYlIl5N45ACoUC5ySWr3V/GBQKBNOyIi4rwmdzgc5ObmBoviLpeLuro6cnJySElJoaCgAL/fj9VqZceOHZjNZk6cOIHT6aRnz54AvPDCC0yYMIGbbrqpzdwvvfQS8fHxwSNX/mX69OnccMMNAFx99dXU19cD8Pbbb3PgwAGmTp3K7bffTnV19XnlIiIiIiIiIiIiIiKXpna3iH/88cc88sgjZ23b7fZ2J8/Ly2vTbmxsxGazkZubS2xsLLNmzaKkpIQZM2YQFRWFw+FgxYoVjBw5koSEBIDgbvF9+/a1mWvatGkAnztr/NZbbw3+XFBQwMSJEwEwGo3ccsstpKens2vXLn70ox+xc+dOoqOj281BRERERERERERERC5t7e4oz8zMpFevXsF/zmyfL6vVSmFhIXFxcZhMJrKysigvLw9+PmPGDPbu3Uu/fv1Yv379+WfzT4FAgBUrVlBZWUlOTg4A9957LzNnzqRbt26MGzcOs9nM4cOHv/I7REREREREREREROTS0O6O8tmzZwd/bm5uJiIigh49enzll1VXV1NbW8vkyafPOA0EAhgMBurr66mrq2PMmDEYDAamTJnCU0899ZXe4fP5WLhwIceOHeO3v/0tsbGnL2zZunUrycnJ9O7du827RURERERERERERKRrO2el+JVXXmHlypXU1NQAMHToUObPn8+4cePO+2WBQID8/HxsNhtms5ni4mJSU1Npbm5m/vz5lJaWEhsbS1lZGWPGjDn/bIAVK1bgdDp5/PHH2xyr8te//hW3281dd93F66+/jt/v58orr/xK7xAREelqXC1u9ieXhToMERHp4jxePzWl8ef9nNvrP30Bn4jIv6nV5Q51CCLSQdotlFdUVLB06VJycnK4/vrraWlp4bXXXiM3N5fHHnuM66677rxelpCQQHZ2NhkZGfh8PiZNmkRycjIA2dnZpKenExkZSWJi4ucu6fwympqaeOKJJxg8eDDTp08P9m/bto0HHniARYsWsW3bNoxGI6tXr6Zbt3ZPnhEREZF/cn7agpOWUIchFymLJZaGhuZQhyEiXZjWIRERETmXdgvlv/jFL1izZg2jRo0K9t10003079+fdevWfalCudPpxGw2B9tVVVX4fD5MJhO7du1i1KhRJCUl4ff7iYiIoLW1lZiYGAwGA++99x6LFi0KPrtnzx4ef/xxtm/fznPPPcfq1avp27cvcPrIlXnz5vGHP/yBhQsX4nQ66dmzJ8uXLwcgIiKCbt26ERkZid/v5/jx4+f3JyUdIrZ3NDEGY6jDELnkWSyxoQ5BRLo4rUMi0h6P148xuuM2Mrm9fq1DIkKry02TU5s/ROSLtVso/+STT9oUyf9l9OjRfPzxx+ecvLKyErvdTm1tbbCvqqqKoqIi4uLign1Hjx5ly5YtlJaWYjQayczMZM+ePYwdO5Zt27YB4HK5mD59OkuXLg3Os2jRouCO9H/52c9+xpQpU5g5cyZbt25lzZo1rFq1ipUrV/Ld736XzMxMDh8+TFZWFq+88gqRkZHnzEM6TozByOjtk0MdhoiIiIiIhND+5DKGTqvtsPlrSuOpuGJYh80vIheHxCMHQIVyETmLdn9l73K5zv7glzi2xOFwkJubGyyKu1wu6urqyMnJISUlhYKCAvx+P1arlR07dmA2mzlx4kRwN/hnbdy4keuuu47ExEQA3n77bZ577jlSUlK4//77+cc//gGA3+/H6XQG3xcTEwNAUlJSsKg+ZMgQPB4Pp06dOmcOIiIiIiIiIiIiInJpa7faffnll/PWW299rv+tt95qsyP8bPLy8oKFbYDGxkZsNhv5+fk4HA4qKiooKSkBICoqCofDwcSJE7FYLCQkJASfa25uxuFwMHv27GCfxWLhnnvu4fnnn2fAgAEsW7YMgB//+Mds2bKFG264gccff5y77roLgMmTJ3PZZZcBsHnzZoYPH05srL56JyIiIiIiIiIiItLVtVso/+EPf8j8+fPZvXs3brcbp9PJSy+9xLx587jnnnvO+2VWq5XCwkLi4uIwmUxkZWVRXl4e/HzGjBns3buXfv36sX79+mD/888/z8SJE4PnkQMUFhYyZswYIiIiuPPOO9m1axcACxcuZNmyZezatYuHHnqI2bNnEwgEgs9t2bKF4uJiVq5ced7xi4iIiIiIiIiIiMilp91C+fXXX8+CBQt45JFHGD16NNdddx2rV69myZIlbXaKf1nV1dWUlZUF24FAAIPBQH19Pfv27QPAYDAwZcoUqqurg+NefPFFbr755mC7ubmZLVu2tJknMjKSpqYmDh8+zMSJE4HTu8gbGhqCF3euXLmSp59+mieeeIIBAwacd/wiIiIiIiIiIiIiculp9zJPr9fLhAkTmDBhAp9++ikAvXr1+sovCwQC5OfnY7PZMJvNFBcXk5qaSnNzM/Pnz6e0tJTY2FjKysoYM2ZM8Jl33nmH0aNHB+cxm8386le/YvTo0YwaNYqioiKSkpLo3bs3RqORiooKEhMT2bdvH927d6dPnz5s2bKFvXv38tRTT33u/HMJHbfPw/7ksnMPFBERERGRS5bH66emNL7D5nd7/acv8RORLq3V5Q51CCISxtotlN92220899xzwL9XIP+XhIQEsrOzycjIwOfzMWnSpOAFm9nZ2aSnpxMZGUliYiJ33HEHAE1NTURFRWE0GoPzREZGsnbtWpYuXYrb7SY+Pp6VK1cSERHB+vXrefjhh3G73XTv3p1169YRCAQoLCykR48eZGVlBefZtGkTl19++b+dl3x1zce9NOMNdRgilzSLJZaGhuZQhyEiXZjWIREJNa1DIiIici7tFso/e7b3v+NPf/pT8OfMzEwyMzM/NyY9PZ309HScTifp6ekcO3aMwYMHs2rVKrp3787UqVMBmD17NklJSRw4cACv10tERATx8fH06NGD9957jwcffBCAbt268dFHH7FgwQK2b9/O5s2beeihh/B6vQwcOJBHHnkEi8VyQfITEbmU9OgVhSkqJtRhiMglxmLRJeoSXjxeP8bodk+ilEuI2+vXOiQXlN/toVvM/23o85xyceKkL4QRiYjIv6vdQrnH4+Hdd989a8F8xIgRFzSYyspK7HY7tbW1wb6qqiqKioqIi4sL9h09epQtW7ZQWlqK0WgkMzOTPXv2MHbsWLZt2waAy+Vi+vTpLF26lEAgwJw5c1i+fDk2m42dO3fy4IMPsmHDhgsav4jIpcAUFcPo7ZNDHYaIiEiH2p9cxtBptaEOQzpJTWk8FVcMC3UYcglJPHIAe/8+wfYjHzfBSX1rQUTkYtZuofzo0aPce++9X1goj4iI4KWXXrqgwTgcDnJzc1mwYAFwuthdV1dHTk4Ox44dIykpidmzZ2O1WtmxYwdRUVEcP34cp9P5uXPHN27cyHXXXUdiYiJNTU243W5sNhsA48ePZ8GCBXi9XqKjoy9oDiIiIiIiIiIiIiJycWm3UH7VVVdRWlraWbGQl5fXpt3Y2IjNZiM3N5fY2FhmzZpFSUkJM2bMICoqCofDwYoVKxg5ciQJCQnB55qbm3E4HLzwwgsA9O7dG7PZzO7duxk7diw7duygpaWF48eP64xyERERERERERERkS4urA/ls1qtFBYWEhcXh8lkIisri/Ly8uDnM2bMYO/evfTr14/169cH+59//nkmTpxI3759gdO73wsKCti4cSPTpk2jubmZXr16ERUV1ek5iYiIiIiIiIiIiEh4abdQnpiYSCAQwOc7fSGF0+nkD3/4Q5szxDtSdXU1ZWVlwXYgEMBgMFBfX8++ffsAMBgMTJkyherq6uC4F198kZtvvrnNXAaDga1bt1JaWsott9yC3++nV69enZKHiIiIiIiIiIiIiISvdo9eSU9PZ8KECTz44INcf/31TJ8+HThdMF++fDn/+Z//2aHBBQIB8vPzsdlsmM1miouLSU1Npbm5mfnz51NaWkpsbCxlZWWMGTMm+Mw777zD6NGj28yVk5PD0qVLGTlyJL/+9a/53ve+R7duYb2hXkQkJFwtbvYnl517oIiIyEXM4/VTUxof6jCkk7i9fhKPHAh1GHIJ8bs9py/w/CfPKVcIoxERkQuh3UL5ypUrmTt3LuPHj+eZZ54BYMeOHRw7dox58+Z1eKE8ISGB7OxsMjIy8Pl8TJo0ieTkZACys7NJT08nMjKSxMRE7rjjDgCampqIiorCaDS2mWvp0qXk5ubicrm4+uqrP3ceuoiInOb8tAUnLaEOQ0QuIRZLLA0NzaEOQ0S6MK1D0iGavaGOQERELqB2C+X19fXccsstAOzdu5cJEybQrVs3BgwYgNPp/FIvcDqdpKens2HDBgYPHszixYvZt28fJpMJgNmzZ5OUlMSTTz7JE088QSAQYPLkyQwaNIj33nsPh8NBVFQUUVFRbNu2jT//+c9s376db3zjG5hMJrxeL3V1dXz66adYLBZaW1v5+te/zi233ILRaGTZsmUMHz6c4cOH88EHH2C1WqmtrSUzM5Nnn32WyMjIf/OPUERERERERMKZ2+vHYok97+c8Xj/GaH0TWcKb3+2hW4zx3AMl5L7KOiTyVXhOuThx0hfqMC467RbKP3s0yf79+7Hb7cG2x+M55+SVlZXY7fY2Z5pXVVVRVFREXFxcsO/o0aNs2bKF0tJSjEYjmZmZ7Nmzh7Fjx7Jt2zYAXC4X06dPZ+nSpQQCAebMmcPy5cux2Wzs3LmTBx98kA0bNrBmzRomT55MRkYGr7zyCg899BD/+7//S3V1NaNHj2bz5s1f+g9HRERERERELn4x0d0YOq32vJ+rKY2n4ophFz4gkQso8cgB7P37hDoMEQkjj3zcBCf1Tarz1e6vxi+77DLef/99KioqaGho4LrrrgPgjTfe4PLLLz/n5A6Hg9zc3GBR3OVyUVdXR05ODikpKRQUFOD3+7FarezYsQOz2cyJEydwOp307NmzzVwbN27kuuuuIzExkePHj+N2u7HZbACMHz+e3bt34/V6ycvL47bbbgPgww8/DM7z9ttv09TUxK233sqMGTN4/fXXz/OPSkREREREREREREQuRe3uKL/vvvv4/ve/j9Pp5P7778dsNrN582Y2bNhAYWHhOSc/8xzwxsZGbDYbubm5xMbGMmvWLEpKSpgxYwZRUVE4HA5WrFjByJEjSUhICD7X3NyMw+HghRdeAKB3796YzWZ2797N2LFj2bFjBy0tLRw/fjxYwP/e977HRx99xM9//nMAIiIimDBhArNmzeLgwYPcddddvPDCC/Tpo9+6ioiIiIiIiIiIiHRl7e4ov+aaa3jllVd49dVX+f73vw/A6NGjefrpp/mP//iP836Z1WqlsLCQuLg4TCYTWVlZlJeXBz+fMWMGe/fupV+/fqxfvz7Y//zzzzNx4kT69u0LnC56FxQUsHHjRqZNm0ZzczO9evUiKioq+Mzvf/97HA4HCxYs4NNPPyU9PZ3Zs2cTFRXFN77xDUaOHMkbb7xx3jmIiIiIiIiIiIiIyKXlnLeSREepOkhuAAAgAElEQVRHtzkG5dprryU+Pv4rvay6upqysrJgOxAIYDAYqK+vZ9++fQAYDAamTJlCdXV1cNyLL77IzTff3GYug8HA1q1bKS0t5ZZbbsHv99OrVy/+/Oc/c/LkSQCGDx/OwIEDOXr0KKWlpRw5cqTNuz9bWBcRERERERERERGRrqndo1cutEAgQH5+PjabDbPZTHFxMampqTQ3NzN//nxKS0uJjY2lrKyMMWPGBJ955513GD16dJu5cnJyWLp0KSNHjuTXv/413/ve9+jWrRvPPfccf/vb37jjjjs4dOgQjY2NXHnllezcuZM333yTpUuXcvjwYd57773gO0REREREROTS5fb6qSmNP+/nPF4/iUcOXPiARC4gv9tz+uI+EZF/8pxyhTqEi1KnFsoTEhLIzs4mIyMDn8/HpEmTSE5OBiA7O5v09HQiIyNJTEzkjjvuAKCpqYmoqCiMRmObuZYuXUpubi4ul4urr746eB56Tk4OOTk5PPfccxiNRlavXk337t350Y9+RE5ODsnJyURERLBixQp69OjRmemLiIiIiIhICMREd6OhoTnUYYh0nGZvqCOQc7BYYrUOiYS5TimU/+lPfwr+nJmZSWZm5ufGpKenk56ejtPpJD09nWPHjjF48GBWrVpF9+7dmTp1KgCzZ88mKSmJkSNH8txzz1FUVERZWVmw6N3a2orb7cbr9TJo0CCGDx8OwLFjx/jkk0+IjIwkJiaGyy67rBMyFxEJPU+rF4slNtRhiEgXp3VI5PM8Xj/G6HOehikXgNvr1zp0ifO7PXSLMbY7xnPKxYmTvk6KSERELjaduqP8XCorK7Hb7dTW1gb7qqqqKCoqIi4u7nPjDx06xKZNmxgyZEiw76GHHmLmzJlMmTKFwsJCfv7znzN//nzsdjuzZs3iO9/5Dq+99hoLFy7k+eef74y0RERCyhgZzejtk0MdhoiIiJxhf3IZQ6fVhjqMLqGmNJ6KK4aFOgzpQIlHDmDv36fdMY983AQntaNXRES+WFhtX3A4HOTm5gaL4i6Xi7q6OnJyckhJSaGgoAC/3w+A1+tlyZIlzJkzJ/h8S0sLf/3rX5k8+XRB6NZbb+X3v/89ANOnT+eGG24A4Oqrr6a+vr4zUxMRERERERERERGRMBVWhfK8vDwSExOD7cbGRmw2G/n5+TgcDioqKigpKQFg9erVpKWlYbVag+OPHz9Ojx49MBhOb5S3WCwcO3YMOF00j4yMBKCgoICJEyd2VloiIiIiIiIiIiIiEsbCqlB+JqvVSmFhIXFxcZhMJrKysigvL2fPnj3U19eTlpbWZnwgECAiIqJN32fbgUCAFStWUFlZSU5OTqfkICIiIiIiIiIiIiLhLazOKD9TdXU1tbW1waNUAoEABoOB7du3c/DgQaZOncqpU6dobGxk7ty5PPbYYzQ3N9Pa2kpkZCQNDQ3BY1x8Ph8LFy7k2LFj/Pa3vyU2Vhe5iIiIiIiIiIiIiEiYF8oDgQD5+fnYbDbMZjPFxcWkpqaSnJwcHLN3717Wr1/P2rVrAUhMTGTnzp2kpKRQWlrKjTfeCMCKFStwOp08/vjjREdHhyQfEZFQ8LR62Z9cFuowRERE5Awer5+a0vhQh9EluL1+Eo8cCHUY0oH8bs/pyzrb4Tnl6qRoRETkYhTWhfKEhASys7PJyMjA5/MxadKkNkXyL5Kbm8uiRYv4xS9+wYABA/jpT39KU1MTTzzxBIMHD2b69OnBsdu2bevoFEREQs4YGU1DQ3OowxCRLsxiidU6JCIhpXWoi2j2hjoCERG5iHV4odzpdJKens6GDRsYPHgwixcvZt++fZhMJgBmz55NUlJScHxRURGDBg1i8ODBAGRmZpKZmcnatWuDl3ECnDhxgvvvv5+jR4/Sp08fGhoasFgsDBo0iK1bt7Jnzx42bdrEZZddBsA777zDz3/+c/74xz/icrn44Q9/2NGpdyk9ekVhiooJdRgichYWi46bEpHQ0jp0cfB4/Rijw/oaI5GvxO31ax0KkVaXmyZnS6jDEBEROacOLZRXVlZit9upra0N9lVVVVFUVBQ8O/yzDh06xKZNmxgyZEiwr7m5mUcffZQdO3Zw5513BvvXrl1LYmIimzZtorS0lLy8PNauXYvf72fLli1s3LiRYcOGBcc///zzvPrqqzgcDv7xj38wdepUvvvd79KzZ8+OSb6LMUXFMHr75FCHISIiIiL/hv3JZQydVhvqMEQuuJrSeCquGHbugXLBJR45ACqUi4jIRaBDt4s4HA5yc3ODRXGXy0VdXR05OTmkpKRQUFCA3+8HwOv1smTJEubMmdNmjpdeeon4+HjuuOOONv1//vOfSUlJASA5OZlXXnmFlpYWampqqKmp4eGHH24z/ne/+x0/+MEPiI6OxmKx8OSTTxITox3QIiIiIiIiIiIiIl1dhxbK8/LySExMDLYbGxux2Wzk5+fjcDioqKigpKQEgNWrV5OWlobVam0zx7Rp08jOzm5z7ArA3//+dywWCwAGg4EePXrQ1NTE17/+dfLy8oJHrvzLBx98QE1NDbfffjupqam8++67utRTRERERERERERERDr3Mk+r1UphYWGwnZWVRWlpKYMGDaK+vp7Fixezd+/erzR3IBCgW7ez1/1bW1uprq5m8+bNNDY2kpGRwTe+8Q3i4+O/0vtERERERERERERE5NLQqTf1VFdXU1ZWFmwHAgEMBgPbt2/n4MGDTJ06FbvdTlVVFXPnzm13rri4OBobGwHw+XycPHmSXr16nXV8v379+N73vkdUVBQDBgxg1KhRvPvuuxcmMRERERERERERERG5aHXqjvJAIEB+fj42mw2z2UxxcTGpqakkJycHx+zdu5f169ezdu3aducaN24cpaWl3H333ezcuZPExESioqLOOn78+PH87ne/Y+LEiXz66ae89dZb5yzGy5fnanGzP7ns3ANFREREJGx5vH5qSuNDHYbIBef2+k9fKimdrtXlDnUIIiIiX0qnFsoTEhLIzs4mIyMDn8/HpEmT2hTJz8ePf/xjFi1axJQpU4iNjWXVqlXtjv/+97/PY489RnJyMq2trdxzzz187Wtf+0rvls9zftqCE91kLhKOLJZYGhqaQx2GiHRhWodEJNS0DomIiMi5RAQCgUCog/gsp9NJeno6GzZsYPDgwSxevJh9+/ZhMpkAmD17NklJScHxRUVFlJWVsXXrVgAqKirIz8+npaWFQYMGsWLFijYXez799NPs27eP5cuXn1dcX+UvVfrL2JfTo1cUpqiYUIchIiIiIp3I4/VjjO7UkyClC3N7/cTov7cuxe/20OL3c+KkL9ShiACqEYl0Nosl9ryf6dQd5edSWVmJ3W6ntrY22FdVVUVRURFxcXGfG3/o0CE2bdrEkCFDgn2LFy/mF7/4BVdddRWrVq1i8+bN3HfffXg8HtatW8cTTzzB5MmTOyMd+ZJMUTGM3q5/JyIiIiJdyf7kMoZOqw11GNJF1JTGU3HFsFCHIZ0o8cgBjAAnVZgUEZEvJ6x+pe5wOMjNzQ0WxV0uF3V1deTk5JCSkkJBQQF+vx8Ar9fLkiVLmDNnTps5du7cyVVXXUVLSwvHjh2jZ8+eAPz1r3/F7/czf/78zk1KRERERERERERERMJaWBXK8/LySExMDLYbGxux2Wzk5+fjcDioqKigpKQEgNWrV5OWlobVam0zR1RUFNXV1YwbN469e/cyZcoUAMaOHcuCBQuIidERHyIiIiIiIiIiIiLyf8KqUH4mq9VKYWEhcXFxmEwmsrKyKC8vZ8+ePdTX15OWlvaFz1199dW8+uqr3HPPPcybN6+ToxYRERERERERERGRi0lYF8qrq6spKysLtgOBAAaDge3bt3Pw4EGmTp2K3W6nqqqKuXPn4vF4ePHFF4Pjb7nlFqqrq0MRuoiIiIiIiIiIiIhcJMLqMs8zBQIB8vPzsdlsmM1miouLSU1NJTk5OThm7969rF+/nrVr19La2spDDz1E//79+eY3v8nvfvc7rr322hBmIF+Gq8XN/uSycw8UERERkUuGx+unpjQ+1GFIF+H2+kk8ciDUYUgn8rs9tPzzjjMREZEvI6wL5QkJCWRnZ5ORkYHP52PSpEltiuRnioyMZM2aNSxZsoTW1lYuv/xy8vLyOjFi+Sqcn7bgpCXUYYhcsiyWWBoamkMdhoh0YVqHRCTUtA6JiIjIuYRdodzpdGI2m4PtqqoqfD4fJpOJXbt2MWrUKJKSkoKfHzx4sM3zV1xxBf369ePvf/87J06cwOfzAVBTU8OSJUtwOp3ExMTw3nvvMXz48M5JSqQd3XsaMBtNAHhavRgjo0MckVyKLJbYUIcgIl2c1iG5UDxeP8bosD5BUsKQ2+vXOiRhpdXlpsmpDWMiIuEkrArllZWV2O12amtrg31VVVUUFRURFxf3ufGHDh1i06ZNDBkyJNi3YMECJk+eTEZGBk899RSrVq1i7dq12O12Zs2axXe+8x1ee+01Fi5cyPPPP98ZaYm0y2w0MSR7GAAfbDrA6O2TQxyRiIiISPjan1zG0Gm1oQ5DLjI1pfFUXDEs1GGIBCUeOQAqlIuIhJWw2orhcDjIzc0NFsVdLhd1dXXk5OSQkpJCQUEB/n+eMeb1elmyZAlz5swJPt/U1MT7779Peno6AGlpacydOxeA6dOnc8MNNwBw9dVXU19f35mpiYiIiIiIiIiIiEiYCqtCeV5eHomJicF2Y2MjNpuN/Px8HA4HFRUVlJSUALB69WrS0tKwWq3B8UePHmXgwIEsX76ctLQ05syZQ1RUFAC33norkZGRABQUFDBx4sROzExEREREREREREREwlVYFcrPZLVaKSwsJC4uDpPJRFZWFuXl5ezZs4f6+nrS0tLajPf5fLz77rvYbDaeeeYZJkyYwKJFi4KfBwIBVqxYQWVlJTk5OZ2djoiIiIiIiIiIiIiEobAulFdXV1NWVhZsBwIBDAYD27dv5+DBg0ydOhW73U5VVRVz587FYrHQvXt3xo8fD0BycjJvvfUWcLqIfv/99/P222/z29/+lthYXeQiIiIiIiIiIiIiImF2meeZAoEA+fn52Gw2zGYzxcXFpKamkpycHByzd+9e1q9fz9q1awHo378/5eXljBs3jpdffpkRI0YAsGLFCpxOJ48//jjR0dEhyUfki5zyuPhg0wEAPK1e9ieXneMJERERka7L4/VTUxof6jDkIuP2+k9fnigSJlpd7lCHICIiZwjrQnlCQgLZ2dlkZGTg8/mYNGlSmyL5F1m3bh25ubk89thj9OjRg+XLl9PU1MQTTzzB4MGDmT59enDstm3bOjoFkXM6ecLHSZo/0+MJWSxyabJYYmloaD73QBGRDqJ1SERCTeuQiIiInEvYFcqdTidmsznYrqqqwufzYTKZ2LVrF6NGjSIpKSn4+cGDB9s836NHD0wmE83Np/8SZDAY6NOnD6+//jq5ubnU1NQApy8OFbkUdO9pwGw04Wn1YozUtyXki1ksOm5KREJL65B0FR6vH2N0WJ9w2SW5vX6tQyHQ6nLT5GwJdRgiIiJfSlgVyisrK7Hb7dTW1gb7qqqqKCoqIi4u7nPjDx06xKZNmxgyZEiwb8GCBUyePJmMjAyeeuopVq1axdq1a3n00UcZMGAAq1ev5pVXXmHp0qU8/fTTnZGWSIcyG00MyR7GB5sOMHr75FCHIyIiItKl7U8uY+i02lCHIWeoKY2n4ophoQ6jy0k8cgBUKBcRkYtEWG11cDgc5ObmBoviLpeLuro6cnJySElJoaCgAL/fD4DX62XJkiXMmTMn+HxTUxPvv/8+6enpAKSlpTF37lwCgQB/+MMfyM7OBuDGG28kPz+/k7MTERERERERERERkXAUVoXyvLw8EhMTg+3GxkZsNhv5+fk4HA4qKiooKSkBYPXq1aSlpWG1WoPjjx49ysCBA1m+fDlpaWnMmTOHqKgoPvnkE6Kjo3nyySe57bbbuP3222ltbe30/EREREREREREREQk/IRVofxMVquVwsJC4uLiMJlMZGVlUV5ezp49e6ivryctLa3NeJ/Px7vvvovNZuOZZ55hwoQJLFq0iNbWVhobG4mNjaW4uJhZs2bxox/9KERZiYiIiIiIiIiIiEg4CetCeXV1NWVlZcF2IBDAYDCwfft2Dh48yNSpU7Hb7VRVVTF37lwsFgvdu3dn/PjxACQnJ/PWW2/Ru3dvDAYDycnJAPznf/4np06d4pNPPglJXiIiIiIiIiIiIiISPsLqMs8zBQIB8vPzsdlsmM1miouLSU1NDRa8Afbu3cv69etZu3YtAP3796e8vJxx48bx8ssvM2LECKKjo/l//+//sWPHDmbOnMmbb76JyWSid+/eoUpN5II55XHxwaYDeFq97E8uO/cDIiIiItJhPF4/NaXxoQ5DzuD2+k9fLCmdqtXlDnUIIiIiX1pYF8oTEhLIzs4mIyMDn8/HpEmT2hTJv8i6devIzc3lscceo0ePHixfvhw4ff75kiVLePLJJzEYDKxZs4Zu3cJ6Q73Il3LyhI+TNP+z5QlpLBKeLJZYGhqazz1QRKSDaB0SkVDTOiQiIiLnEnaFcqfTidlsDrarqqrw+XyYTCZ27drFqFGjSEpKCn5+8ODBNs/36NEDk8lEc/PpvwQZDKdTvPvuu2ltbSUyMhKXy0VGRgavvPIK/fr164SsRC59PXpFYYqKCXUYchYWS2yoQxCRLk7rkMDp3dbGaG1Wkc7n9vq1DkmX0epy0+RsCXUYIiIXnbAqlFdWVmK326mtrQ32VVVVUVRURFxc3OfGHzp0iE2bNjFkyJBg34IFC5g8eTIZGRk89dRTrFq1irVr1/Lss8+2GZOamqoiucgFZIqKYfT2yaEOQ0RERMLY/uQyhk6rDXUY0gXVlMZTccWwUIch0ikSjxwAFcpFRM5bWG3ncDgc5ObmBoviLpeLuro6cnJySElJoaCgAL/fD4DX62XJkiXMmTMn+HxTUxPvv/8+6enpAKSlpTF37tw273jttdd4//33ueuuuzopKxEREREREREREREJZ2FVKM/LyyMxMTHYbmxsxGazkZ+fj8PhoKKigpKSEgBWr15NWloaVqs1OP7o0aMMHDiQ5cuXk5aWxpw5c4iKimrzjoKCAubNm0dkZGTnJCUiIiIiIiIiIiIiYS2sCuVnslqtFBYWEhcXh8lkIisri/Lycvbs2UN9fT1paWltxvt8Pt59911sNhvPPPMMEyZMYNGiRcHPDx48yPHjxxk/fnxnpyIiIiIiIiIiIiIiYSqsC+XV1dWUlZUF24FAAIPBwPbt2zl48CBTp07FbrdTVVXF3LlzsVgsdO/ePVgIT05O5q233go+/+KLL3LzzTd3eh4iIiIiIiIiIiIiEr7C6jLPMwUCAfLz87HZbJjNZoqLi0lNTSU5OTk4Zu/evaxfv561a9cC0L9/f8rLyxk3bhwvv/wyI0aMCI598803+e///u9Oz0OkK3C1uNmfXHbugSIiItJlebx+akrjQx2GdEFur//0BYciXUCryx3qEERELkphXShPSEggOzubjIwMfD4fkyZNalMk/yLr1q0jNzeXxx57jB49erB8+fLgZ0ePHuXyyy/v6LBF2tW9pwGz0QSAp9WLMTI6xBGJiIiIdA5jdHh9odXj9YddTCIXO7/bQ7cYY7tjPKdcnDjp66SIREREvpywK5Q7nU7MZnOwXVVVhc/nw2QysWvXLkaNGkVSUhKLFy9m3759mEynC45//OMfSUpK4h//+Acej4dAIMDAgQMZOHAgAO+88w4mk4l58+YxYMAAHnvsMXr27BmSHKVrMxtNDMkeBsAHmw4wevvkEEckIiIi0jXtTy5j6LTaUIchnaCmNJ6KK4aFOowuIfHIAez9+7Q75pGPm+BkcydFJCIi8uWEVaG8srISu91ObW1tsK+qqoqioiLi4uLajP2ifqfTyb333suvfvUrEhISuO+++ygpKWHmzJnk5eUxZ84cxo0bx/Lly9m8eTPz5s3rrNREREREREREREREJEyF1fcMHQ4Hubm5weK3y+Wirq6OnJwcUlJSKCgowO/3n7V/z549XHPNNSQkJABgt9tJSkoCwO/3c/LkyeC8MTExoUlSRERERERERERERMJKWO0oz8vLa9NubGzEZrORm5tLbGwss2bNoqSkhOuvv/4L+z/99FPMZjPz5s3j8OHDXHvttSxatAiARYsW8YMf/ID8/HxMJhMOhyMUKYqIiIiIiIiIiIhImAmrHeVnslqtFBYWEhcXh8lkIisri/Ly8rP2t7a2snv3bu677z6effZZXC4XmzZtwu1288ADD7BlyxZ2797NzJkzWbhwYajTExEREREREREREZEwENaF8urqasrKyoLtQCCAwWA4a3+/fv0YNWoUVquVyMhIbrrpJt566y0OHDiA0Whk5MiRANx22228/vrrnZ6PiIiIiIiIiIiIiISfsDp65UyBQID8/HxsNhtms5ni4mJSU1PP2j9mzBjWrVtHfX09AwYM4OWXX2bEiBEMGTKEjz/+mMOHD3PllVfy0ksv8a1vfSvU6UkXdcrj4oNNBwDwtHrZn1x2jidEREREpCN4vH5qSuNDHYZ0ArfXT+KRA6EOo0vwuz088nFTu2M8p1ydFI2IiMiXF9aF8oSEBLKzs8nIyMDn8zFp0iSSk5MBztq/bNky7r77bjweD8OHD2fhwoWYTCYeffRR5s6dSyAQoG/fvuTn54cyNenCTp7wcZLmz/R4QhZLOOje04DZaAJO/+LAGBkd4ohERESkqzBGd8wXbD1ef4fNLRLuusUYzznGaDZhMXdCMPJv87s9X+rf6VflOeXixElfh80vInI+wq5Q7nQ6MZv/7/+YVVVV+Hw+TCYTu3btYtSoUSQlJZ21/7LLLsNoNOLz+YiIiCAyMjI4VyAQAKBv37706dOn03MTkc8zG00MyR4GwAebDjB6++QQRyQiIiLy79mfXMbQabWhDkM+o6Y0noorhoU6DJGLTuKRA9j7d1z95JGPm+Bk87kHioh0grAqlFdWVmK326mtrQ32VVVVUVRURFxcXJuxX9TvdDq59957+dWvfkVCQgL33XcfJSUlJCcns2jRIrZu3cpVV13FL3/5S9asWYPdbu+s1EREREREREREREQkTIXV9wEdDge5ubnB4rfL5aKuro6cnBxSUlIoKCjA7/eftX/Pnj1cc801JCQkAGC320lKSqK2tpaBAwdy1VVXATB+/HhefPHFkOUpIiIiIiIiIiIiIuEjrHaU5+XltWk3NjZis9nIzc0lNjaWWbNmUVJSwvXXX/+F/Z9++ilms5l58+Zx+PBhrr32WhYtWoTRaOTjjz/m/fffJyEhgd/97nc0NjaGKEsRERERERERERERCSdhtaP8TFarlcLCQuLi4jCZTGRlZVFeXn7W/tbWVnbv3s19993Hs88+i8vlYtOmTfTs2ZMVK1bw4IMPkpaWRlxcHFFRUaFOT0RERERERERERETCQFgXyqurqykrKwu2A4EABoPhrP39+vVj1KhRWK1WIiMjuemmm3jrrbdobW2lf//+PP300zzzzDMMHz4cq9UaipREREREREREREREJMyE1dErZwoEAuTn52Oz2TCbzRQXF5OamnrW/jFjxrBu3Trq6+sZMGAAL7/8MiNGjCAiIoIf/OAHPP3008TFxbFlyxZuvvnmUKcnIsApj4sPNh0AwNPqZX9y2TmeEBEREQlvHq+fmtL4UIchn+H2+kk8ciDUYYhcdPxuD4983NRh83tOuTpsbhGR8xXWhfKEhASys7PJyMjA5/MxadIkkpOTAc7av2zZMu6++248Hg/Dhw9n4cKFdOvWjWXLlnHnnXfi9Xq5/vrr+Z//+Z9QpiYi/3TyhI+TNH+mxxOyWC5VFkssDQ3N5x4oItJBtA6JSKjFXta9097l8foxRof1l7dFvrRuMcYOnd9oNmExd+grworFEhvqEKQLaHW5aXK2hDqMi1LYFcqdTidm8/+tklVVVfh8PkwmE7t27WLUqFEkJSV9YX90dDRr1qwBwGg08tprrzF37lw2btyIxWIhOjqaiIgI6uvrcblcOqdcRERERESkC4iJ7sbQabWd8q6a0ngqrhjWKe8SERE5U+KRA6BC+VcSVoXyyspK7HY7tbW1wb6qqiqKioqIi4trM/Zs/ePGjQOgoaGBjIwMFi9eDEBeXh5z5sxh3LhxLF++nM2bNzNv3ryOTUhEREREREREREREwl5YfR/M4XCQm5sbLH67XC7q6urIyckhJSWFgoIC/H7/Wfs/a+XKlaSnpxMfHw+A3+/n5MmTwXljYmI6NTcRERERERERERERCU9hVSjPy8sjMTEx2G5sbMRms5Gfn4/D4aCiooKSkpKz9v9LbW0tr7/+Orfffnuwb9GiRdjtdsaOHcurr75Kenp6p+YmIiIiIiIiIiIiIuEprArlZ7JarRQWFhIXF4fJZCIrK4vy8vKz9v9LcXExM2fOJDo6GgC3280DDzzAli1b2L17NzNnzmThwoWhSktEREREREREREREwkhYF8qrq6spKysLtgOBAAaD4az9//LSSy9x8803B9sHDhzAaDQycuRIAG677TZef/31TshARERERERERERERMJdWF3meaZAIEB+fj42mw2z2UxxcTGpqaln7QdoamrC7XZjtVqD8wwZMoSPP/6Yw4cPc+WVV/LSSy/xrW99K1RpiYiIiIiISCdye/3UlMZ3yrs8Xj+JRw50yrtERETO1OpyhzqEi1ZYF8oTEhLIzs4mIyMDn8/HpEmTSE5OBjhr/4cffkj//v3bzHPZZZfx6KOPMnfuXAKBAH379iU/P7/T8xEREREREZHw5/H6MUZ/tS9gf9XnzqXV5abJ2dIhc4tIx7NYYmloaA51GCLSjrArlDudTsxmc7BdVVWFz+fDZDKxayJZKgYAACAASURBVNcuRo0aRVJS0hf2R0dH89Of/hSAqVOncuzYMUaNGsXGjRuB0zvUAfr27UufPn06PzkRERERERHpdDHR3Rg6rfZLj68pjafiimEdF9BXkHjkAKhQLiIi0mHCqlBeWVmJ3W6ntrY22FdVVUVRURFxcXFtxp6tf9y4cQA0NDSQkZHB4sWLOXHiBIsWLWLr1q1cddVV/PKXv2TNmjXY7fYOz0lEREREREREREREwltYXebpcDjIzc0NFr9dLhd1dXXk5OSQkpJCQUEBfr//rP2ftXLlStLT04mPj6e2tpaBAwdy1VVXATB+/HhefPHFTs9PRERERERERERERMJPWBXK8/LySExMDLYbGxux2Wzk5+fj+P/s3X90VPWd//EnJJlhRgOCYYDCmFQpGX9AUPM9Z9pas+6aUGhSSPcoTDxBcW1ArT+iRSDEBiIZkOOiG4iUtLacQ/ojadREUcnWaNNE26bxYOwctkmFHZGGHwnRyoT5kfnx/YPdsaG1WLdkLvB6/OXncz/35vUmmBzec+/nNjTQ1dVFY2PjJ87/L6/XS2dnJ0uXLgUgIyODI0eO8Pvf/x6AV155hYGBgdEtTkREREREREREREQMyVCN8tPZ7XZqamqw2WxYLBaKi4tpa2v7xPn/VV9fT1FRESaTCYDx48fz+OOP8+ijj/Kv//qv2Gw2UlJSElWWiIiIiIiIiIiIiBiIoRvlPT09tLS0xMexWIzk5ORPnP9fra2tLFiwID6ORCJMnTqVn/3sZzz77LNceeWV2O320SlCRERERERERERERAzNUC/zPF0sFsPtduN0OrFardTX11NYWPiJ8wCDg4MEAoERjfAxY8Zw55138rOf/QybzcbOnTtHNNJFRERERETk/BUIRdnflPGp1wdDUbIP9p69QJ9BxB9IdAQREZHzmqEb5Q6Hg5KSElwuF+FwmLy8PPLz8wE+cf7QoUNMnTp1xHXGjh1LZWUld911F6FQiC9+8Yv827/926jXIyIiIiIiIsZnNp2dh6+DoehnvnaSZRyTLeP+wYlE/rqIP8CgbzjRMURERpXhGuU+nw+r1RofezwewuEwFouF9vZ2srKyyM3N/cT5jz76iEAgQH5+PldddRUbNmzAZDKRmpqK2Wxm7Nix/Pd//zfHjh1j+vTpCaxURERERERERsM401iuWORNdAz2N2XQddmsRMcQOaPsg72gRrmIXGAM1Sjv7u6mvLwcr9cbn/N4PNTV1WGz2Uas/aT5tWvX8oMf/IArrriC+++/n+bmZm655RZWrlzJ008/jcPhoLGxkQ0bNrB9+/bRKEtEREREREREREREDMxQL/NsaGigoqIi3vz2+/309fVRVlZGQUEB1dXVRKPRT5yHUy/u9Pl8RCIRgsEgZrOZUCjEAw88gMPhACAzM5PDhw8nrE4RERERERERERERMQ5D3VFeVVU1YjwwMIDT6aSiooLU1FSWL19OY2MjX/ziF//q/K233sq6desoLi7m4osvZsaMGXz1q1/FZDKxcOFCAKLRKNu2bePmm29ORIkiIiIiIiIiIiIiYjCGuqP8dHa7nZqaGmw2GxaLheLiYtra2j5xvr+/nyeeeILdu3fT0dFBVlYWGzdujF8vFArx7W9/m3A4zPLlyxNYmYiIiIiIiIiIiIgYhaEb5T09PbS0tMTHsViM5OTkT5zv6upi1qxZXHbZZYwdO5Zbb72Vzs5OAIaGhrjrrrsIh8Ns376dlJSUUa9HRERERERERERERIzHUFuvnC4Wi+F2u3E6nVitVurr6yksLPzE+VmzZvH4448zMDBAWloara2tzJ49G4CVK1eSnp7O+vXrGTvW0J8PiIiIiIiIyD9QIBRlf1NGomMQDEXJPtib6BgiZxTxBxIdQURk1Bm6Ue5wOCgpKcHlchEOh8nLyyM/Px/gE+cfeOABli5dSlJSEunp6VRWVrJv3z5aW1uZOXMmhYWFANhsNr73ve8lrDYRkc/qovHJWM0WAIKREOYk0xnPmTw59WzHEhH5m/RzSM4FwVAUs0k31ZyPAqFooiMA6O/XBSjiDzDoG050DBER+RQM1yj3+XxYrdb42OPxEA6HsVgstLe3k5WVRW5uLldddRUXX3wxQ0ND9PX1EQqFMJlMpKamkpKSQiwWIxqNkpSUxFVXXUVPTw8ATz31FElJSdx3332JKlFE5P/EaraQXjILgPdqe7l297wEJxIRETk/7M1v4YpF3kTHkLNgf1MGXZfNSnQMuQBlH+wFNcpFRM4Jhvo4u7u7G5fLhdfrjc95PB7q6upobm6mubmZ3NxcfD4f9913H5WVlbz00ksANDY24vP5WLduHbW1tbzwwgtkZmaydetWAE6cOEFZWRk//OEPE1GaiIiIiIiIiIiIiBiUoRrlDQ0NVFRUYLPZAPD7/fT19VFWVkZBQQHV1dVEo1HeeOMN5s6di8PhAKC8vJzc3FyGh4epqKhgypQpAGRmZnL48GEAWltbycjIYNmyZYkpTkREREREREREREQMyVBbr1RVVY0YDwwM4HQ6qaioIDU1leXLl9PY2MiHH36I1WqltLSUAwcOcN1117F69WrMZjO5ubkABAIBamtrKS4uBmDRokUA8TvMRURERERERERERETAYHeUn85ut1NTU4PNZsNisVBcXExbWxuRSISOjg4eeughnnvuOfx+P7W1tfHzTpw4QUlJCQ6HI/7yThERERERERERERGRv8bQjfKenh5aWlri41gsRnJyMmlpaWRlZWG320lKSmL+/Pm88847ABw7doyioiIyMzP/4g51EREREREREREREZHTGWrrldPFYjHcbjdOpxOr1Up9fT2FhYVcf/31bN26lcOHDzNt2jRef/11rr76aiKRCCtWrGD+/Pncc889iY4vInJWnAz6ea+2F4BgJMTe/JYznCEiIiKfRjAUZX9TRqJjyFkQCEXJPtib6BhyAYr4A4mOICIin5KhG+UOh4OSkhJcLhfhcJi8vDzy8/MBqKysZMWKFQSDQa688kpWrVrFa6+9xr59+4hEIvE70a+55hrdWS4i55Whj8IMceLPZoJ/c/3kyan095/4m2tERM4mo/8cumh8MlazhWAkhDnJlOg4kkBmk6EfuJUzCIai+h6K4SRZxjEJGPQNJzqKiIicgeEa5T6fD6vVGh97PB7C4TAWi4X29naysrLIzc1lwoQJmM1mwuEwY8aMISkpidzcXLZt28bWrVuJxWLMmDGDRx55BIC33nqLjRs3Mjw8zCWXXMIf//hHpk+fnqgyRURERMQgrGYL6SWzeK+2l2t3z0t0HBH5jPbmt3DFIu9fPba/KYOuy2aNbiCR/5F9sBfUKBcRMTxDfdze3d2Ny+XC6/XG5zweD3V1dTQ3N9Pc3Exubi4+n4/77ruPyspKXnrpJQAaGxvx+XysW7eO2tpaXnjhBTIzM9m6dSsAK1euZMOGDTQ3N1NQUMCGDRsSUaKIiIiIiIiIiIiIGIyhGuUNDQ1UVFRgs9kA8Pv99PX1UVZWRkFBAdXV1USjUd544w3mzp2Lw+EAoLy8nNzcXIaHh6moqGDKlCkAZGZmcvjwYUKhEA888EB8/f/Oi4iIiIiIiIiIiIgYauuV0/cSHxgYwOl0UlFRQWpqKsuXL6exsZEPP/wQq9VKaWkpBw4c4LrrrmP16tWYzWZyc3MBCAQC1NbWUlxcjMlkYuHChQBEo1G2bdvGzTffPOr1iYiIiIiIiIiIiIjxGOqO8tPZ7XZqamqw2WxYLBaKi4tpa2sjEonQ0dHBQw89xHPPPYff76e2tjZ+3okTJygpKcHhcFBYWBifD4VCfPvb3yYcDrN8+fJElCQiIiIiIiIiIiIiBmPoRnlPTw8tLS3xcSwWIzk5mbS0NLKysrDb7SQlJTF//nzeeecdAI4dO0ZRURGZmZkj7lAfGhrirrvuIhwOs337dlJSUka9HhERERERERERERExHkNtvXK6WCyG2+3G6XRitVqpr6+nsLCQ66+/nq1bt3L48GGmTZvG66+/ztVXX00kEmHFihXMnz+fe+65Z8S1Vq5cSXp6OuvXr2fsWEN/PiAiIiIio+hk0M97tb0EIyH25rec+QQRMaRgKMr+poy/eiwQipJ9sHd0A4n8j4g/kOgIIiLyKRi6Ue5wOCgpKcHlchEOh8nLyyM/Px+AyspKVqxYQTAY5Morr2TVqlW89tpr7Nu3j0gkEr8T/ZprruG2226jtbWVmTNnxrdisdlsfO9730tYbSIiZ9tF45Oxmi0AjJ9kxpxkSnAiEbmQTZ6cmugIZ6Sfk6MrGIpiNukGFvnH0d8nMYJoIMjYceYRc0mWcYyPxfhoKJygVCIi8mkYrlHu8/mwWq3xscfjIRwOY7FYaG9vJysri9zcXCZMmIDZbCYcDjNmzBiSkpLIzc1l27ZtbN26lVgsxowZM3jkkUeYMGECP/rRj3C73QwPDzN9+nQef/zxBFYpInL2Wc0W0ktmAfBebS/X7p6X4EQiIiIf25vfwhWLvImOIReI/U0ZdF02K9Ex5AKQfbCX8qmT/mJ+w5FBGDqRgEQiIvJpGeoj9+7ublwuF16vNz7n8Xioq6ujubmZ5uZmcnNz8fl83HfffVRWVvLSSy8B0NjYiM/nY926ddTW1vLCCy+QmZnJ1q1bAVizZg2bN2/mxRdfZObMmTzzzDOJKFFEREREREREREREDMZQjfKGhgYqKiqw2WwA+P1++vr6KCsro6CggOrqaqLRKG+88QZz587F4XAAUF5eTm5uLsPDw1RUVDBlyhQAMjMzOXz4MAAvv/wyM2fOZHh4mKNHjzJ+/PjEFCkiIiIiIiIiIiIihmKorVeqqqpGjAcGBnA6nVRUVJCamsry5ctpbGzkww8/xGq1UlpayoEDB7juuutYvXo1ZrOZ3NxcAAKBALW1tRQXFwOQkpJCT08Py5YtIzk5mYceemjU6xMRERERERERERER4zHUHeWns9vt1NTUYLPZsFgsFBcX09bWRiQSoaOjg4ceeojnnnsOv99PbW1t/LwTJ05QUlKCw+GIv7wTTt1h/uabb3LPPfdQWlqaiJJERERERERERERExGAM3Sjv6emhpaUlPo7FYiQnJ5OWlkZWVhZ2u52kpCTmz5/PO++8A8CxY8coKioiMzMzfod6MBjk1VdfjV/n61//Oj09PaNbjIiIiIiIiIiIiIgYkqG2XjldLBbD7XbjdDqxWq3U19dTWFjI9ddfz9atWzl8+DDTpk3j9ddf5+qrryYSibBixQrmz5/PPffcE79OcnIy69evZ+rUqVxzzTW88sorXHfddQmsTETk7DsZ9PNebS8AwUiIvfktZzhDRERk9ARDUfY3ZSQ6hlwgAqEo2Qd7Ex1DLgDRQJANRwb/Yj540p+ANCIi8vcwdKPc4XBQUlKCy+UiHA6Tl5dHfn4+AJWVlaxYsYJgMMiVV17JqlWreO2119i3bx+RSCR+J/o111xDVVUVTz75JN/5zneIRCJMmTLlL/ZDFxE53wx9FGaIE0yenMpHg0EgmOhIInKBmjw5lf7+E6P+dS8an4zVbAFOfWBoTjKNegb5ZGaToR9ulXNMMBTV3ykxhLHjzABE/AEGfcMJTiMiIn8PwzXKfT4fVqs1PvZ4PITDYSwWC+3t7WRlZZGbm8uECRMwm82Ew2HGjBlDUlISubm5bNu2ja1btxKLxZgxYwaPPPIIANnZ2Tz33HPs27ePW2+9lalTpyaqRBEREREZBVazhfSSWQC8V9vLtbvnJTiRiJwte/NbuGKR9xOP72/KoOuyWaMXSC542Qd7QY1yEZFziqE+cu/u7sblcuH1euNzHo+Huro6mpubaW5uJjc3F5/Px3333UdlZSUvvfQSAI2Njfh8PtatW0dtbS0vvPACmZmZbN26NX4tv9/PY489xvCwflmJiIiIiIiIiIiIyCmGapQ3NDRQUVGBzWYDTjW2+/r6KCsro6CggOrqaqLRKG+88QZz587F4XAAUF5eTm5uLsPDw1RUVDBlyhQAMjMzOXz4cPz6mzZt4vbbbx/9wkRERERERERERETEsAy19crp+4YPDAzgdDqpqKggNTWV5cuX09jYyIcffojVaqW0tJQDBw5w3XXXsXr1asxmM7m5uQAEAgFqa2spLi4GoLW1lUAgwFe/+tVRr0tEREREREREREREjMtQd5Sfzm63U1NTg81mw2KxUFxcTFtbG5FIhI6ODh566CGee+45/H4/tbW18fNOnDhBSUkJDoeDwsJC+vv72b59O48++mgCqxERERERERERERERIzJ0o7ynp4eWlpb4OBaLkZycTFpaGllZWdjtdpKSkpg/fz7vvPMOAMeOHaOoqIjMzMz4Heq/+MUv+PDDD7nttttYuHAhAAsXLsTn841+USIiIiIiIiIiIiJiKIbaeuV0sVgMt9uN0+nEarVSX19PYWEh119/PVu3buXw4cNMmzaN119/nauvvppIJMKKFSuYP38+99xzT/w6t9xyC7fcckt8nJmZSXNzcyJKEhEREZFRcjLo573aXgCCkRB781vOcIaInKuCoSj7mzI+8XggFCX7YO/oBZILXsQfSHQEERH5Oxm6Ue5wOCgpKcHlchEOh8nLyyM/Px+AyspKVqxYQTAY5Morr2TVqlW89tpr7Nu3j0gkEr8T/ZprrvmLvc9FRORjF41Pxmq2EIyEMCeZEh1HRM5TkyenJvTr6+ebnC4YimI2GfoBW/k76HspiRQNBBk7zhwfB0/6+WgonMBEIiLyWRiuUe7z+bBarfGxx+MhHA5jsVhob28nKysLk8nEk08+CYDZbOZXv/oVDz74IDt27GDr1q1UV1cTjUaZPXs2FRUVHD9+nDvvvDN+zenTp3Pttdeyd+/eUa9PRMRorGYL6SWzeK+2l2t3z0t0HBERkVGxN7+FKxZ5Ex1DRsn+pgy6LpuV6Bhynso+2Ev51Enx8YYjgzB0IoGJRETkszBUo7y7u5vy8nK8Xm98zuPxUFdXh81mG7E2JycHgP7+flwuF2vWrOHkyZNUVlby/PPPk5aWRmlpKc8//zyLFy+Ob7USjUa5/fbbKS0tHbW6RERERERERERERMS4DPV8WkNDAxUVFfGmuN/vp6+vj7KyMgoKCuJ3iv+5zZs3s2TJEjIyMrBarbz22mukpaXh9/s5fvw448ePH7H+2WefxWKxUFBQMGp1iYiIiIiIiIiIiIhxGapRXlVVRXZ2dnw8MDCA0+nE7XbT0NBAV1cXjY2N8eNer5fOzk6WLl0an0tJSaGtrY1/+qd/4oMPPuCGG26IH4tEInz3u9/l4YcfHp2CRERERERERERERMTwDNUoP53dbqempgabzYbFYqG4uJi2trb48fr6eoqKijCZRr6cKScnh9/85jfcdNNNrFu3Lj7f3t5ORkYGmZmZo1WCiIiIiIiIiIiIiBicoRvlPT09tLS0xMexWIzk5I+3VW9tbWXBggXx8YcffkhHR0d8XFBQQE9PT3z86quvjlgvIiIiIiIiIiIiImKol3meLhaL4Xa7cTqdWK1W6uvrKSwsBGBwcJBAIIDdbh+xfuXKlTz77LN87nOfY8+ePVx33XXx42+//Tbf/OY3R70OEREjOxn0815tL8FIiL35LWc+QURE5DwQDEXZ35SR6BgySgKhKNkHexMdQ85T0UCQDUcG4+PgSX8C04iIyGdl6Ea5w+GgpKQEl8tFOBwmLy+P/Px8AA4dOsTUqVNHrJ84cSKPPfYYy5cvZ8yYMcycOZP169fHj7///vt/cY6IyIVu6KMwQ5z4n1EwoVlE5Pw0eXIq/f0nzrzwU7pofDJWswWAYCSEOcl0hjNE/pLZZOiHa+UzCIai+r5KQowdZx4xNlstTBoTYNA3nKBEIiLyWRiuUe7z+bBarfGxx+MhHA5jsVhob28nKysLk8nEli1bAFi4cCFHjx4lKyuLHTt2EIvFgFMv7jSZTJjNp35hHTp0iGuuuYZbb72V8ePHs2nTJqZPnz76BYqIiIjI/4nVbCG9ZBYA79X2cu3ueQlOJCJGsDe/hSsWef/qsf1NGXRdNmt0A8kFLftgL6hRLiJyTjFUo7y7u5vy8nK8Xm98zuPxUFdXh81mG7E2JycHgP7+flwuF2vWrOHkyZNUVlby/PPPk5aWRmlpKc8//zyLFy/mP/7jP/ja175GUVERu3bt4sknn+SJJ54YzfJERERERERERERExIAM9VxaQ0MDFRUV8aa43++nr6+PsrIyCgoKqK6uJhqNjjhn8+bNLFmyhIyMDKxWK6+99hppaWn4/X6OHz/O+PHjAYhGo/h8vvh1x40bN7rFiYiIiIiIiIiIiIghGapRXlVVRXZ2dnw8MDCA0+nE7XbT0NBAV1cXjY2N8eNer5fOzk6WLl0an0tJSaGtrY1/+qd/4oMPPuCGG24A4IEHHmDnzp185Stf4Qc/+IFe6ikiIiIiIiIiIiIigMEa5aez2+3U1NRgs9mwWCwUFxfT1tYWP15fX09RUREm08gXOOXk5PCb3/yGm266iXXr1gGwatUqKisraW9vZ/369XzrW9+K72cuIiIiIiIiIiIiIhcuQzfKe3p6aGlpiY9jsRjJyR9vq97a2sqCBQvi4w8//JCOjo74uKCggJ6eHgYHBzlw4AA333wzAPPmzaO/v58PPvhgFKoQERERERERERERESMz1Ms8TxeLxXC73TidTqxWK/X19RQWFgIwODhIIBDAbrePWL9y5UqeffZZPve5z7Fnzx6uu+46Jk6ciNlspquri+zsbN566y0uuugiJk2alKjSREREROQzOhn0815tLwDBSIi9+S1nOENELgTBUJT9TRl/9VggFCX7YO/oBpILWsQfSHQEERH5Oxm6Ue5wOCgpKcHlchEOh8nLyyM/Px+AQ4cOMXXq1BHrJ06cyGOPPcby5csZM2YMM2fOZP369YwZM4Zt27bx2GOPEQgEuOiii9i6dWsiShKRv8NF45Oxmi3AqUaIOcl0hjPkk0yenJroCCJygTtbP4f0u0HOF8FQFLPJ0A/8Gp7+/M6uiD/AoG840TFERETOGsM1yn0+H1arNT72eDyEw2EsFgvt7e1kZWVhMpnYsmULAAsXLuTo0aNkZWWxY8cOpk2bhslkYnh4mKGhofg+5BkZGUycOJH333+fpKQkJk+enJD6ROTTs5otpJfMAuC92l6u3T0vwYlEREREzo69+S1cscib6Bjnrf1NGXRdNivRMc5p2Qd7QY1yERE5jxmqUd7d3U15eTlerzc+5/F4qKurw2azjVibk5MDQH9/Py6XizVr1gBQVVXF/fffT05ODps2beKZZ56htLSUp556iuzsbGpra2lqaqKqqoqnnnpq1GoTEREREREREREREWMy1LNpDQ0NVFRUxJvifr+fvr4+ysrKKCgooLq6mmg0OuKczZs3s2TJEjIyMgCIRqMMDQ3Fzx83bhwAv/jFLygoKAAgPz+fX/7ylwwP69NwERERERERERERkQudoRrlVVVVZGdnx8cDAwM4nU7cbjcNDQ10dXXR2NgYP+71euns7GTp0qXxudWrV1NeXs4NN9zAm2++yZIlSwA4duxYfLuV5ORkLr74YgYHB0epMhERERERERERERExKkM1yk9nt9upqanBZrNhsVgoLi6mra0tfry+vp6ioiJMplMvcQoEAqxdu5adO3fS0dFBUVERq1at+qvXjsVijB1r6PJFREREREREREREZBQYulPc09NDS0tLfByLxUhO/nhb9dbWVhYsWBAf9/b2YjabmTNnDgCLFy+ms7MTAJvNxsDAAADhcJihoSEuueSS0ShDRERERERERERERAzMUC/zPF0sFsPtduN0OrFardTX11NYWAjA4OAggUAAu90eX5+ens6RI0c4cOAAl19+Oa2trcyePRs49fLPpqYmVqxYwcsvv0x2djYpKSkJqUtEPp2TQT/v1fYCEIyE2JvfcoYzRERERM5NwVCU/U0ZiY5x3gqEomQf7E10jHNaxB9IdAQREZGzytCNcofDQUlJCS6Xi3A4TF5eHvn5+QAcOnSIqVOnjlg/YcIENm7cyIMPPkgsFuPSSy/F7XYD8MADD7B69Wq+9rWvkZqayhNPPDHq9ciF4aLxyVjNFoKREOYkU6LjnDf0ZykiIpJ4wVAUs8nQD6Wes/TnKkaXZBnHZMu4RMc450T8AQZ9w4mOISIin4LhGuU+nw+r1RofezwewuEwFouF9vZ2srKyMJlMbNmyBYCFCxdy9OhRsrKy2LFjB2lpaaSkpDA8PIzZbGbChAkAXHLJJXz3u9/lZz/7GW+99RYzZsxISH1y/rOaLaSXzOK92l6u3T0v0XFERERE/mH25rdwxSJvomOI/N32N2XQddmsRMeQC1D2wV5Qo1xE5JxgqEZ5d3c35eXleL3e+JzH46Gurg6bzTZibU5ODgD9/f24XC7WrFkDQFVVFffffz85OTls2rSJZ555htLSUoLBIFu3buVHP/oR8+apeSkiIiIiIiIiIiIipxjq+b6GhgYqKiriTXG/309fXx9lZWUUFBRQXV1NNBodcc7mzZtZsmQJGRkZAESjUYaGhuLnjxt36tGw3/72t0SjUVauXDl6BYmIiIiIiIiIiIiI4RmqUV5VVUV2dnZ8PDAwgNPpxO1209DQQFdXF42NjfHjXq+Xzs5Oli5dGp9bvXo15eXl3HDDDbz55pssWbIEgBtuuIFHHnkk3jgXEREREREREREREQGDNcpPZ7fbqampwWazYbFYKC4upq2tLX68vr6eoqIiTKZTL/kLBAKsXbuWnTt30tHRQVFREatWrUpUfBERERERERERERE5Bxi6Ud7T00NLS0t8HIvFSE7+eFv11tZWFixYEB/39vZiNpuZM2cOAIsXL6azs3P0AouIiIiIiIiIiIjIOcdQL/M8XSwWw+1243Q6sVqt1NfXaMudXgAAIABJREFUU1hYCMDg4CCBQAC73R5fn56ezpEjRzhw4ACXX345ra2tzJ49O1Hx5QJ1MujnvdpegpEQe/NbznyCiIiIyDkiGIqyvykj0TFE/m6BUJTsg72JjiEXoIg/kOgIIiLyKRm6Ue5wOCgpKcHlchEOh8nLyyM/Px+AQ4cOMXXq1BHrJ0yYwMaNG3nwwQeJxWJceumluN3uRESXC9jQR2GGOPE/o2BCs1zILhqfjNVsIRgJYU4yJTqOiIjIecFsMvQDqeeNYCiqP2s5p0T8AQZ9w4mOISIi8n9iuEa5z+fDarXGxx6Ph3A4jMViob29naysLEwmE1u2bAFg4cKFHD16lKysLHbs2EFaWhopKSkMDw9jNpuZMGECAO+++y7l5eWcPHmSCRMm8Mc//pHp06cnpEYROfusZgvpJbN4r7aXa3fPS3QcERERkU9tb34LVyzyJjrGeWV/UwZdl81KdIzzVvbBXlCjXEREznGGapR3d3dTXl6O1+uNz3k8Hurq6rDZbCPW5uTkANDf34/L5WLNmjUAVFVVcf/995OTk8OmTZt45plnKC0tZf369dxzzz3ceOON/OQnP2HLli38+7//+6jVJiIiIiIiIiIiIiLGZKjn+RoaGqioqIg3xf1+P319fZSVlVFQUEB1dTXRaHTEOZs3b2bJkiVkZGQAEI1GGRoaip8/btw4AH74wx9y4403Eo1G6evrY/z48aNXmIiIiIiIiIiIiIgYlqHuKK+qqhoxHhgYwOl0UlFRQWpqKsuXL6exsZFbb70VAK/XS2dn54jzVq9ezZ133onb7cZisdDQ0ABAcnIyH330EQsWLCAQCLBr167RK0xEREREREREREREDMtQd5Sfzm63U1NTg81mw2KxUFxcTFtbW/x4fX09RUVFmEynXtQXCARYu3YtO3fupKOjg6KiIlatWhVfP378eDo6OtiyZQt33303kUhk1GsSEREREREREREREWMxdKO8p6eHlpaW+DgWi5Gc/PFN8K2trSxYsCA+7u3txWw2M2fOHAAWL15MZ2cnAC+//DKxWAyAG2+8kUAgwJ/+9KfRKENEREREREREREREDMxQW6+cLhaL4Xa7cTqdWK1W6uvrKSwsBGBwcJBAIIDdbo+vT09P58iRIxw4cIDLL7+c1tZWZs+eDcAPfvADkpOTycvL49e//jUTJ05k0qRJCalLRM6+k0E/79X2EoyE2JvfcuYTRERERAwiGIqyvykj0THOK4FQlOyDvYmOcd6K+AOJjiAiIvJ/ZuhGucPhoKSkBJfLRTgcJi8vj/z8fAAOHTrE1KlTR6yfMGECGzdu5MEHHyQWi3HppZfidrsB2LRpE48++ig1NTWkpqZSXV096vWIMV18SQqWlHGJjiFniTnJlOgIIiIiZ1UwFMVsMvSDovJ30vdTzjVJlnFMtpz//6aK+AMM+oYTHUNERM4SwzXKfT4fVqs1PvZ4PITDYSwWC+3t7WRlZWEymdiyZQsACxcu5OjRo2RlZbFjxw7S0tJISUlheHgYs9nMhAkTAJg5cyY/+clPOHLkCF//+texWCwJqU+Mx5Iyjmt3z0t0DBEREZHPZG9+C1cs8iY6hoih7W/KoOuyWYmOIee47IO9oEa5iMh5y1CN8u7ubsrLy/F6vfE5j8dDXV0dNpttxNqcnBwA+vv7cblcrFmzBoCqqiruv/9+cnJy2LRpE8888wylpaUARKNR1q5dy/CwfrGJiIiIiIiIiIiIyCmGeqavoaGBioqKeFPc7/fT19dHWVkZBQUFVFdXE41GR5yzefNmlixZQkZGBnCqGT40NBQ/f9y4jx//+v73v8+XvvQlJk6cODoFiYiIiIiIiIiIiIjhGapRXlVVRXZ2dnw8MDCA0+nE7XbT0NBAV1cXjY2N8eNer5fOzk6WLl0an1u9ejXl5eXccMMNvPnmmyxZsgQ4dWf6r3/9a5YtWzZ6BYmIiIiIiIiIiIiI4RmqUX46u91OTU0NNpsNi8VCcXExbW1t8eP19fUUFRVhMp16WV8gEGDt2rXs3LmTjo4OioqKWLVqFX6/n/Xr17NhwwbGjjV0ySIiIiIiIiIiIiIyygzdNe7p6aGlpSU+jsViJCd/vK16a2srCxYsiI97e3sxm83MmTMHgMWLF9PZ2UlXVxfHjx/n7rvvZuHChRw7doySkhIOHDgwesWIiIiIiIiIiIiIiCEZ6mWep4vFYrjdbpxOJ1arlfr6egoLCwEYHBwkEAhgt9vj69PT0zly5AgHDhzg8ssvp7W1ldmzZ/OVr3yF1157Lb7un//5n6mtrWXGjBmjXpMYj384wN78ljMvFBERETGgYCjK/qaMRMcQMbRAKEr2wd5Ex5BzXMQfSHQEERE5iwzdKHc4HJSUlOByuQiHw+Tl5ZGfnw/AoUOHmDp16oj1EyZMYOPGjTz44IPEYjEuvfRS3G53IqLLOcT34TA+hhMdQwzgovHJWM0WgpEQ5iRTouOIiIh8KmaToR8SldMEQ1F9z+SCEfEHGPTp31oiInJuMFyj3OfzYbVa42OPx0M4HMZisdDe3k5WVhYmk4ktW7YAsHDhQo4ePUpWVhY7duwgLS2NlJQUhoeHMZvNTJgwAYDOzk7uu+8+pk6dSmpqKjU1NWzcuDEhNYqIMVnNFtJLZvFebS/X7p6X6DgiIiJyHtqb38IVi7yJjnHB2d+UQddlsxId44KTfbAX1CgXEZFzhKEa5d3d3ZSXl+P1euNzHo+Huro6bDbbiLU5OTkA9Pf343K5WLNmDQBVVVXcf//95OTksGnTJp555hlKS0vxeDzceeedLF++fNTqERERERERERERERHjM9Qzfw0NDVRUVMSb4n6/n76+PsrKyigoKKC6uppoNDrinM2bN7NkyRIyMjIAiEajDA0Nxc8fN24cAL/73e/o6OigoKCAFStWcPjw4dErTEREREREREREREQMy1CN8qqqKrKzs+PjgYEBnE4nbrebhoYGurq6aGxsjB/3er10dnaydOnS+Nzq1aspLy/nhhtu4M0332TJkiUApKamUlxczIsvvkhOTg6lpaWjV5iIiIiIiIiIiIiIGJahGuWns9vt1NTUYLPZsFgsFBcX09bWFj9eX19PUVERJtOpl+4FAgHWrl3Lzp076ejooKioiFWrVgFQWVlJXl4eAC6Xi3fffZcTJ06MflEiIiIiIiIiIiIiYiiGbpT39PTQ0tISH8diMZKTP95WvbW1lQULFsTHvb29mM1m5syZA8DixYvp7OwkGo2yfft2IpHIiOsnJSWd5QpERERERERERERExOgM9TLP08ViMdxuN06nE6vVSn19PYWFhQAMDg4SCASw2+3x9enp6Rw5coQDBw5w+eWX09rayuzZsxk7diw///nPSU9PZ8GCBTQ1NZGVlYXVak1UaSJiQCeDft6r7SUYCbE3v+XMJ4iIiIj8nYKhKPubMhId44ITCEXJPtib6BgXnIg/kOgIIiIin5qhG+UOh4OSkhJcLhfhcJi8vDzy8/MBOHToEFOnTh2xfsKECWzcuJEHH3yQWCzGpZdeitvtBuDxxx/n0UcfpaamhkmTJrF58+ZRr0dEjG3oozBD/O+WTMGEZvlHmjw5lf5+bTUlIomjn0MikmipEy5KdIQRgqEoZpOhH/D+h0iyjGOyZVyiY4iMEPEHGPQNJzqGiBiQ4RrlPp9vxJ3eHo+HcDiMxWKhvb2drKwscnNz+eijjwgEAuTn53PVVVexYcMGTCYTX/jCF0hNTeX48eNYLBYmTZoEwKpVq4hEIiQnJ3Ps2DH+5V/+hV/+8pekpaUlqlQREREREREZBeNMY7likTfRMeL2N2XQddmsRMcQuSBlH+wFNcpF5K8w1EfY3d3duFwuvF5vfM7j8VBXV0dzczPNzc3k5uYCsHbtWp588kl2795NIBCgubkZgPXr11NUVMSePXu45pprePrppwF47rnn4tfIysri/vvvV5NcRERERERERERERIzVKG9oaKCiogKbzQaA3++nr6+PsrIyCgoKqK6uJhqNAhCJRPD5fEQiEYLBIGazmeHhYX77298yb948AL7xjW+wZ8+eEV/jV7/6Fb///e/55je/ObrFiYiIiIiIiIiIiIghGWrrlaqqqhHjgYEBnE4nFRUVpKamsnz5chobG7n11ltZt24dxcXFXHzxxcyYMYOvfvWrfPDBB1x88cUkJ58qa/LkyRw9enTENaurqyktLSUpKWnU6hIRERERERERERER4zLUHeWns9vt1NTUYLPZsFgsFBcX09bWRn9/P0888QS7d++mo6ODrKwsNm7cSCwWY8yYMSOu8efjP/zhD3zwwQfcdNNNo12KiIiIiIiIiIiIiBiUoRvlPT09tLS0xMexWIzk5GS6urqYNWsWl112GWPHjuXWW2+ls7OTSZMmceLECSKRCAD9/f3xbVwAXn31VRYsWDDqdYiIiIiIiIiIiIiIcRlq65XTxWIx3G43TqcTq9VKfX09hYWFzJo1i8cff5yBgQHS0tJobW1l9uzZpKSkkJ2dzcsvv0xBQQFNTU3ceOON8eu9/fbb3H777QmsSEREREREREZbIBRlf1NGomPEBUNRsg/2JjqGyAUp4g8kOoKIGJShG+UOh4OSkhJcLhfhcJi8vDzy8/MBeOCBB1i6dClJSUmkp6dTWVkJQEVFBatXr2b79u1MmzaNLVu2xK/3/vvvM2XKlITUIiIiIiIiIiIioy/iDzDoG050DBExOMM1yn0+H1arNT72eDyEw2EsFgvt7e1kZWWRm5tLLBaLr5k6dSrjx48HYPr06ezatYunnnqKpKQkJkyYEL/ulVdeycMPPwycenHo1VdfPYqViYiIiIiISCKMM43likXeRMeI29+UQddlsxIdQ+SCkX2wF9QoF5EzMNQe5d3d3bhcLrxeb3zO4/FQV1dHc3Mzzc3N5ObmcuDAAZ566il27tzJiy++SDgcZteuXQCcOHGCsrIyfvjDH4649saNG5k2bRpNTU089NBDrFu3bhQrExERERERERERERGjMlSjvKGhgYqKivgLOP1+P319fZSVlVFQUEB1dTXRaJSenh7mzp0bX3fTTTfx6quvAtDa2kpGRgbLli2LXzcWi/Gf//mflJSUAHDjjTfidrtHuToRERERERERERERMSJDNcqrqqrIzs6OjwcGBnA6nbjdbhoaGujq6qKxsRGHw0F3dzeHDx8mEomwZ88eBgYGAFi0aBElJSUkJSXFr3P8+HFMJhM//vGPWbx4MUuXLiUSiYx6fSIiIiIiIiIiIiJiPIZqlJ/ObrdTU1ODzWbDYrFQXFxMW1sbn//853n44Ye5++67ue2228jMzCQlJeUTrxOJRBgYGCA1NZX6+nqWL1/OvffeO4qViIiIiIiIiIiIiIhRGbpR3tPTQ0tLS3wci8VITk4mGAwyZ84cmpqa+OlPf8qUKVOw2+2feJ2JEyeSnJxMfn4+AF/+8pc5efIkx48fP+s1iIiIiIiIiIiIiIixJSc6wN8Si8Vwu904nU6sViv19fUUFhZy8uRJ7rjjDnbv3o3JZKKuro4lS5Z84nVMJhNf+tKXeOmllygqKuLtt9/GYrEwceLEUaxGREREREREEiEQirK/KSPRMeKCoSjZB3sTHUPkghHxBxIdQUTOAYZulDscDkpKSnC5XITDYfLy8uJ3hd97770sXryYcDhMfn4+BQUFf/NaVVVVfOc73+HHP/4xycnJPPnkk4wda+gb6kVEREREROQ8EwxFMZv0b1E5N0X8AQZ9w4mOISJyVhiuUe7z+bBarfGxx+MhHA5jsVhob28nKyuL3NxckpKSiMVimEwm/vSnPxEOh0lO/ricSCQy4oWeK1asiM/5/X5cLhe//OUvSUtLG9X6REREREREZHSNM43likXeRMcAYH9TBl2XzUp0DJHPJPtgL6hRLiLnKUM1yru7uykvL8fr9cbnPB4PdXV12Gy2+NyBAwd46qmnaGxsxGazsW7dOnbt2sWyZcs4ceIEGzdu5KWXXuKuu+6Kn/Pcc8/F//uRRx6hsLBQTXIRERERERERERERMdbLPBsaGqioqIg3xf1+P319fZSVlVFQUEB1dTXRaJSenh7mzp0bX3fTTTfx6quvAtDa2kpGRgbLli37q1/jV7/6Fb///e/55je/OTpFiYiIiIiIiIiIiIihGapRXlVVRXZ2dnw8MDCA0+nE7XbT0NBAV1cXjY2NOBwOuru7OXz4MJFIhD179jAwMADAokWLKCkpGbHtyp+rrq6mtLT0E4+LiIiIiIiIiIiIyIXFUI3y09ntdmpqarDZbFgsFoqLi2lra+Pzn/88Dz/8MHfffTe33XYbmZmZpKSknPF6f/jDH/jggw+46aabRiG9iIiIiIiIiIiIiJwLDLVH+el6enrwer3MmzcPgFgsRnJyMsFgkDlz5tDU1ATAK6+8gt1uP+P1Xn31VRYsWHBWM4uIiIiIiIiIiIjIucXQjfJYLIbb7cbpdGK1Wqmvr6ewsJCTJ09yxx13sHv3bkwmE3V1dSxZsuSM13v77be5/fbbRyG5iIiIiIiIGEUgFGV/U0aiYwAQDEXJPtib6Bgin0nEH0h0BBGRs8bQjXKHw0FJSQkul4twOExeXh75+fkA3HvvvSxevJhwOEx+fj4FBQVnvN7777/PlClTznZsMbCLxidjNVsACEZCmJNMCU4kMjomT05NdAQRucCd6z+HgqEoZpOhdy0Ukb8hEIomOkKcfpacOyL+AIO+4UTHEBGRUWK4RrnP58NqtcbHHo+HcDiMxWKhvb2drKwscnNzSUpKIhaLYTKZ+NOf/kQ4HCY5OZm33nqLjRs3Mjw8zCWXXMIf//hHpk+fTmdnJ8ePH+ehhx4C4KqrrmLjxo2JKlMSxGq2kF4yC4D3anu5dve8BCcSERGRc8He/BauWORNdAwR+Yz2N2XQddmsRMeQc0z2wV5Qo1xE5IJhqEZ5d3c35eXleL3e+JzH46Gurg6bzRafO3DgAE899RSNjY3YbDbWrVvHrl27WLZsGStXruTpp5/G4XDQ2NjIhg0b2L59Ox6PhzvvvJPly5cnoDIRERERERERERERMSpDPfPV0NBARUVFvCnu9/vp6+ujrKyMgoICqquriUaj9PT0MHfu3Pi6m266iVdffZVQKMQDDzyAw+EAIDMzk8OHDwPwu9/9jo6ODgoKClixYkV8XkREREREREREREQubIZqlFdVVZGdnR0fDwwM4HQ6cbvdNDQ00NXVRWNjIw6Hg+7ubg4fPkwkEmHPnj0MDAxgMplYuHAhANFolG3btnHzzTcDkJqaSnFxMS+++CI5OTmUlpYmpEYRERERERERERERMRZDNcpPZ7fbqampwWazYbFYKC4upq2tjc9//vM8/PDD3H333dx2221kZmaSkpISPy8UCvHtb3+bcDgc32qlsrKSvLw8AFwuF++++y4nTpxISF0iIiIiIiIiIiIiYhyGbpT39PTQ0tISH8diMZKTkwkGg8yZM4empiZ++tOfMmXKFOx2OwBDQ0PcddddhMNhtm/fTkpKCtFolO3btxOJREZcPykpaVTrERERERERERERERHjMdTLPE8Xi8Vwu904nU6sViv19fUUFhZy8uRJ7rjjDnbv3o3JZKKuro4lS5YAsHLlStLT01m/fj1jx576HGDs2LH8/Oc/Jz09nQULFtDU1ERWVhZWqzWR5UkCnAz6ea+2F4BgJMTe/JYznCEiIiICwVCU/U0ZiY4hIp9RIBQl+2BvomPIOSbiDyQ6goiIjCJDN8odDgclJSW4XC7C4TB5eXnk5+cDcO+997J48WLC4TD5+fkUFBSwb98+WltbmTlzJoWFhQDYbDa+973v8fjjj/Poo49SU1PDpEmT2Lx5cyJLkwQZ+ijMEH++5U4wYVlERsvkyan092urKRE5s4vGJ2M1WwhGQpiTTImOYyhmk6EfxBQ5rwVDUf0/KGddNBBk7DjziLkkyzgmW8bFx8GTfj4aCo92NBERGSUJaZRv27aNV155BYCcnBweeeQR3nzzTTZu3EgwGKSgoIAZM2bwX//1XzQ0NJCSkkJKSgrNzc384he/YPfu3Xz5y1+mqamJ48ePs2/fPoaGhrjqqqvYtWsX9913H1OnTgUgLS0NgC984Qv89Kc/5ciRI3z961//i21YRERERC50VrOF9JJZvFfby7W75yU6jogIAHvzW7hikff/dI39TRl0XTbrHxNIzkvZB3spnzrpb67ZcGQQhnQDiojI+WrUG+VvvvkmHR0dPP/884wZM4a77rqL3bt388QTT7Br1y6mTZvG8uXLaWtrIycnh+bmZgD8fj+33HIL69atA2D9+vUUFRXxta99jZqaGp5++mlWrlyJx+PhzjvvjL/E889Fo1HWrl3L8PDwaJYsIiIiIiIiIiIiIgY26s+vTZ48mdWrV2MymUhJSeGKK67A6/WSnp6O3W4nOTmZgoIC9uzZM+K8HTt28P/+3/8jOzub4eFhfvvb3zJv3qk7nb7xjW/E1//ud7+jo6ODgoICVqxYweHDh+PX+P73v8+XvvQlJk6cOHoFi4iIiIiIiIiIiIihjXqj/Atf+AJz584FwOv18sorrzBmzBgmT54cX2Oz2Th69Gh8fOLECRoaGvjWt74FwAcffMDFF19McvKpG+InT54cX5+amkpxcTEvvvgiOTk5lJaWAuDxePj1r3/NsmXLRqVOERERERERERERETk3JOyNKH/4wx+48847eeSRR7Db7YwZMyZ+LBaLjRi/8MIL3HzzzVx66aV/9TgQH1dWVpKXlweAy+Xi3Xff5cSJE6xfv54NGzYwdqxeAiMiIiIiIiIiIiIiH0tI1/itt97ijjvu4OGHH6awsJCpU6fS398fP97//9m7+7Coy7zv429gBmYUfGbSUrF0TbctskUXW9e5tmR0AZ9yM7GDHty9KstI21RE1HwiM5+WIo/VfLhM10uzFdEwLqWVRFHC9V53ylWDTA0EhFQgYJiH+w/vptvL2mrTGczP6zg6xt/5O3/n+f3WcRB+5/ydZ2UlFovFe717925iY2O91+3ataOmpsZ7IOeX/d1uN8uXL7/ioM6DBw9SVVXF+PHjGT58OBUVFTzxxBOUlJRc40xFREREREREREREpLnz+WGeZWVlPPPMMyxdupT+/fsDEBkZySeffMKnn35K586d2bFjB6NGjQIurR7/8MMP6dOnj3cMo9FIVFQU2dnZDB06lMzMTAYOHEhgYCC7du0iIiKC2NhYMjMziYyMZNCgQQwaNMj7/H333ceKFSvo3Lmzb5MXERERaca+aKzn0xXHaXQ5OByf4+9wREQAaHS4Kc7s9oPGaHC4iTp1/OoEJD9K7oZG5p2t/pd9Gr+o91E0IiLiDz4vlK9atYrGxkYWLFjgbRszZgwLFizg2WefpbGxEavVypAhQwCorq7GaDQSEhJy2TizZs0iOTmZ5cuX06lTJ5YsWQLAyy+/zIwZM8jIyKBdu3YsXLjQd8mJiIiIXMfqLjqpo+b/XTVetXHDw8OorKz59o4iItdIWOuW/g7hWzU63IQEa6tQfwk0hXxrn5AWZsJb+CAY+be46huorm3ydxgich3zeaE8NTWVNm3asHPnTgCsVisJCQn8+c9/xuVyERQURFBQkLf/2bNn6dixI8OGDaNTp0688sortGrVirCwMMxmMx6Ph4aGBhwOBwARERF06dIFu91ObW0tX3zxxWXzHzt2DLPZrNXkIiIiIiIiNwhTcCDdR5z0dxj/UnFmN4q69vR3GCLXrahTx0GFchH5AXz+dfX+/fvJz89n69atZGZm8uGHH7J27VrWrl3LW2+9xfbt2zl8+DD79u0DYP78+SQlJZGVlcWtt97KqlWrAFi2bBlRUVHs3LmTBx98kPnz5wPw5ptvYjab2blzJykpKUybNs07d2ZmJr///e+pr9frUiIiIiIiIiIiIiJyic8L5eHh4SQnJxMcHIzRaKR79+4EBATwzjvv0KJFCy5evEhtbS2tWrUCwO12U1dXB0B9fT0mkwmAPXv2MHToUADi4+N5//33aWpqYs+ePQwbNgyAvn37Ul1dTWlpKTU1NeTm5nq3aBERERERERERERERAT8Uyn/yk59w9913A3Dy5El27tyJ1WrFaDSyefNmBg0aRHh4OL169QIgOTmZ1NRUBgwYwP79+xkzZgwAFRUVhIeHA2AwGAgNDaW6uvqydrhUmD979ixhYWG8+uqrdOrUyccZi4iIiIiIiIiIiEhz5reTQk6cOMG4ceOYMmUK3bp1A2D06NEcPHiQDh068Nprr9HQ0MD06dNZu3Yt+fn5jB07lqlTp37teB6Ph8DAQDweDwEBAVe0i4iIiIiIiIiIiIh8Hb9UkA8dOsRjjz3GH/7wB0aOHElZWRmHDh0CLq0Oj4uL49ixYxw/fpyQkBDuuusuAB566CEKCwsBsFgsnDt3DgCn00ldXR1t2rThpptuoqKiwjvXuXPnsFgsPs5QRERERERERERERK4XBl9PWFZWxjPPPMPSpUvp378/ADU1NUyePJnMzEzCwsLIycnh5z//OREREZw9e5aSkhJuu+02cnNzufPOOwGwWq1kZmby1FNPkZ2dTVRUFEajEavVyrZt24iKiqKoqIiQkBBuvvlmX6cpIiIiIiIizUSDw01xZjd/h/EvNTrcRJ067u8wRK5brvoGf4cgItc5nxfKV61aRWNjIwsWLPC2jRkzhieeeIIxY8YQFBREVFQUjz/+OEajkZdeeomJEyfi8Xho3749aWlpADz33HMkJycTFxdHWFgYixYtAiAxMZGZM2cSFxdHcHAwCxcu9HWKIiIiIiIicoNrdLgJCf7uL3F/n74izYWrvoHq2iZ/hyEiclX4vFCemppKmzZt2LlzJ3BpZXhCQgJ//vOfCQgIwOVyYTKZMBguhdahQwdBH91ZAAAgAElEQVSMRiNNTU2EhITQunVrAAIDA3G73bjdboKCgggJCQEgICDA2w5gMpkAqKurIyUlhZKSElq2bMk777xDXFycr9MXERERERERHzMFB9J9xEmfzlmc2Y2irj19OqeIr0WdOg4qlIvIj4TPv7Lev38/+fn5bN26lczMTD788EPWrl3L2rVreeutt9i+fTuHDx9m3759AMyfP5+kpCSysrK49dZbWbVqFQDLli0jKiqKnTt38uCDDzJ//nwA3nzzTcxmMzt37iQlJYVp06YBsGLFCm6++Wa2b9/O2rVreemll7x7nIuIiIiIiIiIiIjIjcvnhfLw8HCSk5MJDg7GaDTSvXt3AgICeOedd2jRogUXL16ktraWVq1aAeB2u6mrqwOgvr7eu0J8z549DB06FID4+Hjef/99mpqa2LNnD8OGDQOgb9++VFdXU1paSr9+/UhMTASgffv2tGnTRoVyEREREREREREREfF9ofwnP/kJd999NwAnT55k586dWK1WjEYjmzdvZtCgQYSHh9OrVy8AkpOTSU1NZcCAAezfv58xY8YAUFFRQXh4OAAGg4HQ0FCqq6sva4dLhfmzZ8/yy1/+0nuoZ3Z2Ng6Hgx49evgydRERERERERERERFphvx2WsiJEycYN24cU6ZMoVu3bgCMHj2agwcP0qFDB1577TUaGhqYPn06a9euJT8/n7FjxzJ16tSvHc/j8RAYGIjH4yEgIOCK9i/t3LmTtLQ00tPTvfugi4iIiIiIiIiIiMiNyy+F8kOHDvHYY4/xhz/8gZEjR1JWVsahQ4eAS6vD4+LiOHbsGMePHyckJIS77roLgIceeojCwkIALBaLd+sUp9NJXV0dbdq04aabbqKiosI717lz57BYLMCl/ctffvllVq1a5V2xLiIiIiIiIiIiIiI3Np8vqS4rK+OZZ55h6dKl9O/fH4CamhomT55MZmYmYWFh5OTk8POf/5yIiAjOnj1LSUkJt912G7m5udx5550AWK1WMjMzeeqpp8jOziYqKgqj0YjVamXbtm1ERUVRVFRESEgIN998M7t372bt2rVs3LiRTp06+TptERERERER8ZMGh5vizG4+nbPR4Sbq1HGfzinia676Bn+HICJy1QR4PB6PLyecN28eb7/9Nl27dvW2jRkzhoCAANatW0dQUBBRUVGkpKRgNBrJy8tj8eLFeDwe2rdvz9y5c+nSpQvnz58nOTmZ06dPExYWxqJFi+jcuTONjY3MnDkTu91OcHAw8+bN44477mDYsGFUV1fTvn37y2L5svD+bSora753ruHhYf/WcyIiV5N+FomIv+nnkIiEtQ3GZAjx2/wNDjem4CtfqG50uAn5mvYfI3dDI4Gmr/4bNH5Rz8U6px8jErmx6PchEd8KDw/73s/4fEV5amqqd9V4QEAAv/3tb0lISGDatGk4nU6MRiN/+9vf2LNnDzExMXz22We4XC48Hg+9e/emc+fOAHz22WdUVlYSFBRE69atadWqFQCnT5/m008/JSgoiNDQUNq0aQNAVlYWALW1tYwYMYL58+d/5yK5iIiIiIiI/PtMhhD67Bjst/kPx+fQfcTJK9qLM7tR1LWn7wPyg6hTx0nt2M57Pe9sNdSpaCciIvIln391XlhYyIEDB8jKyuLtt9/mzTffpKSkBLvdzvr169m2bRvbtm0jJiaG06dPs3btWt566y22b9/O4cOH2bdvHwDz588nKSmJrKwsbr31VlatWgXA7Nmzefrpp8nKyiI2NpYlS5ZcNv/cuXO5ePGir9MWERERERERERERkWbK5yvK+/Xrx7p16zAYDJSXl+NyuTCZTJSWlpKSkkJ5eTkxMTFMmDCBLl268M4772A0Gvn888+pra31rhx3u93U1dUBUF9fT+vWrQFYs2YNBoMBt9tNaWmptz9AdnY2LVu25Pbbb/d12iIiIiIiIiIiIiLSTPllMzaj0Uh6ejpxcXH0798fp9NJdHQ0aWlpbN68maKiIrZs2eLtu3nzZgYNGkR4eDi9evUCIDk5mdTUVAYMGMD+/fsZM2YMAAaDgYsXLzJw4EA2btzI6NGjASgtLeW//uu/mDJlij9SFhEREREREREREZFmym+nliQlJVFQUEBZWRkFBQVkZGRgsVgwm80kJiaSl5fn7Tt69GgOHjxIhw4deO2112hoaGD69OmsXbuW/Px8xo4dy9SpU739W7VqRX5+PkuWLGH8+PG4XC6mT5/OjBkzMJlM/khXRERERERERERERJopnxfKi4uLOXr0KABmsxmbzUZ2djY5OTnePh6PB4PBQFlZGYcOHQIurRSPi4vj2LFjHD9+nJCQEO666y4AHnroIQoLC4FL26t4PB4ABg4cSENDA3/7298oKSlh+vTpDB8+HLvdTmpqKgcOHPBl6iIiIiIiIiIiIiLSDPl8j/IzZ86Qnp7Oxo0bAcjNzaVv376kpaURHR1NixYt2LRpEyNHjqSmpobJkyeTmZlJWFgYOTk5/PznPyciIoKzZ89SUlLCbbfdRm5uLnfeeScAq1evxmAwYLPZOHDgAG3btqVv376XrVBPTExkwoQJ/OIXv/B1+iIiIiIiIjecBmcjh+Nzvr3jtZrf4aY4s9sV7Y0ON1Gnjvs+ID9wNzQy72y197rxi3o/RiMiItL8+LxQbrVaOXLkCCNGjCAoKAibzcaECRNo27YtCQkJOJ1ObDYb8fHxADzxxBOMGTOGoKAgoqKiePzxxzEajbz00ktMnDgRj8dD+/btSUtLA2DBggXMmDGDjIwMwsLCSE9P93WKIiIiIiIi8v+EtQ3GZAjxdxg3DFd9A9W1TV9/s8bh22BERESuIz4vlAO43W7vZ2hoKAB2ux2n04nZbGbv3r1ERkYSExPDmDFjGDNmDOvXrycnJwej0QjAT37yE8LCwqiqqsJsNtOuXTsAevTowcaNGzl79izDhg3DbDYDUFdXR3JyMidPniQoKAiXy+WHzEVERERERG4sJkMIfXYM9msMh+Nz6D7i5BXtxZndKOra0/cBXUNRp47DNxXKRURE5Bv5vFBeWFjIgQMHyMrKwul0Ehsbi9VqxW63s379eiwWyxXPfPzxx6xYsYKIiAhv2+zZsxk7dixxcXFkZGTw+uuvM3nyZOBSAX769Ok0NX31y8GaNWuIiIjg1Vdfpbi4mEcffZT8/Pxrn7CIiIiIiIiIiIiINGs+P8yzX79+rFu3DoPBQFVVFS6XC5PJRGlpKSkpKQwdOpT09HTvqnOHw8HMmTNJSkryjtHU1MQHH3zA4MGXViU88MADvPvuu977b7zxBvfeey9t27b1tk2YMIGJEycCl/ZJb926tS/SFREREREREREREZFmzueFcgCj0Uh6ejpxcXH0798fp9NJdHQ0aWlpbN68maKiIrZs2QLA4sWLGTVqFF26dPE+//nnnxMaGorBcGlBfHh4OOXl5cClLVwOHDjA448/fsW8BoOB3/3ud4wfP/5r74uIiIiIiIiIiIjIjccvhXKApKQkCgoKKCsro6CggIyMDCwWC2azmcTERPLy8ti3bx9lZWWMGjXqsmc9Hg8BAQGXtQUEBFBfX8/s2bOZN28egYFfn9qqVavYtWsXf/zjHykuLr5m+YmIiIiIiIiIiIjI9cHnhfLi4mKOHj0KgNlsxmazkZ2dTU5OjrePx+PBYDCwY8cOTpw4wfDhw0lNTcVutzNx4kTatWtHTU2N90DOyspKLBYLRUVFVFVVMX78eIYPH05FRQVPPPEEJSUlFBYWUlFRAcAtt9xCnz59OHHihK/TFxEREREREREREZFmxueHeZ45c4b09HQ2btwIQG5uLn379iUtLY3o6GhatGjBpk2bGDlyJPHx8d7nDh48yGuvvcayZcsAiIqKIjs7m6FDh5KZmcnAgQP51a9+xXvvved95r777mPFihV07tyZLVu24HA4SE1NpaKiArvdztSpU32bvIiIiIiIyA2mwdnI4ficb+94LWNwuCnO7HZFe6PDTdSp474P6Bpy1Tf4OwQREZHrks8L5VarlZUrV3LPPfcQEBBA3759mTBhAu+//z6//OUvAQgLC2PMmDGXPbdr1y7vSnSAkSNHkpKSQkpKCqGhoWzevBmAixcv8sILL3D69GkqKyuprq6mc+fOjBw5kuHDh3v73Xbbbdxyyy0+ylpEREREROTGE9Y2GJMhxN9hfKOQ4Mtfsm50uK9ou94EmU2Em03feN9V30B1bZMPIxIREbk++LxQXlhYiMvl4v/8n/+D0+kkNjaWkpIS6uvree+997BYLFc88/HHH/M///M/9O7d29u2ZMkS3nrrLXr06MGiRYt46623eP7551m2bBlRUVGsWLGCzMxMVq9ezbJlyygpKeG3v/0tc+bM8WW6IiIiIiIiNyyTIYQ+Owb7OwwOx+fQfcTJb+1XnNmNoq49r31AfhR16jioUC4iInIFn39V3q9fP9atW4fBYKCqqgqXy4XJZKK0tJSUlBSGDh1Keno6brcbAIfDwcyZM0lKSrpsnOzsbHr06EFTUxPl5eW0atUKgD179jB06FAA4uPjef/992lqauIf//gHx48fZ/jw4TzyyCMcO3bMt4mLiIiIiIiIiIiISLPkl3fKjEYj6enpxMXF0b9/f5xOJ9HR0aSlpbF582aKiorYsmULAIsXL2bUqFF06dLlijGOHTuG1Wrl4MGDxMXFAVBRUUF4eDgABoOB0NBQqqurCQkJYdiwYWzdupXf/e53PPPMMzgcDt8mLiIiIiIiIiIiIiLNjt82X0tKSqKgoICysjIKCgrIyMjAYrFgNptJTEwkLy+Pffv2UVZWxqhRo752jNtvv539+/fz9NNPM2nSpK/t4/F4CAwM5Nlnn2Xs2LEEBgZitVpp0aIFJSUl1zJFEREREREREREREbkO+LxQXlxc7D2U02w2Y7PZyM7OJifnq1PQPR4PBoOBHTt2cOLECYYPH05qaip2u52JEyfS2NjI7t27vf2HDRvm3UrFYrFw7tw5AJxOJ3V1dbRp04Y333yTzz///Io5REREREREREREROTG5vNC+ZkzZ0hNTcXhcOBwOMjNzaVv376kpaVx4cIFmpqa2LRpEzExMbz00kvs3LmTbdu2MW/ePH72s5+xbNkyDAYDs2fPxm63A7Bz507uueceAKxWK5mZmcClfcyjoqIwGo188MEH3u1cCgsLcbvd3Hbbbb5OX0RERERERERERESaGZ8vqbZarRw5coQRI0YQFBSEzWZjwoQJtG3bloSEBJxOJzabjfj4+G8cIygoiKVLlzJz5kxcLhc33XQT8+fPB+C5554jOTmZuLg4wsLCWLRoEQDTp08nOTmZbdu2ERISwuLFiwkM9NvOMyIiIiIiIj96Dc5GDsfnfHvHax2Hw01xZrdv7dfocBN16vi1D8iPXPUN/g5BRESkWfLL3iNut9v7GRoaCoDdbsfpdGI2m9m7dy+RkZHExMR4nzlx4sQ3jhUYGIjZbAbg3LlznD9/nqCgIIxGIwEBAQAEBAQQGBhIUFAQbrf7sm1YRERERERE5CthbYMxGUL8HcZ31uhwExL8wxdCXY0xfMFV30B1bZO/wxAREflR8XmhvLCwkAMHDpCVlYXT6SQ2Nhar1Yrdbmf9+vVYLJYrnvn4449ZsWIFERER3rZp06axfPlyevTowaJFi1i1ahXPP/88s2fP5umnn2bgwIFs3LiRJUuWsHjxYhYuXMh9993Hww8/TElJCYmJibz//vsEBQX5Mn0REREREZFmz2QIoc+Owf4O4zs7HJ9D9xEnv/F+cWY3irr29F1A11jUqeOgQrmIiMhV5fOvy/v168e6deswGAxUVVXhcrkwmUyUlpaSkpLC0KFDSU9P9646dzgczJw5k6SkpMvGyc7OpkePHjQ1NVFeXk6rVq0AWLNmDQMHDsTtdlNaWuptj4mJ8W7nEhERQWNjI1988YUPMxcRERERERERERGR5sgv75UZjUbS09OJi4ujf//+OJ1OoqOjSUtLY/PmzRQVFXkP3ly8eDGjRo2iS5cuV4xx7NgxrFYrBw8eJC4uDgCDwcDFixe9K8pHjx4NwODBg2ndujUAq1atonfv3oSFhfkwaxERERERERERERFpjvy2AVtSUhIFBQWUlZVRUFBARkYGFosFs9lMYmIieXl57Nu3j7KyMkaNGvW1Y9x+++3s37+fp59+mkmTJnnbW7VqRX5+PkuWLGH8+PG4XC7vvbVr17Jp0yYWLlx4zXMUERERERERERERkebP54Xy4uJijh49CoDZbMZms5GdnU1OzlcnoXs8HgwGAzt27ODEiRMMHz6c1NRU7HY7EydOpLGxkd27d3v7Dxs2jGPHjgGXtmTxeDwADBw4kIaGBi5cuADAwoULeeutt9iwYQOdOnXyVcoiIiIiIiIiIiIi0oz5/DDPM2fOkJ6ezsaNGwHIzc2lb9++pKWlER0dTYsWLdi0aRMjR4707ikOcPDgQV577TWWLVuGy+Vi9uzZdOzYkZ/97Gfs3LmTe+65B4DVq1djMBiw2WwcOHCAtm3b0q5dO9auXcvBgwfZuHGjd99yERERERERERERERGfF8qtVitHjhxhxIgRBAUFYbPZmDBhAm3btiUhIQGn04nNZrusSP6/BQUFsXTpUmbOnInL5eKmm25i/vz5ACxYsIAZM2aQkZFBWFgY6enpeDweMjIyCA0NJTEx0TvOihUruOmmm655ziIiIiIiIteTBmcjh+Nzvr1jM9HocFOc2e0b7zc43ESdOu67gK4xV32Dv0MQERH50fF5oRzA7XZ7P0NDQwGw2+04nU7MZjN79+4lMjKSmJgYpk2bxqFDhzCbzQDs2rWLmJgYiouLcTgcBAQE0L59e9q1awdAU1MTjY2NNDQ08LOf/Yxbb72VgIAAPvjgAwA++ugjRo8ejd1u90PmIiIiIiIi/hfWNhiTIcTfYfxLjQ43IcHfbbfQ79rveuOqb6C6tsnfYYiIiNwQfF4oLyws5MCBA2RlZeF0OomNjcVqtWK321m/fj0Wi+Wy/l/X/sknn7Bq1Sr+8pe/0LJlS5KTk/nzn//MY489xuTJk5k3bx533303KSkpbN68mbFjxwJQX1/P3LlzaWrSLxoiIiIiInLjMhlC6LNjsL/D+JcOx+fQfcTJqzJWcWY3irr2vCpj+VLUqeOgQrmIiIhP+Pxr9379+rFu3ToMBgNVVVW4XC5MJhOlpaWkpKQwdOhQ0tPTcbvd1NfXf217cHAws2bNIjQ0lICAAHr27ElpaSmfffYZDQ0N3H333QA88MADvPvuu965FyxYwKOPPurrlEVERERERERERESkGfPL+2lGo5H09HTi4uLo378/TqeT6Oho0tLS2Lx5M0VFRWzZsoVz5859bfstt9zCL3/5SwCqq6vZsGED999/PxUVFYSHh3vnCQ8Pp7y8HLh0aGhDQwNDhgzxR8oiIiIiIiIiIiIi0kz5bSO3pKQkCgoKKCsro6CggIyMDCwWC2azmcTERPLy8ujSpcvXtn+pvLycRx99lFGjRvGLX/wCt9tNQECA977H4yEgIIDKykqWL1/OjBkz/JGqiIiIiIiIiIiIiDRjPi+UFxcXc/ToUQDMZjM2m43s7Gxycr46Ud3j8WAwGDh27NjXtn85zpgxYxg5ciTPPPMMAB07dqSystLb/9y5c1gsFvbs2cP58+d5+OGHGT58OADDhw+ntrb2mucrIiIiIiIiIiIiIs2bzwvlZ86cITU1FYfDgcPhIDc3l759+5KWlsaFCxdoampi06ZNxMTE4PF4vra9traW3/3udzz33HOMGzfOO/Ytt9xCSEgIhw4dAmDbtm0MHDiQBx98kN27d7Nt2za2bdvmvRcaGurr9EVERERERERERESkmTH4ekKr1cqRI0cYMWIEQUFB2Gw2JkyYQNu2bUlISMDpdGKz2YiPjwfgiSeeuKJ97dq1nDt3jjVr1rBmzRoA7rvvPp577jkWLVpEamoqtbW13HHHHTzyyCO+TlFERERERKRZa3A2cjg+59s7+lGjw01xZrerMlaDw03UqeNXZSxfctU3+DsEERGRG4bPC+UAbrfb+/nlqm673Y7T6cRsNrN3714iIyOJiYnhpz/9KaGhodTV1VFaWorD4eCxxx7jscceA2DKlClER0fzwAMPANCrVy+2bNnCRx99xOjRo1m8eDEAFRUVTJkyherqau666y6OHj1K7969fZ+8iIiIiIiIn9V87qAGh7/D+EFC2xgxG01+mbvR4SYk+Nq/oB1kNhFu9k+O/5u7oZFAU4j3uvGLei7WOf0YkYiIyNXl80J5YWEhBw4cICsrC6fTSWxsLFarFbvdzvr167FYLN6+tbW1PPvss7zxxhv06tWL559/ni1btjB27FjKy8uZNWsWBQUFREdHXzZHfX09c+fOpampydu2dOlSBg8eTEJCAu+//z6zZ8/mv//7v32Wt4iIiIiIiFw9ZqOJPjsGf6e+h+Nz6D7i5FWbuzizG0Vde1618a4HUaeOk9qxnfd63tlqqKvxY0QiIiJXl88L5f369WPdunUYDAbKy8txuVyYTCZKS0tJSUmhvLycmJgYJkyYwL59+7j77rvp1asXAKmpqbhcLgC2b9/O/fffT5s2ba6YY8GCBTz66KP87W9/87bNnz/f++czZ87QqlWra5ypiIiIiIiIiIiIiFwP/LL1itFoJD09ndWrVzNkyBCcTifR0dHMmjWLsLAwnnzySbZs2cL58+dp0aIFkyZNoqSkhHvuuYfk5GQAfv/73wN4D+78Um5uLg0NDQwZMuSy9sDAS6/FDRkyhM8++4zXX3/dB5mKiIiIiIiIiIiISHN37TdV+wZJSUkUFBRQVlZGQUEBGRkZWCwWzGYziYmJ5OXl4XK5yM/P5/nnn+cvf/kL9fX1rFix4hvHrKysZPny5cyYMeMb+7z77rts3ryZKVOmcP78+WuRmoiIiIiIiIiIiIhcR3xeKC8uLubo0aMAmM1mbDYb2dnZ5OR8deK6x+PBYDDQoUMHIiMj6dKlC0FBQfzmN7/hyJEj3zj2nj17OH/+PA8//DDDhw8HYPjw4dTW1rJnzx7q6uoA6N27NzfffDOnT5++hpmKiIiIiIiIiIiIyPXA54XyM2fOkJqaisPhwOFwkJubS9++fUlLS+PChQs0NTWxadMmYmJiGDBgAB9++CFlZWUA/PWvf+WOO+74xrEffPBBdu/ezbZt29i2bRsA27ZtIzQ0lK1bt7J582YAPv74Y86dO8dtt9127RMWERERERERERERkWbN53uUW61Wjhw5wogRIwgKCsJmszFhwgTatm1LQkICTqcTm81GfHw8AHPmzOGpp56isbGR3r17M3Xq1H9r3pSUFFJSUti6dSshISEsXryYli1bXs3URERERERExEfqmxo4HJ/z7R2BBoeb4sxuV23uRoebqFPHr9p41wN3QyPzzlZ7rxu/qPdjNCIiIlefXw7zdLvd3s/Q0FAA7HY7TqcTs9nM3r17iYyMJCYmhtatWxMSEoLT6SQgIICgoCAASkpKmDVrFhcuXKCyspL777+f1q1bU1payuTJk6mqquK+++6jrq6Oli1b8umnn2K32+nYsSMOh4O3336bqKgof6QvIiIiIiIiP1BAQIBP5ml0uAkJvvxl7P99fb1z1TdQXdv07R1rHNc+GBERET/xeaG8sLCQAwcOkJWVhdPpJDY2FqvVit1uZ/369VgsFm/f2tpann32Wd544w169erF888/z5YtW0hISGD8+PFMnz6dgQMHsmjRIlasWMHkyZOZPXs2Y8eOJS4ujoyMDF5//XUmT56M3W5n3LhxPPnkk75OWURERERERK4ykyGEPjsGf6e+h+Nz6D7i5L81T3FmN4q69vy3nr1eRJ06Dt+lUC4iIvIj5vOvwfv168e6deswGAxUVVXhcrkwmUyUlpaSkpLC0KFDSU9Px+12s2/fPu6++2569eoFQGpqKjExMXz44Ye0aNGCgQMHAvDUU0/x8MMP09TUxAcffMDgwZd+WXrggQd49913AfjHP/5Bfn4+Q4cO5amnnvLuey4iIiIiIiIiIiIiNza/vC9mNBpJT08nLi6O/v3743Q6iY6OJi0tjc2bN1NUVMSWLVv49NNPadGiBZMmTWL48OG8+uqrtGrVilOnTtGhQwdSUlIYOXIks2bNokWLFnz++eeEhoZiMFxaKB8eHk55eTkAYWFhJCYmsn37dqxWK5MmTfJH6iIiIiIiIiIiIiLSzPhtY7WkpCQKCgooKyujoKCAjIwMLBYLZrOZxMRE8vLycLlc5Ofn8/zzz/OXv/yF+vp6VqxYgdPppLCwkISEBLZu3UqXLl1YsGABHo/nin3qvryeM2cONpsNgISEBD7++GNqamp8nreIiIiIiIiIiIiINC8+L5QXFxdz9OhRAMxmMzabjezsbHJyvjqt3OPxYDAY6NChA5GRkXTp0oWgoCB+85vfcOTIEcLDw4mIiODOO+8EID4+niNHjtCuXTtqampwuVwAVFZWYrFYcLvdLF++3Nv+pS8PBhURERERERERERGRG5fPC+VnzpwhNTUVh8OBw+EgNzeXvn37kpaWxoULF2hqamLTpk3ExMQwYMAAPvzwQ+9+4n/961+544476NOnD9XV1fzzn/8E4L333uOOO+7AaDQSFRVFdnY2AJmZmQwcOJDAwEB27drlLcZnZmYSGRlJixYtfJ2+iIiIiIiIiIiIiDQzAR6Px+PrSV999VV27txJUFAQNpuNZ599lg0bNrBhwwacTic2m40XXngBgD179rB06VIaGxvp3bs3aWlpmM1m/v73vzN37lzq6+vp2LEjCxcupH379nz22WckJydTVVVFp06dWLJkCa1bt+bEiRPMmDGDmpoa2rVrx8KFC+nUqdN3jrmy8vtv0xIeHvZvPScicjXpZ5GI+Jt+DtfqX3sAACAASURBVInItRDWNhiTIeQ79W1wuDEF/3vrxBodbkL+zWevF676Bqprm/wdhsiPmn4fEvGt8PCw7/2MX/5v73a7vZ+hoaEA2O12nE4nZrOZvXv3smvXLvLy8li6dCkAISEhFBQUMHHiRAD27t1LVVUVBoOBc+fO8e677wLw0Ucfcf78eQICAggPD8dsNgOXtnkJCgryHvT5ZQwiIiIiIiJy/QhrG0x4eNh3LpL/OxodX/198cdUJHc3NF523fhFPZWVNSqSi4iIAAZfT1hYWMiBAwfIysrC6XQSGxuL1WrFbrezfv16LBbLZf2tVitwab/xhIQEpk2bBlwqrC9ZsoQ+ffp4+37xxRfMmTOHrVu30qFDByZNmsTWrVt56KGH+OMf/0hcXBxjx47lzTffZOnSpSxatMh3iYuIiIiIiMgPZjKE0GfH4O/1zOH4HLqPOPmd+xdndqOoa8/vGVnzF3XqOKkd23mv552thjqtcBUREQE/FMr79evHunXrMBgMlJeX43K5MJlMlJaWkpKSQnl5OTExMUyYMIHAwK++uV+4cCFjxoyhW7duwKVC+Z/+9Cc+++wz+vbty9SpU2nRogXvvfceRqOR+vp6qqqqaNWqFXBpBXltbS0A9fX1mEwmX6cuIiIiIiIiIiIiIs2QX94hMxqNpKenExcXR//+/XE6nURHR5OWlsbmzZspKipiy5Yt3v4nT56ksLCQRx55BIC6ujp69+7N5MmT2bp1KxcvXuT111/3jp2Xl8d//Md/8PnnnzNgwAAAnnvuOdauXcuvfvUrVq9ezX/+53/6PnERERERERERERERaXb8ttlaUlISBQUFlJWVUVBQQEZGBhaLBbPZTGJiInl5ed6+mzZtYuzYsQQHBwPQsmVLVq5cSffu3TEYDIwbN+6y/larlYMHD/LrX/+aF198EYCpU6cyZ84c9u7dy+zZs5kwYQJ+OMdURERERERERERERJoZnxfKi4uLOXr0KHDpgE2bzUZ2djY5OTnePh6Px3voJkBubi6xsbHe69LS0stWnH/Z//z58+Tn53vbhw4dyrFjx6iurqakpIRBgwYBMHjwYCorK/n888+vWZ4iIiIiIiIiIiIicn3weaH8zJkzpKam4nA4cDgc5Obm0rdvX9LS0rhw4QJNTU1s2rSJmJgYAKqrq2loaKBLly7eMUwmE6+88gqnT5/G4/GwYcMGYmJi8Hg8TJ48mdLSUgDeffdd7rnnHtq2bUtISAhFRUUAHDp0iJYtW9KuXbsrAxQRERERERERERGRG4rPD/O0Wq0cOXKEESNGEBQUhM1mY8KECbRt25aEhAScTic2m434+HjgUmG9Y8eOl43Rrl075syZw/jx42lqauKee+7h8ccfJzg4mLlz5/Lkk08SEBBAjx49mD17NgEBAbz22mvMnTuXhoYGWrZsyauvvurr1EVEREREROQHanA2cjg+59s7/v/PONwUZ3b7zv0bHW6iTh3/npE1f+6GRuadrfZeN35R78doREREmhefF8oB3G639zM0NBQAu92O0+nEbDazd+9eIiMjCQ4OZsmSJQAMHz6c8vJyIiMj+dOf/sSJEyeoq6ujVatWfPTRR7z11ls8/PDDdOrUieDgYJqamqirq/PuQx4REUGbNm0oLy/H6XQSEBDgj9RFRERERETkB6j53EENjivaw9oGYzKEXJU5QoIDaXS4CQn227Fe10Sg6fJ/P8bAQMLDw4BLRfOLdU5/hCUiItIs+LxQXlhYyIEDB8jKysLpdBIbG4vVasVut7N+/XosFstl/a1WKwCVlZUkJCQwbdo04FJhfcmSJfTp0+ey/vPnzycpKQmr1cqCBQtYtWoVkyZNYs2aNfTs2ZOVK1fy3nvvMWfOHDZu3OibpEVEREREROSaMhlC6LNj8NfeOxyfQ/cRJ7/XeMWZ3Sjq2vMqRNZ8RZ06TmrHS1uSzjtbDXU1fo5IRETEf3z+9Xi/fv1Yt24dBoOBqqoqXC4XJpOJ0tJSUlJSGDp0KOnp6d5V519auHAhY8aMoVu3bsClQvmf/vQnhg4dypw5c2hsbAQurVKvq6sDoL6+HpPJ9C/bRUREREREREREROTG5pf3yIxGI+np6cTFxdG/f3+cTifR0dGkpaWxefNmioqK2LJli7f/yZMnKSws5JFHHgGgrq6O3r17M3nyZLZu3crFixd5/fXXAUhOTiY1NZUBAwawf/9+xowZA8C4ceMoKChgwIABpKamkpSU5PvERURERERERERERKTZ8duGa0lJSRQUFFBWVkZBQQEZGRlYLBbMZjOJiYnk5eV5+27atImxY8cSHBwMQMuWLVm5ciXdu3fHYDAwbtw48vLyaGhoYPr06axdu5b8/HzGjh3L1KlTAZg7dy4PP/ww+fn5rF69mkmTJnlXmIuIiIiIiIiIiIjIjcvnhfLi4mKOHj0KgNlsxmazkZ2dTU7OV6eWezweDIavtk/Pzc0lNjbWe11aWnrZivMv+x8/fpyQkBDuuusuAB566CEKCwu9Y4waNQqAPn360L59e4qLi69doiIiIiIiIiIiIiJyXfB5ofzMmTOkpqbicDhwOBzk5ubSt29f0tLSuHDhAk1NTWzatImYmBgAqquraWhooEuXLt4xTCYTr7zyCqdPn8bj8bBhwwZiYmKIiIjg7NmzlJSUAJeK43feeScAvXr1Yvfu3cClrVwqKiq49dZbfZy9iIiIiIiIiIiIiDQ3hm/vcnVZrVaOHDnCiBEjCAoKwmazMWHCBNq2bUtCQgJOpxObzUZ8fDxwqbDesWPHy8Zo164dc+bMYfz48TQ1NXHPPffw+OOPExwczEsvvcTEiRPxeDy0b9+etLQ0ABYsWMDMmTNZuXIlwcHBvPzyy4SFhfk6fREREREREbkGGpyNHI7P+fp7DjfFmd2+13iNDjdRp45fhciaL3dDI/POVgPQ+EW9n6MRERHxL7/sUe52u72foaGhANjtdpxOJ2azmb1797Jr1y4ALl68SENDA/Hx8UyZMgWHwwFAhw4dMJlMmEwmSktLqaysBODuu+/mpptuIiAggNraWmprawGIiIjgjjvuwOl00tDQQEhIiK/TFhERERERkaskrG0w4eFh3n9Mhh/+d7xGh9v755Bgvx3pdU24Gxovu278op6qGgeVlTVUVtZwsc7pp8hERESaB5+vKC8sLOTAgQNkZWXhdDqJjY3FarVit9tZv349Fovlsv7Tp09n9erVdO/enaSkJLZt28aDDz7I5MmTef311+nVqxdbtmxh3rx5LF++nDVr1tCzZ09WrlzJe++9x5w5c9i4cSM5OTkUFxeTnZ3Np59+ypNPPkl2dvZle6GLiIiIiIjI9cFkCKHPjsHfqe/h+By6jzj5rf2KM7tR1LXnD4yseYo6dZzUju281/POVkNdjR8jEhERaV58/hV5v379WLduHQaDgaqqKlwul3dVeEpKCkOHDiU9Pd276tzlclFbW4vL5aKxsZGQkBAcDgfPPfccvXr1AuD222+nrKwMuLRKva6uDoD6+npMJhMAeXl5xMbGEhgYyK233kqnTp04fPiwr9MXERERERERERERkWbGL8upjUYj6enprF69miFDhuB0OomOjmbWrFmEhYXx5JNPsmXLFkaPHs2LL75IYmIioaGhdO7cmSFDhhAcHMzw4cOBS4Xx1157jUGDBgEwbtw4HnroIQYMGEBdXR2rV68GoKKi4rLV6uHh4Zw9e9b3yYuIiIiIiIiIiIhIs+K3TdeSkpIoKCigrKyMgoICMjIysFgsmM1mEhMTycvLo7KykkWLFrFjxw7y8/OJjIzkpZde8o7hcDh44YUXcDqdPPnkkwDMnTuXhx9+mPz8fFavXs2kSZOoq6vD7XYTEBDgfdbj8RAY+OPac05EREREREREREREvj+fV4qLi4s5evQoAGazGZvNRnZ2Njk5X51O7vF4MBgMFBUV0bNnT7p27UpgYCCjR4+msLAQgLq6On7/+9/jdDpZvnw5RqMRgNzcXEaNGgVAnz59aN++PcXFxXTs2JGKigrvHOfOnbtiP3QRERERERERERERufH4vFB+5swZUlNTcTgcOBwOcnNz6du3L2lpaVy4cIGmpiY2bdpETEwMPXv25MiRI5w7dw64VAS/8847AZg8eTIREREsW7aM4OBg7/i9evVi9+7dAJw8eZKKigpuvfVWBg4cyPbt23G5XHz66aecPHnSO5aIiIiIiIiIiIiI3LgCPB6Px9eTvvrqq+zcuZOgoCBsNhvPPvssGzZsYMOGDTidTmw2Gy+88AIAW7duZeXKlQQFBREREcGcOXM4e/YsI0eOpEePHhgMl7ZZt1gsrFy5kpMnTzJz5kyqq6sJDg7mhRde4N5778Xj8bBw4ULef/99AKZNm8aAAQO+c8yVld//NPDw8LB/6zkRkatJP4tExN/0c0hEroWwtsGYDCHfqW+Dw40p+NvXiTU63IR8h37XI3dDI4Gmr/59NX5Rz8U6px8jErmx6PchEd8KDw/73s/45TBPt9vt/QwNDQXAbrfjdDoxm83s3buXyMhIYmJiCA8Px2Aw4Ha7adGiBaGhofz0pz9l7969pKamUlFRgclkYtasWcClQzuPHTtGx44dcblcbN++nXvvvZeAgACmTp3Ko48+yrBhw+jWrZs/UhcREREREflRC21jxGw0+TuMK3yXIviPrUjuqm+gurbpq4Yah/+CERERaeZ8XigvLCzkwIEDZGVl4XQ6iY2NxWq1YrfbWb9+/RX7hk+fPp3Vq1fTvXt3kpKS2LZtGw8++CBTpkxh8ODBJCQksHHjRhYtWsSyZcuw2+2MGzfOe7jn/8/tdjN9+nSampquuCciIiIiIiI/nNloos+Owf4O4zKH4y+diVXUtaefI/GtqFPHoVZ//xUREfkufF4o79evH+vWrcNgMFBeXo7L5cJkMlFaWkpKSgrl5eXExMQwYcIEAgMDcblc1NbW4nK5aGxsJCQkhOrqav75z3+yZs0aAEaNGkX//v0B+Mc//sG5c+fYsWMHt9xyC7NmzaJTp04AvPHGG9x777188sknvk5bRERERERERERERJopv7xXZjQaSU9PJy4ujv79++N0OomOjiYtLY3NmzdTVFTEli1bAHjxxRdJTEzkV7/6FZ9//jlDhgzh9OnT3HzzzSxYsIBRo0aRlJSE0WgEICwsjMTERLZv347VamXSpEnApa1dDhw4wOOPP+6PlEVERERERERERESkmfLbBmxJSUkUFBRQVlZGQUEBGRkZWCwWzGYziYmJ5OXlUVlZyaJFi9ixYwf5+flERkby0ksv4XQ6+eijj4iOjubtt9/m/vvvJzk5GYA5c+Zgs9kASEhI4OOPP6ampobZs2czb948AgN/XHvOiYiIiIiIiIiIiMgP4/OqcXFxMUePHgXAbDZjs9nIzs4mJyfH28fj8WAwGCgqKqJnz5507dqVwMBARo8eTWFhIeHh4bRs2ZJf//rXAMTHx3PkyBHcbjfLly/H5XJdNufBgwepqqpi/PjxDB8+nIqKCp544glKSkp8l7iIiIiIiIiIiIiINEs+L5SfOXOG1NRUHA4HDoeD3Nxc+vbtS1paGhcuXKCpqYlNmzYRExNDz549OXLkCOfOnQMgNzeXO++8k65du9KxY0fy8vIA+Otf/8odd9xBYGAgu3bt8hbdMzMziYyMZNCgQbz33nts27aNbdu2YbFYWLFiBbfddpuv0xcRERERERERERGRZsbnh3larVaOHDnCiBEjCAoKwmazMWHCBNq2bUtCQgJOpxObzUZ8fDwAzz33HI888ghBQUFEREQwZ84cAF599VVmzZrFK6+8QmhoKAsWLADg5ZdfZsaMGWRkZNCuXTsWLlzo6xRFRERERERuWPVNDRyOz/n2jj7U4HATAESdOu7vUHzKVd/g7xBERESuGz4vlAO43W7vZ2hoKHDpsE2n04nZbGbv3r1ERkYSExODx+PxPtexY0datWoFwN///nc++eQT2rdvT319PVu3bmXSpEmYzWaCgoIwGAyXzfWl2tpaAgMD+eyzz+jcubMv0hUREREREblh1J5vopYmf4dxmQ7tWxLwv86rcjc04ggIxBRivCZzNn5Rz8U65zUZW0RERK4+nxfKCwsLOXDgAFlZWTidTmJjY7FardjtdtavX4/FYvH2LSkpYdmyZWzZsgWLxcKLL77Im2++yeOPP47dbic5Odm78vxLf/zjH4mLi2Ps2LG8+eabLF26lEWLFnnvz507l4sXL/osXxEREREREfGvgMBAirr2vKwt6tRxTEBqx3bXZM55Z6uhruaajC0iIiJXn8/3KO/Xrx/r1q3DYDBQVVWFy+XCZDJRWlpKSkoKQ4cOJT09HbfbzbFjx7j77v/L3t3GRVmm/x//wAwMoCJugjeli2kJWiu2aLJtoZkoNwpZ1i97dWduq6a0sKamoyWZaVm6oFak1ZpZGamQq2mSmtaw3mQRilL4c9VEQUEUhbmYGf4PfO3sn59aVjjg9n0/Ga7jOs/jPI95VIfXnFeEu3ner18/NmzYAMA333zDypUrGTx4MOPHj6eyshI49wR5VVUVANXV1fj5+bnXXrNmDc2aNaNr164erlpEREREREREREREmiqPN8oBfHx8SE9PJz4+nqioKBwOB3369GHmzJksX76cHTt2kJWVRVhYGF9//TUlJSU4nU4+/vhj94s9g4ODGTNmDDk5ObRr1859dvkTTzzBW2+9xa233sobb7zBn/70JwCOHDnC3//+dyZMmNAYJYuIiIiIiIiIiIhIE9UojXKA5ORkbDYbJSUl2Gw2FixYQEhICP7+/jzwwANs3ryZTp068de//pXRo0dz//3307VrV3x8zp0ft2DBAn7/+9/j5eXFyJEj2bJlCwATJ04kLS2NLVu2MH36dMaOHYvT6WTKlClMnTq13hPmIiIiIiIiIiIiIiIeb5QXFxdTWFgIgL+/PzExMaxZs4Z16/7zVvS6ujrMZjN2u53f/e53rFq1ivfee482bdrQoUMHTp8+zVtvvVVvvMlkory8nP3793PHHXcAMHDgQMrKyti5cyf79+9nypQpJCYmUlBQgNVqJS8vz6O1i4iIiIiIiIiIiEjT4/FG+eHDh7FarRiGgWEY5Obm0qtXL2bOnEllZSW1tbW8//77DBgwgLNnz/Lwww9TVVWFYRgsXbqUuLg4AgICWLRoEV9//TUAS5cuZcCAAbRq1QqLxcKOHTsA2LlzJ82aNaN3795s3ryZ7OxssrOzueGGG5gxYwZ9+vTxdPkiIiIiIiIiIiIi0sSYPb1gdHQ0+fn5JCUlYTKZiImJYezYsbRq1Yr77rsPh8NBTEwMCQkJADz++OPce++9OBwOEhISGDx4MADz5s3jmWeeoaamhtDQUF544QW8vLyYP38+zz77LDU1NTRr1oyMjAxPlygiIiIiIiJNSJ3LReTBonoxV40dw8ubGUfLL8ua9rPVlyWviIiIXB4eb5QDuFwu92fz5s0BKCgowOFw4O/vz5YtW+jRowcDBgzAZDJRV1eHr68vlZWVOBwOKisrefbZZwHw9fVl37593HbbbezatYtnnnkGp9OJt7c3FRUV3H333Xz22WdYrVZKSkrc6z744INkZWVx4403NsZXICIiIiIiIpeoRStf/MyWnzXXbriwO8DPt37c289CQ77BylVjx9vv5+1RREREGp/HG+Xbtm0jLy+PnJwcHA4HcXFxREdHU1BQwNKlSwkJCXGP3b9/P/PmzSMrK4uQkBCeeeYZ3n77bR555BGys7OBc03vhx56iJSUFABWrFjhnj9hwgTuvPNOWrduzauvvuqO/+1vfyMiIkJNchERERERkSuAn9lCz9UDf9bcXQnn3oe1o+P1Dbml80QeLMLa9jfu6xlHy+HM6cu6poiIiDQcj59R3rt3b5YsWYLZbObEiRM4nU78/Pw4cuQIkydPZvDgwaSnp+Nyudi3bx8RERHu5nm/fv3YsGFDvXwffvgh/v7+7iNZ/s1ms7F3717+9Kc/1Yvv37+fVatWMXHixMtbqIiIiIiIiIiIiIhcETzeKAfw8fEhPT2d+Ph4oqKicDgc9OnTh5kzZ7J8+XJ27NhBVlYWYWFhfP3115SUlOB0Ovn44485fvy4O4/T6eTVV1/lr3/963lrpKenk5KSgslkqhdfuHAhjz76qPvIFxERERERERERERH5dWuURjlAcnIyNpuNkpISbDYbCxYsICQkBH9/fx544AE2b95Mp06d+Otf/8ro0aO5//776dq1Kz4+Pu4cW7ZsITQ0lK5du9bL/e2331JRUUG/fv3qxSsrK/n8888ZNmyYR2oUERERERERERERkabP42eUFxcXYxgG4eHh+Pv7ExMTw5o1awgKCmLgwHNnztXV1WE2m7Hb7fzud79j1apVAKxdu5YOHTq4c23YsIG4uLjz1rhYfPPmzdx2221YLHrBioiIiIiIiIiIiIic4/Enyg8fPozVasUwDAzDIDc3l169ejFz5kwqKyupra3l/fffZ8CAAZw9e5aHH36YqqoqDMNg6dKl9RrgX331FZGRkeet8VPjIiIiIiIiIiIiIvLr5fEnyqOjo8nPzycpKQmTyURMTAxjx46lVatW3HfffTgcDmJiYkhISADg8ccf595778XhcJCQkFDvpZ2HDh2ibdu2561x6NAh2rRpc8F43759L1ttIiIiIiIi0vBqHHZ2Jaz7WXPthos6IPJgUcNu6v9w1diZcbT8P+uerb6s64mIiEjDapQzyl0ul/vz3y/V7NatG82bN8fHx4cjR45gGAYAN9xwg/uolKNHj+JwOADYuXMn1113Hffccw8PPfQQ33//vTv/mjVraNasGb179+bw4cPueKdOnZg9ezYJCQmsXr3aI7WKiIiIiIjIL3O6wqDGYf9Zcy2+//nfXrvhaqgtublqzu3L209HfIqIiFzJPP5E+bZt28jLyyMnJweHw0FcXBxRUVGMGzeORYsWERYWRmpqKllZWQwfPpwnn3ySGTNmEBERweTJk1m+fLk7vnDhQsLCwsjKymLGjBm88sorwLkG/JQpU6itrXWva7PZyM/PJycnh4qKCmJjY+nfvz/+/v6e/gpERERERETkJ/IzW+i5euDPmrsrYR2dkw5QvCqUHR2vb9B9RR4swtr2N+fFZxwthzOnG3QtERERuXw8/kR57969WbJkCWazmRMnTuB0OiksLCQiIoKwsDAArFYrAwYM4Pvvv6empoaIiAgAhg4dyscff4xhGDzxxBPu8V27dqWkpMS9xqJFi/jDH/5Aq1at3DGn04ndbsfhcFBdXY2vr68HqxYRERERERERERGRpqpRjl7x8fEhPT2d+Ph4oqKiKCsrIyAggJSUFBITE8nIyCAwMJDS0lKCg4Pd84KDgzl27Bi+vr4kJiYC554enz9/PnfccQcABQUF5OXl8cgjj9Rb849//CMdOnTgtttuIy4ujscee0xPk4uIiIiIiIiIiIhI4zTKAZKTk7HZbJSUlGAYBlu3biU1NZUVK1ZQXV1NZmYmLpcLLy8v95y6urp614ZhMH78eBwOB3/+85+prq5m+vTpzJgxA2/v+qW9//77mEwmtm7dyqeffsp7773HV1995bF6RURERERERERERKRp8nijvLi4mMLCQgD8/f2JiYkhMzOTHj160KFDB0wmE7GxseTn59O2bVvKysrcc48fP05ISAgAZ86cYeTIkTgcDl555RV8fHzYsWMHJ06cYPTo0SQmJlJaWspjjz3G/v37yc3NZciQIfj4+BAcHEzfvn3ZsWOHp8sXERERERERERERkSbG443yw4cPY7VaMQwDwzDIzc0lLS2N3bt3u88Z37hxI927d+fqq6/GYrGwc+dOALKzs7ntttsAePLJJ/ntb3/LvHnz3OeN33rrrXz66adkZ2eTnZ1NSEgImZmZXHvttYSFhbFhwwYAzp49S15eHjfccIOnyxcRERERERERERGRJsbs6QWjo6PJz88nKSkJk8lETEwMSUlJBAUFMWrUKOx2O+Hh4UycOBGAOXPmYLVaqaqqonv37jz44IPs2bOH3NxcunTpwp133glASEgIr7/++kXXHTVqFNOnTyc2NhaTycTdd99Nnz59PFKziIiIiIiI/DI1Dju7Etb9vLmGi+JVodgNF5EHixp0X64aOzOOlp8Xt5+tbtB1RERE5PLyeKMczr2A89+fzZs3B6Bly5ZYLBYcDgdeXl6YTCYAwsLCyMrKYsKECfTp0wdfX1+6devGO++8w8yZM6mtreXqq69m9uzZwLmjXaZNm0ZVVRXBwcGcPn0aALPZTIsWLbBYLNTW1tKlS5dGqFxERERERER+jtMVBqcxLnivRStf/MyWH81h8f3xH1XbDdcljfs3b78Lr2sJ8Cc44JLTeIyrxu7es/1sNafOOBp5RyIiIk2Dxxvl27ZtIy8vj5ycHBwOB3FxcURFRTFu3DgWLVpEWFgYqampZGVlMXz4cI4dO8bTTz+NzWar9wT4U089xSuvvEKXLl2YM2cOixcvJjU1FavVyp///Gf69u2LzWZj4sSJ5OTksGjRIioqKli5ciXfffcdI0aM4LPPPqv3clARERERERG58viZLfRcPfCi93clrKNz0oFLylW8KpQdHa9voJ01PZEHi7C2/Q3AuSfhz5xu5B2JiIg0DR5vlPfu3ZslS5ZgNps5duwYTqeTwsJCIiIiCAsLA8BqteJ0OgH46KOP6N+/P0FBQfXyrFmzBh8fH2prazl27Bhdu3YFYNiwYdx6660AdO3a1X3u+dq1a3nxxRfx8vLiuuuu480336Surk6NchEREREREREREZFfOY+/zBPAx8eH9PR04uPjiYqKoqysjICAAFJSUkhMTCQjI4PAwEAARo4cybBhwy6YY9++fURHR/PPf/6T+Ph4AIYOHeo+EMxrigAAIABJREFUtiU9PZ077rgDgH/9619s376d4cOHc++993L8+HG8vRulfBERERERERERERFpQhqtU5ycnIzNZqOkpATDMNi6dSupqamsWLGC6upqMjMzfzRH165d+eKLLxgzZgwpKSnueF1dHbNnz+brr79m8uTJADidTo4ePco777zD9OnTGT9+vPv8chERERERERERERH59fJ4o7y4uJjCwkIA/P39iYmJITMzkx49etChQwdMJhOxsbHk5+dfNIfdbmfDhg3u6yFDhrBv3z4AHA4H48eP55tvvmHJkiW0aNECgNatWxMfH4+XlxdhYWG0bduW//3f/72MlYqIiIiIiIiIiIjIlcDjjfLDhw9jtVoxDAPDMMjNzSUtLY3du3e7zxPfuHEj3bt3v2gOs9nM9OnTKSgoAM6dP37TTTcBMHv2bKqqqnjjjTfcTXKAfv36sWbNGgAOHTpESUkJnTp1ulxlioiIiIiIiIiIiMgVwuMv84yOjiY/P5+kpCRMJhMxMTEkJSURFBTEqFGjsNvthIeHM3HixIvmMJlMzJ07l2nTpuF0OmnTpg3PPfcc5eXlvPPOO1xzzTX1zjXPzs5m/PjxpKWluc8ynzFjRr1GuoiIiIiIiFyZahx2diWsu/h9w0XxqtBLymU3XEQeLGqgnTU9rho7M46WA2A/W93IuxEREWk6PN4oB3C5XO7P5s2bA9CyZUssFgsOhwMvLy/3Czn/75x/i4yMZMWKFezZs4d77rmHtm3bAvDJJ5+QkJBAx44dgXNHrgBUVlbyySefuONLly6lX79+l69IERERERERoUUrX/zMlsbexgXZDRcW3/o/tP6/11cSZ3UN5VW1Pz7wtHH5NyMiInKF8XijfNu2beTl5ZGTk4PD4SAuLo6oqCjGjRvHokWLCAsLIzU1laysLIYPH86xY8d4+umnsdls9OnTp16u6upqnn32WWpr//MfAgUFBQwePJi0tLR6Yy8WFxERERERkcvHz2yh5+qBjbqHXQnr6Jx04Lx48apQdnS83vMbukwiDxbBpTTKRURE5Dwe/6fy3r17s2TJEsxmMydOnMDpdFJYWEhERARhYWEAWK1WBgwYAMBHH31E//79iY2NPS/XrFmzeOihh+rFvvnmG4qKikhMTOTBBx90v+TzYnERERERERERERER+XVrlN+U+fj4kJ6eTnx8PFFRUZSVlREQEEBKSgqJiYlkZGQQGBgIwMiRI+udN/5vubm51NTUMGjQoHpxi8XCkCFDWLlyJY8++iiPP/44hmFcNC4iIiIiIiIiIiIiv26NdvhacnIyNpuNkpISDMNg69atpKamsmLFCqqrq8nMzLzo3LKyMl555RWmTp163r1x48YxfPhwvL29iY6OJiAggP379180LiIiIiIiIiIiIiK/bh5vlBcXF1NYWAiAv78/MTExZGZm0qNHDzp06IDJZCI2Npb8/PyL5ti0aRMnT57k/vvvJzExEYDExESqqqp4++23qaiocI+tq6vDbDZfNC4iIiIiIiIiIiIiv24eb5QfPnwYq9WKYRgYhkFubi5paWns3r2bkpISADZu3Ej37t0vmmPYsGFs2LCB7OxssrOzAcjOzqZ58+Zs376drKws4NyLQ10uF9dee+1F4yIiIiIiIiIiIiLy6+bxR6qjo6PJz88nKSkJk8lETEwMSUlJBAUFMWrUKOx2O+Hh4UycOPFn5Z8yZQqTJk0iOzsbi8XCSy+9hLe390XjIiIiIiIicvnUOOzsSljXuHswXBSvCj0vbjdcRB4s8vyGLhNndU1jb0FEROSK1Shnj7hcLvdn8+bNAWjZsiUWiwWHw4GXlxcmk6nenEGDBpGWlsbQoUMBOHXqFOPHj+fQoUNERkZSVlZGcHAwbdq04c0336SqqoqkpCQqKysBaN26NR07dqSsrIyamhry8vIICwvzYNUiIiIiIiK/PqcrDE5jeGStFq188TNbfnSc3XBh8fXG4uuZh6ec1TWUV9V6ZC0RERH5eTzeKN+2bRt5eXnk5OTgcDiIi4sjKiqKcePGsWjRIsLCwkhNTSUrK4vhw4cDcPz4cWbPnl0vz7x584iMjCQzM5NVq1bx3HPPMW/ePPf9Z599llOnTrmvV6xYwcmTJ8nJyaGmpoa7776bXr16/eARLyIiIiIiInLl8DNb6Ll64HnxXQnr6Jx0wH1dvCqUHR2v99i+Ig8WgRrlIiIiTZrHzx7p3bs3S5YswWw2c+LECZxOJ4WFhURERLif8LZarQwYMMA9x2q1Mnbs2Hp5Nm3axODBgwFISEjgs88+o7b23H94rFmzhmbNmtG1a1f3+Ouuu47HH38cb29vAgIC6NChg/tMdBERERERERERERH59WqUQ7p9fHxIT08nPj6eqKgoysrKCAgIICUlhcTERDIyMggMDARgyZIldOvWjR49etTLUVpaSnBwMABms5nmzZtTXl7OkSNH+Pvf/86ECRPqjY+IiOD66889MfDll1+Sn59Pr169PFCtiIiIiIiIiIiIiDRljfY2y+TkZGw2GyUlJRiGwdatW0lNTWXFihVUV1eTmZlJUVER69evZ8yYMT+ar66uDjj3Ms+pU6fi5+d3wXHbt28nOTmZOXPm0LJlywatSURERERERERERESuPB5vlBcXF1NYWAiAv78/MTExZGZm0qNHDzp06IDJZCI2Npb8/Hw+/vhjysrKuOuuu3jssccoLS11n1seEhLC8ePHAXA4HJw5c4aKigr279/PlClTSExMpKCgAKvVSl5eHgDr16/niSee4KWXXuKWW27xdOkiIiIiIiIiIiIi0gR5vFF++PBhrFYrhmFgGAa5ubmkpaWxe/du95nhGzdupHv37iQnJ7Nu3Tqys7PJzMwkJCSEZcuWARAdHc2qVauAc2eSR0ZGEhYWxubNm8nOziY7O5sbbriBGTNm0KdPH/Lz83nmmWd44403uPnmmz1dtoiIiIiIiIiIiIg0UWZPLxgdHU1+fj5JSUmYTCZiYmJISkoiKCiIUaNGYbfbCQ8PZ+LEiT+Y54knnmDSpEnEx8fTokUL5syZ84PjX3nlFZxOZ728ycnJ9O/fv0HqEhERERERkcZV47CzK2Hd+XHDRfGqUPe13XARebDIY/tyVtd4bC0RERH5eTzeKAdwuVzuz+bNmwPQsmVLLBYLDocDLy8vTCZTvTnfffddveugoCBeffVVPvjgA3bu3Mk111wDwPfff09CQgIdO3YEIDMzk5tvvpnp06czYcIEysvLsVgspKWlER4efrlLFRERERERkQto0coXP7OlUda2+P70H1fbDdfPmgdg8vcj2P/C79G6Ujirayivqm3sbYiIiFw2Hm+Ub9u2jby8PHJycnA4HMTFxREVFcW4ceNYtGgRYWFhpKamkpWV5T6P/Pjx48yePbteHrvdTkZGBu+88w4DBw50xwsKChg8eDBpaWn1xs+dO5eBAwdy33338dlnnzF9+nTee++9y1+wiIiIiIiInMfPbKHn6oE/PrAB7EpYR+ekA78oR/GqUHZ0vL5hNnQFijxYBGqUi4jIfzGPn1Heu3dvlixZgtls5sSJEzidTgoLC4mIiCAsLAwAq9XKgAED3HOsVitjx46tl2f79u24XC6efPLJevFvvvmGoqIiEhMTefDBB9m3bx8Azz33HPfeey9w7pz0wMDAy1mmiIiIiIiIiIiIiFwhPN4oB/Dx8SE9PZ34+HiioqIoKysjICCAlJQUEhMTycjIcDeylyxZQrdu3ejRo0e9HH/84x+ZMGECfn71f75msVgYMmQIK1eu5NFHH+Xxxx/HMAy8vb3x9vZm0KBBPP/88zzwwAMeq1dEREREREREREREmq5GaZTDuRdp2mw2SkpKMAyDrVu3kpqayooVK6iuriYzM5OioiLWr1/PmDFjLjnvuHHjGD58ON7e3kRHRxMQEMD+/fvd9z/++GOWL1/OhAkTOHny5OUoTURERERERERERESuIB5vlBcXF1NYWAiAv78/MTExZGZm0qNHDzp06IDJZCI2Npb8/Hw+/vhjysrKuOuuu3jssccoLS11n1t+MW+//TYVFRXu67q6OsxmM5s2beLMmTMAhIeH0759ew4dOnT5ChURERERERERERGRK4LHG+WHDx/GarViGAaGYZCbm0taWhq7d++mpKQEgI0bN9K9e3eSk5NZt24d2dnZZGZmEhISwrJly34w//bt28nKygLOvTjU5XJx7bXXsnLlSpYvXw7Ad999x/Hjx7n22msvb7EiIiIiIiIiIiIi0uSZPb1gdHQ0+fn5JCUlYTKZiImJISkpiaCgIEaNGoXdbic8PJyJEyf+rPxTpkxh0qRJZGdnY7FYeOmll/D29mby5MlMnjyZlStXuuPNmjVr4OpERERERETkUtQ47OxKWOeZtQwXxatCf1EOu+Ei8mBRw2zoCuSsrmnsLYiIiFxWHm+UA7hcLvdn8+bNAWjZsiUWiwWHw4GXlxcmk6nenO+++67e9YEDB7BarVRWVhIUFMT//u//0qlTJ0JCQoiMjOSTTz6hqqqKvXv3EhYWRuvWrbnmmms4duwYZ8+epaCggMjISM8ULCIiIiIiIvWcrjA4jdGgOVu08sXPbLnk8XbDhcX30n5ofanjLoWzuobyqtoGyyciIiK/nMcb5du2bSMvL4+cnBwcDgdxcXFERUUxbtw4Fi1aRFhYGKmpqWRlZbnPIz9+/DizZ8+ul+epp55i2LBhDB06lK+++oq//OUvZGdnk5OTwxdffMHy5cuprKwkMTGR22+/nXXr1nHy5ElycnKoqanh7rvvplevXnTv3t3TX4GIiIiIiIhcBn5mCz1XDzwvvithHZ2TDpwXL14Vyo6O13tgZ/VFHiwCNcpFRESaFI+fUd67d2+WLFmC2WzmxIkTOJ1OCgsLiYiIICwsDACr1cqAAQPcc6xWK2PHjq2Xp7CwkEGDBgEQERFBaWkphw4dYu3atYwYMQJfX1+Cg4NZtmwZfn5+XHfddTz++ON4e3sTEBBAhw4d3Geii4iIiIiIiIiIiMivl8cb5QA+Pj6kp6cTHx9PVFQUZWVlBAQEkJKSQmJiIhkZGQQGBgKwZMkSunXrRo8ePerl6NatG//4xz8AsNlsnDx5krKyMv71r39RXFzMgw8+yJ133smePXvw9fUlIiKC668/96TAl19+SX5+Pr169fJs4SIiIiIiIiIiIiLS5DRKoxwgOTkZm81GSUkJhmGwdetWUlNTWbFiBdXV1WRmZlJUVMT69esZM2bMefNnzZrF+vXrGTJkCJ9//jlhYWH4+PjgdDrZt28fixcvZuHChbzwwgscOHDAPW/79u0kJyczZ84cWrZs6cGKRURERERERERERKQp8vgZ5cXFxRiGQXh4OP7+/sTExDB79mxuueUWOnToAEBsbCxLly6lrq6OsrIy7rrrLmprayktLWX48OEsW7YMh8PBggUL8PX1pba2lvfff59rrrmG1q1bM2jQIHx8fGjXrh09evRgz549hIaGsn79ep555hnmzp3LzTff7OnSRURERERERERERKQJ8vgT5YcPH8ZqtWIYBoZhkJubS1paGrt373afGb5x40a6d+9OcnIy69atIzs7m8zMTEJCQli2bBkAc+fOJTc3F4CsrCxuvPFGWrVqRb9+/Vi7di11dXVUVFSQn59PeHg4+fn5PPPMM7zxxhtqkouIiIiIiIiIiIiIm8efKI+OjiY/P5+kpCRMJhMxMTEkJSURFBTEqFGjsNvthIeHM3HixB/MM378eCZOnMj8+fNp06YNzz//PAAPP/wwL774IgkJCTidTsaMGUOnTp0YPXo0TqezXt7k5GT69+9/WesVERERERERz6hx2NmVsO78uOGieFXoeXG74SLyYJEHdlafs7rG42uKiIjID/N4oxzA5XK5P5s3bw5Ay5YtsVgsOBwOvLy8MJlM9eZ899139a7r6uowm814e3tTW1vL2bNnATCbzbRs2RIfHx8cDgc+Pj4AzJ8/n+nTp/Pll1/i5eXFY489pia5iIiIiIjIf4kWrXzxM1t+0hyL78V/ZG03XD94/5cw+fsR7O93WXL/GFeNHW+/+t+T/Ww1p844GmU/IiIiTYXHG+Xbtm0jLy+PnJwcHA4HcXFxREVFMW7cOBYtWkRYWBipqalkZWUxfPhwAI4fP87s2bPr5XnqqacYNmwYQ4cO5auvvuIvf/kL2dnZ5OTk8MUXX7B8+XIqKytJTEzk9ttvJzc3l6qqKlavXk15eTmxsbH069fP3agXERERERGRK5ef2ULP1QMveG9Xwjo6Jx34SfmKV4Wyo+P1DbCzpiXyYBHWtr+pF5txtBzOnG6kHYmIiDQNHj+jvHfv3ixZsgSz2cyJEydwOp0UFhYSERFBWFgYAFarlQEDBrjnWK1Wxo4dWy9PYWEhgwYNAiAiIoLS0lIOHTrE2rVrGTFiBL6+vgQHB7Ns2TL8/Py48847eeGFFwAoLS3Fx8fH/bS5iIiIiIiIiIiIiPx6ebxRDuDj40N6ejrx8fFERUVRVlZGQEAAKSkpJCYmkpGRQWBgIABLliyhW7du9OjRo16Obt268Y9//AMAm83GyZMnKSsr41//+hfFxcU8+OCD3HnnnezZswdfX1/g3LEsU6ZM4e677+aee+7BYvlpP8sTERERERERERERkf8+jdIoh3Mv0rTZbJSUlGAYBlu3biU1NZUVK1ZQXV1NZmYmRUVFrF+/njFjxpw3f9asWaxfv54hQ4bw+eefExYWho+PD06nk3379rF48WIWLlzICy+8wIEDB9zznnvuObZs2cL69evZunWrBysWERERERERERERkabI42eUFxcXYxgG4eHh+Pv7ExMTw+zZs7nlllvo0KEDALGxsSxdupS6ujrKysq46667qK2tpbS0lOHDh7Ns2TIcDgcLFizA19eX2tpa3n//fa655hpat27NoEGD8PHxoV27dvTo0YM9e/ZQVVVF8+bNCQ0NpVWrVtx6663s27ePP/7xj57+CkRERERERERERESkCfH4E+WHDx/GarViGAaGYZCbm0taWhq7d++mpKQEgI0bN9K9e3eSk5NZt24d2dnZZGZmEhISwrJlywCYO3cuubm5AGRlZXHjjTfSqlUr+vXrx9q1a6mrq6OiooL8/HzCw8P5+uuvefHFF3G5XFRVVbF161ZuuukmT5cvIiIiIiIiIiIiIk2Mx58oj46OJj8/n6SkJEwmEzExMSQlJREUFMSoUaOw2+2Eh4czceLEH8wzfvx4Jk6cyPz582nTpg3PP/88AA8//DAvvvgiCQkJOJ1OxowZQ6dOnejYsSP79u1j8ODBeHt7c//999OzZ09PlCwiIiIiIiKXWY3Dzq6EdRe+Z7goXhX6k/LZDReRB4saYGdNi6vGzoyj5fVi9rPVjbQbERGRpsPjjXIAl8vl/mzevDkALVu2xGKx4HA48PLywmQyATB//nw+/PBDAgMDadGiBe+88w73338/v/3tb3nvvfeYMGECffr0oU2bNsC5F4VOnjyZPXv2cM899zBs2DAATCYTaWlpfP7552RmZvI///M/jVC5iIiIiIiI/JAWrXzxM1saextYfC/+A2y74frB+02Zt9/5360lwJ/ggPoxV4293lj72WpOnXFc7u2JiIg0Go83yrdt20ZeXh45OTk4HA7i4uKIiopi3LhxLFq0iLCwMFJTU8nKymL48OEUFBTw8ssvn/f097Fjx3j66aex2Wz06dOn3r3q6mqeffZZamtr3TGXy8Vbb73Fa6+9xvXXX++RWkVEREREROSn8TNb6Ll6YIPm3JWwjs5JBxosX/GqUHZ0/O/+/8rIg0VY2/7GfT3jaDmcOd2IOxIREbm8PP5P4L1792bJkiWYzWZOnDiB0+mksLCQiIgIwsLCALBarQwYMACAgoICXnvtNQYPHkxaWhp2ux2Ajz76iP79+xMbG3veGrNmzeKhhx6qFysuLqa4uJhnn332MlcoIiIiIiIiIiIiIleSRvmtmI+PD+np6cTHxxMVFUVZWRkBAQGkpKSQmJhIRkYGgYGBnDlzhvDwcJ588klWrlzJqVOnWLhwIQAjR450H6vy/8vNzaWmpoZBgwbVi1933XU899xztGzZ0iM1ioiIiIiIiIiIiMiVodEOVUtOTsZms1FSUoJhGGzdupXU1FRWrFhBdXU1mZmZNGvWjNdff53OnTtjNpsZMWIEmzdvvmjOsrIyXnnlFaZOnerBSkRERERERERERETkSubxRnlxcTGFhYUA+Pv7ExMTQ2ZmJj169KBDhw6YTCZiY2PJz8/nyJEjZGVluefW1dVhNl/8WPVNmzZx8uRJ7r//fhITEwFITEykqqrq8hYlIiIiIiIiIiIiIlcsjzfKDx8+jNVqxTAMDMMgNzeXtLQ0du/eTUlJCQAbN26ke/fu+Pn58eKLL3Lo0CHq6up455133GeXX8iwYcPYsGED2dnZZGdnA5CdnU3z5s09UpuIiIiIiIiIiIiIXHku/nj2ZRIdHU1+fj5JSUmYTCZiYmJISkoiKCiIUaNGYbfbCQ8PZ+LEifj7+5OWlsbo0aOpra3lpptu4pFHHvH0lkVERERERMRDahx2diWsa9ichoviVaENls9uuIg8WNRg+ZoiV42dGUfL3df2s9WNuBsREZHLz+ONcgCXy+X+/PfT3i1btsRiseBwOPDy8sJkMgHw7bffcubMGQIDA9mzZw8ffPAB999/P5s3b2bOnDkA1NbWMnDgQJo1a+Ze4+jRo7Rs2ZLDhw9zzTXXuOO///3vMQyDFStWMHToUE+VLCIiIiIiIpfgdIXBaQxatPLFz2xp8Px2w4XF95f9uPqXzr8QV40db7/69drPVnPqjKPB17pkp43GW1tERMTDPN4o37ZtG3l5eeTk5OBwOIiLiyMqKopx48axaNEiwsLCSE1NJSsri+HDh1NQUMDLL79Mz5493TlOnTrFpEmTePvtt+nSpQuvv/46c+fOxWq1Auca8FOmTKG2tva89RcsWMCBAwc8Va6IiIiIiIj8DH5mCz1XD2yQXLsS1tE56QAAxatC2dHx+gbJ25AiDxZhbfuberEZR8vhzOlG2pGIiMivi8fPKO/duzdLlizBbDZz4sQJnE4nhYWFREREEBYWBoDVanWfRV5QUMBrr73G4MGDSUtLw263c+DAAdq3b0+XLl0A6NevHxs2bHCvsWjRIv7whz/QqlWremt/+eWX7N27l379+nmoWhERERERERERERFp6jzeKAfw8fEhPT2d+Ph4oqKiKCsrIyAggJSUFBITE8nIyCAwMJAzZ84QHh7Ok08+ycqVKzl16hQLFy4kNDSUo0ePsnfvXgDWrl3L8ePHgXON9by8vPPOMq+qquL555/n2Wef9Xi9IiIiIiIiIiIiItJ0NUqjHCA5ORmbzUZJSQmGYbB161ZSU1NZsWIF1dXVZGZm0qxZM15//XU6d+6M2WxmxIgRbN68mcDAQGbPns3UqVO56667CAkJwcfHh+rqaqZPn86MGTPw9q5f2vTp0/nzn/9M69atG6liEREREREREREREWmKPH5GeXFxMYZhEB4ejr+/PzExMcyePZtbbrmFDh06ABAbG8vSpUs5cuQIX3zxBXfffTcAdXV1mM1mnE4nbdu25YMPPgAgPz+fDh06sGPHDk6cOMHo0aMBKC0t5bHHHuPll1/GZrNRVFRERkYGJSUl5OXlYTabGTJkiKe/AhERERERERERERFpQjz+RPnhw4exWq0YhoFhGOTm5pKWlsbu3bspKSkBYOPGjXTv3h0/Pz9efPFFDh06RF1dHe+88w4DBgzAy8uLESNGcOzYMerq6njrrbeIi4vj1ltv5dNPPyU7O5vs7GxCQkLIzMwkLCyMrVu3uuO33347ycnJapKLiIiIiIiIiIiIiOefKI+OjiY/P5+kpCRMJhMxMTEkJSURFBTEqFGjsNvthIeHM3HiRPz9/UlLS2P06NHU1tZy00038cgjj+Dt7U1aWhojR47EMAyioqJ49NFHPV2KiIiIiIiIXCY1Dju7EtY1TC7DRfGqUADshovIg0UNkrchuWrszDhaXi9mP1vdSLsRERH59fF4oxxg3LhxjBs3jtmzZ/P9998D0LdvX/r27cuECRPo06cP/v7+AJw9e5aTJ09y1VVXsWfPHhYsWEBKSgoVFRVUVFRw1VVXsWvXLubPn09KSgo7duxg5syZ1NbWcv3119OiRQsAvvvuO6xWK2fPnqVly5bcfPPNjVG6iIiIiIiIXILTFQanMS56v3mQD/4+fj85r8X3l/2w2m64fnGOC/H2s5wXswT4ExzQsOu4auwXXOv/sp+t5tQZR8MuLiIi0oQ1SqMcwGazsXLlSvr27QvAsWPHePrpp7HZbPTp08c9rqCggEmTJpGQkFBv/sXiTz31FK+88gpdunRhzpw5LF68mNTUVKZPn86YMWO47bbbePfdd3n55Zd56aWXLnudIiIiIiIi0vD8ffzouXrgJY3dlbCOzkkHGmTd4lWh7Oh4fYPkagyRB4uwtv3Nj46bcbQczpz2wI5ERESahkZplJ88eZK5c+cyatQo9u7dC8BHH31E//79CQoKqjf2m2++4cCBA7z22mt07dqVqVOn0rJly4vG16xZg4+PD7W1tRw7doyuXbsC8Oabb2I2m3G5XBw5coTAwECP1y0iIiIiIiIiIiIiTY/HX+YJMG3aNFJSUuo1q0eOHMmwYcPOGxscHMyYMWPIycmhXbt2pKWl/WDcx8eHffv2ER0dzT//+U/i4+MBMJvNnDp1yv1E+T333OOBSkVERERERERERESkqfN4o/yDDz6gXbt2REVFXdL4BQsW8Pvf/x4vLy9GjhzJli1bfjAO0LVrV7744gvGjBlDSkqKOx4YGMjWrVt5+eWXGT16NE6ns2GLExEREREREREREZErjsfv/k9MAAAgAElEQVQb5WvWrOHzzz8nMTGR9PR0Pv30U2bOnHnBsadPn+att95yX9fV1WEymS4at9vtbNiwwR0fMmQI+/btc69bV1cHwG233UZNTQ2VlZUNX6CIiIiIiIiIiIiIXFE8fkb5m2++6f57xYoVbNu2jcmTJ19wbEBAAIsWLaJnz5706NGDpUuXMmDAgIvGzWYz06dPp23bttxwww2sXbuWm266CYA33ngDs9lMTEwMeXl5tGrVit/85sdfYCIiIiIiIiIiIiIi/90a5WWel8pkMjFv3jyeeeYZampqCA0N5YUXXvjB+Ny5c5k2bRpOp5M2bdrw3HPPATBr1iymTp3KggULaNGiBenp6Y1cnYiIiIiIiPxc1bU17EpYd0ljawwXxatCG2Rdu+Ei8mBRg+RqDK4aOzOOlv/oOPvZag/sRkREpOlo1Eb5t99+e17M5XLVu+7YsSPBwcGUlpZSUVFBZWUlLVq0oHXr1jRr1gyHw0FVVRXHjx+nRYsWhIeH06FDB/bv309JSQk7d+4kPj6eLl268O6773Ls2DHuuusurrvuOk+VKSIiIiIiIg2s6mQtVdQC0KKVL35my2VZx264sPj+59TS///vK5G333++J2d1DeVVtY24GxERkaaj0RrlNpuNlStX0rdvXwCOHTvG008/jc1mo0+fPu5xEyZMYODAgdx33328++67zJkzh3nz5vHUU08xbNgwhg4dyldffcVf/vIXsrOzyczMpH379vztb3/jxIkTJCYmcvPNN9O6dWs2b97MzJkzKSsra6SqRUREREREpKH5mS30XD3wovd3Jayjc9KBn5W7eFUoOzpe/zN31rRFHiwCNcpFRESARmqUnzx5krlz5zJq1Cj27t0LwEcffUT//v0JCgpyjysvL2fv3r3uc83vuusuoqKiACgsLGTQoEEAREREUFpayqFDh+jduzedOnUC4KqrriIoKIjjx4/TunVrsrKyyMjIYPDgwZ4sV0RERERERERERESasEZplE+bNo2UlBRKSkrcsZEjRwKwc+dOd+zQoUO0b9+eWbNmsWPHDoKDg5k6dSoA3bp14x//+AfDhg3DZrNx8uRJysrKuOWWW9zz16xZg2EYdOnSBYCMjAxPlCciIiIiIiIiIiIiVxCPH672wQcf0K5dO/eT4T/E4XCwZ88e+vTpw4cffkj//v2ZNGkScO7lnOvXr2fIkCF8/vnnhIWF4ePj4567du1aZs6cSXp6OmZzk35nqYiIiIiIiIiIiIg0Io93kNesWUNZWRmJiYlUVlZy9uxZZs6cyeTJk88bGxwcTLNmzejXrx8ACQkJzJgxAzjXRF+wYAG+vr7U1tby/vvvc8011wDw9ttvs3jxYhYvXkzXrl09V5yIiIiIiIiIiIiIXHE83ij/93njACtWrGDbtm0XbJIDdOzYkbZt27J582aio6PZuHEj3bt3B2Du3LnExcURGxtLVlYWN954I61atWLDhg289dZbvPvuu7Rr184jNYmIiIiIiIiIiIjIlavJn0mSkZHB008/zYsvvkjz5s2ZNWsWAOPHj2fixInMnz+fNm3a8PzzzwOQnp6O3W5n1KhR7hwzZszgxhtvbJT9i4iIiIiIyOVV47CzK2Hdxe8bLopXhf6s3HbDReTBop+5s6bNWV3T2FsQERFpMhq1Uf7tt9+eF3O5XO6/T5w4QUpKCgAmk4nS0lLuvPNOdu3aRatWrQgMDKSyshK73Y6397nj1rOyspgyZQoFBQX4+fkxZ84cOnfu7M65b98+98s9RUREREREpGG0aOWLn9nS2Nu4KLvhwuL701/T9XPmNBXO6hrKq2obexsiIiJXhEZrlNtsNlauXEnfvn0BOHbsGE8//TQ2m40+ffoAcNVVV5GdnQ2ca6A/9NBD7sb5vHnziIyMJDMzk1WrVvHcc88xb9483n77bfz9/Vm7di3bt2/nqaeeYvny5QCsWrWKl156qd5LP0VEREREROSX8zNb6Ll6YGNv44L+/bT5jo7XN/JOPCvyYBGoUS4iInJJGuWfxk+ePMncuXPrHY/y0Ucf0b9/f2JjYy8458MPP8Tf35/BgwcDsGnTJvffCQkJfPbZZ9TW1rJp0yaGDBkCQK9evSgvL+fIkSOcPn2a3NxcXn755ctcnYiIiIiIiIiIiIhcSRrlifJp06aRkpJCSUmJOzZy5EgAdu7ced54p9PJq6++ysKFC92x0tJSgoODATCbzTRv3pzy8vJ6cYDg4GCOHj1K+/btycjI4PDhw5erLBERERERERERERG5Ann8ifIPPviAdu3aERUVdclztmzZQmhoKF27dr3omLq6Ory9vamrq8PLy+u8uIiIiIiIiIiIiIjIhXj8ifI1a9ZQVlZGYmIilZWVnD17lpkzZzJ58uSLztmwYQNxcXH1YiEhIRw/fpy2bdvicDg4c+YMQUFBtGnThtLSUjp27AjA8ePHCQkJuaw1iYiIiIiIiIiIiMiVy+OPWr/55pusXr2a7OxskpOTuf3223+wSQ7w1VdfERkZWS8WHR3NqlWrgHPN98jISHx8fIiOjna/AHTHjh1YLBbat29/eYoRERERERERERERkSteo5xR/lMdOnSItm3b1os98cQTTJo0ifj4eFq0aMGcOXMAeOCBB5g2bRrx8fH4+vrywgsvNMaWRUREREREflVqHHZ2Jaxr7G1cUI3hwguIPFjU2FvxKGd1TWNvQURE5IrRqI3yb7/99ryYy+Vy/33ixAlGjBhBaGgo99xzD6dPn6aiooJdu3YxYsQInE4nZrOZiooKYmJi+OyzzwgMDMTlcrnz+Pn5AXDmzBkmTZrEgQMHCAwM5IsvvuAPf/iDZwoVERERERH5L3e6wuA0RqOs3aKVL35myw+Osfj+sh9U2w3XL87haSZ/P4L9/X5wjKvGjrffhb87+9lqTp1xXI6tiYiINDmN1ii32WysXLmSvn37AnDs2DGefvppbDYbffr0AeCqq65yH6Picrl46KGHSElJAWDFihXuXBMmTODOO++kdevWLF68GH9/f9auXcv27dt56qmnWL58OW+++Sa//e1vycjIoLi4mIceeoitW7d6tmgRERERERFpcH5mCz1XD7zo/V0J6+icdOAXrVG8KpQdHa//RTmaosiDRVjb/uaC92YcLYczpz28IxERkcbRKI3ykydPMnfuXEaNGsXevXsB+Oijj+jfvz9BQUEXnPPhhx/i7+/P4MGD68VtNht79+7l+eefB2DTpk088cQTAPTq1Yvy8nKOHDnC2LFjcTjO/Uv44cOHadmy5eUqT0RERERERERERESuII3SKJ82bRopKSmUlJS4YyNHjgRg586d5413Op28+uqrLFy48Lx76enppKSkYDKZACgtLSU4ONh9Pzg4mKNHj9K+fXvMZjOPPvooNpuNtLS0hi5LRERERERERERERK5AHj9g7YMPPqBdu3ZERUVd8pwtW7YQGhpK165d68W//fZbKioq6NevnztWV1eHl5dXvWtv7/+UuXjxYj755BP+9re/UVxc/AsqEREREREREREREZH/Bh5vlK9Zs4bPP/+cxMRE0tPT+fTTT5k5c+YPztmwYQNxcXGXFG/Tpg2lpaXu6+PHjxMSEsK2bdvc8auvvpqePXte8GWiIiIiIiIiIiIiIvLr4vFG+Ztvvsnq1avJzs4mOTmZ22+/ncmTJ//gnK+++orIyMhLikdHR7tfALpjxw4sFgvt27dn06ZNZGZmAueOZykoKODGG29soKpERERERERERERE5ErVKGeU/1SHDh2ibdu2F4y3adOmXuyBBx5g2rRpxMfH4+vrywsvvADAmDFjmDJlCoMHD8ZkMjF58mSuvvpqj+xfRERERERELp8ah51dCesuft9wUbwq9BetYTdcRB4s+kU5miJXjZ0ZR8sveM9+ttrDuxEREWk8jdYonz17NhUVFcyaNcsdmzBhAn369GHo0KEAHD58mIkTJxIaGsrIkSOZNWsWV199NYZhMGXKFOrq6hg/fjxz5syhc+fOALz00ksUFBTg5eXFo48+Svfu3YFzZ5N/++23eHl5MXToUO644w7PFy0iIiIiIiI/WYtWvviZLZctv91wYfH94R9c/9j9pshVY8fb7z/fm/1sNafOOM4feNrw4K5ERESapv/H3v2HRV3m+x9/8mMGBkFbA6U6iuWGKLnmwUr2i5hWqEGgbGyrHNLM3Uj6sbVaBiIq2RKZ/TCPe7hycyO3zWDHEdPDrvzIJS1kLckldYM1szTx4CSTwwAz8/3Dq9nDcdstV2em9fW4rq783HPf78/7XV6jvOee++OTRvmuXbswm83ceOONAHz22WcUFRWxa9cuxo8f75n33HPPkZqayqxZsygvL+eZZ55h5cqVlJeXYzKZ2LZtG7t37+axxx5j48aN7Nq1i+bmZjZv3szJkyeZNm0aN910E++//z5vv/02mzdvpre3l1tvvZWJEydy1VVX+aJ8ERERERER+QZCg0MYu2XKOa9/N62a4dMPfeXrrZuG0TQ09pzj+6txhw+yOHqg5/rxYx3wRacPMxIREfFfXv9I3Gq18swzz5Cbm+sZq6qq4qabbmLatGl95rpcLmw2GwB2u53Q0FAA6uvrSU9PB+C6666jo6ODTz/9FKfTicPhoLe3F7vdjtFoBOD666/n5ZdfJjg4mP/5n//B6XQSFhbmjXJFRERERERERERExM95fUf5kiVLeOihhzh69KhnbN68eQD88Y9/7DP3wQcf5Ec/+hHl5eX09PTw2muvAWcexhkVFeWZFxUVxbFjx0hKSmLjxo0kJydz+vRpFixYgMlkAsBgMPD888/zy1/+kqlTp551trmIiIiIiIiIiIiIXJy8uqP89ddf57LLLiMxMfFrzX/00UdZvnw5f/jDH1i2bBn33Xcfbrcbt9tNQECAZ57b7SYwMJDXXnuNoKAgGhoaqK2t5Te/+Q3vvfeeZ94DDzzArl27OHr0KBs3bjzv9YmIiIiIiIiIiIjIt49XG+Vbt27lrbfeIiMjg+eff57a2lqeeOKJvzm3o6ODtrY2z0M3p0yZQnt7OydPnmTw4MEcP37cM/fEiRMMGjSImpoa0tPTMRgMREVFceONN9LU1ERraysffPABACaTiZSUFA4cOHDhCxYRERERERERERERv+fVRvlLL73Eli1bsFgsPPDAA0yePJn8/Py/Ofc73/kOISEhNDU1AWeOZenXrx8DBw5k4sSJWCwWAJqamggJCeHyyy8nLi6O7du3A3D69GnefvttrrnmGo4cOcLixYvp7u6mu7ubmpoaEhISvFO0iIiIiIiIiIiIiPg1r59R/nUFBATwwgsvUFxcTFdXF/369WP16tUA5OTksGTJElJTUzEajZSWlgKQm5vLsmXLmDZtGkFBQdx+++2MHz8egObmZqZPn05QUBApKSmkpqb6rDYRERERERH5+rp6HbybVn3u67tdtG4a9pWvO7pdjDt88Jzj+ytXl4PHj3V4rh2n7T7MRkRExL95dUf5//bnP//5rDGXy9XneuDAgRiNRgIDAzEYDAwYMACAzs5OPv/8cwICAjAajXR3dwMQGhpK//79cbvdBAUF0a9fP0+spKQkwsPDcblc/OUvf/GsEREREREREf/WebKb9vZOunodFyR+iPGrfzR2dLu+8jV/Fxga0uc6JMxEVFQEl0YYiYqKoH8/v907JyIi4nU++VNx165dmM1mbrzxRgA+++wzioqK2LVrl2cHOMBzzz1Hamoqs2bNory8nGeeeYaVK1dSUlLCqFGj+MUvfsHHH3/MXXfdxZYtW6iqqqK1tZXNmzfjcrnIzs5m5MiRDBs2jPvvv58XX3yRuLg4Hn74YSoqKpg1a5YvyhcREREREZFzEBocwtgtU77xunfTqhk+/dA53bN10zCahsae01p/Ne7wQRZHDzyz2/yLTl+nIyIi4he83ii3Wq0888wz5Obmsn//fgCqqqq46aabuOSSS/rMdblc2Gw2AOx2O6GhoQB88MEH3HPPPQAMGTKESy65hHfffZeWlhZuuukmjEYjADfccAM1NTXExcVx7bXXEhcXB8DixYtxOp1eqVdERERERERERERE/JvXj15ZsmQJDz30EP379/eMzZs3j6ysrLPmPvjgg6xfv54JEybwy1/+kh//+McAjBo1ijfeeAOAgwcP8uGHH3LixAlGjRpFTU0NdrudU6dO8dZbb3HixAk++ugjwsLCeOihh8jIyGD16tV97i8iIiIiIiIiIiIiFy+vNspff/11LrvsMhITE7/W/EcffZTly5fzhz/8gWXLlnHffffhdrt57LHH+Oijj7jtttt4+eWXueGGGzAYDPzgBz9g1KhR/PCHP+Thhx/m+9//PgaDAafTSUNDAw8//DC//e1vsdvtlJWVXeBqRUREREREREREROTbwKtHr2zdupX29nYyMjL4/PPPOX36NE888QT5+flnze3o6KCtrY2bb74ZgClTplBUVMTJkyc5ffo0xcXFhIeHA5CamsrQoUP5/PPPycnJYcGCBQAsW7aMmJgY+vXrx5gxYxgyZAgA06ZN45VXXvFS1SIiIiIiIiIiIiLiz7y6o/yll15iy5YtWCwWHnjgASZPnvw3m+QA3/nOdwgJCaGpqQmAP/7xj/Tr14+BAwfyyiuv8Jvf/AaAHTt24HQ6iYuL491332XJkiW43W6OHTvG9u3bufnmm0lKSuJPf/oTR48eBaCuro74+HjvFC0iIiIiIiIiIiIifs3rD/P8ugICAnjhhRcoLi6mq6uLfv36sXr1agB+8pOf8LOf/QyLxUK/fv144YUXCAwMZNKkSbz55pukpaUBZ85D/7d/+zcAli9fTm5uLg6Hg5EjR/Loo4/6rDYRERERERH55rp6HbybVv3N13W7aN007Jzu6eh2Me7wwXNa669cXQ4eP9aB47Td16mIiIj4jQC32+329k1zcnLo6OggOPhMn3758uWMGTMGm83Gj370I37xi194GtwAPT09zJs3j/nz53PDDTf0ifXII48wfvx4MjMz+4w/++yzBAUFcf/99wPQ2NjI/fffT3R0NHDmgaA///nPv3bO7e2d37jOqKiIc1onInI+6b1IRHxN70MiF0b4JQZMhtDzFs/R7SLE6NUvHXtNV7eLzs+/8HUaInIR09+HRLwrKiriG6/x+o5yt9vNoUOHqKur8zTKAfbu3cvixYs5dOhQn/ltbW3k5+fT0tLSZ/yzzz6jqKiIXbt2MX78eM94Z2cnP//5z3njjTeYN2+eZ3zfvn3MnTuXe+6558IUJiIiIiIi4kUmQyhjt0w5b/HeTatm+PRD5y2eP2ndNAy1p0REROTv8fp2gba2NgDmzp1Lenq656GaGzdupKioiEGDBvWZX1FRwbx58xgzZkyf8aqqKm666SamTZvWZ7ympoZhw4Zx11139Rl///33aWho4LbbbiM3N9dzXrmIiIiIiIiIiIiIXNy8vqP81KlTJCYmUlhYSE9PD3feeSdXXnklK1as+JvzH3nkEQB+9atf9Rn/crf4H//4xz7j06dPB/CcZ/6liIgIpk2bRkpKCq+++ioPPfSQ54GgIiIiIiIiIiIiInLx8nqjfOzYsYwdO9Zzffvtt/Pmm2/y//7f/7ug912+fLnn1zNnzuTpp5+ms7OTiIhvfl6NiIiIiIiIiIiIiPzr8PrRK01NTezatctz7Xa7+5xVfiG4XC7Wrl2L0+nsMx4UFHRB7ysiIiIiIiIiIiIi/s/rjfLOzk5KS0txOBzYbDbMZjO33HLLBb1nYGAgv//976murgZg06ZNjBkzhrCwsAt6XxERERERERERERHxf14/emXSpEns3buX6dOn43K5mDVrVp+jWC6UJ598ksLCQtasWcPAgQMpLS294PcUERERERG5UOw9XbybVn3e4jm6XbRuGnbe4vmTrm6Xr1MQERERP+f1RjmceQBnYGAgRqOR3/72t1x77bWMGTMGgClTpvDCCy9QUlLCBx98wKJFizzrFixYwIABA9iyZQtNTU088cQT9PT0YLVauemmmxgwYACtra0sWbIEm81GaGgoN998MyNHjiQmJoYhQ4awb98+bDYbp0+f9kXpIiIiIiIi54XN2oONHl+n4RUR3zESGhzyT8WIivrr86kc3S5CjF7/gvXf5OpyEBgaguO0nVNf9Po6HRERkYuW1xvlbrebQ4cOUVdXd9bZ5Lt27cJsNnPjjTcCMHLkSCwWCwB2u52srCyWLl0KwGOPPcbatWv57ne/y8qVK1m3bh0PP/wwixcv5p577uHGG29k165dPProo2zevJny8nJMJhPbtm1j9+7dPPbYY2zcuNGbpYuIiIiIiMg5CA0OYeyWKee8/t20aoZPP+S5bt00jKahsechs3/euMMHWRw9kMePdcAXnb5OR0RE5KLl9Y/Q29raAJg7dy7p6em88sorAFitVp555hlyc3P/5rr/+q//4rrrrmPcuHEAbN26le9+97v09PTw2Wef0b9/fwCysrKYMGECACNGjODo0aMA1NfXk56eDsB1111HR0cHn3766YUrVERERERERERERES+Fby+o/zUqVMkJiZSWFhIT08Pd955J1deeSWvvfYaDz30kKex/b91dnayceNGqqqqPGMGg4EDBw5w1113ERwczMMPPwxAZmamZ87zzz/PzTffDMDx48eJioryvBYVFcWxY8e4/PLLL1SpIiIiIiIiIiIiIvIt4PUd5WPHjqW0tJSIiAgGDhzI7bffzk9/+lMuu+wyEhMT/+aazZs3c/PNN3PppZf2GR8xYgQ7d+5k/vz5PPTQQ55xt9vNk08+yd69e8nPz/eMBQQE9JkTGOgfZ9KJiIiIiIiIiIiIiO94vVPc1NTErl27PNdut5trrrmGt956i4yMDJ5//nlqa2t54oknPHO2b9/Orbfe6rl2OBxs377dc52ens6BAwcA6O3tZcGCBbz//vu8/PLLRESceWDL4MGDOX78uGfNiRMnGDRo0AWrU0RERERERERERES+HbzeKO/s7KS0tBSHw4HNZsNsNvPAAw+wZcsWLBYLDzzwAJMnT+6zE/xPf/oTY8eO9cQIDg5m2bJl7Nu3D4Bt27bx7//+7wA8+eST2Gw2fvnLX3qa5AATJ070PBi0qamJkJAQHbsiIiIiIiIiIiIiIt4/o3zSpEns3buX6dOn43K5mDVrVp8m+P/V0dGBwWAgJCTEMxYUFMQzzzzDkiVLcDqdDB48mBUrVtDR0cGGDRv4t3/7N7KysjzzLRYLOTk5LFmyhNTUVIxGI6WlpRe0ThERERERETk/unodvJtWfe7ru120bhrmuXZ0uxh3+OB5yOyf5+py8PixDhyn7b5ORURE5KLm9UY5QFhYGC6XC6PRyOnTp/u8NnDgQBobGz3XBoOB+Ph4pk2bxsCBA3n22WeJiorie9/7HsOHD2ffvn20t7fzxRdfEB0dze7du1m0aBGHDh0iKCiIRx55BICQkBCuvvpqmpubcTgcNDY2Eh8f79W6RURERERE5JvrPNlNJ92e64jvGAkNDvk7K/6+EOO5fbna0e0657VfJTD0TB0hYSaiws5r6PPGae+iw9bj6zREREQuKK83ynfu3ElVVRWVlZWYTCby8vL43e9+R0pKCidOnODJJ5/sM//ZZ59l3LhxlJWVsWnTJlasWMGzzz5LeXk5JpOJbdu2sXv3bh577DE2btzISy+9RExMDKtXr6a1tZXZs2fT0NDARx99xK9//Wu2bt2Ky+UiNTWVyZMnExMT4+3/BCIiIiIiIvJPCA0OYeyWKV97/rtp1Qyffuifvm/rpmE0DY39p+N824w7fBDUKBcRkX9xXj+jvKWlhaSkJMLDwwkKCmLChAmeB3MuXryY++67r8/8+vp6brvtNgDS0tLYsWMHPT091NfXk56eDsB1111HR0cHn376Kffddx8//elPAThy5AgDBgwAwOVy0dPTg8PhoLu7G7fbTXCwTzbUi4iIiIiIiIiIiIgf8XqjPD4+noaGBqxWKw6Hg9raWk6cOMHLL7/MqFGjGDNmTJ/5x48fJyoqCjjzEM/w8HA6Ojr6jANERUVx7Ngxz7y7776be++9l7vuuguAK6+8krS0NCZPnsykSZNISUnhiiuu8FLVIiIiIiIiIiIiIuKvvL6lOjExkczMTHJycrjkkktITEyksbGR3/3ud6xfv97T7P4qbrebwMBA3G43AQEBZ41/ad26dXzyySf86Ec/YuzYsXzyySfs27ePHTt24Ha7+fGPf8zWrVu59dZbL1itIiIiIiIiIiIiIuL/vL6j3GazkZKSQlVVFeXl5RiNRr773e/S3t7OD37wA37yk59w/PhxZs2aBcCgQYM4ceIEAL29vXzxxRdccsklDB48mOPHj3vinjhxgkGDBtHY2OgZv+KKKxg7dix//vOfqaurY8qUKfTr14/w8HDS0tLYvXu3t8sXERERERERERERET/j9Ub5kSNHmD9/Pr29vXR2dlJRUcG0adOorq7GYrFQVlbGoEGD+PWvfw3AxIkT2bRpEwBbt25l3LhxGAwGJk6ciMViAaCpqYmQkBAuv/xy6uvrKSsrA84c27Jv3z5Gjx5NXFwcdXV1OJ1Oenp62LFjB6NHj/Z2+SIiIiIiIiIiIiLiZ7x+9EpcXBwpKSmkp6fjdDqZM2cOCQkJXzn/wQcfZNGiRaSmphIREcHKlSsByMnJYcmSJaSmpmI0GiktLQVg/vz5FBQUcNtttxEUFER+fj5XXHEFWVlZtLW1kZqaSnBwMBMnTmTGjBleqVlERERERETOn65eB++mVX/9+d0uWjcN+6fv6+h2Me7wwX86zreN097l6xREREQuOK83ygHy8vLIy8s7a7ysrIzKykr69evH2rVruffee+no6OCLL74gKCiIfv36ERERAUBISAhPPvkkLS0t/IZZ94QAACAASURBVPCHPyQ+Ph6A06dPY7PZCAwMJCAggH79+gEQEBBA//79CQ0NxW63c/XVV/c541xERERERES+HTpPdtNJ99eeHzGg33m5b4jxn/tStqPb9U/H8IUgUyhRplBfpyH/gpz2LjpsPb5OQ0QE8FGj/G/ZuXMnVVVVVFZWYjKZyMvLo7q6mlWrVlFQUEBycjIrV66krKyMhQsXAmC32ykuLqan569vqqWlpUyePJns7Gza2trIyclhx44dbNmyhZ07d7Jx40Y+//xzMjIymDx5Mv379/dVySIiIiIiIuIFocZAhk8/5Os0aN00jKahsb5OQ8RvjDt8ENQoFxE/4TeN8paWFpKSkggPDwdgwoQJmM1mwsLCSE5OBiA3N5dTp0551pSUlDB79mz27NnjGbvlllsYP348ADExMTgcDk6fPs22bduYO3cuRqORqKgofv3rXxMaqk/ERURERERERERERC52fvOdr/j4eBoaGrBarTgcDmpra6mrqyMyMpL8/HxmzJhBUVERYWFhANTU1NDV1cXUqVP7xJkyZQoDBgwAYN26dYwcOZKIiAg++ugjWltbufPOO5kxYwYtLS0YjUav1ykiIiIiIiIiIiIi/sVvdpQnJiaSmZlJTk4Ol1xyCYmJiTQ0NNDY2Mgrr7zC6NGjefbZZykpKeFnP/sZa9euZf369V8Zb/369bz22mu88sorADidTg4cOMC6des4ceIEM2fOZNSoUQwbNsw7BYqIiIiIiIiIiIiIX/KbHeU2m42UlBSqqqooLy/HaDQSGxtLTEwMo0ePBiAtLY3m5mbq6+uxWq1kZ2eTkZEBQEZGBjabDThzTvnrr7/Ohg0buOyyywCIjIxk6tSpGAwGLrvsMsaMGUNLS4tvihURERERERERERERv+E3jfIjR44wf/58ent76ezspKKigqVLl9LR0cH+/fsBqK2tJT4+nqysLLZv347FYsFisQBgsVgIDw9n/fr1vPPOO7z66qtER0d74k+aNIlt27bhdrs5efIkzc3NjBw50ie1ioiIiIiIiIiIiIj/8JujV+Li4khJSSE9PR2n08mcOXNISEhgzZo1LF68GLvdTnR0NKWlpV8Zw+12s2bNGsLDw8nJyfGMl5WVMWfOHJ566inS0tJwOp3Mnz+fK6+80huliYiIiIiIiA91dbto3TTM12ng6HYx7vBBX6ch4jec9i5fpyAi4uE3O8oBDAYDTqcTo9GI1WoFICIiApPJRFBQEADBwX17+y0tLRgMBgACAgJ44403uOqqqwAIDAxk0aJFDB48mOLiYt555x2Cg4MJCQlhyZIl/Pd//7cXqxMREREREZGLkaPbBUCI0a9+BBfxuSBTKFFREV/5z8Bwg69TFJGLiN/sKN+5cydVVVVUVlZiMpnIy8ujurqaVatWUVBQQHJyMitXrqSsrIyFCxcCYLfbKS4upqenxxOntLSUyZMnk52dTVtbGzk5OezYsYPly5d75lRUVLBt2zamTJni9TpFRERERETEu0KNgQyffshn92/dNIymobE+u7/It9W4wwfB1vOPJ4qInAd+0yhvaWkhKSmJ8PBwACZMmIDZbCYsLIzk5GQAcnNzOXXqlGdNSUkJs2fPZs+ePZ6xW265hfHjxwMQExODw+Hg9OnTREREAHDy5Emef/55Xn31VQICArxVnoiIiIiIiIiIiIj4Kb/53ld8fDwNDQ1YrVYcDge1tbXU1dURGRlJfn4+M2bMoKioiLCwMABqamro6upi6tSpfeJMmTKFAQMGALBu3TpGjhzpaZIDrF+/ntTUVK644grvFSciIiIiIiIiIiIifstvGuWJiYlkZmaSk5PDvHnzSEhIAKCxsZGZM2diNpsZMmQIJSUltLe3s3btWgoLC78y3vr163nttdf6PPzT5XJRWVnJ7NmzL3g9IiIiIiIiIiIiIvLt4DeNcpvNRkpKClVVVZSXl2M0GomNjSUmJobRo0cDkJaWRnNzM/X19VitVrKzs8nIyAAgIyMDm80GnDmn/PXXX2fDhg1cdtllnnu8++67DBs2jOjoaO8XKCIiIiIiIiIiIiJ+yW8a5UeOHGH+/Pn09vbS2dlJRUUFS5cupaOjg/379wNQW1tLfHw8WVlZbN++HYvFgsViAcBisRAeHs769et55513ePXVV89qiL/33nueneoiIiIiIiIiIiIiIuBHD/OMi4sjJSWF9PR0nE4nc+bMISEhgTVr1rB48WLsdjvR0dF9jlL5v9xuN2vWrCE8PJycnBzPeFlZGYMHD+bjjz9mxIgR3ihHRERERERE/ERXt4vWTcN8dn9Ht4txhw/67P4i31ZOe5evUxCRi4jf7CgHMBgMOJ1OjEYjVqsVgIiICEwmE0FBQQAEB/ft7be0tGAwGAAICAjgjTfe4KqrrgIgMDCQRYsWMXjwYACMRiOvvPIKaWlpbNmyxVtliYiIiIiIyEXE0e3qcx1i9KsfvUX8mtPeRXt7J+3tnXTYenydjohcRPxmR/nOnTupqqqisrISk8lEXl4e1dXVrFq1ioKCApKTk1m5ciVlZWUsXLgQALvdTnFxMT09f33jLC0tZfLkyWRnZ9PW1kZOTg47duygsbGR5uZmNm/ezMmTJ5k2bRo33XQTJpPJVyWLiIiIiIiIF4QaAxk+/ZDX7te6aRhNQ2O9dj+RfyXjDh8ENchFxAf8plHe0tJCUlIS4eHhAEyYMAGz2UxYWBjJyckA5ObmcurUKc+akpISZs+ezZ49ezxjt9xyC+PHjwcgJiYGh8PB6dOncTqdOBwOent7sdvtGI1GL1YnIiIiIiIiIiIiIv7Kb77/FR8fT0NDA1arFYfDQW1tLXV1dURGRpKfn8+MGTMoKioiLCwMgJqaGrq6upg6dWqfOFOmTGHAgAEArFu3jpEjRxIREUFSUhJDhgwhOTmZW2+9lZ/85CfaTS4iIiIiIiIiIiIi/tMoT0xMJDMzk5ycHObNm0dCQgIAjY2NzJw5E7PZzJAhQygpKaG9vZ21a9dSWFj4lfHWr1/Pa6+95nn452uvvUZQUBANDQ3U1tbym9/8hvfee88rtYmIiIiIiIiIiIiI//KbRrnNZiMlJYWqqirKy8sxGo3ExsYSExPD6NGjAUhLS6O5uZn6+nqsVivZ2dlkZGQAkJGRgc1mA86cU/7666+zYcMGLrvsMuDMDvT09HQMBgNRUVHceOONNDU1+aZYEREREREREREREfEbftMoP3LkCPPnz6e3t5fOzk4qKipYunQpHR0d7N+/H4Da2lri4+PJyspi+/btWCwWLBYLABaLhfDwcNavX88777zDq6++SnR0tCd+XFwc27dvB+D06dO8/fbbXHPNNd4vVERERERERERERET8SoDb7Xb7OokvrVmzhjfeeAOn08mcOXOYOXMme/fupbi4GLvdTnR0NKWlpVx66aV91o0YMYIDBw7gdru5/vrrCQ8Pp3///p7Xy8rKiIiIYNmyZTQ3NxMUFMTtt9/OnDlzvnZu7e2d37ieqKiIc1onInI+6b1IRHxN70Mi4msRA/oRavTePjFHt4sQL95P5F+J095Fh63H12mcd/r7kIh3RUVFfOM1wRcgj3NmMBhwOp0YjUasVisAERERmEwmuru7AQgO7ptyS0sLBoMBgICAAHbv3g2cOcpl+vTprFixgsGDBwNnGup79+6lp6eHyy+/3FtliYiIiIiIyEXkXJvkarDLxeRftSEuIt9eftMo37lzJ1VVVVRWVmIymcjLy6O6uppVq1ZRUFBAcnIyK1eupKysjIULFwJgt9spLi6mp+fsN9bi4mJOnTrluW5ubmbz5s1YLBZsNht33HEH119/PZdcconXahQRERERERHvCzUGMnz6IV+n8Q+1bhpG09BYX6ch4hXjDh8ENcpFxI/4zUfVLS0tJCUlER4eTlBQEBMmTMBsNhMWFkZycjIAubm5ZGdne9aUlJQwe/bss2Jt3bqVfv36MWLECM/Yjh07uOWWWwgJCeHSSy/l+uuvp76+/oLXJSIiIiIiIiIiIiL+zW8a5fHx8TQ0NGC1WnE4HNTW1lJXV0dkZCT5+fnMmDGDoqIiwsLCAKipqaGrq4upU6f2ifPpp5/yq1/9ikceeaTP+PHjxxk0aJDnOioqimPHjl34wkRERERERERERETEr/lNozwxMZHMzExycnKYN28eCQkJADQ2NjJz5kzMZjNDhgyhpKSE9vZ21q5dS2FhYZ8YLpeLgoICCgsLCQ0NPeu1/ysw0G/KFxEREREREREREREf8ZtOsc1mIyUlhaqqKsrLyzEajcTGxhITE8Po0aMBSEtLo7m5mfr6eqxWK9nZ2WRkZACQkZHBwYMHaWtro6CggIyMDPbt28fixYt5++23iY6Opr293XO/9vb2PjvMRUREREREREREROTi5DeN8iNHjjB//nx6e3vp7OykoqKCpUuX0tHRwf79+wGora0lPj6erKwstm/fjsViwWKxAGCxWIiLi+PNN9/0jF9zzTU8/vjjjB8/nuTkZH73u99ht9vp6Ojg7bffJjEx0Zcli4iIiIiIiIiIiIgfCPZ1Al+Ki4sjJSWF9PR0nE4nc+bMISEhgTVr1rB48WLsdjvR0dGUlpaeU/zvfe97pKenc/vtt9Pb28sDDzzA4MGDz3MVIiIiIiIi4m+6ul20bhrm6zT+IUe3i3GHD/o6DRGvcNq7fJ2CiEgfftMoBzAYDDidToxGI1arFYCIiAhMJhPd3d0ABAf3TbmlpQWDwXBWLJvNxtGjR/uMzZ07l9TUVH7wgx8wffr0C1SFiIiIiIiIyNfj6HYRYjzzZe8v/y1yMQgyhRJlCv2H85z2LjpsPV7ISEQudn7TKN+5cydVVVVUVlZiMpnIy8ujurqaVatWUVBQQHJyMitXrqSsrIyFCxcCYLfbKS4upqfn7DfM4uJiTp061WfszTff5IknnuhzVrmIiIiIiIj8aws1BjJ8+iFfp/E3tW4aRtPQWF+nIeK3xh0+CGqUi4gX+M3H1S0tLSQlJREeHk5QUBATJkzAbDYTFhZGcnIyALm5uWRnZ3vWlJSUMHv27LNibd26lX79+jFixIg+4xUVFaxevfrCFiIiIiIiIiIiIiIi3yp+0yiPj4+noaEBq9WKw+GgtraWuro6IiMjyc/PZ8aMGRQVFREWFgZATU0NXV1dTJ06tU+cTz/9lF/96lc88sgjZ91j9erVxMbqk3oRERERERERERER+Su/aZQnJiaSmZlJTk4O8+bNIyEhAYDGxkZmzpyJ2WxmyJAhlJSU0N7eztq1ayksLOwTw+VyUVBQQGFhIaGh//icKxERERERERERERERv2mU22w2UlJSqKqqory8HKPRSGxsLDExMYwePRqAtLQ0mpubqa+vx2q1kp2dTUZGBgAZGRkcPHiQtrY2CgoKyMjIYN++fSxevJi3337bl6WJiIiIiIiIiIiIiB/zm4d5HjlyhEcffZTKykrsdjsVFRWsWLGCBx98kP379xMXF0dtbS3x8fFkZWWRlZXlWTtixAgsFgtw5oGdX8rJyeG+++7jhhtu8Ho9IiIiIiIiIiIiIvLt4DeN8ri4OFJSUkhPT8fpdDJnzhwSEhJYs2YNixcvxm63Ex0dTWlpqa9TFRERERERkW+Rrm4XrZuG+TqNv8nR7WLc4YO+TkPEbzntXb5OQUQuEn7TKAcwGAw4nU6MRiNWqxWAiIgITCYT3d3dAAQH9025paUFg8Hguf7kk09IS0tj6NChAJSVlXHDDTfQ3d1NQUEB+/btY9SoUbS2tjJ8+HAvVSYiIiIiIiL+wtHtIsToHyeR+kseIv4qyBRKlOlf4zl0UVERvk5BfMxp76LD1uPrNOQr+E2jfOfOnVRVVVFZWYnJZCIvL4/q6mpWrVpFQUEBycnJrFy5krKyMhYuXAiA3W6nuLiYnp6//gbbt28ft912G8uXL+8Tv7y8HJPJxLZt29i9ezePPfYYGzdu9GqNIiIiIiIi4n2hxkCGTz/kuW7dNIymobG+S0hERC5K4w4fBDXK/ZbffHTd0tJCUlIS4eHhBAUFMWHCBMxmM2FhYSQnJwOQm5tLdna2Z01JSQmzZ8/uE+f999/n4MGDZGRkcOedd3LgwAEA6uvrSU9PB+C6666jo6ODTz/91EvViYiIiIiIiIiIiIi/8ptGeXx8PA0NDVitVhwOB7W1tdTV1REZGUl+fj4zZsygqKiIsLAwAGpqaujq6mLq1Kl94oSEhJCeno7ZbObuu+8mLy+P7u5ujh8/TlRUlGdeVFQUx44d82qNIiIiIiIiIiIiIuJ//KZRnpiYSGZmJjk5OcybN4+EhAQAGhsbmTlzJmazmSFDhlBSUkJ7eztr166lsLDwrDj3338/s2bNIjAwkIkTJxIWFkZbWxtut5uAgADPPLfbTWCg35QvIiIiIiIiIiIiIj7iN51im81GSkoKVVVVlJeXYzQaiY2NJSYmhtGjRwOQlpZGc3Mz9fX1WK1WsrOzycjIACAjIwObzUZ5eTknT570xHW73QQHBzN48GCOHz/uGT9x4gSDBg3ybpEiIiIiIiIiIiIi4nf8plF+5MgR5s+fT29vL52dnVRUVLB06VI6OjrYv38/ALW1tcTHx5OVlcX27duxWCxYLBYALBYL4eHh7N69m4qKCuDMbnSXy8VVV13FxIkTPXObmpoICQnh8ssv902xIiIiIiIiIiIiIuI3Atxut9vXSXxpzZo1vPHGGzidTubMmcPMmTPZu3cvxcXF2O12oqOjKS0t5dJLL+2zbsSIEZ6Hdn722WcsWrSI9vZ2QkJCWLFiBXFxcTgcDpYsWcK+ffswGo08/vjjxMfHf+3c2ts7v3E9UVER57ROROR80nuRiPia3odExNciBvQj1PjXfWKObhchRr/ZNyYiIhcJp72LDluPr9O4KERFRXzjNcEXII9zZjAYcDqdGI1GrFYrABEREZhMJrq7uwEIDu6bcktLCwaDwXPd29vLe++9x9ChQ+nt7eWpp55i3bp1PPjggxw9epTg4GB6e3vJzMykoqLCc6yLiIiIiIiIXBy+bpP829pQd3U5CAwN8Vw7Tts59UWvDzMSEW0cEPF/ftMo37lzJ1VVVVRWVmIymcjLy6O6uppVq1ZRUFBAcnIyK1eupKysjIULFwJgt9spLi6mp+evn8Ts27eP2267jeXLl/eJ/4tf/MLz6+eee45rr71WTXIREREREZGLQKgxkOHTD33jda2bhtE0NPb8J3SBjTt8kMXRAz3Xjx/rgC/UoBMREfl7/KZR3tLSQlJSEuHh4QBMmDABs9lMWFgYycnJAOTm5nLq1CnPmpKSEmbPns2ePXs8Y++//z4HDx4kIyODAQMGUFBQwIgRIzyvt7W1sWnTJqqqqrxUmYiIiIiIiIiIiIj4M7/5Dll8fDwNDQ1YrVYcDge1tbXU1dURGRlJfn4+M2bMoKioiLCwMABqamro6upi6tSpfeKEhISQnp6O2Wzm7rvvJi8vz3NsC8B//ud/cvfdd3sa8iIiIiIiIiIiIiJycfObRnliYiKZmZnk5OQwb948EhISAGhsbGTmzJmYzWaGDBlCSUkJ7e3trF27lsLCwrPi3H///cyaNYvAwEAmTpxIWFgYbW1tAHz++ee89dZbZGVlebU2EREREREREREREfFfftMot9lspKSkUFVVRXl5OUajkdjYWGJiYjxniaelpdHc3Ex9fT1Wq5Xs7GwyMjIAyMjIwGazUV5ezsmTJz1x3W635wGgb775JsnJyYSEhJydgIiIiIiIiIiIiIhclPymUX7kyBHmz59Pb28vnZ2dVFRUsHTpUjo6Oti/fz8AtbW1xMfHk5WVxfbt27FYLFgsFgAsFgvh4eHs3r2biooK4MxudJfLxVVXXQXAe++9x7hx43xToIiIiIiIiIiIiIj4Jb95mGdcXBwpKSmkp6fjdDqZM2cOCQkJrFmzhsWLF2O324mOjqa0tPTvxikoKGDRokVYLBZCQkJ4+umnCQw883nAxx9/zI033uiFakRERERERMRfdHW7aN007Buvc3S7GHf44PlP6AJzdTl4/FiH59px2u7DbERERL4d/KZRDmAwGHA6nRiNRqxWKwARERGYTCbPAzm/PEblSy0tLRgMBs91b28v7733HkOHDqW3t5ennnqKdevW0d3dTf/+/Xnqqad4+umnefTRR/n+97/vveJERERERETEJ0KNgbS3d/o6De/q7PZ1BiIiIt8qfnP0ys6dO6mqqqKyspJNmzaxd+9eqquruffee/nxj3/M5s2bGTlyJGVlZZ41drud4uJienp6PGP79u3jtttu8xzLsm7dOuDM0Swul4uqqipKS0tZtGiR12sUEREREREREREREf/jN43ylpYWkpKSCA8PJygoiAkTJmA2mwkLCyM5ORmA3NxcsrOzPWtKSkqYPXt2nzjvv/8+Bw8eJCMjgzvvvJMDBw4A4HK5sNvtOJ1O7HY7oaGh3itORERERERERERERPyW3zTK4+PjaWhowGq14nA4qK2tpa6ujsjISPLz85kxYwZFRUWEhYUBUFNTQ1dXF1OnTu0TJyQkhPT0dMxmM3fffTd5eXl0d3czY8YMrFYrEyZM4D/+4z9YsGCBL8oUERERERERERERET/jN43yxMREMjMzycnJYd68eSQkJADQ2NjIzJkzMZvNDBkyhJKSEtrb21m7di2FhYVnxbn//vuZNWsWgYGBTJw4kbCwMNra2njhhRe49tpreeutt6iqqmLFihV88skn3i5TRERERERERERERPyM3zTKbTYbKSkpVFVVUV5ejtFoJDY2lpiYGEaPHg1AWloazc3N1NfXY7Vayc7OJiMjA4CMjAxsNhvl5eWcPHnSE9ftdhMcHExNTQ2ZmZkEBARw5ZVXMmbMGJqbm31Sq4iIiIiIiIiIiIj4D79plB85coT58+fT29tLZ2cnFRUVLF26lI6ODvbv3w9AbW0t8fHxZGVlsX37ds8DO+HMwzrDw8PZvXs3FRUVwJnd6C6Xi6uuuoq4uDi2b98OQEdHB/v27WPkyJG+KVZERERERERERERE/EawrxP4UlxcHCkpKaSnp+N0OpkzZw4JCQmsWbOGxYsXY7fbiY6OprS09O/GKSgoYNGiRVgsFkJCQnj66acJDAzkscceo7CwkNTUVAIDA3n44YcZNmyYd4oTEREREREREREREb/lN41yAIPBgNPpxGg0YrVaAYiIiMBkMtHd3Q1AcHDflFtaWjAYDJ7r73znOwwfPpyTJ0/S1dXFiRMnADCZTAQHBxMYGEhQUBADBw70UlUiIiIiIiLiS13dLqKiIrx+X0e3ixCj33yRW0R8zBfvQ3Jxctq76LD1+DqNbx2/aZTv3LmTqqoqKisrMZlM5OXlUV1dzapVqygoKCA5OZmVK1dSVlbGwoULAbDb7RQXF9PT89f/8S+++CInT57EbDbz4YcfMnfuXHbs2MFLL71ETEwMq1evprW1ldmzZ9PQ0OCrckVERERERMRLQo2BDJ9+yOv3bd00jKahsV6/r4iIXNzGHT4IapR/Y37TKG9paSEpKYnw8HAAJkyYgNlsJiwsjOTkZAByc3M5deqUZ01JSQmzZ89mz549nrFt27bx1FNPERAQwNVXX81LL72E2+3mvvvuo7e3FzhzHvqAAQO8WJ2IiIiIiIiIiIiI+Cu/+Q5YfHw8DQ0NWK1WHA4HtbW11NXVERkZSX5+PjNmzKCoqIiwsDAAampq6OrqYurUqX3ifPTRR+zevZtZs2Zxxx13cOLECQIDz5QZHBzM3Xffzb333stdd93l9RpFRERERERERERExP/4TaM8MTGRzMxMcnJymDdvHgkJCQA0NjYyc+ZMzGYzQ4YMoaSkhPb2dtauXUthYeFZcZxOJ8eOHWPDhg0sW7aMBQsW0NnZ6Xl93bp1/P73v+e5556jtbXVa/WJiIiIiIiIiIiIiH/ym0a5zWYjJSWFqqoqysvLMRqNxMbGEhMTw+jRowFIS0ujubmZ+vp6rFYr2dnZZGRkAJCRkYHNZiMyMpLU1FQCAgKIi4sjOjqav/zlLzQ2NnL8+HEArrjiCsaOHcuf//xnn9UrIiIiIiIiIiIiIv7BbxrlR44cYf78+fT29tLZ2UlFRQVLly6lo6OD/fv3A1BbW0t8fDxZWVls374di8WCxWIBwGKxEB4ezqRJk9i6dSsAH3/8MUePHuXKK6+kvr6esrIyAI4fP86+ffs8DXgRERERERERERERuXgFuN1ut6+T+NKaNWt44403cDqdzJkzh5kzZ7J3716Ki4ux2+1ER0dTWlrKpZde2mfdiBEjOHDgAHBmZ/ry5cv505/+BMCCBQuYNGkSNpuNgoIC2traCAoK4r777uPmm2/+2rm1t3f+40n/R1RUxDmtExE5n/ReJCK+pvchEfG1iAH9CDV6f5+Yo9tFiA/uKyIiFzenvYsOW4+v0/CpqKiIb7wm+ALkcc4MBgNOpxOj0YjVagUgIiICk8lEd3c3cOaBnP9bS0sLBoPBc200Gunfvz8Gg4Genh7Pa+Hh4Tz33HP09vaSnZ3NqVOnvFSViIiIiIiI/Kv7W01xNcnFm9QY82/aOCDi//ymUb5z506qqqqorKzEZDKRl5dHdXU1q1atoqCggOTkZFauXElZWRkLFy4EwG63U1xcTE/PX/8gePHFFzl58iRms5kPP/yQuXPnsmPHDgICAoAzu9YPHTrkixJFRERERETEB0KNgQyffuiC3qN10zCahsZe0HuI/D3jDh8ENcpFRM6Z3zTKW1paSEpKIjw8HIAJEyZgNpsJCwsjOTkZgNzc3D47wUtKSpg9ezZ79uzxjG3bto2nnnqKgIAArr76al566SXcbjcBAQHs2bOH/fv3M2nSJO8WJyIiIiIiIiIiIiJ+y2++BxYfH09DQwNWqxWHw0FtbS11dXVEgV2OTgAAIABJREFURkaSn5/PjBkzKCoqIiwsDICamhq6urqYOnVqnzgfffQRu3fvZtasWdxxxx2cOHGCwMBAbDYbP//5zykuLvZFeSIiIiIiIiIiIiLip/ymUZ6YmEhmZiY5OTnMmzePhIQEABobG5k5cyZms5khQ4ZQUlJCe3s7a9eupbCw8Kw4TqeTY8eOsWHDBpYtW8aCBQvo7Oxk2bJl3HPPPURGRnq7NBERERERERERERHxY35z9IrNZiMlJYW77roLOHPWeGxsLAEBAYwePRqAtLQ0HnjgAerr67FarWRnZ3vWZ2RksGHDBiIjI0lNTSUgIIC4uDiio6P54IMP2LVrFwcPHmT16tUcPXqUt99+m+DgYNLT031Sr4iIiIiIiIiIiIj4B79plB85coRHH32UyspK7HY7FRUVrFixggcffJD9+/cTFxdHbW0t8fHxZGVlkZWV5Vk7YsQILBYLAJMmTWLr1q2MGjWKjz/+mKNHjzJy5EgaGho88xctWsT111+vJrmIiIiIiIiIiIiI+E+jPC4ujpSUFNLT03E6ncyZM4eEhATWrFnD4sWLsdvtREdHU1pa+nfjLFiwgOXLl5OamgrA448/TkREhDdKEBERERERET/U1e2iddOwC3oPR7eLcYcPXtB7iPw9TnuXr1MQEflW85tGOYDBYMDpdGI0GrFarQBERERgMpno7u4GIDi4b8otLS0YDAbPtdFopH///hgMBnp6ejyvLVmyhL1793rmWSwWwsLCznoYqIiIiIiIiMjf4+h2EWLs+8iv/3st4m1BplCiTKG+TkP+jqgobeSUc+e0d9Fh6/F1Gv/S/KZRvnPnTqqqqqisrMRkMpGXl0d1dTWrVq2ioKCA5ORkVq5cSVlZGQsXLgTAbrdTXFxMT89ff5O8+OKLnDx5ErPZzIcffsjcuXPZsWMHy5cv98ypqKhg27ZtTJkyxet1ioiIiIiIiHeFGgMZPv3QeYvXumkYTUNjz1s8ERGRf2Tc4YOgRvkF5TeN8paWFpKSkggPDwdgwoQJmM1mwsLCSE5OBiA3N5dTp0551pSUlDB79mz27NnjGdu2bRtPPfUUAQEBXH311bz00ku43W4CAgIAOHnyJM8//zyvvvqqZ0xERERERERERERELl5+892w+Ph4GhoasFqtOBwOamtrqaurIzIykvz8fGbMmEFRURFhYWEA1NTU0NXVddbRKR999BG7d+9m1qxZ3HHHHZw4cYLAwL+WuX79elJTU7niiiu8Wp+IiIiIiIiIiIiI+Ce/aZQnJiaSmZlJTk4O8+bNIyEhAYDGxkZmzpyJ2WxmyJAhlJSU0N7eztq1ayksLDwrjtPp5NixY2zYsIFly5axYMECOjs7AXC5XFRWVjJ79myv1iYiIiIiIiIiIiIi/stvGuU2m42UlBSqqqooLy/HaDQSGxtLTEwMo0ePBiAtLY3m5mbq6+uxWq1kZ2eTkZEBQEZGBjabjcjISFJTUwkICCAuLo7o6Gj+8pe/APDuu+8ybNgwoqOjfVaniIiIiIiIiIiIiPgXv2mUHzlyhPnz59Pb20tnZycVFRUsXbqUjo4O9u/fD0BtbS3x8fFkZWWxfft2LBYLFosFAMv/Z+/e46Kq1sePf7gNMICXhCTxWgokUSZkUjiJFd4QkiPlJRWv4SXNlDRQMQlDFNNMRdLyHLUrBIiimIAWcswUyRLJC6VQGpoOig4MzPD7g29T/NSEDpfRnvfr5Sv2nrWetdbs7VQPa56dkoKtrS0+Pj6kpaUBUFRUxLlz5+jSpQsAeXl5hp3qQgghhBBCCCGEEEIIIQQY0cM8XV1d8fX1xd/fH51OR3BwMB4eHqxZs4b58+ej0WhwdHQkJibmL+PMmTOHxYsXM3jwYADefPNN7OzsgJrEuYuLS6OvRQghhBBCCCGE8SjX6jmd3LnB4lVo9XiePdFg8YQQQojb0WnKm3sKdz2jSZQDWFhYoNPpUCgUqNVqAOzs7LC2tkar1QJgbl57yvn5+VhYWBiOFQoFLVq0wMLCgsrKSsNr169f59q1a2zevJnPPvuM6dOn069fvyZamRBCCCGEEEKIu4Wl4tZfzq7Q6v/ydSGEEOLvMLO2wsHaqs7tdZpyLpVVNuKM7j5GkyjPyckhNTWVxMRErK2tmTZtGunp6axYsYLw8HBUKhXLly8nPj6e0NBQADQaDZGRkVRW/nHRN2zYwOXLl0lKSuLUqVOMHz+eL7/8kvXr12Nubs727dspLS1l+PDhuLm50bZt2+ZashBCCCGEEEKIJmClMOWB535qkrFOJ3fmUEfnJhlLCCGEuBXPsydAEuX1YjS/5s7Pz8fb2xtbW1vMzMzo06cPSUlJKJVKVCoVACEhIYwaNcrQJzo6mrFjx9aKs3PnTiZNmoSJiQndunXjgw8+oLq6muPHj9O/f39MTU1p3bo1rq6ufPXVV026RiGEEEIIIYQQQgghhBDGx2gS5W5ubmRnZ6NWq6moqCAzM5OsrCzs7e0JCwtj6NChREREoFQqAcjIyKC8vJwBAwbUinPmzBm++eYbRo4cyQsvvMDFixcxNTWle/fu7Nq1i6qqKn799Vdyc3O5ePFicyxVCCGEEEIIIYQQQgghhBExmkS5l5cXgYGBjB49mokTJ+Lh4QHAwYMHGTFiBElJSXTo0IHo6GguXLjAunXrWLBgwQ1xdDod58+fZ+vWrbzxxhvMmTOHq1ev8tJLL6FQKBg6dChRUVF4e3vXqm0uhBBCCCGEEEIIIYQQ4p/JaBLlZWVl+Pr6kpqayubNm1EoFDg7O9OpUyfc3d0B8PPz4+jRo+zduxe1Ws2oUaMICAgAICAggLKyMuzt7Rk8eDAmJia4urri6OjIjz/+yNWrV5k1axapqam88847/Pbbb3Ts2LE5lyyEEEIIIYQQQgghhBDCCBhNory4uJipU6dSVVXF1atXSUhIYNGiRVy6dImCggIAMjMzcXNzIygoiD179pCSkkJKSgoAKSkp2Nra4uPjQ1paGgBFRUWcO3eOLl26kJ6ezjvvvANAQUEB+fn5eHl5Nc9ihRBCCCGEEEIIIYQQQhgNk+rq6urmnsTv1qxZw44dO9DpdAQHBzNixAi+/fZbIiMj0Wg0ODo6EhMTQ5s2bWr1c3Fx4YcffgBqdqYvXryYY8eOATBnzhx8fHyoqKggNDSUH3/8EXNzc8LDw/H09Kzz3C5cuFrv9Tg42P2tfkII0ZDks0gI0dzkc0gI0dzsWtpgpWiafWIVWj2WTTSWEEIIcSs6TTmXyiqbexrNxsHBrt59zBthHn+bhYUFOp0OhUKBWq0GwM7ODmtra7RaLQDm5rWnnJ+fX6vW+Jw5czh37hzm5ubo9XpCQkJISEjgoYcewsnJiRMnTqDT6TAxMWm6hQkhhBBCCCGEEEI0g396ssxYyMYBIYyf0STKc3JySE1NJTExEWtra6ZNm0Z6ejorVqwgPDwclUrF8uXLiY+PJzQ0FACNRkNkZCSVlX984MfFxRl+XrVqFT169MDd3Z1du3Zx+vRp0tLSOHPmDC+99BJpaWk3JN6FEEIIIYQQQtxdrBSmPPDcT00y1unkzhzq6NwkYwlRF55nT4AkyoUQ4raMJkucn5+Pt7c3tra2APTp04ekpCSUSiUqlQqAkJAQrly5YugTHR3N2LFjyc3NvSFeYWEhycnJpKamArBv3z4GDRqEqakpXbp04b777uPIkSM89thjTbA6IYQQQgghhBBCCCGEEMbKaAqnubm5kZ2djVqtpqKigszMTLKysrC3tycsLIyhQ4cSERGBUqkEICMjg/LycgYMGHDTeGvXrmXChAmGxHtJSQn33nuv4XUHBwfOnz/f+AsTQgghhBBCCCGEEEIIYdSMJlHu5eVFYGAgo0ePZuLEiXh4eABw8OBBRowYQVJSEh06dCA6OpoLFy6wbt06FixYcNNYpaWl7N+/n6CgIMM5vV5fqy55dXU1pqZGs3whhBBCCCGEEEIIIYQQzcRoMsVlZWX4+vqSmprK5s2bUSgUODs706lTJ9zd3QHw8/Pj6NGj7N27F7VazahRowgICAAgICCAsrIyoKbMikqlwtLS0hDf0dGRkpISw/HFixdr7TAXQgghhBBCCCGEEEII8c9kNIny4uJipk6dSlVVFVevXiUhIYFFixZx6dIlCgoKAMjMzMTNzY2goCD27NlDSkoKKSkpAKSkpBjKrOTl5eHp6VkrvkqlIjU1FZ1Ox5kzZ/jpp58MCXghhBBCCCGEEEIIIYQQ/1xG8zBPV1dXfH198ff3R6fTERwcjIeHB2vWrGH+/PloNBocHR2JiYm5bayioiL69u1b69yAAQM4evQo/v7+AERFRWFlZdUYSxFCCCGEEEIIYUTKtXpOJ3dukrEqtHo8z55okrGEqAudpry5pyCEEHcEo9lRDmBhYYFOp0OhUKBWqwGws7PD2toaMzMzAMzNa+f28/PzsbCwMByHhIRQUlJCbGwsQ4YMwcXFhe+++w4TExPmzp3LihUrAPD29m6iVQkhhBBCCCGEuFtVaPW1ji0VRvW/2eIfQKcp58KFq7f8c6mssrmnKIQQdwSj2VGek5NDamoqiYmJWFtbM23aNNLT01mxYgXh4eGoVCqWL19OfHw8oaGhAGg0GiIjI6ms/ONDPy4uzvDzqlWr6NGjh6HESnJyMrGxsbUS60IIIYQQQggh7m5WClMeeO6nRol9Orkzhzo6N0psIerC8+wJkGS4EEL8z4zmV935+fl4e3tja2uLmZkZffr0ISkpCaVSiUqlAmp2i48aNcrQJzo6mrFjx940XmFhIcnJycydOxeAq1evkpGRYdhRLoQQQgghhBBCCCGEEEKAESXK3dzcyM7ORq1WU1FRQWZmJllZWdjb2xMWFsbQoUOJiIhAqVQCkJGRQXl5OQMGDLhpvLVr1zJhwgTDAz7t7OxYvXo19913X5OtSQghhBBCCCGEEEIIIYTxM5pEuZeXF4GBgYwePZqJEyfi4eEBwMGDBxkxYgRJSUl06NCB6OhoLly4wLp161iwYMFNY5WWlrJ//36CgoKacglCCCGEEEIIIYQQQggh7kBGkygvKyvD19eX1NRUNm/ejEKhwNnZmU6dOhlqjPv5+XH06FH27t2LWq1m1KhRBAQEABAQEEBZWRkA+/btQ6VSYWlp2WzrEUIIIYQQQgghhBBCCHFnMJpEeXFxMVOnTqWqqoqrV6+SkJDAokWLuHTpEgUFBQBkZmbi5uZGUFAQe/bsISUlhZSUFABSUlIMZVby8vLw9PRstrUIIYQQQgghhBBCCCGEuHOYN/cEfufq6oqvry/+/v7odDqCg4Px8PBgzZo1zJ8/H41Gg6OjIzExMbeNVVRURN++fRt/0kIIIYQQQgghjF65Vs/p5M6NErtCq8fz7IlGiS1EXeg05c09BSGEuCsYTaIcwMLCAp1Oh0KhQK1WAzUP4bS2tkar1QJgbl57yvn5+VhYWBiOQ0JCKCkpITY2lmXLlnHixAkSEhK4//77CQsLo7CwEBsbG3bs2MHgwYObbnFCCCGEEEIIIe46loq//qJ2hVZ/2zZC/C/MrK1wsLZq7mmIOnBwsGvuKYh/CJ2mnEtllc09jTuO0STKc3JySE1NJTExEWtra6ZNm0Z6ejorVqwgPDwclUrF8uXLiY+PJzQ0FACNRkNkZCSVlX9c+Li4OMPPq1atokePHri7u/P222/Trl07Vq1axW+//UZAQACPP/449vb2Tb5WIYQQQgghhBBNx0phygPP/dQsY59O7syhjs7NMrYQQoh/Js+zJ0AS5fVmNIny/Px8vL29DXXG+/TpQ1JSEkqlEpVKBdTsFr9y5YqhT3R0NGPHjiU3N/eGeIWFhSQnJ5OamgpAr1696NKlCwBt2rShVatWXLx4URLlQgghhBBCCCGEEEII8Q9nNN//cnNzIzs7G7VaTUVFBZmZmWRlZWFvb09YWBhDhw4lIiICpVIJQEZGBuXl5QwYMOCm8dauXcuECRMMifcnn3ySdu3aAZCWloZWq6Vr165NszghhBBCCCGEEEIIIYQQRstoEuVeXl4EBgYyevRoJk6ciIeHBwAHDx5kxIgRJCUl0aFDB6Kjo7lw4QLr1q1jwYIFN41VWlrK/v37CQoKuuG1nTt3smTJEt55550b6p0LIYQQQgghhBBCCCGE+OcxmkR5WVkZvr6+pKamsnnzZhQKBc7OznTq1Al3d3cA/Pz8OHr0KHv37kWtVjNq1CgCAgIACAgIoKysDIB9+/ahUqmwtLSsNcbmzZtZunQpGzduxNXVtWkXKIQQQgghhBBCCCGEEMIoGc2W6uLiYubOnUtiYiIajYaEhASioqKYOXMmBQUFuLq6kpmZiZubG0FBQbV2i7u4uJCSkmI4zsvLw9PTs1b8PXv2sGnTJj766CPuu+++JluXEEIIIYQQQojmVa7Vczq5c7OMXaHV1zxUTQghhGgiOk15c0/hjmQ0iXJXV1d8fX3x9/dHp9MRHByMh4cHa9asYf78+Wg0GhwdHYmJibltrKKiIvr27Vvr3DvvvENFRQUhISGGc2+++aZht7oQQgghhBBCiLuTlcKUCxeuNvc0hBD/YA4OdvI5JISRM5pEOYCFhQU6nQ6FQoFarQbAzs4Oa2trtFotwA11xfPz87GwsDAch4SEUFJSQmxsLMuWLePEiRMkJCTw0UcfMW/ePH766SfMzMx47bXXJEkuhBBCCCGEEP8A5Vo9Dg52N5yv0OqxVDRdRVKdppxLZZVNNp4QTUGnq+Ly5QtUVWmbeypGraTEFL1e39zTEOKuYm6uoHVrB8zMGibFbTSJ8pycHFJTU0lMTMTa2ppp06aRnp7OihUrCA8PR6VSsXz5cuLj4wkNDQVAo9EQGRlJZeUf/6ERFxdn+HnVqlX06NEDd3d33n33XTp16sTq1as5ffo0Y8eOJTs7u8nXKYQQQgghhBCiaVkpTHnguZ9uOH86uTOHOjo32Tw8z54ASZSLu8zlyxewslJiY+OIiYlJc0/HaJmbm1JVJYlyIRpKdXU1165d4fLlC9jbN0yZbaNJlOfn5+Pt7Y2trS0Affr0ISkpCaVSiUqlAmp2i1+5csXQJzo6mrFjx5Kbm3tDvMLCQpKTk0lNTQVg+vTpVFVVATX10Fu2bNnYSxJCCCGEEEIIIYS4q1VVaSVJLoRociYmJtjYtKCsTN1gMZvuO2a34ebmRnZ2Nmq1moqKCjIzM8nKysLe3p6wsDCGDh1KREQESqUSgIyMDMrLyxkwYMBN461du5YJEyYYEu9QU7ZlwoQJTJkyhXHjxjXJuoQQQgghhBBCCCHuZpIkF0I0h4b+7DGaRLmXlxeBgYGMHj2aiRMn4uHhAcDBgwcZMWIESUlJdOjQgejoaC5cuMC6detYsGDBTWOVlpayf/9+goKCbnht48aNfPHFF6xatYrTp0836pqEEEIIIYQQQgghhBBCGD+jSZSXlZXh6+tLamoqmzdvRqFQ4OzsTKdOnQwP3fTz8+Po0aPs3bsXtVrNqFGjCAgIACAgIICysjIA9u3bh0qlwtLS0hD/4MGDlJSUAODk5MSjjz7KyZMnm3iVQgghhBBCCCGEEHevFjbmODjYNfifFja3rx587twveHt7EhMTVev8yZM/4O3tSVpaquFcVVUVAQH9efvtmFptlyx5g6ioRYZjrVbLhAmjyc7ed8NYffv2Jjh4JMHBIxkxIpAlS97g0qXf/sa7Vj8vv/xSo8QdNmwIL74YRHDwSF58MYhXXplKQcHxOvU7d+6XRplTfbVupPuvtZHdf78rLDyFt7cne/dm1Pk9ys7ex4YNcbdv+P/JzT3E9OmTbzgfFbWIwMDBBAePZMyYFxg/fhQZGbtvGy8qalGt98QYGE2N8uLiYubOnUtiYiIajYaEhASioqKYOXMmBQUFuLq6kpmZiZubG0FBQbV2i7u4uJCSkmI4zsvLw9PTs1b8vXv3otVqmT9/PiUlJXz//ffMnTu3ydYnhBBCCCGEEKJ5lGv1nE7ufMP5Cq2+5gGbTUSnKW+ysYRoLpZKa+Y73tPgcd88fwmuXb1tu5YtW/L11/9Fp9NhZmYGQEbGF7Rq1bpWuwMH9vPgg25kZu5hypQZWFlZAfDKK3MIDh7Jvn2ZPPVUP1avfht390fw9n7qhrHs7R3YtOlDoObBguvXr2H+/LmsXbvhf13uXzpy5HCjxV62bBX33dcOgJycbGbPns7WrYm0atWq0cZsSOZK60Z5SLPn2RNGd/8B7NixDR+fZ0hJ+Zy+fZ+u01q8vZ+6Zby/a+LEEAYNGgLAzz8XM23aJFq0aMljjz3eoOM0NqNJlLu6uuLr64u/vz86nY7g4GA8PDxYs2YN8+fPR6PR4OjoSExMzG1jFRUV0bdv31rnpk6dSnh4OEOGDMHMzIywsDCcnJwaaTVCCCGEEEIIIYyFlcKUCxdun+AQQtz5rK2VdOvmzLffHqFnz5pNlAcPHsDTs1etdjt2pKJS+aDXV7NnTzp+fjUVC5RKGxYsWEx4+GtcvXqVY8eOEhf3wW3HNTExYcKElxgyxJdTp07StWs3Nm/eRFbWF+h0enr39iIk5GXOnz/HvHmv0rFjZ378sRBHR0cWLoykRYuWJCZ+wq5daZSXa7CwsGDRoig6duzMsGFD6N79IU6e/AEPj5p1TJo0lvfe+zfe3p5kZx8CIC0tlSNHDhMevqhWn7VrN3DgQA6fffYRen01Li6uvPrq3FqVGG7miSe8efBBN774YhdBQcM5cCCHjRvjqKqq4r77nJg7N5yWLf9IoF+7VsZbb0Vy4UIJFy9ewNOzF/PmLeDNNxfyyCM98fcfCsD06ZOZMmUGbm4P1fGq3jma8v6rqqpi9+5drFnzHlOmjOfnn4txcmoPUOv6L1iwmDffjKBly1ZYWlri6zuQI0cO89RTPmzblkxMzNsAJCR8THFxMZMmhdz0OtaVk1N7goKGk5SUwGOPPU5xcRHLl7/FlSulWFpaMWtWKM7OrrX6rF+/hsOHv+HKlSvY29uzePFb5OR8xeHDh4iIeBOAjRvXY2lpyYsvBtd5LvVlNKVXACwsLNDpdCgUCtTqmieW2tnZYW1tbfgtjLl57dx+fn4+FhYWhuOQkBBKSkqIjY1lyJAhuLi48N1332FjY4OzszNmZmZoNBpDmRYhhBBCCCGEEHe3cq2+4co/tLRplK/1N8afe2wtbv/mCHEX8vF5lqysmlIUx48fo2vXbrVyR5cvX+bQoa/x9n6Kp59+lpSUz2v1d3d/hIED/Vi2bAmLFi1BoVDUaVwLCws6dOjAmTM/ceBADj/8cJz33vsPH3ywlQsXLrB7904ATp8+xdChw9iy5VM6derC++/Hc+1aGV9+uY93313P5s2f8sQTfUhM/NQQu3fvJ/joo8+ZM2ceAO+99+/bzuf3PpcvXyY1NZl1695n06YPad36Hj76aHOd1nT//Q9w5sxPXL58mbi4d4mNfZcPPviQXr16s27d6lptc3Ky6dbNmfXrP+Djj5PIy8vlhx8KGDw4gPT0NADOnz+HWq2+K5Pkv2uq+y8nJxtHR0c6duxEnz59b4jz+/Vv3foezp49w8KFkaxcufZPrz/JDz8c58qVKwBkZOymf/+Bt7yO9XH//Q9w9uxPAERFRTB16gzef38rr70WTkREWK22xcVFnD37E3Fx7/Pxx5/Ttq0j6ek76dfPl0OHDnL9+jUA9uxJZ8CAwfWaR30ZzY7ynJwcUlNTSUxMxNrammnTppGens6KFSsIDw9HpVKxfPly4uPjCQ0NBUCj0RAZGUllZaUhTlzcHzV2Vq1aRY8ePXB3dyclJYWcnBw+/fRTSktLCQgIoF+/frRo0aLJ1yqEEEIIIYQQoulYKUx54LmfGiTW6eTOjfK1/sbgefYElFXevqEQdxlvbxXvvbcOvV5PRsYX9Ov3bK2aybt3p+Hh8RgtWrSgT5+nWLo0ihMnCgy7XHU6Hd9/f5SWLVvxzTcH6NixUz1GN8HS0pJDhw6Sn/89EyaMBkCrreDee9vy8MM96NCho2G38cCBfrzxRjivvBLKokVvsmfPboqKzvL11zl06+ZiiNq9e/0Ty7/3OXLkEMXFRbz00jgAqqoqb9jRe7v15Od/z6+/nmfGjBAA9HodLVq0rNXy2WcHkJ//PZ9++iE//fQjpaWlaDTXefRRDy5evMC5c7+Qnp7GgAGD6r2WO0lT3X9padt45pn+ADz99LO88cYCJk2aYkjK//mead36HkNJnd+Zm5ujUvmwb18mjz3Wm9LSUh580I0HH3S76XWsHxMUCkuuX7/O8eP5LFmy2PCKRqOhtFRtOG7fvgPTp88iNTWZs2fPcOzYdzg5tUepVOLl9ST79mXRrp0T7dq1x97eoZ7zqB+jSZTn5+fj7e2Nra0tAH369CEpKQmlUolKpQJqdov//lsOgOjoaMaOHUtubu4N8QoLC0lOTiY1taYo/M6dOxk/fjwKhQIHBwc+/PBDQ/0fIYQQQgghhBBCCHF3UCqVdO3ajaNH88jN/YaQkOm1EpVpadv57bcLDBtWU1PZ1NSElJTPCQ2t2em6adMG7OzsWLlyLdOmTcLDoxedO3e57biVlZUUFZ2hS5f7yc39huefH8Hw4S8CoNFco7rahNJSNWZmf6Tjqqv1mJmZ8+uv53n55Zf417+ep3fvJ7jnnjacPPmDod1flUmprq7GxMSEqqqqWud/76PT6enX7xleeaVm4+n169fR6XS3XQ/U7H738emHXq/j4YcfYenSmjIdFRUVaDSaWm0TEj5m795M/P2HMmxYL3788bRhbgMH+rFnTzoZGbt5++01dRr7TtUU99/ly5f+71sLBXz22cdUV1dz9eoV9u3LNCTP/3zP3Or+6d9/EBs2rOPq1Sv4+g4Ebn0d6+P06ZN06dIFvV6PQmFpqOUPUFLya61fshQUHGfCCVCKAAAgAElEQVTRonCGDx+Jj8/TmJmZGsYbPNiff/97I+3aOTFokF+95vB3GE3pFTc3N7Kzs1Gr1VRUVJCZmUlWVhb29vaEhYUxdOhQIiIiUCqVAGRkZFBeXs6AAQNuGm/t2rVMmDDBkHg/c+YMp0+fZsyYMQwdOpT8/Pw6f3VGCCGEEEIIIYQQQtw5+vV7hri4d3Fx6V6rjG9BwXFKSn4lMXE7CQmpJCSkEhOzkt27d3H9+jXy8nLZvj2FefMWcv/9DzBu3EQWL55fq5rBzej1ejZuXE/37u44ObWnZ8/HSE9P4/r161RVVfHaa6+yd29NOY6iojOGJPiOHan07v0EBQX5tG/fgRdeGMWDD3bnyy+z0Otvnsw2MzMzJMVbtWplSGRmZ3950/aPPurBl1/u5fLlS1RXVxMb+xaffvrhTdv+WXb2l5w8+QP9+j1L9+4PcezYd5w9ewaoSeauWbOyVvtvvvkaf/9AfH0HotVqOXnyBHq9HqjZOZ+cnEjbto6NvivYGDT2/bdrVxoeHr1ISkojISGVxMTtjBkznuTkxHrN86GH3Ll48SLp6Wk8+2xNjvWvrmNdFBWd5fPPP+O554Zha2tL+/YdDKV3vvnmANOmTa7VPi/vMI8+6sFzzw2jQ4eO5ORkG8Z75JFHKSkpITf3EH369K3X2v4Oo9lR7uXlRWBgIKNHj6ZVq1Z4eXmRnZ3NwYMH2bJlC+7u7qxcuZLo6Ghmz57NunXr2LRp001jlZaWsn//fqKiogzndDodP/zwAxs3buTixYuMGDGC7t2707lz56ZZoBBCCCGEEEIIIcRdruK6hjfPX2qUuPXx5JMqoqMjmTgxpNb5tLRtDBo0BEvLP6oM9OzpSYcOHUlI+ITk5ETmzVtAq1Y1D6kMChrB/v3ZvPfeOqZOnVEr1sWLFwgOHgnUlCLp1s2FRYtqclHe3ipOnTrB5MnB6PU6vLyeYOBAP86fP4edXQs2blxPcXExDzzQlXnzFlBdXU1SUgIvvhhEdXU1PXr0pLDw9E3X5u2tIjh4JBs3biYkZDqvvTaLe+5pw8MP96hV0uJ33bo5M27cJGbMCKG6upquXZ1v+UDE0NCZmJvXlO5o2bIVsbGrUSptUCptmDdvIQsXvo5er8PBoS0LFy6u1ff550eyfPlbbNnyATY2tjz00MOcO/cLAG3bOtK2rSMDBw656bgNpeq6pqbsVCPErY/Gvv927kxl8uRptWIHBj7Phx/+hzNnfqrXXJ9++lkOHvyv4UGgt7qOv79+Mxs2xPHppx9hYgJmZuZMnz4Ld/dHAIiIeJNly5bw4Yf/wdzcgsWLl2BiYvKn8X0JCwtlzJgXAHBxedBw3wA89ZQPpaWlTbLh2aS6vnvnG0lZWRmlpaU4OTkBsGHDBlJSUjAxMWHbtm0AnDp1ihkzZjBu3DjWr1+PjY0NAAUFBbi6urJ161ZsbW3Ztm0b+/fvZ+nSpYb4I0eOZNy4cTz77LMAzJw5k/79+zNoUN3qIv2dJ6Q7ONjJk9WFEM1OPouEEM1NPoeEEM3NwcHuH1ujXD5/RWM7f/4Mjo71qeH9z2RubkpVlZ5z537h5ZdfIiEhtbmn1GSqq6v57beLTJ8+mf/85xOp8CDqpLq6msrKSmbNmsaMGbNxcbl5Xf1bfQY5ONjVe0yj2VFeXFzM3LlzSUxMRKPRkJCQQFRUFDNnzjQkwjMzM3FzcyMoKIigoCBDXxcXF1JSUgzHeXl5eHp61orv4+PDzp07eeaZZ1Cr1Rw9epRXXnmlydYnhBBCCCGEEKJ5lGv1nE7u3CCxKrT6Rtmt2Bh0mvLmnoIQQrB3bwaxsdHMnj1PkuSizn777TdefDEIf//nbpkkb2hGkyh3dXXF19cXf39/dDodwcHBeHh4sGbNGubPn49Go8HR0ZGYmJjbxioqKqJv3761zgUHB7Ns2TL8/PzQ6XRMnTqVLl1u/yAGIYQQQgghhBB3NiuFqeysFkIYhfvua/eP2k0O4OPzDD4+zzT3NMQdxt7enl27spp0TKNJlANYWFig0+lQKBSo1TU1lezs7LC2tkar1QLUKoAPkJ+fj4WFheE4JCSEkpISYmNjWbZsGSdOnCAhIYHPPvuMb7/9FnNzc8zNzVm4cCF2dna3fBioEEIIIYQQQoi7Q7lW/7e+gv2/qNDqsVSYNumYQjSHkhJTzM3lXq8LeZ/E31Gtr0anN4rK2Xc9o0mU5+TkkJqaSmJiItbW1kybNo309HRWrFhBeHg4KpWK5cuXEx8fT2hoKAAajYbIyMhaT36Ni4sz/Lxq1Sp69OiBu7s77u7uhvMJCQns3LmT/v37N90ChRBCCCGEEEI0CyuFaYPVKK+rO6mWuRD/C7P31nDtonxjQ4jGYvPwQyCJ8iZhNIny/Px8vL29sbW1BaBPnz4kJSWhVCpRqVRAzW7xK1euGPpER0czduxYcnNzb4hXWFhIcnIyqam1v85y+fJl3nnnHT766KNaT1gVQgghhBBCCCGEEEII8c9kNN/5cHNzIzs7G7VaTUVFBZmZmWRlZWFvb09YWBhDhw4lIiICpVIJQEZGBuXl5bcsnbJ27VomTJhgSLz/btOmTQwePBgnJ6dGX5MQQgghhBBCCCGEEEII42c0O8q9vLwIDAxk9OjRtGrVCi8vL7Kzszl48CBbtmzB3d2dlStXEh0dzezZs1m3bh2bNm26aazS0lL2799PVFRUrfN6vZ7ExEQSEhKaYEVCCCGEEEIIIYQQ/yz3eLqhtLG9fcN6un6tjEuHjjV4XHF3uafXQyitbRo87nXNNS4d/L7B4wrjYjSJ8rKyMnx9fRk3bhwAGzZswNnZGRMTE0N9cT8/P2bMmMHevXtRq9WMGjXK0D8gIICtW7dia2vLvn37UKlUWFpa1hrjyJEjdO7cGUdHx6ZbmBBCCCGEEEIIIcQ/hNLGlk6TG74+/5n4E1y6TZvzFy8wKmw2g/v48OrocYbzp4rO8FLkAkKDJzHgiT68unwJY4YMpYfLg4x8/VWeefwJxj83zNB+6QfxPOLyIAOe6FMr/sjXX8VSocDCzJxKXRX2rVozKfB5nDt1acil3mDTts/p+aAbD3dzadC4Sz+IJ68gHzsbW/R6PWZmZgwfMBifx3rftt/N3h9joLS24dHtDf9MwiN+6c1+/wFUVVXxr38Npm/fp5k167U6zf3ixQtER0eyfPk7dWr/Z97enmRnH6p1Li0tldWr36ZtW0eqq6uprNTyzDP9GTt2AmZmZreMlZaWypEjhwkPX1TveTQVo0mUFxcXM3fuXBITE9FoNCQkJBAVFcXMmTMpKCjA1dWVzMxM3NzcCAoKIigoyNDXxcWFlJQUw3FeXh6enp43jJGXl4eHh0eTrEcIIYQQQgghhHEo1+o5ndy5Sces0OrxPHuiSccUojkcO5aPTbtOTTKWzcMP/eXr1r/8QsuWrTh88jhWbg8aknb7s7No3bo1lu2dsHn4IUxtbLC6vws2Dz+EiYUFiZm7efb553F17Q6A+Z/a/pmJhQUr18TTrl27mrj7v2Le4gg++SSRVq1aN8KKa3y/bhW9Bw667frry7x1ayZPm4Gfnz8AP/9cTEjIBO51d6dXr8f/st/N3p+7XXPdf9V/epDngQP7efBBNzIz9zBlygysrKxuO297e4e/lST/K97eKkPCW6PRMG/ebN5/P55Jk6Y06DhNzWgS5a6urvj6+uLv749OpyM4OBgPDw/WrFnD/Pnz0Wg0ODo6EhMTc9tYRUVF9O3b96bnXVwa9rdvQgghhBBCCCGMm5XClAsXrjb3NIS4K+n1eqqq9E0y1u3G0en0WFtb062bM4cPH6Znz5pNlAcO/BcPj17o9dVUVemprq5Gp/tj3qNHj2Px4gg2btyChYUF1dXVhrY3G+P3848//iQPPtidnTt3EhQ0nAMHcti4MY6qqiruu8+JuXPDadmyFcOGDeHpp5/l4MEDALz++kKcnV05cuQw8fFrqago5+rVMmbMmEWfPn2JilpEaWkpP/9cxIsvBlNQkM+SJYtZsmQ5b78dw/jxk+nZ05Nz537h5ZdfIiEhtVafKVNm0KZNG955ZwUVFeW0bNmK0NAw2rWr/by+/3+dbdu2Y9iw4SQkfErPno9RXFzE8uVvceVKKZaWVsyaFYqzs2utfuvXr+Hw4W+4cuUK9vb2LF78Fjk5X3H48CEiIt4EYOPG9VhaWvLii8F//+IbAWO4/3bsSEWl8kGvr2bPnnT8/AIAbrj+K1cuo3v3hzh58gcWLFjMwoWvs3HjZkaPfoHPP9+Bubk5hYWneOONBfz73x/d9Drec0+bOr0v1tbWvPTSVEJDZzJxYggajYYVK5ZSWHgavV7PqFFjePbZ2s+YzMzcw8cfb6GiooLKSi2vv76Q1q3vYcaMEBISUjE1NSU39xBbt/6H2NiGTfL/FaNJlANYWFig0+lQKBSo1WoA7OzssLa2RqvVAmBuXnvK+fn5WFhYGI5DQkIoKSkhNjaWZcuWceLECRISEnB3d0ehULBlyxa2bt1KSEgIfn5+Tbc4IYQQQgghhBDNolyrx8HBrkFiVWj1WCpMGyRWU9NpyrlUVtnc0xCi0fn4PEtWVgY9e3py/PgxunbtRnV19S3b+/oOpKAgnw8+eI/Jk6fWa6z773+AM2d+4vLly8TFvcs778TRokULkpMTWbduNfPmLQBqkokffPAh2dlfEhW1iH//+2MSEz9h3rwFdOrUmcOHv2HVquX06dMXgJYtWxIT8zYAO3ZsY/z4yTzwQNe/nMvvfSorK5k4cQxLl76No6MjX3/9X5YujWLVqrV1Ws/OndsBiIqKYNas13B2duXHHwsJC5vDRx99bmhbXFzE2bM/ERf3PqampkRGLiQ9fScBAYGsX7+W69evoVTasGdPOqtXr6/X+3ona6z77/Llyxw69DWvv74QMzMzEhI+MSTKofY9s3LlMnr3foLFi9/i3Llf/u/1VnTv7sbXX/+XJ5/swxdfpNO//8BbXscRI16s85rvv78rpaWlqNWX+fjjrbi4PMj8+W9w7VoZISHj6d79j934er2elJREYmJW0qpVK7ZvT2Hz5k3ExLxNu3ZOHDlyGA+Px9i1aweDBjVt7tZoEuU5OTmkpqaSmJiItbU106ZNIz09nRUrVhAeHo5KpWL58uXEx8cTGhoK1Gztj4yMpLLyj3/Rx8XFGX5etWoVPXr0wN3dnf/+978cPXqUbdu2cfnyZQYOHMjTTz+NtbV1k69VCCGEEEIIIUTTsVKY8sBzPzVIrNPJnTnUseHrLzcFz7MnQBLl4h/A21vFe++tQ6/Xk5HxBf36PUtGxu6/7DNnzusEB49EpfKp52gmWFpakp//Pb/+ep4ZM0IA0Ot1tGjR0tDquecCDXOLilqEWq1mwYJIcnK+IitrD8eOfYdGozG0/3Nisa5+71NUdIZffilm3rxXDa9du3atzutRKCy5fv06x4/X7GT/nUajobRUbThu374D06fPIjU1mbNnz3Ds2Hc4ObVHqVTi5fUk+/Zl0a6dE+3atcfe3qHe67lTNdb9t3t3Gh4ej9GiRQv69HmKpUujOHGiAGdnV+DGe+Zm95Cv7yAyMnbz5JN9yMraw+rV63FwuPem17E+TExq/mlpacmhQwepqChnx45tAJSXl/Pjj4WGtqampixZsoz9+7/i7NkzHDlyGFPTml9ADx7sT3p6Gm5u7hw+/A2zZ8+r1zz+V0aTKM/Pz8fb2xtb25onI/fp04ekpCSUSiUqlQqo2S1+5coVQ5/o6GjGjh1Lbm7uDfEKCwtJTk4mNTUVAJ1OR0VFBVVVVWg0GhQKRROsSgghhBBCCCGEEEI0JaVSSdeu3Th6NI/c3G8ICZl+20Rlmzb2vPzyLJYsWcT99//1zu0/O336FD4+/dDrdTz88CMsXVqzo7eioqJW4tvM7I8UXHW1HlNTU6ZNm0TPnh48+qgHHh6P8cYb8w1tLC0tbzqeye8ZSWoe7Phnv/fR6fS0a+fEpk0f/t+xjsuXb/coyt/Xc5IuXbqg1+tRKCwNMQBKSn6tlfwvKDjOokXhDB8+Eh+fpzEzMzXsnB482J9//3sj7do5Nfmu4ObWWPdfWtp2fvvtAsOGDQHA1NSElJTPCQ0NA268Z252D3l7q3j33bfJy8ulbVtHHBzu/cvrWFenTp3i3nvbolTaoNfrWLAgEheXmgT+pUu/0aJFS3bv3gnA9evXmTRpLL6+A3nkkUd54IGuJCZ+CoCPzzPEx68lK2sPXl5P3vLvQWMxmu+Lubm5kZ2djVqtpqKigszMTLKysrC3tycsLIyhQ4cSERGBUqkEICMjg/LycgYMGHDTeGvXrmXChAmGxLu3tzcdOnRApVIxaNAgJk+eLLvJhRBCCCGEEEIIIe5C/fo9Q1zcu7i4dL+hjO+t+PoOxMmpPfv2ZdapfXb2l5w8+QP9+j1L9+4PcezYd5w9ewaATZs2sGbNSkPbL75IB2Dfviw6deoCVFNUdIYJE0Lo3ftJvvpqH3r9zWtgm5mZo9PpgJryGT/+eBqAr77ae9P2nTp15sqVK3z77RGgpnTLokXht11PUdFZPv/8M557bhi2tra0b9+B9PQ0AL755gDTpk2u1T4v7zCPPurBc88No0OHjuTkZBvW8Mgjj1JSUkJu7iFDOZl/koa+/woKjlNS8iuJidtJSEglISGVmJiV7N69i+vX6/ptAVAoFDz+uBfvvBOLr+9A4K+vY12UlZWxYcM6hg4NAqBnz8dITk4A4OLFi4wdO4Jffz1vaF9UdBYTExPGjBlPz56e7NuXZRjPysqK3r2fID5+LQMHDqnzHBqK0ewo9/LyIjAwkNGjR9OqVSu8vLzIzs7m4MGDbNmyBXd3d1auXEl0dDSzZ89m3bp1bNq06aaxSktL2b9/P1FRUYZzn3zyCWZmZoZk/JgxY3jkkUfo0aNHE61QCCGEEEIIIYQQ4u52vULDmfgTjRK3Pp58UkV0dCQTJ4bUq9+cOa8zevQLt3w9NHQm5uY1z8pr2bIVsbGrUSptUCptmDdvIQsXvo5er8PBoS0LF/5RtuTo0Ty2bUvG2tqK8PBFtGjREj+/AEaPfh5zc3N69nyM8vLyWrvQf/f4414sX/4W8+e/wahRY4iKWsSOHdtumYBWKBRERkazatVytFotSqUN8+e/cdO2GzbE8emnH2FiUpOQnz59Fu7ujwAQEfEmy5Yt4cMP/4O5uQWLFy+ptaP96ad9CQsLZcyYmvfLxeVBQz1sgKee8qG0tLRJqzpoKss54pfeKHHro6Hvv7S0bQwaNARLSyvDuZ49PenQoaNhp3Zd9e8/iPT0nfTt2w+4/XW8mezsLwkOHomJSc03Fp56qh8vvjgWgPHjJxEbu5TRo59Hr9czdeoMnJzaG35x07VrN7p2dWbkyGGYmprQq5cXR4/mGWI//bQv3333LW5u9S8/9L8yqa7vXvpGUlZWRmlpKU5ONU/g3bBhAykpKZiYmLBtW01Nm1OnTjFjxgzGjRvH+vXrsbGxAaCgoABXV1e2bt2Kra0t27ZtY//+/SxdutQQf/LkyYwYMQIfn5paP0uXLqVNmzZMnDixTvP7O09Id3CwkyerCyGanXwWCSGam3wOCSGam4ODndQop6ZGuXwei4Z2/vwZHB07Nfc0jNqwYUNYu/Y97r3Xsbmn0iSqq6uprKxk1qxpzJgx21CCQ4jb0el0xMevpXXr1gwfXreHid7qM+jvPMTbaHaUFxcXM3fuXBITE9FoNCQkJBAVFcXMmTMNifDMzEzc3NwICgoiKCjI0NfFxYWUlBTDcV5eHp6enrXiu7q6smfPHnx8fLh+/ToHDhxg7ty5TbY+IYQQQgghhBDNo1yr53Ry5waJVaHV1zwU8w6k09RvR6QQQvwdv/32Gy++GIS//3OSJBf1MnHiaFq2bMXSpSuaZXyjSZS7urri6+uLv78/Op2O4OBgPDw8WLNmDfPnz0ej0eDo6EhMTMxtYxUVFdG3b99a50JCQnjjjTcYOHAgZmZmDBs2jN69ezfSaoQQQgghhBBCGAsrhanspBZCNJuEhFTMzU2pqqp73ec7mb29Pbt2ZTX3NMQd6IMPPrx9o0ZkNIlyAAsLC3Q6HQqFArVaDYCdnR3W1tZotVqAGwrg5+fnY2FhYTgOCQmhpKSE2NhYli1bxokTJ0hISOCBBx5Ar9djYmKCQqGgY8eOTbcwIYQQQgghhBDNplyr/1tfwb6dCq0eS4Vpg8cV4k5SUmKKubn8PagLeZ9EXVXrq9HpjaJa9j+K0STKc3JySE1NJTExEWtra6ZNm0Z6ejorVqwgPDwclUrF8uXLiY+PJzQ0FACNRkNkZCSVlZWGOHFxcYafV61aRY8ePXB3d+ftt9/G3Nyc7du3U1payvDhw3Fzc6Nt27ZNvlYhhBBCCCGEEE3HSmHaYDXK/+xOrlcuREMxe28N1y7KNzaEaEg2Dz8Ekihvckbzq6z8/Hy8vb2xtbXFzMyMPn36kJSUhFKpRKVSATW7xUeNGmXoEx0dzdixY28ar7CwkOTkZEMd8uPHj9O/f39MTU1p3bo1rq6ufPXVV42/MCGEEEIIIYQQQgghhBBGzWgS5W5ubmRnZ6NWq6moqCAzM5OsrCzs7e0JCwtj6NChREREoFQqAcjIyKC8vJwBAwbcNN7atWuZMGECtra2AHTv3p1du3ZRVVXFr7/+Sm5uLhcvXmyy9QkhhBBCCCGEEEIIIYQwTkZTesXLy4vAwEBGjx5Nq1at8PLyIjs7m4MHD7Jlyxbc3d1ZuXIl0dHRzJ49m3Xr1rFp06abxiotLWX//v1ERUUZzr300ku89dZbDB06lC5duuDt7V2rtrkQQgghhBBCCCGE+N+07umOjZ2yweNeu3qdy7nf1bn9jz8XM/GNMCJeehmVx2Ps+GovX+V+Q/TM0FrtYja9R9cOnQh82pfSq1d5L+lTvv3hOOZmZigsFIwdMpQnevS8If6ry5dw4fIlrC2t0Ol1KK2sCfYPxKP7Q//zWv/Kjq+ysLa0ol8vrwaN++9tn5P6ZRb3tGhJNdXo9XqGqPrxXL9nb9sPYKx/YIPO5++6x6MHSlvLBo97vayCS4fz6tz+f73/LJRKLC0tGT9+Mt7eT91ynAkTRtOmjT0xMW/XeW7BwSPZtKn+D80cNmwIq1ev57772hnO5eYeYu7cWTg5daC6uhqttgIvryeZOHGKYbPzzeTmHuL99+N59934es+jMRlNorysrAxfX1/GjRsHwIYNG3B2dsbExAR3d3cA/Pz8mDFjBnv37kWtVtcqwxIQEMDWrVuxtbVl3759qFQqLC3/+Itx9epVZs2aRevWrQGYPHky/fr1a8IVCiGEEEIIIYQQQtzdbOyUtHZ+pcHjXj6xksv1aL9z/z6e8ujF9i+zUHk8hs9jj7P+s4+4fOUKrVu0AKC8ooIDR/N4adhwtJWVzI59C5VnLzZFxmBmakrR+XO8tjKGtvb2PNC+4w1jzB4zgR4uDwLww0+FzF21jJWh8+nczqkhlnxT3586ySP/N2ZDG6LyMSS81VevMCc2GoVCwaC/SNQaG6WtZaM9k+JSPdr/r/dfix4PU1hYyKxZ03F0bEfXrt1uGOPUqZMoFBacOnWCX389T9u2jnWa299Jkv8VF5cHDQnvqqoq3nrrDWJj32LBgsgGHacpGE2ivLi4mLlz55KYmIhGoyEhIYGoqChmzpxJQUEBrq6uZGZm4ubmRlBQEEFBQYa+Li4upKSkGI7z8vLw9PSsFT89PZ3CwkIiIiIoKCggPz8fL6+G/e2bEEIIIYQQQgjjU67Vczq5c4PHrdDq8Tx7osHjCnEnOXYsH5t2nZpkLJuH67Zbu6qqkszD37B+/UYmTRrH5Xta0r79QzzV72lyfjnL897DAchO34nn471p94QX6ek7sW7Vkilh8w1xXB9+iHm21ijuaYONa+3ktKmNDVb3dzHMqefDD/FswTG+KPieVwb0Jz//GCtXxlJeXk6rVq2YNy+cdu2cmDJlEs7Ozhw5cgSttoJZs+bw+ONenD59itjYGDSa61y+fIkxY8YTGDiM996L49ix7zh//jyBgUEcOHaUbwtP4dTjEXbvTqdnTw/8/PwB6N27JwcO5NbqExQ0nF69Hicm5i1KS0uxsrJi9uzXcHFxrbUei6+za73HNsAEzXT+859NBE2dxm+//cbSpVH8+ut5TE1NmTLlZXr1erxWv88++5idO9MoL9dgbm5BZOQSSkp+JT4+jvfe+wCA7du3cezY98ydG1afS28UmvL+q9ZX07FjZ+bMmYdOp7vpOGlp2/D0fJwrV0pJTU1m4sQQADZuXM+xY99TUnKef/3rBTIydtOiRUt+/PE0ixe/xbhxo9i79wD/+pcfH3ywlXvuacOVK6WMHv0CiYnbSUlJZNeumutoYWHBokVRdOzYuU5rNzc3Z+rUmQQGDuaVV15DqVSydu0qjhw5jE6nZ9AgP154YVStPkeOHCY+fi0VFeVcvVrGjBmz6NnTk+efD+DTT1OwsbHl3LlfCA2dyZYtn9VpHn+X0STKXV1d8fX1xd/fH51OR3BwMB4eHqxZs4b58+ej0WhwdHQkJibmtrGKioro27dvrXPPP/88oaGhDBkyBHNzc1auXGmoXy6EEEIIIYQQ4u5lpTDlwoWrzT0NIe5Ker2eqip9k4xV13G+/PIrHB0dadeuA336PMXnnycydeoMBg4cQlzcuwQGPg/Ajh3bGT58FFVVer777igPP/zoDWP06vXETceurq5Gp6u99s6d7ycn5ys0mgqiohazdOnbODo68vXX/2XJkkhWrlxLdXU1V6+W8f77Wzh58gfmzJlBQsJ2kpOTGDNmPJ6evfj552KCg0fi7x+IXl9NeXmFIUF4/Hg+jz7qgadnb9LTd6HXV9eaQ1WV/oY+U6aMZ9as13B2duXHHwsJC5vDR/rkOxwAACAASURBVB99Xms9en31Devs1Ol+zpz5kaoqPStWxDBo0BC8vZ/i4sWLTJ06gU2bPjT0Ky29wt69e1m9Og5LSys2bIjj008/5pVXQrl48SJnzpzFyak9aWnbeeml6U12zzSk5rj/vLy8bzGXKnbv3sXq1eu5cuUKERGvExw8EXPzmlSvVvvH9c/I2M0DD3RlyZJlhv7m5ub4+DxDVtYe/vWvF9i7NxOVyoeKinK+/HIf77673nAdExM/Zdas1+r8PrVpY4+dXQuKis5w4kQBAO+/vxWtVsurr07H1bV7rfaJiZ8wb94COnXqzOHD37Bq1XL+859P8PLyJisrAz+/AHbt2sGAAYPrPIe/y2gS5QAWFhbodDoUCgVqtRoAOzs7rK2t0Wq1AIYL/rv8/Pxatca1Wi0tWrRg2bJlxMbGMnfuXJ544gksLS3p0aMHJ06cQKvVculSfb4wIYQQQgghhBDiTlWu1ePgYNdo8Su0eiwVpo0Wv750mnIulVU29zSEaDZpadt45pn+ADz99LO88cYCJk2aQo8ePSktVfPLLz9jaWlJUdFZPD17GfqZmJgYfl63bjVff/1fKirKefzxJ3jllTm3HdfExOT/4p7hl1+KmTfvVcNr169fM/zs7z8UgG7dXGjTxp7Tp08yfforfP31f9m8+QNOnz6FRnPd0L7736h7/nuf69evc/x4PkuWLDa8ptFoKC1V07JlqzqsxwqAQ/+vvXsPi7La+z/+ZsDhEBXbA2JaeCjF0LS0rjTFTQdBBVHUIq0082zqzh4UPLUNQWLz83x4tLKeLB9NERBDcYuiJrk9daWmoJl4FjBURAeBmfn9wePsSCptp4Pyef3lrLnvNd/FfV/ruv3Omu/avZPjx4/z0UeLgPJE7enTp2zH3nefO3//+zQ2btzAyZMn+Ne/MnnssWY4ODjQpUs30tJS6dq1OwUFBfj63t467vZ2J+6/7du3UatWbRo1aozVasVgMLB9+zY6dfIHbrxnKruHAgK6MGfODHr1eoWNG9MYMmTEr17HW3X93tm9eydHjhxmz57dAJhMVzl69AcaNmxkO3by5CgyM7exefNGvv9+PyaTCYBu3bqzZMligoJC+Oc/1zNnzn/fchy3qsokyjMzM0lJSSEhIQFXV1dGjhxJWloaM2bMYOLEifj5+REfH8/ixYsJDy8vfG8ymYiKiqK09N8PAMnJyVgsFlJSUsjOzmbw4MFs3bqVffv2sWbNGpKTkykqKuKVV17hmWeewcPjtycFERERERERubu5GA23pWbtdUeTGrL7kaa3rf9b1fbEYVCiXKqpCxcK2LEjk+zsLFauXP5/K7gL2bJlEy++GEBgYDf++c/1ODs7ExjYFYOh/EsuH5/HSUpKsPUzfPgohg8fRWpqCt9+u+emPvvo0SM0bNgYs9nCQw/Vt9WCNpvNFBZetB3n6Oho+7fFYsXR0ZEpUyK4//4HeO65jrzwQmc2bkyzHfPzPfh+zsHBAav1+krwsgrvXT/HYrFgNDpXqEudl5fLAw88eJPjafR/Y7AwZ85C23nnz5/nL3/5C1u3ZgCQm3uOUaOG0qvXyzz7bHtq1qzFkSPZAHTtGsy7747CaDQSGNj1dz/3bnan7r/U1DXk5p6jd+9gAK5cKSI5ebUtUf7Le6aye6h5c18uXy7k0KHvycvLo0WLJ37zOt6sgoKfuHKliPr1G2A2WxgxYjSdOpXvE3nx4kVcXV35/vt/b8w7cuRgnnqqDU8+2YY2bZ5m6tTy8jOtWz9Ffn4+W7Zsol69+tSuXeeW4vgjqsxX3gcPHqRDhw64u7vj6OhIx44dSUxMxM3NDT8/PwCGDRtWYQPP2NhY+vfvX6Efi8WCyWTCbDZjMplwcSn/5mvr1q289NJLODs7U6tWLZ555hkyMjLu2PhEREREREREROT2Wr8+lTZtniExMZVVq1JISFjLG28MtCUhu3QJYsuWzWzenE7XrsG2855//iWKi4v5n//52JZ0LioqYu/e3bZk5m85ePAAGRnlZSK8vRtSWFjId999C8BXX61hypR/1+TeuHEDAFlZB7l8uZDGjR9l166dDBo0jI4d/8qOHZkAldamdnR0tLU/+KAHx479CGBLWP+Su7s7DRo8TFpaKgC7du1g5Mghvzue8+fP89lnnxAaWr5HYJs2bVm9uryUx7FjP/LGG69w7Vqx7fisrIM0aPAwr7zSj+bNH2fr1s1YLOVxennVo04dT5KSEu5I+Qx7uhP3X0HBT+zatZOlS1ewalUKq1alsGTJF+zZs7PCKv+b8dJLgfzjHzG89FL5Cvjfuo43o6SkhPnzZ9OlSxAuLi60adOWNWuSKCsr4+rVq4wY8VaFJHlh4SVOnjzOW28N49lnn2Pbti1YLOXlZ67/GmHWrHi6dg26pXH9UVVmRbmvry8xMTEMHToUV1dXNm3axNdff42fnx8TJkzg0KFDNG7cmMmTJwOQnp5OcXExgYGBFfrp2bMniYmJdOzYkcLCQmbMmAFAXl4eLVu2tB1Xp04dzp07d+cGKCIiIiIiIiJyj7tqKuHC4Vm3pd+bsW5dCkOGjKzQFhr6MsuWfcbx4zl4ezfEw+MvWCxm6tV7yHaM0Whkzpz/5sMPFzJgQF8ALBYznTo9T79+FRdpXvfBB9NwdXXDwQFcXFyYOnW6rc+oqFhmz46npKQEN7f7eO+9f5c+OXPmNAMHli8EnTp1Oo6OjgwcOJjhwwfh7GykSZPHqFfvIc6ePXPDZ7Zt+wyLFi3A3d2dHj16MWVKJP37h/HUU09Tq1btSuN8771p/OMfMSxb9hlOTjV4//2YCmU+rktOXs22bVtwcACrFUJCQm0lRN55ZxxxcdH07x+G1Wpl8uT3cXO7z3bu008/S2LiKl57rQ9Wq5XWrZ/ixx+P2t5/8cXOZGRsuu2rgk3F5tuyebOp+OaSxXfi/lu/PpV27dpTp46nra1+/QZ06ODHmjWJGI3Gmx5XQEBXPvrov5k6dTrw+9exMtnZh2wxm81ltGnzNCNGjAGgR4/enDp1kjff7IvZbKZr12Ceeqote/eWl2J54IEHCQoK4fXXX8bJyYmnnnqa4uJiTCYTrq6uvPhiAP/7v5/TseNfb3pM/wkH6/XfaFQBn3zyCatXr8bDw4N27doxe/ZsXFxc+Pzzz2nZsiWzZs3i3LlzvPvuuwwfPpxPP/0Ud3d3mjVrRnZ2+c8AZsyYQUlJCePHjycnJ4cBAwawbNkyFi5cSKtWrejTp/ybsJkzZ3LfffcxZMjvf4sG/KGNX+rUuV8bxoiI3WkuEhF70zwkIvZWp8791a70iuZduVPOnTuOl5e3vcOo8pycDJSVWXj77SEMHDiEp55qa++Q7piysjKioqbw/PMv2kpwiPwei8VCUlICJ07k8Le/hf/qcb82B/2RvUmqTOmVoqIiOnfuTEpKCkuXLsVoNNK0aVO8vb1tK8GDgoLYt28fGRkZXLx4kX79+hESEgJASEgIRUVFpKenExoaioODA40aNaJVq1bs27cPLy8v8vPzbZ+Xn5+Pp6dnpbGIiIiIiIiIiIjIf8ZqtdKjRxcMBsMdWxUs94aJE8NZuzaJ/v0H3bHPrDKlV06dOsX48eNJSEjAZDKxatUqoqOjGTNmDFlZWfj4+LBp0yZ8fX3p06ePbWU4QLNmzUhOTgbAx8eHjRs30rRpUwoKCjhw4ABjx46lfv36TJkyhTfffBOTycSOHTsYM2aMvYYrIiIiIiIid0hxieW2/BT/umsllvINNKsIs6n49w8SEbuYN2+xvUO4oxwcHFi79p/2DkPuQtOn/787/plVJlHu4+ND586d6d69O2azmQEDBtCmTRvmz5/PpEmTMJlMeHl5ERcX95v9REZGMnnyZLp164bBYGDs2LE0bNgQgO7du9O7d2/KysoYPXo0devWvQMjExEREREREXtyMRpUikRERER+U5VJlAPUqFEDs9mM0Wjk4sWLANx///24urpSUlK+aYOTU8WQDx48SI0aNWyvH3jgAdzc3DAYDBgMBmrWrGl7b+DAgXTr1o1evXrRo0ePOzAiERERERERsbfiEssfqlVamWslFpyNVaaKqYjd5eUZcHR0qHRzSKnIyUlzh1RktVgxW6rM9pF3nT97680qkyjPzMwkJSWFhIQEXF1dGTlyJGlpacyYMYOJEyfi5+dHfHw8ixcvJjy8vIC7yWQiKiqK0tJSWz/JyclYLBZSUlLIzs5m8ODBbN26FYAtW7YQExNToVa5iIiIiIiI3NtcjIY/bTPPqrZxp4i9GSaN57zPJVytBpQqF7k19z3RApQo/0OsVitXrhTi5GT80/qsMonygwcP0qFDB9zd3QHo2LEjiYmJuLm54efnB8CwYcMoLCy0nRMbG0v//v3Zu3evrc1isWAymTCbzZhMJlxcXGzvrVq1irlz5xIcHHyHRiUiIiIiIiIicu+yzF1I0ajhXHnkYdCqcpFbcunMcSwWi73DuGs5ORn5y1/q/Hn9/Wk9/Yd8fX2JiYlh6NChuLq6smnTJr7++mv8/PyYMGEChw4donHjxkyePBmA9PR0iouLCQwMrNBPz549SUxMpGPHjhQWFjJjxgzbe3Pnzr2jYxIRERERERERuaddKsQy7QN7RyFyV/I9cVh7aFQhVaY4Urt27QgNDeX1119n0KBBtGnTBoCdO3fy6quvkpiYyMMPP0xsbCz5+fksXLjQljT/uXnz5tG6dWu2b99OSkoK0dHRnD59+k4PR0RERERERERERETuElUmUV5UVETnzp1JSUlh6dKlGI1GmjZtire3Ny1btgQgKCiIffv2kZGRwcWLF+nXrx8hISEAhISEUFRURHp6OqGhoTg4ONCoUSNatWrFvn377Dk0EREREREREREREanCqkzplVOnTjF+/HgSEhIwmUysWrWK6OhoxowZQ1ZWFj4+PmzatAlfX1/69OlDnz59bOc2a9aM5ORkAHx8fNi4cSNNmzaloKCAAwcOMHbsWHsNS0REREREROysuMTC0aSGf0pf10ostD1x+E/pS0REqjezqdjeIcjPOFit1iqzter8+fP56quvMJvNDBgwgFdffZXvvvuOqKgoTCYTXl5exMXFUatWrQrnNWvWjOzsbADOnz/P5MmTOXHiBAaDgaFDhxIUFPSrx4uIiIiIiIiIiIhI9ValEuUiIiIiIiIiIiIiIndalalRLiIiIiIiIiIiIiJiD0qUi4iIiIiIiIiIiEi1pkS5iIiIiIiIiIiIiFRrSpSLiIiIiIiIiIiISLWmRLmIiIiIiIiIiIiIVGtKlIuIiIiIiIiIiIhItaZEuYiIiIiIiIiIiIhUa0qUi4iIiIiIiIiIiEi1pkS5iIiIiIiIiIiIiFRrSpT/B/Ly8hgyZAg9evQgLCyMU6dOAVBYWMiQIUPo0qUL/fr1Iz8/H4CSkhLCw8Pp0qULPXv25OjRowBYrVY++OADAgMD6dq1K3v27LHbmETk7nTw4EFatGhhe/1H5pslS5YQGBhIQEAAGzZsuONjEJG70549e+jduzchISH079+f06dPA3oeEpGqISUlha5du9K5c2e++OILe4cjIveYefPm0a1bN7p160ZcXBwAmZmZBAcH07lzZ2bOnGk79tChQ4SGhhIQEMDEiRMpKysD4MyZM/Tr14/AwECGDx/OlStX7DIWEVGi/D8ybtw4/P39SUpKIiQkhPj4eABmzZpF27ZtWbduHX369CE6OhqApUuX4urqyrp165gwYQKRkZEApKWlcfToUVJTU5k/fz6RkZG2CVNE5PeYTCaioqIoLS21td3qfLNv3z7WrFlDcnIyy5YtIy4ujosXL9prSCJyFwkPD2fatGkkJycTHBzMtGnTAD0PiYj95ebmMnPmTJYtW0ZSUhIrVqzghx9+sHdYInKPyMzM5OuvvyYxMZGkpCS+//571q5dy4QJE1iwYAGpqakcOHCALVu2AOXPTFOmTCEtLQ2r1cqXX34JwNSpU+nbty/r16+nRYsWLFiwwJ7DEqnWlCj/gwoKCsjKyiIsLAyAXr168be//Q2AjIwMgoODAQgKCmLr1q2UlpaSkZFB9+7dAXj66acpKCjgzJkzbNmyha5du2IwGGjUqBH16tXj22+/tc/AROSuExsbS//+/Su03ep8s3XrVl566SWcnZ2pVasWzzzzDBkZGXYYjYjcTUpKShgzZgw+Pj4ANGvWjLNnzwJ6HhIR+8vMzOTZZ5/Fw8MDNzc3AgICWL9+vb3DEpF7RJ06dYiIiMBoNFKjRg2aNGlCTk4O3t7ePPzwwzg5OREcHMz69es5ffo0xcXFtG7dGoDQ0FDWr19PaWkpu3btIiAgoEK7iNiHEuV/0MmTJ3nooYeIjY2lV69ejB49mho1agDlJVnq1KkDgJOTE+7u7hQUFFRoh/JJ9dy5c+Tl5eHp6XlDu4jI70lPT6e4uJjAwMAK7bc632geEpE/wmg0EhISAoDFYmHevHm8+OKLgJ6HRMT+fjnfeHp6kpuba8eIRORe8thjj9kS3zk5Oaxbtw4HB4dK553Knn9yc3O5cOEC7u7uODk5VWgXEftwsncAd4N169Yxffr0Cm3e3t4cPHiQUaNGERkZycqVK4mIiGDp0qU3nG+1WjEYDFitVhwcHG5ot1gslbaLiFxX2TzUuHFjioqK+PTTT284/lbnG4vFckMfmodE5Od+bR769NNPKSkpISIigrKyMoYOHVrp+XoeEpE7rbJ55eevRUT+DEeOHGHo0KGMGzcOR0dHcnJybO9dn3d+bT6qbF7SPCViP0qU34QuXbrQpUuXCm0nTpygZ8+e+Pv7A+U/Kb5ek9PT05Pz58/j5eVFWVkZV65cwcPDg7p165KXl8cjjzwCwPnz5/H09MTLy4u8vDxb39fbRUSuq2weWrlyJYsWLaJfv362tpCQEL744otbnm+8vLxsG+0B5Ofn06hRo9s8KhG5m1Q2DwFcuXKF4cOH4+HhwcKFC22/sNPzkIjYm5eXF7t377a9zs/P17wiIn+qPXv2MHr0aCZMmEC3bt3YuXPnDf+vquz/W9efc2rWrMnly5cxm804OjpqnhKxMy3T+YMeeeQRvLy8bJsybN68GV9fXwA6depEUlISAKmpqbRt25YaNWrQqVMnkpOTAdi9ezfOzs489NBD+Pn5kZKSgtls5vjx4+Tk5NCyZUv7DExE7hp9+vRh48aNJCcn2+aW5ORk3N3db3m+8fPzY8OGDZhMJgoKCtixYwft2rWz5/BE5C4RHh6Ot7c3s2bNwmg02tr1PCQi9ta+fXu++eYbCgoKMJlMbNiwAT8/P3uHJSL3iLNnzzJy5Eji4+Pp1q0bAK1ateLYsWMcP34cs9nM2rVr8fPzo379+jg7O7Nnzx6g/P9tfn5+1KhRg7Zt25KamgpAUlKS5ikRO3KwWq1Wewdxt/rxxx957733bDWlYmNjadiwIRcvXiQiIoKTJ09y//33Ex8fT4MGDbh27RpTpkzhwIEDGI1Gpk2bhq+vL1arlbi4OLZu3QpAZGQkHTp0sPPoRORu06xZM7KzswH+0HyzZMkSEhISKCsrY/jw4fTo0cNuYxGRu8PBgwfp2bMnjz76qK22pqenJx9++KGeh0SkSkhJSWHRokWUlpbSu3dvBg8ebO+QROQeMW3aNBISEmy/kgMICwujYcOGTJ8+nWvXrtGpUyciIyNxcHAgKyuLSZMmUVRUhK+vL9OnT8doNHL69GkiIiL46aefqFevHjNmzODBBx+048hEqi8lykVERERERERERESkWlPpFRERERERERERERGp1pQoFxEREREREREREZFqTYlyEREREREREREREanWlCgXERERERERERERkWpNiXIRERERERERERERqdaUKBcRERGRe8apU6do3rw5ISEhhISEEBwcTFhYGKmpqTd1/vPPP8/+/ftvc5R3Xm5uLmFhYXaN4eOPPyYiIsKuMezbt48pU6bYNQYRERERqZqc7B2AiIiIiMifycXFheTkZNvr06dPM2DAABwdHQkICLBjZPZTt25dli9fbu8w7O6HH34gNzfX3mGIiIiISBWkRLmIiIiI3NPq16/P6NGj+fjjjwkICKCkpIT4+Hh27dqF2Wzm8ccfZ9KkSbi7u9vOsVgsxMTE8N1333HlyhWsVivTpk2jefPmdOrUiS+//JJGjRoBMGDAAF577TU8PDyIjY3FYrEAMHTo0EoT85s2bWLhwoWUlpbi4uLC+PHjefLJJ4mMjOTq1avMnj2bI0eO8MYbb/D555+TmprK8ePHOXfuHPn5+fj4+BAdHY27uzu5ubm8//77nD17ltLSUrp168awYcM4deoU/fr1o0mTJpw+fZrY2FgGDhzIt99+C8DChQvZsGEDFouF+vXr895771G3bl1ef/11Wrduzd69ezl79izt2rUjKioKg8HA5s2bmTVrFhaLBTc3N6ZOnYqPjw979+4lPj4ek8mEwWDg7bffxt/fn9LSUqZNm0ZmZia1atWiVq1a3H///Tf8PVavXs369euxWCycOXOGunXrEhsbS926dbl8+TLR0dEcPnyY0tJS2rVrx7hx43BycqJFixa88MILZGVlER8fT8uWLW197t69+4Zr8cQTTzBnzhwuX75MZGQk06dPZ8WKFSxduhSDwUDt2rWZPHkyjRo1IiIiAmdnZ7Kysvjpp5947rnnmDRpEjVq1PjzbkwRERERqVJUekVERERE7nk+Pj4cPnwYgMWLF+Po6Mjq1atZs2YNnp6exMfHVzj+u+++Iy8vjxUrVpCamkrPnj358MMPcXNzo0ePHqxcuRKAEydOkJOTg7+/P3PnzuXNN99k9erVxMTEsGPHjhviyMnJYebMmSxevJikpCSioqIYNWoUV69eZfLkyWRlZZGYmMg777xDZGQkTZo0AWDXrl3MmjWLdevW4eTkxPz58wEIDw+nV69erF69mlWrVpGZmWkrM3Pu3DlGjBhBWloaderUscWQlJTE4cOHWblyJcnJyXTq1IlJkybZ3j9x4gRLly5lzZo1bN26lZ07d3L+/HnCw8OZPn06KSkpvPXWW8THx3Pp0iUiIyOJi4sjMTGRBQsW8Pe//50zZ86wbNkycnJy+Oqrr1iyZAlnz5791euza9cuJk6cSGpqKr6+vkRHRwMQExODr68vq1evJikpiQsXLvDJJ58AUFpair+/P2lpaRWS5ECl16JevXqMHj2atm3bMn36dL755hs++ugjPvvsM9asWUNQUBAjR47EarUC5WValixZQmpqKkePHmXFihW/d5uJiIiIyF1MK8pFRERE5J7n4OCAi4sLABkZGVy+fJnMzEygPOFaq1atCsc/+eSTPPjggyxfvpyTJ0/yr3/9i/vuuw+Avn378tprr/HOO++wYsUKevfujaOjI126dOH9999n06ZNtG/fnrFjx94Qx/bt28nLy2PAgAEVYjtx4gQ+Pj7MnDmTl19+me7du9O9e3fbMYGBgdSuXRuA3r17ExMTw6hRo9i1axeXLl1i9uzZAFy9epWsrCyeeOIJnJycaN269Q0xbN68mf3799OrVy+gfPW8yWSyve/v74/BYMDd3R1vb28uXbrE3r17eeyxx3j88ccB6Ny5M507d2bLli3k5+czcuTICuPJzs7mm2++ISgoCKPRiNFoJDg4mOzs7Eqvz3PPPWdbof/yyy8TEhJiu1b79+9n1apVABQXF1c4r23btpX2dzPXYtu2bXTt2pWaNWsCEBoaSnR0NKdOnQKgZ8+etmseEhJCeno6r732WqWfJyIiIiJ3PyXKRUREROSet3//fpo2bQqUJ4YnTJhAp06dALhy5QrXrl2rcHxGRgbR0dG8+eabvPDCCzRu3Jg1a9YA0KhRI5o1a0Z6ejpr167lyy+/BCAsLAx/f3+2b9/Otm3bmDdvHuvXr8fZ2dnWr8VioV27dsyaNcvWdvbsWTw9PQE4duwYHh4eHDp0iJKSEoxGIwCOjo4V+jAYDFgsFqxWK8uXL8fV1RWAgoICnJ2duXDhAkajESenGx/3LRYLgwYNom/fvgCUlJRw6dIl2/vXv1CA8qS31WrFyckJBwcHW7vVaiU7Oxuz2UyTJk1sK+yhfOPQmjVr3rAC++dj+KVfju/6a4vFwuzZs20r6wsLCyvE4ebmVml/v3Ytfvl3+CWr1UpZWdkNMVmtVgwG/RhXRERE5F6mpz0RERERuacdO3aMBQsWMHDgQAA6dOjAF198QUlJCRaLhcmTJzNjxowK52zfvh1/f3/69u1LixYt2LhxI2az2fZ+3759iYuL44knnqBu3bpAeXL20KFDhIaGEhUVRWFhIfn5+RX6bdeuHdu3b+fo0aMAbNmyhe7du1NcXMypU6eIjo5myZIlNG7cuEI5mPT0dC5fvozFYuHLL7/E398fd3d3WrdubStFUlhYyKuvvkp6evpv/j06dOjAqlWrKCoqAmD27NmMGzfuN89p1aoVR48e5ciRI7Z4wsPDad26NcePH2fXrl0AHDp0iICAAHJzc+nYsSNJSUlcu3aNa9eu2UrCVGbHjh22TTaXL1+Ov7+/LdZPP/0Uq9VKSUkJw4cP5/PPP//NWOHXr4Wjo6MtEd6xY0dSU1MpKCgAICEhAQ8PD7y9vQFYt24dJSUlXLt2jcTERFtMIiIiInJv0opyEREREbmnFBcX20p3GAwGnJ2dGTt2LH/9618BGDFiBB988AE9e/bEbDbTvHlzIiIiKvQRFhbGu+++S3BwMGVlZTz33HO2zS8NBgP+/v5MmjSJsLAw2zn/9V//RUxMDLNmzcLBwYG3336bBg0aVOj30Ucf5f3332fs2LG2ldoLFy7E2dmZd999l7feeoumTZsyZcoUgoODad++PQC1a9dm8ODBXLhwgaeffpphw4YBEB8fT1RUFMHBwZSUlBAUFET37t1t5UMq06dPH3Jzf8gcmwAAAXdJREFUc3n55ZdxcHCgXr16xMbG/ubftHbt2sTHxzN+/HjMZjPu7u7MnDmTmjVrMmfOHOLi4rh27RpWq5W4uDgaNGhAWFgYJ06cICgoqEICujJ169YlPDyc/Px8298IYOLEiURHRxMcHExpaSnt27dn0KBBvxnrb10Ls9nM/Pnzefvtt5k3bx4DBgygf//+WCwWatasyaJFi2wrx11cXOjbty+FhYUEBATYStWIiIiIyL3JwXp9txoREREREbkp3377LZMmTWLt2rUVSoHcDnPnzuXChQtMmTLltn6OvaxevZq0tDQWLVpk71BsIiIieOyxx3jrrbfsHYqIiIiI3CFaUS4iIiIicgvGjx/Pzp07mTlz5m1PkouIiIiIyJ2hFeUiIiIiIiIiIiIiUq1pM08RERERERERERERqdaUKBcRERERERERERGRak2JchERERERERERERGp1pQoFxEREREREREREZFqTYlyEREREREREREREanW/j83i0qXMYUDdQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df4.head())\n",
    "sns.set()\n",
    "\n",
    "# print(sns.load_dataset(\"car_crashes\").head())\n",
    "fig, ax = plt.subplots(figsize=(25, 25))\n",
    "\n",
    "sns.set_color_codes(\"dark\")\n",
    "sns.barplot(x=5, y=0, data=df4, orient='h', label=\"MAX Departure Delay\", color=\"r\")\n",
    "\n",
    "sns.set_color_codes(\"dark\")\n",
    "sns.barplot(x=6, y=0, data=df4, orient='h', label=\"MIN Departure Delay\", color=\"g\")\n",
    "\n",
    "sns.set_color_codes(\"dark\")\n",
    "sns.barplot(x=7, y=0, data=df4, orient='h', label=\"AVG Departure Delay\", color=\"b\")\n",
    "\n",
    "sns.set_color_codes(\"bright\")\n",
    "sns.barplot(x=2, y=0, data=df4, orient='h', label=\"MAX Arrival Delay\", color=\"r\")\n",
    "\n",
    "sns.set_color_codes(\"bright\")\n",
    "sns.barplot(x=3, y=0, data=df4, orient='h', label=\"MIN Arrival Delay\", color=\"g\")\n",
    "\n",
    "sns.set_color_codes(\"bright\")\n",
    "sns.barplot(x=4, y=0, data=df4, orient='h', label=\"AVG Arrival Delay\", color=\"b\")\n",
    "\n",
    "# Add a legend and informative axis label\n",
    "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax.set(ylabel=\"STOPS\", xlabel=\"Delays experienced per stop\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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