0_Getting-MeetUp-Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Our first step in analyzing Nashville's MeetUp scene is to scrape the data from the web. Fortunately, MeetUp has a great REST API client that we can use to build our database. Head on over to their (interactive console)[https://secure.meetup.com/meetup_api/console] if you want to see its complete functionality. \n",
    "\n",
    "For our purposes, **event attendance** is the fundamental piece of data we need to build the graph. In MeetUp terminology, we are after the **Yes RSVPs** individuals make when a MeetUp group organizes an event. This doesn't guarantee their actual attendance, of course, but it's the best proxy we have. \n",
    "\n",
    "Since we're interested in guiding decisions NOW, we will limit our search to events occuring in the past two years. We also want to get metadata for individual members and groups so that we can enrich our graph once we have it.\n",
    "\n",
    "Our approach will be: NEW API KEY: \n",
    "\n",
    "1. Download a list of all groups in Nashville.\n",
    "2. Download a list of events from the past two years from each group.\n",
    "3. Download a list of all \"yes\" RSVPs for each event.\n",
    "4. Download metadata for each member ID that RSVPed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "\n",
    "api_key = '646928682c4b5d6f5f6c782a6b351b29' # for a dummy account"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "#### 1. Download a list of all groups in Nashville."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "ConnectionError",
     "evalue": "HTTPSConnectionPool(host='api.meetup.com', port=443): Max retries exceeded with url: /find/groups?&sign=true&location=nashville%20tn&radius=25&page=200&offset=0&key=646928682c4b5d6f5f6c782a6b351b29 (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0x0000024A35473240>: Failed to establish a new connection: [Errno 11001] getaddrinfo failed',))",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    140\u001b[0m             conn = connection.create_connection(\n\u001b[1;32m--> 141\u001b[1;33m                 (self.host, self.port), self.timeout, **extra_kw)\n\u001b[0m\u001b[0;32m    142\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\util\\connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[0;32m     59\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 60\u001b[1;33m     \u001b[1;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msocket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetaddrinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfamily\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSOCK_STREAM\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     61\u001b[0m         \u001b[0maf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msa\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\socket.py\u001b[0m in \u001b[0;36mgetaddrinfo\u001b[1;34m(host, port, family, type, proto, flags)\u001b[0m\n\u001b[0;32m    742\u001b[0m     \u001b[0maddrlist\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 743\u001b[1;33m     \u001b[1;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_socket\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetaddrinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfamily\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    744\u001b[0m         \u001b[0maf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msa\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mgaierror\u001b[0m: [Errno 11001] getaddrinfo failed",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mNewConnectionError\u001b[0m                        Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    600\u001b[0m                                                   \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 601\u001b[1;33m                                                   chunked=chunked)\n\u001b[0m\u001b[0;32m    602\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    345\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 346\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_conn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    347\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m    849\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'sock'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# AppEngine might not have  `.sock`\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 850\u001b[1;33m             \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    851\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connection.py\u001b[0m in \u001b[0;36mconnect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    283\u001b[0m         \u001b[1;31m# Add certificate verification\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 284\u001b[1;33m         \u001b[0mconn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_new_conn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    285\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    149\u001b[0m             raise NewConnectionError(\n\u001b[1;32m--> 150\u001b[1;33m                 self, \"Failed to establish a new connection: %s\" % e)\n\u001b[0m\u001b[0;32m    151\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNewConnectionError\u001b[0m: <urllib3.connection.VerifiedHTTPSConnection object at 0x0000024A35473240>: Failed to establish a new connection: [Errno 11001] getaddrinfo failed",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\adapters.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    439\u001b[0m                     \u001b[0mretries\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 440\u001b[1;33m                     \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    441\u001b[0m                 )\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    638\u001b[0m             retries = retries.increment(method, url, error=e, _pool=self,\n\u001b[1;32m--> 639\u001b[1;33m                                         _stacktrace=sys.exc_info()[2])\n\u001b[0m\u001b[0;32m    640\u001b[0m             \u001b[0mretries\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\urllib3\\util\\retry.py\u001b[0m in \u001b[0;36mincrement\u001b[1;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[0;32m    387\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mnew_retry\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_exhausted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 388\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mMaxRetryError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_pool\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merror\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mResponseError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcause\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    389\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mMaxRetryError\u001b[0m: HTTPSConnectionPool(host='api.meetup.com', port=443): Max retries exceeded with url: /find/groups?&sign=true&location=nashville%20tn&radius=25&page=200&offset=0&key=646928682c4b5d6f5f6c782a6b351b29 (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0x0000024A35473240>: Failed to establish a new connection: [Errno 11001] getaddrinfo failed',))",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-4b5398430045>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mget_all_groups\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mgroups\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_all_groups\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'nashville tn'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mradius\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m25\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwrite_path\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mgroups\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\OneDrive\\Documents\\GitHub\\nashnetx\\utils.py\u001b[0m in \u001b[0;36mget_all_groups\u001b[1;34m(location_str, radius, write_path, api_key)\u001b[0m\n\u001b[0;32m     20\u001b[0m         \u001b[0mq\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'https://api.meetup.com/find/groups?&sign=true&location={}&radius={}&page=200&offset={}'\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlocation_str\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mradius\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     21\u001b[0m         \u001b[0mq\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;34m'&key={}'\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mapi_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 22\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     23\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     24\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\api.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m     70\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     71\u001b[0m     \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'allow_redirects'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 72\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'get'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     73\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     74\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\api.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     56\u001b[0m     \u001b[1;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     57\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 58\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     59\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    506\u001b[0m         }\n\u001b[0;32m    507\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 508\u001b[1;33m         \u001b[0mresp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    509\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    510\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    616\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    617\u001b[0m         \u001b[1;31m# Send the request\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 618\u001b[1;33m         \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    619\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    620\u001b[0m         \u001b[1;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\py3\\lib\\site-packages\\requests\\adapters.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    506\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mSSLError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    507\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 508\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    509\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    510\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mClosedPoolError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mConnectionError\u001b[0m: HTTPSConnectionPool(host='api.meetup.com', port=443): Max retries exceeded with url: /find/groups?&sign=true&location=nashville%20tn&radius=25&page=200&offset=0&key=646928682c4b5d6f5f6c782a6b351b29 (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0x0000024A35473240>: Failed to establish a new connection: [Errno 11001] getaddrinfo failed',))"
     ]
    }
   ],
   "source": [
    "from utils import get_all_groups\n",
    "\n",
    "groups = get_all_groups('nashville tn', radius=25, write_path=None)\n",
    "\n",
    "groups.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. Download a list of events from the past two years from each group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from utils import get_events\n",
    "\n",
    "events = pd.DataFrame()\n",
    "for gp_url in groups.group_urlname:\n",
    "    events.append(get_events(gp_url, date_filter_str='2015-11-01'), inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. Download a list of all \"yes\" RSVPs for each event."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from utils import get_all_event_rsvps\n",
    "\n",
    "rsvps = pd.DataFrame()\n",
    "for event_id, gp_url in events.group_urlname.iteritems():\n",
    "    rsvps.append(get_event_rsvps(urlname, event_id), inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. Download metadata for each member ID that RSVPed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'rsvps' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-5-5d5e2fd5cd9b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0munique_members\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrsvps\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmember_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'rsvps' is not defined"
     ]
    }
   ],
   "source": [
    "unique_members = rsvps.member_id.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Run Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read in membership data and trim to \"recent\" visits\n",
    "edges = pd.read_csv('data\\\\memberships.csv', parse_dates=['joined','visited'])\n",
    "# edges = edges.loc[edges.visited > pd.to_datetime('2016-01-01')]\n",
    "\n",
    "# create a \"members\" dataset\n",
    "members = edges[['member_id', 'name', 'hometown', 'city','state', 'lat', 'lon']].groupby('member_id').first()\n",
    "members['num_groups'] = edges[['member_id']].groupby('member_id').size()\n",
    "\n",
    "# read in group information and trim down to only groups with edges\n",
    "groups = pd.read_csv('data\\\\groups.csv', index_col='group_id')\n",
    "groups = groups.loc[edges.group_id.unique()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nashville Hiking Meetup\n"
     ]
    }
   ],
   "source": [
    "all_events_filename = './data/events.csv'\n",
    "all_rsvps_filename = './data/rsvps.csv'\n",
    "\n",
    "if not os.path.exists(all_events_filename):\n",
    "    (pd.DataFrame(columns=['event_id', 'name', 'status', 'time', 'yes_rsvp_count', 'group_urlname'])\n",
    "         .to_csv(all_events_filename, header=True, index=None) )\n",
    "if not os.path.exists(all_rsvps_filename):\n",
    "    (pd.DataFrame(columns=['group_urlname', 'event_id', 'member_id'])\n",
    "         .to_csv(all_rsvps_filename, header=True, index=None) )\n",
    "\n",
    "for i, g in groups.dropna().iloc[712:].iterrows():\n",
    "    try:\n",
    "        print(g.group_name)\n",
    "        events = get_events(g.group_urlname, api_key, date_filter_str='2015-11-01')\n",
    "        rsvps = get_all_event_rsvps(g.group_urlname, events.id.tolist(), api_key)\n",
    "        \n",
    "        events.to_csv(all_events_filename, header=False, mode='a', index=None)\n",
    "        rsvps.to_csv(all_rsvps_filename, header=False, mode='a', index=None)\n",
    "        sleep(1)\n",
    "    except ValueError as exc:\n",
    "        print(exc)\n",
    "    except ConnectionError as exc:\n",
    "        print(exc)\n",
    "    finally:\n",
    "        if 'events' in dir(): \n",
    "            del events\n",
    "        if 'rsvps' in dir():\n",
    "            del rsvps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([18964683], dtype='int64', name='group_id')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Nashville Improv & Comedy Meetup\n",
    "# Nasville Slow Ride"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# from time import sleep\n",
    "# import json\n",
    "\n",
    "# edges = pd.DataFrame()\n",
    "# err_ids = []\n",
    "# for pid in members.index:\n",
    "#     r = requests.get('https://api.meetup.com/2/groups?&sign=true&member_id={}&page=200&key=1eb16676d664fa48314391ae5b6c'.format(pid))\n",
    "#     try:\n",
    "#         r = r.json()\n",
    "#         for membership in r['results']:\n",
    "#             edge = pd.Series({'member_id': pid, \n",
    "#                               'group_id': membership['id'], \n",
    "#                               'group_name': membership['name']})\n",
    "#             edges = edges.append(edge, ignore_index=True)\n",
    "#     except json.decoder.JSONDecodeError:\n",
    "#         print(pid)\n",
    "#         err_ids.append(pid)\n",
    "    \n",
    "#     # Sleep briefly so that API doesn't get overwhelmed\n",
    "#     sleep(0.2)\n",
    "        \n",
    "\n",
    "# # Write to computer\n",
    "# write_data = True\n",
    "# if write_data == True:\n",
    "#     edges.to_csv('data_edges.csv') \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pathlib\n",
    "import pandas as pd\n",
    "\n",
    "data_files = [x for x in pathlib.Path('data').iterdir()]\n",
    "events = pd.read_csv('data/events.csv')\n",
    "members = pd.read_csv('data/members.csv')\n",
    "groups = pd.read_csv('data/groups.csv')\n",
    "\n",
    "rsvps = pd.read_csv('data/rsvps.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rsvps_full = rsvps.merge(events[['event_id', 'group_urlname']], on='event_id', how='left')\n",
    "#.merge(members, on='member_id', how='left', suffixes=('_event', '_member'))\n",
    "\n",
    "group_attendance = rsvps_full.groupby(['member_id', 'group_urlname']).size()\n",
    "group_attendance_trimmed = group_attendance.loc[group_attendance>0].reset_index()\n",
    "mgdf = group_attendance_trimmed.merge(groups[['group_id', 'group_urlname']], on='group_urlname')\n",
    "mgdf = mgdf.rename(columns={0: 'weight'})[['member_id', 'group_id', 'weight']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mgdf.to_csv('data/member-to-group-edges.csv', index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "g = nx.from_pandas_edgelist(mgdf, 'member_id', 'group_id', 'weight')\n",
    "Gc = max(nx.connected_component_subgraphs(g), key=len)\n",
    "member_nodes, group_nodes = nx.bipartite.sets(Gc)\n",
    "\n",
    "mg = nx.bipartite.weighted_projected_graph(Gc, nodes=member_nodes, ratio=False)\n",
    "gg = nx.bipartite.weighted_projected_graph(Gc, nodes=group_nodes, ratio=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24593"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mg.nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = nx.to_pandas_edgelist(mg, source='member1', target='member2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df.to_csv('data/member_edges.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "groups = groups.set_index('group_id').loc[[x for x in g.nodes]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_name</th>\n",
       "      <th>num_members</th>\n",
       "      <th>category_id</th>\n",
       "      <th>category_name</th>\n",
       "      <th>organizer_id</th>\n",
       "      <th>group_urlname</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>339011</th>\n",
       "      <td>Nashville Hiking Meetup</td>\n",
       "      <td>15838</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>4353803</td>\n",
       "      <td>nashville-hiking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929402</th>\n",
       "      <td>Paddle Adventures Unlimited</td>\n",
       "      <td>6331</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>8939765</td>\n",
       "      <td>paddleadventuresunlimited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18955830</th>\n",
       "      <td>Eat Love Nash</td>\n",
       "      <td>5008</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>13814459</td>\n",
       "      <td>EatLoveNash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585196</th>\n",
       "      <td>Tennessee Hiking Group</td>\n",
       "      <td>4828</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>13537265</td>\n",
       "      <td>TennesseeHikingGroup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102353</th>\n",
       "      <td>Nashville Backpacker Meetup</td>\n",
       "      <td>3861</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>7528310</td>\n",
       "      <td>NashvilleBackpacker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18506072</th>\n",
       "      <td>20s in Nashville</td>\n",
       "      <td>3811</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>188857906</td>\n",
       "      <td>20s-in-Nashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396244</th>\n",
       "      <td>Live Music Metropolis - Nashville Chapter</td>\n",
       "      <td>3765</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>8458864</td>\n",
       "      <td>livemusicnashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6928642</th>\n",
       "      <td>Middle Tennessee Sierra Club Outings and Adven...</td>\n",
       "      <td>3509</td>\n",
       "      <td>4</td>\n",
       "      <td>Community &amp; Environment</td>\n",
       "      <td>60473582</td>\n",
       "      <td>Middle-Tennessee-Sierra-Club-Outings-and-Adven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526316</th>\n",
       "      <td>¡Diablos Que Bailan! (Salsa Nashville)</td>\n",
       "      <td>3472</td>\n",
       "      <td>5</td>\n",
       "      <td>Dancing</td>\n",
       "      <td>12229328</td>\n",
       "      <td>diablos-que-bailan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11131552</th>\n",
       "      <td>Hiking Club of Nashville and Suburbs</td>\n",
       "      <td>3381</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>92743262</td>\n",
       "      <td>Hiking-Club-of-Nashville-and-Suburbs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168014</th>\n",
       "      <td>The Nashville Writers Meetup</td>\n",
       "      <td>3286</td>\n",
       "      <td>36</td>\n",
       "      <td>Writing</td>\n",
       "      <td>1281684</td>\n",
       "      <td>nashvillewriters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1473660</th>\n",
       "      <td>Nashville Kayak Lessons</td>\n",
       "      <td>3260</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>4093533</td>\n",
       "      <td>Nashville-Kayak-Lessons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18562307</th>\n",
       "      <td>Nashville Young Professionals Meetup</td>\n",
       "      <td>3210</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>8736052</td>\n",
       "      <td>Nashville-Young-Professionals-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457232</th>\n",
       "      <td>Volunteer Nashville</td>\n",
       "      <td>2921</td>\n",
       "      <td>4</td>\n",
       "      <td>Community &amp; Environment</td>\n",
       "      <td>34423222</td>\n",
       "      <td>volunteernashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6335372</th>\n",
       "      <td>Nashville soccer</td>\n",
       "      <td>2869</td>\n",
       "      <td>32</td>\n",
       "      <td>Sports &amp; Recreation</td>\n",
       "      <td>108448302</td>\n",
       "      <td>Nashville-soccer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21174496</th>\n",
       "      <td>20's &amp; 30's Women looking for girlfriends</td>\n",
       "      <td>2782</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>184580248</td>\n",
       "      <td>new-friends-in-Nashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526075</th>\n",
       "      <td>Nashville Area Gamer Association - NAGA</td>\n",
       "      <td>2730</td>\n",
       "      <td>11</td>\n",
       "      <td>Games</td>\n",
       "      <td>10764011</td>\n",
       "      <td>NAGACentral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18286946</th>\n",
       "      <td>Dine and Unwind in East Nashville</td>\n",
       "      <td>2667</td>\n",
       "      <td>10</td>\n",
       "      <td>Food &amp; Drink</td>\n",
       "      <td>173228792</td>\n",
       "      <td>Dine-and-Unwind-in-East-Nashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541319</th>\n",
       "      <td>The Nashville Songwriters Meetup Group</td>\n",
       "      <td>2644</td>\n",
       "      <td>21</td>\n",
       "      <td>Music</td>\n",
       "      <td>2984170</td>\n",
       "      <td>vocalists-164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18714758</th>\n",
       "      <td>Nashville Socials and Events!</td>\n",
       "      <td>2634</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>77649082</td>\n",
       "      <td>Nashville-Socials-and-Events</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8908602</th>\n",
       "      <td>Nashville Network After Work - Business Networ...</td>\n",
       "      <td>2622</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>95169012</td>\n",
       "      <td>Nashville-Network-After-Work-Business-Networki...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18243826</th>\n",
       "      <td>Middle TN 40+ singles</td>\n",
       "      <td>2583</td>\n",
       "      <td>30</td>\n",
       "      <td>Singles</td>\n",
       "      <td>198309808</td>\n",
       "      <td>MTN-40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18476981</th>\n",
       "      <td>Drink-n-Draw</td>\n",
       "      <td>2514</td>\n",
       "      <td>1</td>\n",
       "      <td>Arts &amp; Culture</td>\n",
       "      <td>40582582</td>\n",
       "      <td>DrinkNDrawNashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47094</th>\n",
       "      <td>The Greater Nashville RPG and Board Gamers Group</td>\n",
       "      <td>2375</td>\n",
       "      <td>11</td>\n",
       "      <td>Games</td>\n",
       "      <td>185299351</td>\n",
       "      <td>dnd-49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324203</th>\n",
       "      <td>Nashville Psychic Meetup</td>\n",
       "      <td>2360</td>\n",
       "      <td>22</td>\n",
       "      <td>New Age &amp; Spirituality</td>\n",
       "      <td>19801731</td>\n",
       "      <td>Nashville-Psychics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4705492</th>\n",
       "      <td>WOMEN \"Word of Mouth Entrepreneurial Networkers\"</td>\n",
       "      <td>2307</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>26706942</td>\n",
       "      <td>WOMEN-Word-of-Mouth-Entrepreneurial-Networkers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349592</th>\n",
       "      <td>Board Game Lovers Meetup</td>\n",
       "      <td>2261</td>\n",
       "      <td>11</td>\n",
       "      <td>Games</td>\n",
       "      <td>7563113</td>\n",
       "      <td>Board-Game-Lovers-Meetup-Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20186791</th>\n",
       "      <td>Free &amp; Cheap Events</td>\n",
       "      <td>2189</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>209069325</td>\n",
       "      <td>meetup-group-FtpRCHbj</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1492619</th>\n",
       "      <td>Women's  Business Network</td>\n",
       "      <td>2163</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>15369081</td>\n",
       "      <td>Womens-business-network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19713173</th>\n",
       "      <td>Transplant Nashville</td>\n",
       "      <td>2152</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>201565346</td>\n",
       "      <td>Transplant-Nashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743773</th>\n",
       "      <td>SEO in Nashville - Join the Other Group!</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>198986314</td>\n",
       "      <td>Nashville-SEO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23984060</th>\n",
       "      <td>Franklin Essential Oils</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>Health &amp; Wellbeing</td>\n",
       "      <td>214983548</td>\n",
       "      <td>Franklin-Essential-Oils-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25694632</th>\n",
       "      <td>Networking in The Nations</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>227262615</td>\n",
       "      <td>Networking-in-The-Nations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26040985</th>\n",
       "      <td>Spanish Group Downtown</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>Language &amp; Ethnic Identity</td>\n",
       "      <td>201787805</td>\n",
       "      <td>Spanish-Group-Downtown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25810092</th>\n",
       "      <td>Nashville KDrama Addicts</td>\n",
       "      <td>35</td>\n",
       "      <td>16</td>\n",
       "      <td>Language &amp; Ethnic Identity</td>\n",
       "      <td>80142302</td>\n",
       "      <td>Nashville-KDrama-Addicts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20836828</th>\n",
       "      <td>Black Women Read Book Club</td>\n",
       "      <td>35</td>\n",
       "      <td>18</td>\n",
       "      <td>Book Clubs</td>\n",
       "      <td>133440072</td>\n",
       "      <td>FUNdamental-Book-Club-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25150760</th>\n",
       "      <td>Real Estate and Coffee in Smyrna</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>230684071</td>\n",
       "      <td>Real-Estate-Lender-and-Coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26018023</th>\n",
       "      <td>Nashville Krishna Bhakti Yoga Meetup</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>Health &amp; Wellbeing</td>\n",
       "      <td>237187969</td>\n",
       "      <td>Nashville-Bhakti-Yoga-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19266450</th>\n",
       "      <td>Rikian Exerciser Fitness Fans - Franklin, TN</td>\n",
       "      <td>32</td>\n",
       "      <td>9</td>\n",
       "      <td>Fitness</td>\n",
       "      <td>117599352</td>\n",
       "      <td>Rikian-Exerciser-Fitness-Fans-Franklin-TN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18964683</th>\n",
       "      <td>Nashville Nonprofit Meetup</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>Community &amp; Environment</td>\n",
       "      <td>145524752</td>\n",
       "      <td>Nashville-Nonprofit-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25590123</th>\n",
       "      <td>Home Buyers of Rutherford</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>230684071</td>\n",
       "      <td>Home-Buyers-of-Rutherford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10032122</th>\n",
       "      <td>Christianity &amp; Transhumanism</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>Religion &amp; Beliefs</td>\n",
       "      <td>2256087</td>\n",
       "      <td>christian-transhumanism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23040833</th>\n",
       "      <td>Franklin Death Cafe</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>190717209</td>\n",
       "      <td>Franklin-Death-Cafe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18672773</th>\n",
       "      <td>Nashville Charismatic Liberals</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>Religion &amp; Beliefs</td>\n",
       "      <td>91626512</td>\n",
       "      <td>Antioch-Charismatic-Liberals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20822884</th>\n",
       "      <td>iProduce BNA - Pro iPhone / iPad camera / RESI...</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>Tech</td>\n",
       "      <td>121080112</td>\n",
       "      <td>iProduce-BNA-Pro-iPhone-iPad-Camera-AV-RESIST-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24556869</th>\n",
       "      <td>Miniatures @ GAME CAVE 2 Hendersonville</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>Sci-Fi &amp; Fantasy</td>\n",
       "      <td>230023795</td>\n",
       "      <td>Miniatures-GAME-CAVE-2-Hendersonville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25903892</th>\n",
       "      <td>The Costumed Revelers</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>Sci-Fi &amp; Fantasy</td>\n",
       "      <td>4579315</td>\n",
       "      <td>The-Costumed-Revelers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24446290</th>\n",
       "      <td>Spiritist Study Group</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>Religion &amp; Beliefs</td>\n",
       "      <td>229380747</td>\n",
       "      <td>spiritist-study-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19496778</th>\n",
       "      <td>Nashville Parents of Children with Dyslexia Su...</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>Support</td>\n",
       "      <td>199072232</td>\n",
       "      <td>Nashville-Parents-of-Children-with-Dyslexia-Su...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26090658</th>\n",
       "      <td>Grace Business Networking Group</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>13385553</td>\n",
       "      <td>Grace-Business-Networking-Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21390741</th>\n",
       "      <td>The Nashville Big Red Machine</td>\n",
       "      <td>16</td>\n",
       "      <td>32</td>\n",
       "      <td>Sports &amp; Recreation</td>\n",
       "      <td>188988997</td>\n",
       "      <td>The-Nashville-Big-Red-Machine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25718653</th>\n",
       "      <td>Nashville Hookah Bar Hook-ups!</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>Hobbies &amp; Crafts</td>\n",
       "      <td>227480320</td>\n",
       "      <td>Nashville-Hookah-Bar-Hook-ups</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25856788</th>\n",
       "      <td>West Meade Cyclists</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>Fitness</td>\n",
       "      <td>191709519</td>\n",
       "      <td>West-Meade-Cyclists</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21651228</th>\n",
       "      <td>Nashville Music Performance Playground</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Music</td>\n",
       "      <td>197580884</td>\n",
       "      <td>Nashville-Music-Performance-Playground</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23968092</th>\n",
       "      <td>Ingress</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>Games</td>\n",
       "      <td>11288886</td>\n",
       "      <td>Ingress</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24811380</th>\n",
       "      <td>Marigolds Author Group + Travel Club for Chris...</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Arts &amp; Culture</td>\n",
       "      <td>13371408</td>\n",
       "      <td>Marigolds-Author-Group-Travel-Club-for-Christi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25996638</th>\n",
       "      <td>Music Row Professional Group</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>225854465</td>\n",
       "      <td>Music-Row-Professional-Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20586888</th>\n",
       "      <td>Nashville Women &amp; Beauty</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>Fashion &amp; Beauty</td>\n",
       "      <td>1720391</td>\n",
       "      <td>Nashville-Women-Beauty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18571126</th>\n",
       "      <td>Bellevue Business Buzz Networking  Group</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>1720391</td>\n",
       "      <td>Bellevue-Business-Meetup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18821254</th>\n",
       "      <td>Nashville Business Strategy Meetup</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>125145522</td>\n",
       "      <td>Nashville-Business-Strategy-Meetup</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 group_name  num_members  \\\n",
       "group_id                                                                   \n",
       "339011                              Nashville Hiking Meetup        15838   \n",
       "929402                          Paddle Adventures Unlimited         6331   \n",
       "18955830                                      Eat Love Nash         5008   \n",
       "1585196                              Tennessee Hiking Group         4828   \n",
       "1102353                         Nashville Backpacker Meetup         3861   \n",
       "18506072                                   20s in Nashville         3811   \n",
       "1396244           Live Music Metropolis - Nashville Chapter         3765   \n",
       "6928642   Middle Tennessee Sierra Club Outings and Adven...         3509   \n",
       "526316               ¡Diablos Que Bailan! (Salsa Nashville)         3472   \n",
       "11131552               Hiking Club of Nashville and Suburbs         3381   \n",
       "168014                         The Nashville Writers Meetup         3286   \n",
       "1473660                             Nashville Kayak Lessons         3260   \n",
       "18562307               Nashville Young Professionals Meetup         3210   \n",
       "1457232                                 Volunteer Nashville         2921   \n",
       "6335372                                    Nashville soccer         2869   \n",
       "21174496          20's & 30's Women looking for girlfriends         2782   \n",
       "1526075             Nashville Area Gamer Association - NAGA         2730   \n",
       "18286946                  Dine and Unwind in East Nashville         2667   \n",
       "541319               The Nashville Songwriters Meetup Group         2644   \n",
       "18714758                      Nashville Socials and Events!         2634   \n",
       "8908602   Nashville Network After Work - Business Networ...         2622   \n",
       "18243826                              Middle TN 40+ singles         2583   \n",
       "18476981                                       Drink-n-Draw         2514   \n",
       "47094      The Greater Nashville RPG and Board Gamers Group         2375   \n",
       "1324203                            Nashville Psychic Meetup         2360   \n",
       "4705492    WOMEN \"Word of Mouth Entrepreneurial Networkers\"         2307   \n",
       "1349592                            Board Game Lovers Meetup         2261   \n",
       "20186791                                Free & Cheap Events         2189   \n",
       "1492619                           Women's  Business Network         2163   \n",
       "19713173                               Transplant Nashville         2152   \n",
       "...                                                     ...          ...   \n",
       "1743773            SEO in Nashville - Join the Other Group!           41   \n",
       "23984060                            Franklin Essential Oils           39   \n",
       "25694632                          Networking in The Nations           37   \n",
       "26040985                             Spanish Group Downtown           36   \n",
       "25810092                           Nashville KDrama Addicts           35   \n",
       "20836828                         Black Women Read Book Club           35   \n",
       "25150760                   Real Estate and Coffee in Smyrna           34   \n",
       "26018023               Nashville Krishna Bhakti Yoga Meetup           33   \n",
       "19266450       Rikian Exerciser Fitness Fans - Franklin, TN           32   \n",
       "18964683                         Nashville Nonprofit Meetup           32   \n",
       "25590123                          Home Buyers of Rutherford           32   \n",
       "10032122                       Christianity & Transhumanism           31   \n",
       "23040833                                Franklin Death Cafe           31   \n",
       "18672773                     Nashville Charismatic Liberals           27   \n",
       "20822884  iProduce BNA - Pro iPhone / iPad camera / RESI...           27   \n",
       "24556869            Miniatures @ GAME CAVE 2 Hendersonville           27   \n",
       "25903892                              The Costumed Revelers           26   \n",
       "24446290                              Spiritist Study Group           23   \n",
       "19496778  Nashville Parents of Children with Dyslexia Su...           21   \n",
       "26090658                    Grace Business Networking Group           20   \n",
       "21390741                      The Nashville Big Red Machine           16   \n",
       "25718653                     Nashville Hookah Bar Hook-ups!           16   \n",
       "25856788                                West Meade Cyclists           15   \n",
       "21651228             Nashville Music Performance Playground           14   \n",
       "23968092                                            Ingress           11   \n",
       "24811380  Marigolds Author Group + Travel Club for Chris...           10   \n",
       "25996638                       Music Row Professional Group           10   \n",
       "20586888                           Nashville Women & Beauty            5   \n",
       "18571126           Bellevue Business Buzz Networking  Group            5   \n",
       "18821254                 Nashville Business Strategy Meetup            2   \n",
       "\n",
       "          category_id               category_name  organizer_id  \\\n",
       "group_id                                                          \n",
       "339011             23        Outdoors & Adventure       4353803   \n",
       "929402             23        Outdoors & Adventure       8939765   \n",
       "18955830           31                 Socializing      13814459   \n",
       "1585196            23        Outdoors & Adventure      13537265   \n",
       "1102353            23        Outdoors & Adventure       7528310   \n",
       "18506072           31                 Socializing     188857906   \n",
       "1396244            31                 Socializing       8458864   \n",
       "6928642             4     Community & Environment      60473582   \n",
       "526316              5                     Dancing      12229328   \n",
       "11131552           23        Outdoors & Adventure      92743262   \n",
       "168014             36                     Writing       1281684   \n",
       "1473660            23        Outdoors & Adventure       4093533   \n",
       "18562307            2           Career & Business       8736052   \n",
       "1457232             4     Community & Environment      34423222   \n",
       "6335372            32         Sports & Recreation     108448302   \n",
       "21174496           31                 Socializing     184580248   \n",
       "1526075            11                       Games      10764011   \n",
       "18286946           10                Food & Drink     173228792   \n",
       "541319             21                       Music       2984170   \n",
       "18714758           31                 Socializing      77649082   \n",
       "8908602             2           Career & Business      95169012   \n",
       "18243826           30                     Singles     198309808   \n",
       "18476981            1              Arts & Culture      40582582   \n",
       "47094              11                       Games     185299351   \n",
       "1324203            22      New Age & Spirituality      19801731   \n",
       "4705492             2           Career & Business      26706942   \n",
       "1349592            11                       Games       7563113   \n",
       "20186791           31                 Socializing     209069325   \n",
       "1492619             2           Career & Business      15369081   \n",
       "19713173           31                 Socializing     201565346   \n",
       "...               ...                         ...           ...   \n",
       "1743773             2           Career & Business     198986314   \n",
       "23984060           14          Health & Wellbeing     214983548   \n",
       "25694632            2           Career & Business     227262615   \n",
       "26040985           16  Language & Ethnic Identity     201787805   \n",
       "25810092           16  Language & Ethnic Identity      80142302   \n",
       "20836828           18                  Book Clubs     133440072   \n",
       "25150760            2           Career & Business     230684071   \n",
       "26018023           14          Health & Wellbeing     237187969   \n",
       "19266450            9                     Fitness     117599352   \n",
       "18964683            4     Community & Environment     145524752   \n",
       "25590123            2           Career & Business     230684071   \n",
       "10032122           28          Religion & Beliefs       2256087   \n",
       "23040833           31                 Socializing     190717209   \n",
       "18672773           28          Religion & Beliefs      91626512   \n",
       "20822884           34                        Tech     121080112   \n",
       "24556869           29            Sci-Fi & Fantasy     230023795   \n",
       "25903892           29            Sci-Fi & Fantasy       4579315   \n",
       "24446290           28          Religion & Beliefs     229380747   \n",
       "19496778           33                     Support     199072232   \n",
       "26090658            2           Career & Business      13385553   \n",
       "21390741           32         Sports & Recreation     188988997   \n",
       "25718653           15            Hobbies & Crafts     227480320   \n",
       "25856788            9                     Fitness     191709519   \n",
       "21651228           21                       Music     197580884   \n",
       "23968092           11                       Games      11288886   \n",
       "24811380            1              Arts & Culture      13371408   \n",
       "25996638            2           Career & Business     225854465   \n",
       "20586888            8            Fashion & Beauty       1720391   \n",
       "18571126            2           Career & Business       1720391   \n",
       "18821254            2           Career & Business     125145522   \n",
       "\n",
       "                                              group_urlname  \n",
       "group_id                                                     \n",
       "339011                                     nashville-hiking  \n",
       "929402                            paddleadventuresunlimited  \n",
       "18955830                                        EatLoveNash  \n",
       "1585196                                TennesseeHikingGroup  \n",
       "1102353                                 NashvilleBackpacker  \n",
       "18506072                                   20s-in-Nashville  \n",
       "1396244                                  livemusicnashville  \n",
       "6928642   Middle-Tennessee-Sierra-Club-Outings-and-Adven...  \n",
       "526316                                   diablos-que-bailan  \n",
       "11131552               Hiking-Club-of-Nashville-and-Suburbs  \n",
       "168014                                     nashvillewriters  \n",
       "1473660                             Nashville-Kayak-Lessons  \n",
       "18562307               Nashville-Young-Professionals-Meetup  \n",
       "1457232                                  volunteernashville  \n",
       "6335372                                    Nashville-soccer  \n",
       "21174496                           new-friends-in-Nashville  \n",
       "1526075                                         NAGACentral  \n",
       "18286946                  Dine-and-Unwind-in-East-Nashville  \n",
       "541319                                        vocalists-164  \n",
       "18714758                       Nashville-Socials-and-Events  \n",
       "8908602   Nashville-Network-After-Work-Business-Networki...  \n",
       "18243826                                             MTN-40  \n",
       "18476981                                DrinkNDrawNashville  \n",
       "47094                                                dnd-49  \n",
       "1324203                                  Nashville-Psychics  \n",
       "4705492      WOMEN-Word-of-Mouth-Entrepreneurial-Networkers  \n",
       "1349592                      Board-Game-Lovers-Meetup-Group  \n",
       "20186791                              meetup-group-FtpRCHbj  \n",
       "1492619                             Womens-business-network  \n",
       "19713173                               Transplant-Nashville  \n",
       "...                                                     ...  \n",
       "1743773                                       Nashville-SEO  \n",
       "23984060                     Franklin-Essential-Oils-Meetup  \n",
       "25694632                          Networking-in-The-Nations  \n",
       "26040985                             Spanish-Group-Downtown  \n",
       "25810092                           Nashville-KDrama-Addicts  \n",
       "20836828                       FUNdamental-Book-Club-Meetup  \n",
       "25150760                      Real-Estate-Lender-and-Coffee  \n",
       "26018023                       Nashville-Bhakti-Yoga-Meetup  \n",
       "19266450          Rikian-Exerciser-Fitness-Fans-Franklin-TN  \n",
       "18964683                         Nashville-Nonprofit-Meetup  \n",
       "25590123                          Home-Buyers-of-Rutherford  \n",
       "10032122                            christian-transhumanism  \n",
       "23040833                                Franklin-Death-Cafe  \n",
       "18672773                       Antioch-Charismatic-Liberals  \n",
       "20822884  iProduce-BNA-Pro-iPhone-iPad-Camera-AV-RESIST-...  \n",
       "24556869              Miniatures-GAME-CAVE-2-Hendersonville  \n",
       "25903892                              The-Costumed-Revelers  \n",
       "24446290                              spiritist-study-group  \n",
       "19496778  Nashville-Parents-of-Children-with-Dyslexia-Su...  \n",
       "26090658                    Grace-Business-Networking-Group  \n",
       "21390741                      The-Nashville-Big-Red-Machine  \n",
       "25718653                      Nashville-Hookah-Bar-Hook-ups  \n",
       "25856788                                West-Meade-Cyclists  \n",
       "21651228             Nashville-Music-Performance-Playground  \n",
       "23968092                                            Ingress  \n",
       "24811380  Marigolds-Author-Group-Travel-Club-for-Christi...  \n",
       "25996638                       Music-Row-Professional-Group  \n",
       "20586888                             Nashville-Women-Beauty  \n",
       "18571126                           Bellevue-Business-Meetup  \n",
       "18821254                 Nashville-Business-Strategy-Meetup  \n",
       "\n",
       "[456 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "groups.sort_values(by='num_members', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_name</th>\n",
       "      <th>num_members</th>\n",
       "      <th>category_id</th>\n",
       "      <th>category_name</th>\n",
       "      <th>organizer_id</th>\n",
       "      <th>group_urlname</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11625832</th>\n",
       "      <td>PyNash</td>\n",
       "      <td>1442</td>\n",
       "      <td>34</td>\n",
       "      <td>Tech</td>\n",
       "      <td>215201845</td>\n",
       "      <td>PyNash</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         group_name  num_members  category_id category_name  organizer_id  \\\n",
       "group_id                                                                    \n",
       "11625832     PyNash         1442           34          Tech     215201845   \n",
       "\n",
       "         group_urlname  \n",
       "group_id                \n",
       "11625832        PyNash  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "groups.loc[groups.group_name=='PyNash']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working on Pynash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import networkx as nx \n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('data/group_edges.csv')\n",
    "g = nx.from_pandas_edgelist(df, source='group1', target='group2', edge_attr='weight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nx.spring_layout?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.2823529411764706, 0.47058823529411764, 0.8117647058823529),\n",
       " (0.41568627450980394, 0.8, 0.396078431372549),\n",
       " (0.8392156862745098, 0.37254901960784315, 0.37254901960784315),\n",
       " (0.7058823529411765, 0.48627450980392156, 0.7803921568627451),\n",
       " (0.7686274509803922, 0.6784313725490196, 0.4),\n",
       " (0.4666666666666667, 0.7450980392156863, 0.8588235294117647)]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "\n",
    "colors = sns.color_palette('muted')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqcAAAJ6CAYAAAAVRev1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWuP/A7RNAbin2YtOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f183099e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pynash_nodes = [11625832] + [x for x in g[11625832].keys()]\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize=(5,5), dpi=150)\n",
    "\n",
    "pos = nx.spring_layout(g.subgraph(pynash_nodes), k=3)\n",
    "nx.draw_networkx_edges(g.subgraph(pynash_nodes), pos, with_labels=False,\n",
    "                 width=0.1, alpha=0.5)\n",
    "nx.draw_networkx_nodes(g.subgraph(pynash_nodes), pos, with_labels=False,\n",
    "                 node_color=colors[0], node_size=100, alpha=0.9)\n",
    "nx.draw_networkx_nodes(g, pos, nodelist=[11625832], node_color=colors[1])\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "nx.draw_networkx?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_name</th>\n",
       "      <th>num_members</th>\n",
       "      <th>category_id</th>\n",
       "      <th>category_name</th>\n",
       "      <th>organizer_id</th>\n",
       "      <th>group_urlname</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25903892</th>\n",
       "      <td>The Costumed Revelers</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>Sci-Fi &amp; Fantasy</td>\n",
       "      <td>4579315</td>\n",
       "      <td>The-Costumed-Revelers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505523</th>\n",
       "      <td>Strictly Belcourt</td>\n",
       "      <td>1729</td>\n",
       "      <td>20</td>\n",
       "      <td>Movies &amp; Film</td>\n",
       "      <td>12552155</td>\n",
       "      <td>Strictly-Belcourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585196</th>\n",
       "      <td>Tennessee Hiking Group</td>\n",
       "      <td>4828</td>\n",
       "      <td>23</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>13537265</td>\n",
       "      <td>TennesseeHikingGroup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11625832</th>\n",
       "      <td>PyNash</td>\n",
       "      <td>1442</td>\n",
       "      <td>34</td>\n",
       "      <td>Tech</td>\n",
       "      <td>215201845</td>\n",
       "      <td>PyNash</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      group_name  num_members  category_id  \\\n",
       "group_id                                                     \n",
       "25903892   The Costumed Revelers           26           29   \n",
       "1505523        Strictly Belcourt         1729           20   \n",
       "1585196   Tennessee Hiking Group         4828           23   \n",
       "11625832                  PyNash         1442           34   \n",
       "\n",
       "                 category_name  organizer_id          group_urlname  \n",
       "group_id                                                             \n",
       "25903892      Sci-Fi & Fantasy       4579315  The-Costumed-Revelers  \n",
       "1505523          Movies & Film      12552155      Strictly-Belcourt  \n",
       "1585196   Outdoors & Adventure      13537265   TennesseeHikingGroup  \n",
       "11625832                  Tech     215201845                 PyNash  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "groups.loc[[25903892, 1505523, 1585196, 11625832]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "groups['clustering'] = pd.Series(nx.clustering(g, weight='weight'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Arts & Culture', 'Book Clubs', 'Career & Business',\n",
       "       'Cars & Motorcycles', 'Community & Environment', 'Dancing',\n",
       "       'Education & Learning', 'Fashion & Beauty', 'Fitness', 'Food & Drink',\n",
       "       'Games', 'Health & Wellbeing', 'Hobbies & Crafts', 'LGBT',\n",
       "       'Language & Ethnic Identity', 'Movements & Politics', 'Movies & Film',\n",
       "       'Music', 'New Age & Spirituality', 'Outdoors & Adventure',\n",
       "       'Parents & Family', 'Pets & Animals', 'Photography',\n",
       "       'Religion & Beliefs', 'Sci-Fi & Fantasy', 'Singles', 'Socializing',\n",
       "       'Sports & Recreation', 'Support', 'Tech', 'Writing'],\n",
       "      dtype='object', name='category_name')"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "groups.groupby('category_name').clustering.mean().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Stephen\\Anaconda2\\envs\\py3\\lib\\site-packages\\seaborn\\categorical.py:1460: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
      "  stat_data = remove_na(group_data)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAIcCAYAAAA6z556AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23fdaad5860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1, figsize=(4,8))\n",
    "\n",
    "cats_to_use = groups.groupby('category_name').size().sort_values().iloc[15:].index\n",
    "sns.barplot(data=groups.loc[groups.category_name.isin(cats_to_use)], \n",
    "            y='category_name', x='clustering', \n",
    "              order = (groups.loc[groups.category_name.isin(cats_to_use)]\n",
    "                           .groupby('category_name').clustering.median()\n",
    "                           .sort_values().index),\n",
    "              ax=ax)\n",
    "ax.set_yticklabels(ax.get_yticklabels(), fontsize=20, ha='right')\n",
    "ax.set_ylabel('')\n",
    "ax.set_title('Clustering Coefficient\\nBy Category', fontsize=28)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqcAAAJ6CAYAAAAVRev1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f189b4be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pynash_revelers = nx.shortest_path(g, source=25903892, target=11625832)\n",
    "gsub = g.subgraph(pynash_revelers)\n",
    "label_dict = groups.loc[pynash_revelers, 'group_name'].to_dict()\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize=(5,5), dpi=150)\n",
    "\n",
    "pos = nx.circular_layout(gsub)\n",
    "nx.draw_networkx_edges(gsub, pos, width=5, alpha=0.5)\n",
    "nx.draw_networkx_nodes(gsub, pos, with_labels=True,\n",
    "                 node_color=colors[0], node_size=1000, alpha=1)\n",
    "nx.draw_networkx_nodes(gsub, pos, nodelist=[11625832], node_color=colors[1])\n",
    "nx.draw_networkx_labels(gsub, pos, labels=label_dict)\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Tech                          55\n",
       "Career & Business              7\n",
       "Outdoors & Adventure           7\n",
       "Games                          5\n",
       "Community & Environment        4\n",
       "Socializing                    3\n",
       "Sports & Recreation            2\n",
       "Language & Ethnic Identity     2\n",
       "Dancing                        2\n",
       "Movements & Politics           2\n",
       "Education & Learning           2\n",
       "Religion & Beliefs             2\n",
       "New Age & Spirituality         1\n",
       "Singles                        1\n",
       "Food & Drink                   1\n",
       "LGBT                           1\n",
       "Music                          1\n",
       "Movies & Film                  1\n",
       "Pets & Animals                 1\n",
       "Health & Wellbeing             1\n",
       "Name: category_name, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "groups.loc[[x for x in g[11625832].keys()]].category_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cent = nx.betweenness_centrality(g, weight=None, normalized=True)\n",
    "groups['centrality'] = pd.Series(cent)\n",
    "groups['degree'] = pd.Series(dict(nx.degree(g)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_name</th>\n",
       "      <th>category_name</th>\n",
       "      <th>centrality</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19728145</th>\n",
       "      <td>Stepping Out Social Dance Meetup</td>\n",
       "      <td>Dancing</td>\n",
       "      <td>0.073161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18955830</th>\n",
       "      <td>Eat Love Nash</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>0.053112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187715</th>\n",
       "      <td>What the Pho!</td>\n",
       "      <td>Food &amp; Drink</td>\n",
       "      <td>0.052503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18243826</th>\n",
       "      <td>Middle TN 40+ singles</td>\n",
       "      <td>Singles</td>\n",
       "      <td>0.039488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339011</th>\n",
       "      <td>Nashville Hiking Meetup</td>\n",
       "      <td>Outdoors &amp; Adventure</td>\n",
       "      <td>0.036251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18506072</th>\n",
       "      <td>20s in Nashville</td>\n",
       "      <td>Socializing</td>\n",
       "      <td>0.035701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776274</th>\n",
       "      <td>Nashville SEO &amp; Internet Marketing, Over 1,600...</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>0.030180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4126912</th>\n",
       "      <td>Nashville Online Entrepreneurs</td>\n",
       "      <td>Career &amp; Business</td>\n",
       "      <td>0.029854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 group_name  \\\n",
       "group_id                                                      \n",
       "19728145                   Stepping Out Social Dance Meetup   \n",
       "18955830                                      Eat Love Nash   \n",
       "1187715                                       What the Pho!   \n",
       "18243826                              Middle TN 40+ singles   \n",
       "339011                              Nashville Hiking Meetup   \n",
       "18506072                                   20s in Nashville   \n",
       "1776274   Nashville SEO & Internet Marketing, Over 1,600...   \n",
       "4126912                      Nashville Online Entrepreneurs   \n",
       "\n",
       "                 category_name  centrality  \n",
       "group_id                                    \n",
       "19728145               Dancing    0.073161  \n",
       "18955830           Socializing    0.053112  \n",
       "1187715           Food & Drink    0.052503  \n",
       "18243826               Singles    0.039488  \n",
       "339011    Outdoors & Adventure    0.036251  \n",
       "18506072           Socializing    0.035701  \n",
       "1776274      Career & Business    0.030180  \n",
       "4126912      Career & Business    0.029854  "
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cent_names = groups.loc[[x for x in g.nodes]].sort_values(by='centrality', ascending=False)\n",
    "cent_names.loc[cent_names.centrality>0, ['group_name', 'category_name', 'centrality']].head(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x23f1a214dd8>,\n",
       " <matplotlib.text.Text at 0x23fdaee3940>,\n",
       " <matplotlib.text.Text at 0x23f18aeda90>,\n",
       " <matplotlib.text.Text at 0x23f18b0f4a8>,\n",
       " <matplotlib.text.Text at 0x23f18aed400>,\n",
       " <matplotlib.text.Text at 0x23f18b03550>,\n",
       " <matplotlib.text.Text at 0x23f18b03f28>,\n",
       " <matplotlib.text.Text at 0x23f18af8940>]"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(ax.get_xticklabels())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAKmCAYAAACG6Q8UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAXEQAAFxEByibzPwAAIABJREFUeJzs3XuYZXdd5/v3t3Zdu1NdCd2diI0hISGY6ggIkW6iLUbU\neMgQwVaJRxHBcTTIEQRveORwCQ4zDHJAQNQZER19vIwJtzkE4YBAH0MaoSOQLjikQ0igCelrqqqr\n67Iv3/lj7UpviqpOddXeVauq3q/nqWetWmvt7/rt1NPpXZ/+rt8vMhNJkiRJkqQy6VrtAUiSJEmS\nJM1lYCFJkiRJkkrHwEKSJEmSJJWOgYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLp\nGFhIkiRJkqTSMbCQJEmSJEmlY2AhSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYW\nkiRJkiSpdAwsJEmSJElS6RhYSJIkSZKk0ule7QGocyLim8Am4GurPRZJkiRJ0obwXcDpzPyO5RaK\nzGzDeFRGETHW19c3eNlll632UCRJkiRJG8A999zD9PT0eGZuWW4tOyzWt69ddtllwwcPHlztcUiS\nJEmSNoCdO3cyMjLSli5/57CQJEmSJEmlY2AhSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIk\nSZJUOgYWkiRJkiSpdAwsJEmSJElS6RhYSJIkSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIk\nlY6BhSRJkiRJKh0DC0mSJEmSVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVj\nYCFJkiRJkkrHwEKSJEmSJJWOgYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhI\nkiRJkqTSMbCQJEmSJEmlY2AhSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJ\nkiSpdAwsJEmSJElS6RhYSJIkSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIklY6BhSRJkiRJ\nKh0DC0mSJEmSVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVjYCFJkiRJkkrH\nwEKSJEmSJJWOgYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhIkiRJkqTSMbCQ\nJEmSJEmlY2AhSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJkiSpdAwsJEmS\nJElS6RhYSJIkSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIklY6BhSRJkiRJKh0DC0mSJEmS\nVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVjYCFJkiRJkkrHwEKSJEmSJJWO\ngYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhIkiRJkqTSMbCQJEmSJEmlY2Ah\nSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJkiSpdAwsJEmSJElS6RhYSJIk\nSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIklY6BhSRJkiRJKh0DC0mSJEmSVDobOrCIiIGI\neF1EfDkipiLiGxHxrojYsYRaF0TEWyPivoiYbm7fEhHnn+U1V0TEXzSvnYmI8Yj414j4jYjoXd67\nkyRJkiRp7dqwgUVE9AMfA14FnAe8D/ga8ELgzoh43DnU2gZ8Gvh1oAa8FxgHXgrsj4hHzfOaa4A7\ngV8EJpqvuR3YCbwZ+HBEdC/x7UmSJEmStKZt2MAC+H1gN/Ap4IrMfF5m7gJeAWwH3nUOtd4CXA7c\nCjyhWesq4G3AFRQBxFxvBzYBr8zM4cz8mcy8rlnnK8AzgOcv7a1JkiRJkrS2bcjAovm4xUua3/5a\nZp6aPZeZbwY+DzwjIp66iFqPBn4WmAFenJm1ltO/BRwFfj4iLmx5zXnA9wKngTe21svMb1CEGQDf\nd45vTZIkSZKkdWFDBhbA9wNDwD2Zeec85/+xuX32Imr9OMV/x32Z+WDricycBj4AVIBntZyqAo1F\n1D6+iGskSZIkSVp3Nmpg8aTm9sAC52ePP7ETtZpBxicpHgn57daLI+I7gV+jCDX++yLuL0mSJEnS\nurNRJ3W8uLn9+gLnZ48/toO1fhX4CPCGiPgF4C5gC/CDwAPA9Zn55UXcn4g4uMCpyxbzekmSJEmS\nymajBhbnNbenFzg/0dwOdqpWZv7/EfEDwHuApwBXzp4C/hlYKISQJEmSJGnd26iBxaqLiB8GbqFY\nSvWHgc8AW4FfAn4PeGZEPC0zjz5SrczcucA9DgLDbRu0JEmSJEkrZKPOYTG7KsimBc5vbm7HO1Er\nIh4F/A+gB/jfMvOfM3M8M7+ama8C3gFcAvzmIu4vSZIkSdK6s1EDi/ub28cscH72+H0dqnU98Cjg\njsw8PM9r/kdz+4OLuL8kSZIkSevORg0sPtfcPmWB87PHP9+hWrMhxugCr5k9fsEi7i9JkiRJ0rqz\nUQOLf6EIBS6LiCfPc/6nmtsPLKLWh4AGsCciLmw9ERF9wLOBOvDBllPfbG6/NyIq89T8vub2q4u4\nvyRJkiRJ686GDCwycwZ4e/Pbd0TE7DwTRMTLgScCn8jMz7Ycf0lEfCki3jCn1gPA3wK9wB9HROtE\npm8EtgN/nZlHWo5/CJgGLgVujoiHfw4R8QTgdc1v/3F571SSJEmSpLVpI68S8nrgR4BrgLsjYh/w\nWGAXcBR40ZzrtwFPAB49T62XAbuBvcCXIuIzwE7gKuBu4OWtF2fmAxHxm8AfAa8EnhcRd1KsEvJ0\noI+iI+Pdy36XkiRJkiStQRuywwIgM6eAa4GbgdPAcygCi3cDT8nMr5xDrWPA04C3UXRaPBcYoggk\nnpaZJ+Z5zdspljN9L8UKIz9BMd/FncCvATdkZm2Jb0+SJEmSpDUtMnO1x6AOiYiDw8PDwwcPHlzt\noUiSJEmSNoCdO3cyMjIykpk7l1trw3ZYSJIkSZKk8jKwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIk\nlY6BhSRJkiRJKh0DC0mSJEmSVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVj\nYCFJkiRJkkrHwEKSJEmSJJWOgYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhI\nkiRJkqTSMbCQJEmSJEmlY2AhSZIkSZJKp3u1ByBJao/x0zVuHxnl0OFJpqsN+nq6uHzHANcMDzG4\nyf/dS5IkaW3xE6wkrXEztQa37DvC/pExxidrTE43aGTSFcGBu8e4bf9xdg8PsXfPdnq6bayTJEnS\n2mBgIUlr2EytwTvff5gv3HuKE+NVeirBpv4KlS6oN2B8ss7JUzUmDtR58OQMN92wg15DC0mSJK0B\nfmqVpDXsln1HirBirMq2LT1cdEEvgwMVNvVVGByo8B0X9LJtSw/Hx6rcde8pbt13dLWHLEmSJC2K\ngYUkrVFjEzX2j4xxYrzKtqEe+nvn/196f28X24Z6OD5e5Y6RUcZP11Z4pJIkSdK5M7CQpDXqU18c\nZXyyRnclFgwrZvX3dtFdCcYni4k5JUmSpLIzsJCkNerQ4Ukmpxts7q8s6vrN/RUmpxscOjzZ4ZFJ\nkiRJy2dgIUlr1HS1WA2kssj/k1e6oJHJdLXR2YFJkiRJbWBgIUlrVF9PF10R1BeZP9Qb0BVBX4//\n65ckSVL5+alVktaoy3cMMNDXxcRUfVHXT0zVGejr4vIdAx0emSRJkrR8BhaStEY9/cohBge6qdWT\nqZmzt1lMzTSo1ZPBgW6uGR5aoRFKkiRJS2dgIUlr1JbN3ewa3sLWwR6OjVYXDC2mZhocG62ydbCH\n3cNDDG7qXuGRSpIkSefOT62StIbt3XMhR05WueveUxwbq9JdCTb3V6h0FXNWTEzVqdWTrVt6uOrS\n89i7Z/tqD1mSJElaFAMLSVrDeru7uOmGHdy67yh3jIwyPlljcrpYPaQrgsGBCoMD3eweHmLvnu30\ndNtYJ0mSpLXBwEKS1rje7i5uvPYirt+1ldtHRjl0eJLpaoO+nmKCzWt8DESSJElrkJ9gJWmdGNzU\nzXVXb+W6q1d7JJIkSdLy2RssSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJ\nkiSpdAwsJEmSJElS6RhYSJIkSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIklY6BhSRJkiRJ\nKh0DC0mSJEmSVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVjYCFJkiRJkkrH\nwEKSJEmSJJWOgYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhIkiRJkqTSMbCQ\nJEmSJEmlY2AhSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJkiSpdAwsJEmS\nJElS6RhYSJIkSZKk0jGwkCRJkiRJpWNgIUmSJEmSSsfAQpIkSZIklY6BhSRJkiRJKh0DC0mSJEmS\nVDoGFpIkSZIkqXQMLCRJkiRJUukYWEiSJEmSpNIxsJAkSZIkSaVjYCFJkiRJkkrHwEKSJEmSJJWO\ngYUkSZIkSSodAwtJkiRJklQ6BhaSJEmSJKl0DCwkSZIkSVLpGFhIkiRJkqTSMbCQJEmSJEmlY2Ah\nSZIkSZJKx8BCkiRJkiSVjoGFJEmSJEkqHQMLSZIkSZJUOgYWkiRJkiSpdDZ0YBERAxHxuoj4ckRM\nRcQ3IuJdEbFjCbUuiIi3RsR9ETHd3L4lIs5/hNedFxGvjojPR8SpiHgoIj4XEW+PiPOW/u4kSZIk\nSVq7NmxgERH9wMeAVwHnAe8Dvga8ELgzIh53DrW2AZ8Gfh2oAe8FxoGXAvsj4lELvO5S4PPAa4DN\nwG3AJ4F+4NeAs4YdkiRJkiStVxs2sAB+H9gNfAq4IjOfl5m7gFcA24F3nUOttwCXA7cCT2jWugp4\nG3AF8Oa5L4iIPoqA4mLgVzPzssz86cy8ITOfAHwPcGLpb0+SJEmSpLVrQwYWEdELvKT57a9l5qnZ\nc5n5Zoquh2dExFMXUevRwM8CM8CLM7PWcvq3gKPAz0fEhXNe+lLgCcCbM/NP59bNzLsy8/Q5vC1J\nkiRJktaNDRlYAN8PDAH3ZOad85z/x+b22Yuo9eMU/x33ZeaDrScycxr4AFABnjXndb/c3L5tsYOW\nJEmSJGmj6GhgERG/EhGDnbzHEj2puT2wwPnZ40/sRK2I+C6KR0i+nplfi4jvj4j/HBF/EhG/ExGX\nL+K+kiRJkiStW90drv9O4E0R8Q/An2fm7R2+32Jd3Nx+fYHzs8cf26Faw83tNyLiHcCL57zm9RHx\nu5n5h4u4PxFxcIFTly3m9ZIkSZIklc1KPBKyCfhFYF9EHIyIly20asYKml0udKE5Iiaa28V0hyyl\n1gXN7VOAX6VYJeS7gEcDv9M896aIuH4R95ckSZIkad1ZicAiWrZXAn8IHI6Iv42IZ67A/cto9r97\nN/CnmfnazPx6Zn4zM98I/N/N87+3mGKZuXO+L+CeDoxdkiRJkqSO63Rg8QTgTcCROcf7gJ8BPhwR\n90TEK5urbayU2VVBNi1wfnNzO96hWqda9v9intfMHtsVEf2LGIMkSZIkSetKRwOLzLw7M3+b4nGH\nvcAHgUbzdDS/LgVeD9wXEe+NiH8XEZ0OUu5vbh+zwPnZ4/d1qFbr/lfnec3ssQqw2o/PSJIkSZK0\n4lZkWdPMrGXmezLz3wGXAK8G7p1zWTfFMqLvA+6PiJsj4pIODelzze1TFjg/e/zzHar1JWCquX8B\n3641pDg1z3lJkiRJkta1FQksWmXm4cy8OTMvA34U+Adgpnl6tuviOynmbzgUER+JiJ+OiJ42DuNf\ngFHgsoh48jznf6q5/cAian2IomtkT0Rc2HoiIvooQpg6RXcJAJk5DfxT89sfmqfmM5rbr2Tm2CLG\nIEmSJEnSurLigUWrzPxoZt4I7AB+A/hCy+mgGN8PA39HMVHnmyLiyjbcdwZ4e/Pbd0TE7DwTRMTL\ngScCn8jMz7Ycf0lEfCki3jCn1gPA3wK9wB9HROtSsW8EtgN/nZlz5/F4Y3P7qoi4ouU+lwI3N7/9\nk6W+R0mSJEmS1rJVDSxmZeaJzHxrZj4JeDrw3zgzSeVs18U2ilDjroj4/yLi5yOidxm3fT2wH7gG\nuDsi/j4i7qBYxeQo8KI512+jmER0vslBX0axIsde4EsR8XcR8QXg14G7gZfP855vB15HMcfFnRHx\n4Yi4jeIRk8cBtwFvXsb7kyRJkiRpzSpFYNEqM/dn5n+gWEXkQSBbvqAIL54O/CXwtYj4reajF+d6\nnyngWopuhtPAc4DHAu8GnpKZXzmHWseApwFvo+i0eC4wBPwR8LTMPLHA615NEXJ8FthN8SjIPRTB\nzA2ZWT/X9yVJkiRJ0noQmfnIV62QiNgOvAD4JeCKuafnfJ/NYwkcAn4mMz+HHhYRB4eHh4cPHjy4\n2kORJEmSJG0AO3fuZGRkZCQzdy631qp3WEThWRFxC/B14D9TPHoRLV/HgDcBVwE/C/y/c8o8HvhY\nRHzXig1ckiRJkiR1zKoFFhFxSUTcDNxPsRrHc4AeznRSJPDPFAHFYzLztzNzJDP/PjN/DPhu4G84\n02VxPvDKFX4bkiRJkiSpA7of+ZL2aU6S+ZPAv6dYznO2g6LVUYr5Kf4sMw8tVCsz7waeHxF3UnRf\nJHBdB4YtSZIkSZJW2IoEFhHxPRQhxc8BF8we5sxEmlB0U/wZcGtmVs+h/FuBVwODFMujSpIkSZKk\nNa6jgUVE/ArFBJpPnT3EmckyAY5TrMpx1m6Ks8nMekTcD+ykeKREkiRJkiStcZ3usHgn37qaB839\npXZTLKTWhhqSJEmSJKkkVnIOi2V3U5zFnwDf0eaakiRJkiRplaxEYPEJ4E9pXzfFt8nMP+1EXUmS\nJEmStDo6HVhc0YFuCkmSJEmStM51dbK4YYUkSZIkSVqKTq8S8q7m7oOZ+cpl1HkNcDGQmflL7Rib\nJEmSJEkqr04/EvKLFKuD3AMsObAAfgJ4UrOWgYUkSZIkSetcRx8JkSRJkiRJWgoDC0mSJEmSVDpr\nJbDob26nVnUUkiRJkiRpRZQ+sIiIfuASivkrHlrd0UiSJEmSpJVQ6sAiInqAm4G+5qEvruJwJEmS\nJEnSCmnLKiER8QLgBWe5ZEdEfOwcSnYBQ8DjgYGW4x9ewvAkSZIkSdIa065lTS8BfojisY25gmIO\nimcsoW601DwK/PkSakiSJEmSpDWm3Y+ExJyvhY4v9mv2tQeBH8/M420eryRJkiRJKqF2dVj8G/CX\n8xx/AUWHxDjwnnOoVwVOAV8F7sjMTy93gJIkSZI0a/x0jdtHRjl0eJLpaoO+ni4u3zHANcNDDG5q\n169JkpajLX8SM/N9wPvmHm/ObQFwJDNf2I57SZIkSdJSzdQa3LLvCPtHxhifrDE53aCRSVcEB+4e\n47b9x9k9PMTePdvp6S71GgXSurcS0WE88iWSJEmS1FkztQbvfP9hvnDvKU6MV+mpBJv6K1S6oN6A\n8ck6J0/VmDhQ58GTM9x0ww56DS2kVdPpwOLS5rba4ftIkpbJ1lhJ0np3y74jRVgxVmXbUA/9vd8a\nRgwOVJiaaXBstMpd957i1n1HufHai1ZptJI6+gk0M+/rZH1J0vLZGitJ2gjGJmrsHxnjxPj8YcWs\n/t4utg31cGysyh0jo1y/a6vBvbRK/JMnSRuYrbGSpI3iU18cZXyyRnclFgwrZvX3dtFdCcYni+7D\n667eukKjlNTKT52StIF9S2vslh4uuqCXwYEKm/oqDA5U+I4Letm2pYfjY2daYyVJWosOHZ5kcrrB\n5v7Koq7f3F9hcrrBocOTHR6ZpIUsu8MiIn6h9fvM/KuFzrVDa31J0tLZGitJ2kimq8Ujj5VF/pNt\npQsamUxXG50dmKQFteMT57uBbPn+r85yrh0MLCSpDWyNlSRtJH09XXRFUF9k/lBvQFcEfT02pUur\npZ1/+jq9fKnLo0pSG9kaK0naSC7fMcBAXxcTU/VFXT8xVWegr1gxS9LqaFdgcbYwIdr0JUlqI1tj\nJUkbydOvHGJwoJtaPZmaOfvfZVMzDWr1ZHCgm2uGh1ZohJLmWvYjIZm54Efds52TJK0uW2MlSRvJ\nls3d7BrewsSBOsdGF56/aWqmwbHRKlu39LB7eMh5m6RV5J8+SdqgLt8xwIG7xxifrDM48MiPhUxM\nFdfZGitJWqv27rmQIyeLla+OjVXprgSbW5bznpiqU6snW7f0cNWl57F3z/bVHrK0ofnPZJK0Qdka\nK0naaHq7u7jphh088ymP4uLt/QwOVJieaXBqss70TIPBgQoXb+/nmU95FC++YQc93f66JK0mOywk\naYOyNVaStBH1dndx47UXcf2urdw+Msqhw5NMVxv09RQTbF7j33VSafgnUZI2MFtjJUkb1eCmbq67\neivXXb3aI5G0EAMLSdrAZltjb913lDtGRhmfrDE5Xawe0hXB4ECFwYFudg8PsXfPdltjJUmStGIM\nLCRpg7M1VpIkSWW07E+gEVFvx0AWKTPTT82S1AG2xkqSJKlM2vHLfwDZ3EqSJEmSJC1bux5GNqyQ\nJEmSJElt044Oixe2oYYkSZIkSdLDlh1YZOZftmMgkiRJkiRJs1yfTpIkSZIklY6BhSRJkiRJKh0D\nC0mSJEmSVDoGFpIkSZIkqXQMLCRJkiRJUum0Y1nTRYuIrcAPA98H7ADOB/qBWGSJzMxndmh4kiRJ\nkiSpJFYksIiI7cAbgecBfUstA2TbBiVJkiRJkkqr44FFRDwV+J/AhZxDJ8XsyzsyKEmSJEmSVGod\nDSwi4kLg/cBFnAkhTgN3AA8AP9c8Pg68l+IRkccBOznTUdEAbgEmOzlWSZIkSZJUHp3usPhd4NEU\nwUNQPBZyc2ZOAETEzzWvO5KZvzj7ooi4CHgp8IrmGB8PPDcz7+/weCVJkiRJUgl0bJWQiOgG/j1n\nOitel5m/OxtWnE1mPpiZvwfsAcaAJwMfjIj+To1XkiRJkiSVRyeXNX0qcF5z/wHg9edaIDM/DbyA\nojvjSuDmto1OkiRJkiSVVicDi+GW/fdnZu0s1/YsdCIz3w98hiK0eGFEVNo0PkmSJEmSVFKdDCwe\n1bJ/cIFrGs3tIy11+v80txcAP7icQUmSJEmSpPLrZGDR27I/vsA14xSdE49a4Pysr7XsP3Y5g5Ik\nSZIkSeXXycBirGV/ywLXnGxueyLi0Wep1bqayYXLGpUkSZIkSSq9TgYW97XsP2aBa77Ysv/0s9R6\nUsv+zJJHJEmSJEmS1oROBhat81ZcvcA1n2nZf+F8F0TEVuDGlkNfXd6wJEmSJElS2XUssMjMe4Fv\nUMxRcU1EDM5z2T+07D8rIl4XEQ+vGBIRFwPvp5hsE6AKfLJDQ5YkSZIkSSXRyQ4LgA83t33AT889\nmZkHgQ9ShBoA/ydwJCI+FRF3AvcAu2cvB/57Zp7o7JAlSZIkSdJq63RgMdtBEcDvRETMc82LgQc4\nE1oMAU8DnghUWq67B/jNDo1TkiRJkiSVyEp0WFza/Pqx+e6XmfcDzwD+hTOhRczZvw34gcwc7fB4\nJUmSJElSCXQ/8iVLl5kNvnW1kIWuOwTsiYinAc8EdlAEFfcB/5SZn+vkOCVJkiRJUrl0NLA4V5n5\naeDTqz0OSZIkSZK0ujr9SIgkSZIkSdI561hgEREvioh68+tAp+4jSZIkSZLWn052WFzEmYkz39PB\n+0iSJEmSpHWmk4FF64oehzt4H0mSJEmStM50MrB4oGV/UwfvI0mSJEmS1plOBhafAhrN/Sd38D6S\nJEmSJGmd6VhgkZnfBP6ZYh6L50TE+Z26lyRJkiRJWl86vazpK4Bp4ALgv0WEy6hKkiRJkqRH1NEA\nITM/D/wyUAWeC3wsIp7YyXtKkiRJkqS1r7uTxSPiF5q7fw7cBOwB7oyIzwG3A4eAMaC22JqZ+Vft\nHqckSZIkSSqXjgYWwLuBbO4nxXwWUEzC+aQl1jSwkCRJkiRpnet0YDFXPvIlC4plvl6SJEmSJK0R\nKxFYxCNfIkmSJEmSdEZHA4vMdFUQSZIkSZJ0zgwUJEmSJElS6RhYSJIkSZKk0jGwkCRJkiRJpdPR\nOSwi4mPN3a9n5i8so86fAZcDmZnPbMvgJEmSJElSaXV6lZAfoliK9J5l1vk+4Em4rKkkSZIkSRuC\nj4RIkiRJkqTSMbCQJEmSJEmls1YCi83N7WQ7i0bEQES8LiK+HBFTEfGNiHhXROxYQq0LIuKtEXFf\nREw3t2+JiPMX+freiBiJiIyI2rm/G0mSJEmS1o/SBxYRsQW4hGL+ihNtrNsPfAx4FXAe8D7ga8AL\ngTsj4nHnUGsb8Gng14Ea8F5gHHgpsD8iHrWIMr8HfPe5vAdJkiRJktarUgcWzU6Hd3JmctAvtLH8\n7wO7gU8BV2Tm8zJzF/AKYDvwrnOo9RaKVUxuBZ7QrHUV8DbgCuDNZ3txRFwJvBL4r+f8LiRJkiRJ\nWocic/kLb0TESym6Cea6hKIzogYcPoeSXcAQsGX2Fs06/0dm/vHSR9osFtELHGne4ymZeeec858D\nnghcnZmffYRajwa+TvEeL87MB1vO9VF0bTwK+M7MPDLP6wP4JEWw8d0UXST1zFz2Ci4RcXB4eHj4\n4MGDyy0lSVpB46dr3D4yyqHDk0xXG/T1dHH5jgGuGR5icFOnF/iSJElaup07dzIyMjKSmTuXW6td\nn3rO50w4EXPOBdDTPL8Us4nKV4B3L7HGXN9PEVbcMzesaPpHisDi2cBZAwvgxykCln2tYQVAZk5H\nxAeAFwHPYv7x/wrwA8DzM/NkkV9IkjaimVqDW/YdYf/IGOOTNSanGzQy6YrgwN1j3Lb/OLuHh9i7\nZzs93aVkubiFAAAgAElEQVRukpQkSVq2dv8zTSd+207gNuCmzDzdpppPam4PLHB+9vgT21TrRfPV\nanZn/Cfgo5n514u4lyRpnZqpNXjn+w/zhXtPcWK8Sk8l2NRfodIF9QaMT9Y5earGxIE6D56c4aYb\ndtBraCFJktaxdgUWH1/g+KspAoeTFPM5LFYVOAV8FfjXzHxgOYObx8XN7dcXOD97/LEdrvV2oB94\n8SLuI0lax27Zd6QIK8aqbBvqob/3W8OIwYEKUzMNjo1WueveU9y67yg3XnvRKo1WkiSp89oSWGTm\nJ4BPzD0eEa9u7p7IzNe2415tcl5zu1DHxkRzO9ipWhHxE8BPAq/NzC8v4j4LioiFJqm4bDl1JUkr\nY2yixv6RMU6Mzx9WzOrv7WLbUA/HxqrcMTLK9bu2OqeFJElat1ail9RJGeaIiEGK7oovA29Y5eFI\nklbZp744yvhkje5KLBhWzOrv7aK7EoxPFhNzSpIkrVcd/WeZzCzrw7WnmttNC5zf3NyOd6jWfwQe\nA/xIZk4v4h5ntdDsq83Oi+Hl1pckddahw5NMTjfY3F9Z1PWb+ytMTjc4dHiS667u8OAkSZJWyUbt\nI72/uX3MAudnj9/XoVrPBqaAV0XEq+Z5TSUiPt7cf1lm/tsixiFJWqOmq8VqIJVFxvyVLmhkMl1t\ndHZgkiRJq2ijBhafa26fssD52eOf72CtfuAZZ6k7e+78RYxBkrSG9fV00RVBfZH5Q70BXRH09ZS1\nkVGSJGn5NuonnX8BRoHLIuLJ85z/qeb2A4uo9SGgAeyJiAtbT0REH0U3RR344OzxzLwkM2O+r+Yl\n9ZZjHz+3tyZJWmsu3zHAQF8XE1P1RV0/MVVnoK+Ly3cMdHhkkiRJq2fFAouIGIqIF0XEn0bEJyPi\n8xFxT0R85Ry+7mnHWDJzhmLSS4B3RMTsPBNExMuBJwKfyMzPthx/SUR8KSLeMKfWA8DfAr3AH0dE\na9fKG4HtwF9n5pF2jF2StP48/cohBge6qdWTqZmzt1lMzTSo1ZPBgW6uGR5aoRFKkiStvI4/EtLs\nMngN8FKgb+7pRZbJ5rXZvpHxeuBHgGuAuyNiH/BYYBdwFHjRnOu3AU8AHj1PrZcBu4G9wJci4jPA\nTuAq4G7g5W0ctyRpndmyuZtdw1uYOFDn2OjCS5tOzTQ4Nlpl65Yedg8PuaSpJEla1zraYRERAxSP\nTPw2xZwNMedr0aXaPbbMnAKuBW4GTgPPoQgs3g08JTO/cg61jgFPA95G0WnxXGAI+CPgaZl5oq2D\nlyStO3v3XMhVl57H1i09HBur8s2TM4xP1jk9XWd8ss43T85wbKwIK6669Dz27tm+2kOWJEnqqMhs\nZ9PCnOIRb6LoLpi9SQBfBe4ADnNmSdBFy8zXtmt8611EHBweHh4+ePDgag9FkrQIM7UGt+47yh0j\no4xP1picLlYP6YpgoK+LwYFudg8PsXfPdnq6N+o0VJIkqcx27tzJyMjISGbuXG6tjvWSRsQg8BLO\nhBX3A/8hMz/SqXtKkrSW9XZ3ceO1F3H9rq3cPjLKocOTTFcb9PUUE2xe42MgkiRpA+nkp55rKR6P\ngKKT4hmZeX8H7ydJ0rowuKmb667eynVXr/ZIJEmSVk8n+0kvaW6TYpUMwwpJkiRJkrQonQws+lv2\n/62D95EkSZIkSetMJwOLwy37nZvZU5IkSZIkrTudDCw+17J/WQfvI0mSJEmS1pmOTbqZmXdFxJ3A\n9wLPiYhXZifXUJUkSdKqGz9dc5UbSVJbdPpvjd8G/gl4PPBS4C0dvp8kSZJWwUytwS37jrB/ZIzx\nyRqT0w0amXRFcODuMW7bf5zdw0Ps3bOdnu5ONvlKktaLjgYWmfnRiPg94D8B/yUiyExDC0mSpHVk\nptbgne8/zBfuPcWJ8So9lWBTf4VKF9QbMD5Z5+SpGhMH6jx4coabbthBr6GFJOkRdDSwiIiLgb8D\nKsDNwB9GxC8DfwncAXwTmDqXmi6PKkmSVC637DtShBVjVbYN9dDf+61hxOBAhamZBsdGq9x17ylu\n3XeUG6+9aJVGK0laKzr9SMhX+dYVQgK4EnjDEuslnR+zJEmSFmlsosb+kTFOjM8fVszq7+1i21AP\nx8aq3DEyyvW7tjqnhSStI5lJtZY02jhz5Ur9LREUYcPc8EKSJElr2Ke+OMr4ZI3uSiwYVszq7+2i\nuxKMTxYTc1539dYVGqUkqd1mag2qtWSm2qBaL8KKzKTRxsRiJQKLmLOVJEnSOnHo8CST0w0291cW\ndf3m/gqT0w0OHZ7kuqs7PDhJUltUa0UoMVNNqrUGM81wotM6HVhc2+H6kiRJWkXT1WI1kMoi59Cs\ndEEjk+lqo7MDkyQtSb2ezDRDiZlag2o1aaxAODGfTq8S8olO1pckSdLq6uvpoiuC+iLzh3oDuiLo\n63GVEElabfVGs2OieiakaOcjHcvlTEeSJElasst3DHDg7jHGJ+sMDjzyYyETU8V1l+8YWIHRSZJm\nNRrJTO3MIx0ztQb1ennCifkYWEiSJGnJnn7lELftP87JUzWmZhpnnXhzaqZBrZ4MDnRzzfDQCo5S\nkjaWzDzzSEczpKjWyh1OzMfAQpIkSUu2ZXM3u4a3MHGgzrHRhZc2nZppcGy0ytYtPeweHnJJU0lq\nk8x8eJWOmWrRPVGrr8ykmJ22an9TRMQVwGOAC4BNwHhmvne1xiNJkqSl2bvnQo6crHLXvac4Nlal\nuxJs7q9Q6SrmrJiYqlOrJ1u39HDVpeexd8/21R6yJK1Zs490nNmuj3BiPisaWETEtcBNwDOB8+ec\nvgd475zr+4A3ARWgDvxGZtZWYKiSJElapN7uLm66YQe37jvKHSOjjE/WmJwuVg/pimBwoMLgQDe7\nh4fYu2c7Pd1OuClJi1GbXbGjeuaxjtVasWM1rEhgERGPAd5FEVQARHObLfvfJjOnI+Ji4NnNaz8G\nvKeDQ5UkSdIS9HZ3ceO1F3H9rq3cPjLKocOTTFcb9PV0cfmOAa7xMRBJOqtvW060ZCt2rIaO/60R\nEVcCHwe28e3hRPAIoQXwXykCC4DnYWAhSZJUWoOburnu6q1cd/Vqj0SSymt2OdFqLdfMih2roaOB\nRUQMAR8BtlMEEwAfAt4N7AeOABMt5+bzkeY1m4Ef7tRYJUmSJElqt0ajmBRzptagWi22NcOJRel0\nh8VrgO+kCCROAz+fme9rvSDibM0VDz8WcgfF4yRbI+LxmXl3Z4YrSZIkSdLSZDZX62iZGHMtLida\nFh0LLCKiF/illkM/l5nvX2K5z3Fm/osrAQMLSZIkSdKqWc/LiZZFJzss9gDnUXRX7FtGWAHwtZb9\nxyxrVJIkSZIknaONtJxoWXQysHhcy/5ty6w12rI/uMxakiRJkiQtaHY50dnHO6rVjbWcaFl0MrDY\n2rL/4DJr9bTs15dZS5IkSZIk4MyKHTPVM3NPbPTlRMuik4HFWMv+lmXWurBl/9gya0mSJEmSNqBG\nI7/lsQ6XEy23TgYW32zZ/95l1trVsn/fMmtJkiRJkta5zHw4lKi6Ysea1MnA4naKCTcBnh0Rg5k5\nfq5FImI78KPNb6ebdSVJkiRJAlyxY73qWGCRmd+MiM8CVwMXAP8F+NUllHo90EcRfvxTZk63b5SS\nJEmSpLXGFTs2hk52WAD8AfCe5v4vR8Q08IrMrC3mxRHxu8Avz6knSZIkSdog6vUzk2G6YsfG0tHA\nIjPfFxEfBJ5F0SHxEuCGiHg78D+Bu+e+JiIuAK4FXgZ8/2wp4M8z8zOdHK8kSZIkafXMXbGjWk8n\nxdzAOt1hAfA84OPAUymCh8cCb2x+VVuuuzQiJoD+lmPR3O4DXtzxkUqSJEmSVsS3TIrZDChqhhNq\n0fHAIjMnIuIZwDuAF7ScCqCXMxNzdgEDsy/jTFjxbuCmxT5GIklryfjpGrePjHLo8CTT1QZ9PV1c\nvmOAa4aHGNy0EpmyJElS5803KWa11ljtYankVuTTcGaeBl4YEe8GXkHxiMhsIBELvOyjwH/MzH/u\n/AglaWXN1Brcsu8I+0fGGJ+sMTndoJFJVwQH7h7jtv3H2T08xN492+np7lrt4UqSJJ0TJ8VUO6zo\nP99l5ieAT0TEFuAa4EnAVuB84DRwDPgS8PHMPLaSY5Okc7XU7oiZWoN3vv8wX7j3FCfGq/RUgk39\nFSpdUG/A+GSdk6dqTByo8+DJGW66YQe9hhaSJKmknBRTnbIq/caZOQZ8qPklSWvKcrsjbtl3pAgr\nxqpsG+qhv/dbrxkcqDA10+DYaJW77j3FrfuOcuO1F63U25MkSVpQMSnmmc6JmVrDSTHVMT4gLUnn\nYLndEWMTNfaPjHFifP6wYlZ/bxfbhno4NlbljpFRrt+11TktJEnSinJSTK22tn36jYgu4KqWQ+OZ\nee8y6l0KDLYc+kL60JOkVbbc7ohPfXGU8cka3ZVYMKyY1d/bRXclGJ8sHj257uqtHXlPkiRJ802K\nWas774RWVzsfiv4V4M7m12eBxy+z3hXAgZaaL1xmPUlalnPtjjg+XnRHjJ8+s8jRocOTTE432Nxf\nWdQ9N/dXmJxucOjwZFvegyRJEkCtnpyervPQqRpHH5rhG8dnOHJyhpPjVSam6lRrDcMKrbq2BBYR\nsQn4vziz4sfrM/PDy6mZmf8EvL5ZM4DXRUTfsgYqScuwnO6IWdPVYr6LyiL/71vpgkYm01WX/ZIk\nSUtTryeT03VGJ2ocHZ3hG8en+eaJaU6MVTk1WWO6ajihcmpXh8Ve4CIggfuBP2hT3T8A7mvuPxr4\nqTbVlaRz1o7uiL6eLroiqC8yf6g3oCuCvh5XCZEkSY+s0UimZhqMn65xfKzKAyemeeDENMfHqoyf\nrjE906DRMJzQ2tCuT8DPb9l/bWbWFrzyHGRmFbi55dAL2lFXkpaiHd0Rl+8YYKCvi4mp+qJqTEzV\nGegrlkuVJElqlVnMN3FqssaJ8SoPnpzmG8enOTY6w+hEjcnpuit4aE1bdmARET3ADza/nQb+frk1\n5/i7Zt0AfrB5P0lace3ojnj6lUMMDnRTqxf/+nE2UzPFTNyDA91cMzy0nKFLkqR1YKbWYGKqzsnx\nKg+ebM478dAMD52qcXqqTrVmOKH1pR0dFk8CeikeB/l4ZrZ1ZrjMPA18vPltD/DkdtaXpMVqR3fE\nls3d7BrewtbBHo6NVhcMLWZXGtk62MPu4SGXNJUkaYP5tkkxj007KaY2nHZ8Av7ulv0721BvPgeA\n65r7TwD+tUP3kaQFPf3KIW7bf5yTp2pMzTTOOvHm2boj9u65kCMni2VPj41V6a4Em/srVLqKroyJ\nqTq1erJ1Sw9XXXoee/ds7/RbkyRJq6jeSKq1BjPVZKZWLCnqPBNSewKLC1r2H2xDvfm01r1gwask\nqYNmuyMmDtQ5Nrrw0qYPd0dsmb87ore7i5tu2MGt+44Wy55O1picLubH6IpgcKDC4EA3u4eH2Ltn\nOz3dTrgpSdJ60WgkM7UioKjWkulaw3kmpAW0I7AYbNkfa0O9+bTWPa9D95CkR9Su7oje7i5uvPYi\nrt+1ldtHRjl0eJLpaoO+nuIRkmt8DESSpDUvM6nWznRNzIYUkhanHZ+GH2rZ39qGevNprTvaoXtI\n69L46Zq/ELdRu7sjBjd1c93VW7nu6hV6A5IkqWOqLcFEsU3nmZCWoR2/rRxr2f/ONtSbT2vdYwte\nJelhM7UGt+w7wv6RsW/7pfrA3WPctv+4jxwskd0RkiSpVm92TlTPdE40DCektmrHJ+qvt+xf24Z6\n8/mhBe4naR4ztQbvfP9hvnDvKU6MV+mpBJtaHlsYn6xz8lSNiQN1Hjw5w0037KDX0OKcu1Hsjli7\n7DySJJ0LJ8WUVkc7PpX9K3Aa2AQ8MSIuycyvtqEuABFxCWeWMj0NfLpdtaX16pZ9R4qwYmz+iSEH\nByoPTwx5172nuHXfUW689qJVGu3qsxtl4/BnLUl6JK2TYs40559wUkxpdSw7sMjMakR8EvhxIIDX\nAb+w3LotXtusm8C+zKy1sba07oxN1Ng/MsaJ8YVXsQDo7+1i21APx8aq3DEyyvW7tm7If1m2G2Xj\n8GctSZrLSTGlcmvXJ7G/bG4D+N8j4ifbUTQingv8XMuhd7ejrrSefeqLxUSQ3ZVYMKyY1d/bRXcl\nGJ8s2uM3om/pRtnSw0UX9DI4UGFTX4XBgQrfcUEv27b0cHzsTDeK1iZ/1pK0sWUWwcTEVJ2T41Ue\nPDnDN47PcOShGR46VeP0VN2wQiqZtgQWmfn3wF0UXRBdwN80w4Yli4gbgL/hTHfFXZn5D8sdq7Te\nHTo8yeR0g839lUVdv7m/wuR0g0OHJzs8svI5126U4+NFN8r4aRu91hp/1pK08cyGEw+dqnLkoWY4\ncXKGk+NVJqbqVGsNV/CQSq6dva6/ATQowoU+4B8j4i+ac1AsWkRcHBF/DrwH6KcILOrN+pIewXS1\neCa/ssg/3ZUuaGQyXW10dmAlZDfKxuHPWpLWt2qtwenpOg+dqnH0oRm+cWz64XDi1GSdmarhhLQW\nte2B9cz8aES8AngLRWgRFHNZPD8iPgJ8lGLCzHuBh4BTwHnA+cAlwNOAZwI/ShGkzHZWALwiMz/W\nrrFK61lfTxddEdQXmT/UG9AVQV/PxntWfzndKK4Msrb4s5ak9WN2OdHZuSeqVZcTldarts6wl5l/\nFBFDwKtbDncBP9b8WozZoGL26zWZ+bZ2jlNazy7fMcCBu8cYn6wzOPDIv5xNTBXXXb5jYAVGVy52\no2wc/qwlaW2q15Nq3eVEpY2q7UsCZObNEbEf+CvgQs50ScRiXs6Z7owjwPMz8yPtHqO0nj39yiFu\n23+ck6dqTM00ztr+PjXToFZPBge6uWZ4aAVHWQ52o2wc/qwlqfzqjTOrdLicqCRo7xwWD8vMDwOX\nUsw78TW+Paxo7aBoFc3rXwZcalghnbstm7vZNbyFrYM9HButMjUz/29oUzMNjo1W2TrYw+7hoQ25\npOnlOwYY6OtiYqq+qOsnpuoM9HVtyG6Utc6ftSSVS6ORTM00GJ+scWKsyjdPTPPA8WmOjVYZnagx\nOV03rJDU/g6LWZk5Cbw1Iv4I+B7gGRTzVFwEbAUGgXHgOPAgxfwWnwC+kM6IIy3L3j3/i713DXLs\nvM87n/c95+DSuPSdTZGyhpLGtjQce0hpZEo06VBUJK7FmHbCVC3leLMbZ/NBSda75XzYUmWV1e7m\ngzdb2fKmdu3aqji2YzsqJxEdyxd5x5FscyyKlKghxyKbt+FlSI44M33DHTjnvJf98J4DHKABNNCN\nywHw/1X19HQ3GjhAoxvnfd7n/zy34OaBqWbcLfmwLYZMyoLFzc5xtSEhpMZ63sHZ92fx6P2b0z7k\nqUBulMWBftYEQRDTw9SJtnInQhcFQRDEUYx9SzUQH/4qeCMIYgIkbI7PP3I7Hr+4Y6oZ6wJ118zw\nc8aQS1vIpW18/MwyHr1/E469mLb30I1SvSSxW+xdd9l0o+QX140y69DPmiAIYjJorY0oITU832RO\n+ILygAiCOB50JkYQc0rC5njsk1t4+J51PLldxJVrdbi+QtIxNvd7aTEGgNwoiwT9rAmCIEZP1DVh\nxAlN9aEEQYwMWq0QxJyTW7Lx0Pl1qmbsAblRFgf6WRMEQZyMqCgR/p/ECYIgxgkJFgRBLDzkRlkc\n6GdNEAQxGEIGNaK+qRX1fQ1F4gRBEBOGzsoIgiACyI2yONDPmiAIooUMxYmIc0Kp6YkT1YbEs1fK\nuHrDhScUEjbHqa0k7j6dQyZlTe24CIKYPCRYEARBEARBEMSCIFUgSvhBa4fUsakP9aXGhWf2cPlK\nBVVXouG1xva2r3I8cbmAc6dzeOj8GmyLTftwCYKYACRYEARBEARBEMQcopRuuib8oFZUxESc6MSX\nGl/+xg28/E4VxYqAbTGkkxY4B1QQjFysCtS2JfZKPj734BYcEi0IYu4hwYIgCIIgCIIgZhytjTgR\nbe3wRTzFiW5ceGavKVasZm0knfbg40ySw/UVDioCr7xTxYVn9vHwPetTOlqCICYFCRYEQRAEQRAE\nMUNorZuOCfPeCBSzSqUucflKpadYEZJ0OFazNg4qApevlPHAuRXKtCCIOYcEC4IgCIIgCIKIMVHX\nRFgrOk91os+9VkbVlbAt1lOsCEk6HLbFUHVNMOd9Z1cmdJQEQUwDEiwIgiAIgiAIIib4QRCm57fG\nOua9TvTqDRcNTyGdHMwtkU5aaHgKV2+4uO/smA+OIIipQoIFQRAEQRAEQUwBIVuuCU8o+P78ixPd\n8ETQBtLfXNGEc0Bp85gRBDE9hNTYL/nYLfnYKXrYLfrYKfrYKXgjuw0SLAiCIAiCIAhizHTWiXpC\nQ6nFEye6kbA5OGNQA+oPSgGcMSTsARUOgiCOhdYapZoMhAgjSIRvO0UPBxWBbhqrP8I2IhIsCIIg\nCIIgCGKEROtEQ/eEjGmdaBw4tZXE9lWOakMikzxahKi7EpmUhVNbyQkcHUHMNw1PRkSIlhixW/Kx\nV/ThTbltiAQLgiAIgiAIgjgmbXWivoYvZ6tONA7c9cEcnrhcQLEq4Pqqb/Cm6ysIqZFJWrj7dG6C\nR0kQs4mQGgfllhixG4gRoUBRqctpH2JfSLAgCIIgCIIgiAGI1omGbR2zXCcaF7JpC+dOZ1Hbljjo\nU23q+goHFYGVrI1zp3NUaUoQMH+XyjVpBIlSIEhE3BIHZR+Tnj5jbHTXRYIFQRAEQRAEQXRh3utE\n48Rnzq9jryTwyjtVHFQEbIshnbRMwKYyYyBCaqxkbfzQezN46PzatA+ZICZGw1NtzohojsTuFMY2\nbIthPe9gI+9gY9nB5rJ5v7GcwMayg0d+L4nyzohuazRXQxAEQRAEQRCzyyLWicYJx2L43INbuPDM\nPi5fKaPqSjS8oD2EMWRSFjJJC+dO5/DQ+TXY1gi3cAliykilsV/uLkbsFn2UpzC2sZKxAxEiFCUS\nzf+vZG3wUdoo+kCCBUEQBEEQBLFQCKmb7olFrhONG47F8PA963jg3AqevVLG1RsuPKGQsDlObSVx\nN42BEDOK1hqVumwLtdwLxzZKPvZLkx/bSCc41iPuiM3lhHFMrDhYzzlI9MmSmSQkWBAEQRAEQRBz\ni5QmCJPqRGeHTMrCfWdXcN/ZaR8JQQyO66tWqGVEjAg/5/qT/btjcZixjXBUI+9gc8WMcWwuJ7CU\n4mATckmcBBIsCIIgCIIgiLlAKt2WOUF1ogRBjAqpTNtGNzFit+ijVJv82MZyxsJGPhEZ22gJFKtZ\nG5zHX5A4ChIsCIIgCIIgiJlDKVMn6ksz0uEJU3dJEARxHLTWqDQkdgtGjNiJiBG7RR/7ZR9ywqVA\nSYdHRIiWGLG57GA97/StAJ4XSLAgCIIgCIIgYs3hOlGTP0EQBDEMrq+wVzocahm6Jlx/soqExYG1\n3GExIsySyKasmRjbGCckWBAEQRAEQRCxIRQnTGOHESiEpDpRgiCORimNg4poz5EI30oeitXJj23k\nlywjRuQT2GhmSBiBYjXnwJqDsY1xQoIFQRAEQRAEMTXCtg6/6Z4gcYIgiO5orVFtKOwWvUNixE5h\nWmMbrKsYsRHUgC7C2MY4IcGCIAiCIAiCmAi+UIFzojXWQXWiBEFE8drGNlpixG7Jx17RR92brCLB\nGbCWb4kR62EFaBBymU3T2MY4WWjBgjGWBvAFAI8BeB+AfQB/AuCLWutrQ17XKoAvAfgZALcCuA7g\n9wB8SWtd6LhsAsBnAfwUgI8COAUgBeBNAH8E4H/XWu8c934RBEEQBEFMGyF10z3hCROMSeIEQRBK\naRSqIhAhvI6QSx/Fqpj4MeXSVqRpI9EWcrlGYxtTZWEFC8ZYCsA3AHwcwLsAfh/AHQD+HoC/wRj7\nuNb69QGvawPAtwCcBvA6gP8E4E4A/z2An2SMfUJrvR/5lp+AETMAI1J8A4AD4BMA/gmAv8MYe0Br\n/fJJ7iNBEARBEMQkkNK0dXh+KxhTKRInCGIR0Vqj1lCBCNGZJeFhrzT5sY2EzbqKERt5M7qRStDY\nRlxZWMECwP8EI1Z8C8BntNYVAGCM/SKAfwng3wB4YMDr+mUYseJxAP+l1loE1/WvAPx3AP5PAP9N\n5PIKwL8H8C+11t8OP8kYWwbwuwAeAvDrAO493l0jCIIgCIIYD1K1xjm8wD0hqU6UIBYKXxhBItqy\n0cyVKPmou5NVJBhrtW1sdogRm8sOcks0tjGrsEUMNQpGMm4CWAbwEa31sx1fvwzgRwGc11p/94jr\neg+AdwAIAO/TWt+IfC0J4G0AawBu01rfHODYbgMQjqPcobW+OvAdO3xdL5w5c+bMCy+8cNyrIAiC\nIAhigVHKiBK+NCMdnlAQJE4QxNyjtEahIrqKEbsFH4UpjG1k09YhMSIUKFZzDmyLBIm48Kn7P4JX\nXn5xW2t950mva1EdFj8OI1a81ilWBPxHGMHipwD0FSwA/BcAOICLUbECALTWLmPsDwD8PExmxW8c\ndWBa6+8zxnYAbAK4DcCxBQuCIAiCIIhB0ToQJ5ptHcZFQRDEfFJryGBUwwuaNvxWuGXJn7g4mbAZ\n1pfDcMtEJFPCvE8lrIkeDxEPFlWwOBe8v9Tj6+Hnf3RE1/XzA14XGGMrAFaDD68P8j0EQRAEQRDD\noLWpDzWNHUagEJLqRAlinvCFwl5ZYLfgtYkRoUBRm8LYxmrWPpQjEX6cp7ENoguLKli8L3j/To+v\nh58/NeHrAoB/BPNz+Z7W+o1BvoEx1mvm44MD3iZBEARBEHNM2NbRck+QOEEQs47SGsWKaGvYaLol\nij4KFYFJ/5ZnU1ZQ+3m4cWONxjaIY7CogkU2eF/r8fVq8D43yetijN0NEwYKAP/jALdNEARBEATR\nhi9U4JxojXVQnShBzCY1Vx7OkQjfpjC24VisvWUjCLUMcyXSSRrbIEbLogoWsYMxtgXTMpIC8Mta\n69icZ6EAACAASURBVK8N+r29wkwC58WZ0RwhQRAEQRBxQ0jddE94wgRjkjhBELODkBr7oUOi5EXG\nNoxAUW1MeGwDwGrObhcj8i1xIp+xwGlsg5ggiypYVIL3Sz2+ngnelydxXYyxHIA/BnAHgP8A4J8M\ncLvECSjXBJ7cLuLKtTpcXyHpcJy+PY17zywjt7SovxYEQRBEnJHStHV4QVuHJzSUInGCIOKM1hrF\nqsRuyWurAN0JRjcOKgKT1hgzKd5s2AjFiHB0Yy1nw7H5ZA+IIPqwqCuzt4L37+3x9fDzgzR0nOi6\nGGMpAF8F8BEAFwD8nNZ6slLqAuEJha9cvImnt0so1wXqroLSGpwxXHq1hK89vYePn1nGo/dv0h9r\nglhgSNQkpo1UrXEOL3BPSKoTJYhY0vBkIEK0ixG7RdO24U24bce2WMQVEeZJtLIklmhsg5ghFvWs\n63Lw/iM9vh5+/q/GeV2MMRvA7wJ4AMCTAP6W1tob4DaJY+AJhV/96jV8740K9ss+HIthKWXB4oBU\nQLkucVARqF6SuHHg4fOP3I4EiRYEsVCQqLlYxEWYUiqoE5VmpMMTauJz6QRB9EZIjf2y3zNLotKQ\nEz0eBmAla3fNkdhcdpDP2DS2QcwNiypYfBNAEcAHGWN3aa2f6/j63w7e/8EA1/UnABSA+xljt2it\nb4ZfYIwlAfwUAAkz8oHI1xiAXwfwCIDnADysta6CGBtfuXjTiBUlP+hybl9s5NIWGp7CbtHH829U\n8PjFHTz2ya0pHS1BEJOGRM3FYZrCVFgn6jXbOoyLgiCI6aG1RrkmAxGiM9jSw3558mMb6SRvOSPy\nDjZXgvGNlQTWaWyDWCAWUrDQWnuMsf8bwD8F8P8wxj4TigWMsV8E8KMA/kJr/d3wexhj/xjAPwbw\ne1rrL0Su613G2JcB/B0Av8IYe0xrLYIv/wsAmwB+MypkBPwygJ8D8BKAz2itC2O5swQAoFQVeHq7\nhP1yd7EiJJXg2Fh2sFvy8dR2EQ/fs0727wUiLrutxHQgUXMxmLQw5UeECaoTJYjpYf5+e812DRNu\n2RrdmMbYxlrObmZHbEbcEhvLDjIpGtsgCGBBBYuAfw7grwO4F8CrjLGLAE4BuAfADoCf77j8BoAf\nBvCeLtf1PwD4OIBHAbzEGHsGwJ0AzgJ4FcAvRi/MGPtpAL8QfPg2gP+Ddbdt/ZLW+qWh7xlxiG+9\nWES5LmBbrKdYEZJKcNgWQ7luFq8PnV+f0FES04LGAAgSNReHcQpTYWMH1YkSxOQRUuOgHBUj/JZA\nUfRRrk92bAMAVjLRsY2w+jOBzRUHKxkbnNPYBkEcxcKeZWmtG4yxTwL4AoCfBfAzAPYB/AaAL2qt\n3xniunYZYz8G4EvB9fxNADcA/CsA/3MX98Rq5P+f7nPVvwHjwCBOyJVrddRdNbBanUlZqLsKV67V\n8dD5MR8cMVVoDIAASNRcFEYpTIWhmNTYQRCTQWuNcl12FSN2ij4Oyj4m/SuYDv5WRFs2zNiGg/Wc\ng4RD5wsEcVIWVrAAAK11HcA/C96OuuyXYASJXl/fh3FN/EKvy0Qu+xswYgQxIVzf7JhbA75uWBxQ\nWsP1qbBl3qExAAIgUXNROK4w9c0XCnjg3BqFYhLEmHF91TXUMsyScP3J/t5ZHFjPRxo2IlkSm8sJ\nLKU4erikCWJu4ZzB4gwWByzOgo8RfM682dbofi8WWrAgFoekw8EZgxxQf5AK4IwhScr4XENjAEQI\niZqLwSDClNYaGoDW5ne/Upe4/FoVZ+/ITu5ACWJOkcqMbXSKETtFD7slH+Xa5Mc2lsOxjfzhCtDV\nLI1tEIuDZRmxgbOI+GC1f8w5Ji7S0Rk3sRCcvj2NS6+WUK5L5NJH76BWG+Zyp29PT+DoiGlBYwBE\nCImai0E3YUprDa0BpVtiBYJNXMaMMOUJEqYIYhC01qjUZXNMY7fkY7dgxIidoo/90uTHNlIJ3hQj\noqMbm8sO1vM0tkHMN4wZkcGKuCI4Y4E4Ebglgo/jCgkWxELwiQ8v42tP7+GgItDwVN/FacMzVt9c\n2sa9Z5YneJTEpKExACKERM3FIGEzMAC+0BB2EIjZZ/GkAmGKcmsIokVzbKNDjAjdEpN2nlkcWMt1\n5EhExIkMjW0Qcwhj7WMYvG08o12kmHVIsCAWgnzGxj1n8qheMqp/L/t/mFWwnnfwcaqynHtoDIAI\nIVFz/tDaVIiGgZier7CxbHZTqw2J9BGuKgCouxKZlIVTW8kJHDFBxAOlNA4qAjsdYsReMLpRmsLY\nRn7JalZ+bi63j26sZO25WJQRBGBEct4mREScEB3/XxRoNUYsDI/efwtuHpjgxN2SD9tiyETaIKoN\nCSE11vMOzr4/i0fv35z2IRNjhsYAiBASNWcfPxAmWu81dEel6F0fzOGJywUUqwKur/r+Lru+EaYy\nSQt3n86N+/AJYmJorVFpyPZAyzBHouhjv+wP/Lo4KpIOj4gQTps4sZ536HWXmHnMGEZrBINz87HJ\njGgPsCTaoTMtYmFI2Byff+R2PH5xB09tm+yCumt22DljyKUt5NI2Pn5mGY/evwmHLMBzD40BnIxy\nzeR5XLlWby7+Tt+exr0zupAnUXN2kFLDl6ZS1BUK/oCVotm0hXOns6htm7ri1azddSHk+goHFYGV\nrI1zp3MDj40RRFzwfBVUf7aLEeEoR8ObrCLBWdi20S5GhNkS2bRFYxvETNImRHQZxwhDLEmIOD6z\nd0ZJECcgYXM89sktPHzP+lwttIjjQWMAx8MTCl+5eBNPb5cOCX+XXi3ha0/vzaTwR6JmPFFKtzkn\nPKEgT1Ap+pnz69grCbzyThUHFRO6m05a4NxkVtRdI0ytZG380HszeOj82gjvDUGMhnBsI6wAbQu5\nLHooVic/tpFbsgIRIoGNlfbWjdWcs1AWdmL26ZYF0T6aYT4moW380MqMWEhySzYeOr9OwYkLDo0B\nDI8nFH71q9fwvTcq2C/7cCyGpYgLoVw3O9fVSxI3Djx8/pHbZyqwkETN6dKZO+EH7olR4lgMn3tw\nCxee2cflK2VUXYmG1xKmMikLmaSFc6dzeOj82ki75AliULTWqDVUs+5zp9ASI3aLPvZK0xjbYEaM\naAu1NG6J9XzvanCCiBPdsiCsLpkR8ypEzKI7lnXOdxLzA2PshTNnzpx54YUXpn0oBBFbwgX4829U\nsFfuMwaQM2MA//CR22dqZ33UL0xf/rPr+PqlA+yXBhN4PvWRNTz2ya1R3BViDvECQcLzFXzZPXdi\nnFQbEs9eKePqDReeUEjYHKe2kribxkCICeCLYGwjECN2Ik6JvaKP+hTGNtbyTlsFaDTkMkdjG0SM\nsaz2LAiLs+Bz7U0ai/oc7ueOTSf5yB2kd955J7a3t7e11nee9LriKaMQxAwyi4olMb9jAOMY2yhV\nBZ7eLmG/3FusAILO+2UHuyUfT20X8fA96/Q7QEDIwDnht5wTasqbJpmUhfvOruC+s1M9DGJOUVqj\n0Bzb6MiRKPooVMXEjymXtrqKERvLDlazDjmKiFjBOhszQvHBijgkmPmY6M2su2PpDJIgTsi8zvMv\nEvM2BjCuF6ZvvWgEHdtiR1p/UwkO22Io142Q99D59WPdFxICZxOpgswJvzXeMUgoJkHMGtVm20Yk\nRyIQJ/bLAuIEeSvHIWGzyLhGZHwjbwQKGtsg4gBj3UcyDld4khAxCr5y8aY5J+zhjs2lraY79vk3\nKnj84k6s3LF0tkcQJ2DWFUuinXnJNhnXC9OVa3XUXTWwVT6TslB3Fa5cq+PeM8MJDyQEzg6jDsUk\niDjhC4W9ssBuoXuWRM2d7NgGY8BazsbGcgIbeQebKy0xYnPZQW6JxjaI6cFYZx5EVIhod0sQk2Ee\n3LHxOAqCmFFmXbEk5o9xvjC5vhENrAH1ASPcKbz4VhVf/PXXBxYeSAiML5MIxSSISaK0RrEimhWg\nOxG3xG7RR6EiMOlneDZtHRIjQqfEWo7GNojJ06zuZJFgysjHUYcEES+m4Y4dNSRYEMQxmQfFcl6g\nsYEW43xhSjocnLGBk+mF1Gh4Gtf3PSitBxYeSAiMB1rrZhCm5xuBQsjJhmISxCiouTKSHeE1xzZ2\ngxrQSY9tOBbrqP1MRBo3HKQSFPhKTIamEBFkQYRChMmLICFiHjiJOzYujuPFOpMniBEyD4rlrENj\nA4aoYPPca2XslnykHA6p9JG2y2FemE7fnsalV0so1yVy6aNf+A4qAlJpaKFw6+rh2eluwsNnf2yd\nhMAp4TddE63xDhIniFlASI29Updgy5KPnYI3+bENAKs5+3CORPBxnsY2iDHTLQsiOo4RuiLoeTj/\nHMcdq7SG60+4N7kPdHZHEMdkHhTLWYbGBroLNpWGhBAaUkq4vkY2bWE1a6PXOckwL0yf+PAyvvb0\nHg4qAg1P9RXqqg0JX2gwAJtDCA/pJCMhcAJI2Rrr8IRCoezju69SvScRT7TWKFZle7BlJEfioDz5\nsY1MirdGNZrjGyZHYi1PYxvEeOgVUtkSJUiIINoZ1h0rlXHeJJ34nDOTYEEQx2QeFMtZZtHHBnoJ\nNmHgodLmMqWa2S3fXEmgm9limBemfMbGPWfyqF4y9upeDoiGp7BT8IOqMRy54G0THl4okRA4Yjob\nO3ypm6GYvtS48MweLl+poOpKNLyWS2n7KscTlws4dzqHh86v0QKMGCt1V7aHWgYhl6Fbwp/w2IZt\nsebIRmtco+WWWEqSkEeMhs7qTouHoxqR/3Oq7iSOx7Du2GrDXO707ekJHN1gkGBBEMckLorlIuY3\nUH5Ib8FGKQ3P12YcxGIQUqPuKRQqAmu5w/d92BemR++/BTcPjAi0W/JhWwyZiLOl2pAQUiPhMPhC\nYzXrDHS9ofCwX/ZJCDwBzcYOqeAHAkWv+Xxfanz5Gzfw8jtVFCvG1ZJOWuAcUMHPslgVqG1L7JV8\nfO7BLTh0wkwcEyE19kvBmEZkbGOn6GOv6KPSkBM9HgZgJWtHxjUSzQyJjbyD5awNTrvUxAnoGlQZ\nGdOgxgxiEgzjjm145pwhl7Zx75nlCR5lf+bjzJ0gpsC0FctFzm9Y9PyQfoJNNmWhWBVGSNMadiBa\nVOoSyxmr7cToOC9MCZvj84/cjscv7uCp7eKh514ubSGXtiGUxk7BgzXgJmQoPACIhRA4C5y0sePC\nM3tNsWI1ax96DDNJDtdXOKgIvPJOFRee2cfD98z+7w8xHrTWKNXk4RyJ4OODisCkI1GWkryrGLGx\nksB6zp6710ZiMnQTHDrzITgDBVUSsWAYd+xu0cd63sHHY7bpGZ8jIYgZIOpmKNcFag0F11OoNmRf\nC/uoFctFz29Y9PyQfoKNZTFk0xZKNeN0sLkGY2bn3YgW5s/+SV6YEjbHY5/cwsP3rPd09/zbP72O\n/ZI/tPCwlnOglJ5p6+K48AJBwvNVs73juKGYlbrE5SuVnmJFSNLhWM3aOKgIXL5SxgPnVijTYoFp\neLLNGdEUJ0rGJeFNuOLWthjW8067GBEZ3aDnKjEonWMZnKE5hhEdy+CUD0HMIIO6Y9fzDs6+P4tH\n79+c9iG3QYIFQQxALzeDG1jv3933kEtbuGUlcSjccByK5aLnNyx6fshRgs1K1oYvzCiIlBoagNQa\n1YYE52xkL0y5JRsPnV/vKgId14F075ll/NlzBzNtXRwFIgzF9MfT2PHca2VUXQnbOtqdknSMS6nq\nSjx7pYz7zq6M7DiIeCGkxkHZj9R+em25EpX6ZMc2gMjYRv5wjsQKjW0QR0BjGQQxuDs2rs5sEiwI\n4gj6uRlSCY39kobSZke47jaCdPDxKZaU3xCf/JBpcZRgwxnD5oqDQkWgUjfPQRPCqeF6aiIvTMed\nmXzw7lXUPDnT1sVh6Wzs8IWGUuPdqb56w0XDU0gPGByYThoR9OoNF/edHeuhEWNEa41yTQaCRLsY\nsVv0sV/2Jz62kU7yrmLE5rKD9bwTuxNnIh50ExwO1XjSWAZBNBnEHRvXc6l4HhVBxIij3AzZtIXd\ngo9SXUJroFgVSDpsbIrlPOU39AsMBdDza9POD5k2gwg24XjFcsbGbsmH65mmkLs+mJvIC9NJZiZn\n3brYj36NHZPEE8HOyoB/knjgUvLEfLiU5hnzO9XesBHNlZj02IbFgfV8e47EJo1tED2wLBa4ISJC\nhBUZ0aCxDII4Ef3csXGFBAuC6MMgbgbOGG5ZTSCTNrtWKYfjrtNZZNP2WBaG85Df0C8w9LuvlvDb\nf3odAODYQMPTh8JE7z6dRTZlLezYwDCCjcUZtDYLhr/9E7dMVLQ6rvAw69bFkGZjR5g90aexY9Ik\nbCN6qQH1BxW4lOYpC2dWkUpjv9xdjNgt+ihPYWxjOWN3hFo62AwEiZWMTbvcRE8hgmo7CYI4ChIs\nCKIPw7gZMikL5brEUorjrtO5sS0MZz2/od+IjZDAbsGHCOzwNmdYy9uwLd4eJtqQSCc51rL2xMYG\n4lQfOysVVScRHmbNuqh1S5zo19hRbZgciKs3XHhCIWFznNpK4u7TuYnuNJ/aSmL7KjeBwcmj/5jU\nXRMsfGorOYGjW2x0MGIYFSP2wpDLko/9ko8xTwwdIp3gWF92Ig6JRDPgcj3vIDEn43bE8JAQQRDE\nuInP2R5BxJA4uhlmPb+h34jNftkHGKA1wACAmRC4fLAwjYaJruUdLKUsMMbGOjYQx/rYWaqoOqnw\nEEfrota62dLh+UagELJ/KKYvNS48s4fLVyqouhINr/U82r7K8cTlAs6dzuGh82uwJ3Byf9cHc3ji\ncgHFqmj+PHrh+kb0yiQt3H06N/ZjWwRcX7VCLSNixG7Bx27Jg+tPa2wjGNXIO9hcCVs3EsikOFnw\nFwwjOrSPYpAQQRDENCDBgiD6EEc3w7TyG0bhMOg3YiOVRqVuFkaObVQLKVtVnGGCdzRMdCmZxH0/\nsoJnXy2PZWzgOPWxrqdO/DgN8ljPWs5DHIWHQYm6Jsz74Ro7fKnx5W/cwMvvVFGsGMdWOmmZXIjg\nZ1WsCtS2JfZKPj734BacMS8EsmkL505nUds2z+Fe1aaur3BQEVjJ2jg3YRfILCOVadvoJkbsFH2U\na9MY27CaYsRGxC2xsZzAapbGNhaFvkIEZ7AYCREEQcQLEiwIog9xdDNMehxglA6DfiM2lbqEUhqM\nAZwBYAxSaSiFpmgREoaJVhsSt64l8L/9vQ+MZWxgmPrY771expd+83XUGurYj9Mwj/W85DzEDT8I\nwgzrRH1hMlROwoVn9ppiRTdhIJPkTWHglXequPDMPh6+Z/xZI585v469krnNgy5CSt01otdK1sYP\nvTeDh86vjf2YZgWtNSoNGYgQfqt1o9hq2xj0dWNUJB0eESEioxvB2EZcXHbEeAiFiDYxgoQIgiDm\nABIsCKIPcWyjmOQ4wHEcBv1C+fqN2Lh+K1wzhPdxrLSP36yPfPd+mPrY9byNd/c93Cz6sDmDYw//\nOB33sZ6lnIe4IWSrRtQTCr5/cnGik0pd4vKVSk+xIiTpcKxmbRxUBC5fKeOBcytjdzM4FsPnHtzC\nhWf2cflK+dCoSiZlIZO0JjqqEidcX2GvixgRuiYmnQtkcWAtd1iMCN+ywYgcMT8w1l7bSUIEQRCL\nCJ3JEkQf4hpuOKlxgGEcBs+/UcHjF3fw2Ce3el5fvxGbcKEYPd9mADTQNWBu3OM3wwSu1j0FpQEl\nNLJZjo3lRNvXez1O0dGPF9+q4vq+B08obHap+uv3WM/yuMWkkIE4ER3tUBNILnzuNSME2NbRzquk\nEziHXBPMed/ZlbEfn2MxPHzPOh44txKLMNBJopTGQUW050iEbyUPxerkxzbySxZWcw44M3/LHZsh\nm7Zw+rY07r1zuZnnQ8w2AwkRwRtBEMSiQ698BNGHuIYbTmIcYBiHQZgp8dR2EQ/fs97z/vcbsQmd\nFVojSNw0YoX52uHLj3v8ZtDA1TBnA9qILUp3P8GMPk5PvlBAw5d47tUKynXTelKpS0hlhJi9koDr\na6xm7TYBZ5jHet4YJkNFqkCU8APnhDR5KNPg6g0XDU8hnRxs0Z9OGmHq6g0X950d88FFyKQs3Hd2\nZaK3OW601qg1lKn8LPnYCcY3QoFirzSNsQ1mciTCDIm8g40VkyuxnLXxF5cPTDBro+V22SkwvLvn\n4tIr5YV1u8wKJEQQBEGMnsU40yXGRpyqHsdFXMMNxz0OMIzDIMyUKNfN86FXpWu/EZukw1BrMEit\nYQWKhVLmZK+bKDGO8Zvo8/nSqyVUGxIaGktJ3vMEs9KQUAoACwWL3gvjVILD5gzXdt2mpdyxWFOg\nYcyINJ5QKNXMontzJdEm2Az6WM8LR+V6/PFTu/jYh5bx2R9bgwaDJ9TUxIlueCI43gF1tXAMyhPx\nqCGOO75QkUBLUwEaHd2oe5N9HDkD1vKHxYhQoMimu49txDGYlWjRKUQ0mzJIiCAIghg787GiJCZO\nHKsex0Xcww3HNQ4wjkrXfiM22bSFYlVCCG1GQIKFP+fma1FGPX7T7flcbUj4UqNck6i7Gtm0dcjx\nALTGXMLP8yNmyDU0Gp6C6yvctp5EKsFxs+ABQLPHXmmTr1D3FAoVgbVc+5/qSdTnxoHOXA+bA0sp\nC5wxCAUUqwJ7JR/FmsBbNxuxXMQlbOMqUgOum1XgHOqXBbNIKK1RqIhIdkS7IFGoiokfU27JMrWf\nHRkSG8sO1nLOsRatcQ1mnXe6CREWZ4EAQUIEQRBEHCDBghiaUQcxzgKLGG44jkrXfiM2FmfIpnng\nLNBgAOxgfjt6sjjK8ZtyTeDi9wr4/Sd3sBs6HmyG/JKNpRRHuWbGNJTu7XgIYxC0Dt0gvU9spdJw\nPSPILCV4876H1xF+J2eAbTGIZq1r+2MwifrcaaO1xr//8xu4/FoZB2UfqzkHCbv1GCRgHsO4L+JO\nbSWxfZWj2pDIJI/+Zaq7EpmUhVNbyQkcXTyoNmQgQLRnSewUPeyXBcSEHTMJm3UVIzaXE1jP9x6P\nOy5xDmadVUiIIAiCmB/ma4VFTIRRBzHOEosUbjhIpatUZkHt+iYvQGmNGwceyjXRU0joN2JjWxzQ\nsuVi0GbhXnPlSMdvoo6K7++7qNYllDZCgZRm534paY5Ja4Dx3o4HzsxltDYnwZ1ukCiVujRuDJgw\nveh1BHe37XOMmWDAzlrXSdTnTppmW4dvMicOyj6efL6I/bKP1azdJlZEGfcirtqQJwqjvOuDOTxx\nuYBiVTRFzl64vnEOZZIW7j6dG9l9mDa+MG0b7cGWXpAn4aPmTn5sYzXXGtMwgoQZ3dhccZDrMbYx\nLuIezBonSIggCIJYPEiwIIZiHEGMRDzplzcR2rQrdZPfoLSGUmaB/daNBr7466/3HJE5asRmY8WB\n75ulu2MDDc+MUIxq/KbNIVTyAycJYFnG4SCVhlRARUtwxsC5+ZgHokWn44EzZkQNhkNukE5c3zxO\nnKNtYZJ0OGoNBanaHS2cscBJ0b7DPIn63FHQK+Pmx344h4RjwY80duiO7I9nr4xmEXdcwcGXGhee\n2TMBiB11n9tXOZ64XBgoADGbtnDudBa1beM867WDHjpFVrI2zs1YM4fSGsWKMGJEycduoSVG7BR9\nFCsCk04VyaatrmLERt7Bas6JVWjlrASzjhPGOgUHEiIIgiAIA60giaEYRxAjEU965U2Y1HoTZheG\nG4ZhkRZnEErjrZ1G35GgQUZsAIxl/CbqEEolGIQ0Fgk7OBG2uHE1CGk+Z3EGxkwbiNaAkMp8b9Iy\nORdCwbZNRkH6iN8JXyhoHHZiZFMWilVhxk+UBg+OhQXujWiQ5yTrc49L1MFSqvmouwpSa3AwfPul\nIn7/L3eOXOyfdBF3EsFh1AGInzm/jr2SGVs56HJ9ddc4h1ayNn7ovRk8dH5t8Ad7QtQaMmjaaIkR\n1w88fH/XRbkuoSesSCRshvUg2HJzOdEUI8LxjVRidgSfeQ5mDYWIqPjQ+n+7W4IgCIIgukGCBTEU\n4whiJOJJr7yJQkWgHiyabQ6AmayFMPthLWf3HAnqteP+dz99a1cRYtTjN50OoVJNNhexUThnsKEh\nA/EgmzYOCCFN/kTNVWBNx0cSSymOmwVTk9iv+tb1FTgzjoC2TArLCBilmlm42jC3Gy4Cw+ObdH3u\nsEilUW1I/L9/eA3bb1ZxUPVhc7M4Twy52D/JIu6kgsOoAxAdi+FzD27hwjP7uBw4R6ICSiZlIZO0\nplpZ6QuFvbJo5kh0hlxOemyDMWA1ax/Kkgg/zi9NdmxjnMxiMKtpyAjed3FCkBBBEARBjIp4ne0S\nsWccQYxxYREqWoelM2/C4oDraQilTd6DBrTSZkGYMFkCwOGRoE9/dBUXvrs/9VaZTodQ2DDQbd3D\nOYNUZoTDsThu33CwX/ZRayhsLDv4yA/mm8+PZILjV7967cjq2/ySHfwuHN6OXsna8IVuOlek0saN\nwUwA5fUDbyr1ub1QSsOXgUDgm/dCavzR07t4/s3eAYKDLvZPsog7ieAwrgBEx2J4+J51PHBu5USZ\nGMdFaY1SVUQyJIwYsReMbRSmMbaRsrDeliMRCBJ5B2v5eI1tjJM4BbN2ExzaMyMYOEPTBUYQBEEQ\n42YxV2HEsRkkiDHKLIQDxq2iNU7CSWfexI0DFzWlzHqbARZj4IE7oLPyMxwJKtUFfunLV3FQEVNv\nlel0CIXOBR3cn054RHBbzthIJSwwMHzkB/P4Rz/93rbLDlJ9e/fpLC69Wsbbu+6hWlfOGDZXnGY2\niFQmMwPM2KqzKT61+lytTXOLF+RN+EFAZiejXOwfdxG3terg2y+Wjn0M4w5AzKQs3Hd2ZSzZAzVX\nRtwRkcaNYIRj0m0bgMmSeP+tKTOusdKeJTHouM+8M+5g1s6gSs6C/1uR/wfCxLy4VgiCIIj5gQQL\nYij6BTF2I+7hgHGqaI2bcBISzZv457/zJl56u9oUoZLO4drRKJmUhYOyQKkqoBSm2ipTrgm8LkgL\nFgAAIABJREFU/m4d1YZpNam7JjCUwYgSVhfFgsFoM2HtaL/n86DVt4nEddQuHRyqdQWMaLGWc5B0\nOHYKPjIpjlvXkvjw+zITFa38iDBh3h8OxezGKBf7x13EMYYTHUOcAxCF1NgvhSKEh51CS4zYLXqo\nNibvZDPtPqz1xs17pTWKVYHNvIO//5O3zVSI6KQ5STCrZXWIEIEQQUGVBEEQxLxAggUxFL2CGLsx\nC+GAcalonYZwMqyTI7dkY2s1gas36simLSwNsKBjCHbjAdy2npxKq0xUCHp7twFfmlEG1ze7iTIw\njEimD53Yh0t0zgZ/Ph9Vfduv1jU6PrK1msDZ92fxDx+5fawClQjGOjy/5ZxQx0xQHOVi/7iLuOv7\n/omOYZoBiFprFKsSuyUPu4EYsRNxSxxUxMTDLZeSvDmq0fAV3rpRhyc01nM2bIv13ZGvuWph6zeH\npVswa1itLHUrmHU97+DOO7L4rz99K1LkUCEIgiAWABIsiKHoFcTYSdzDAYF4VbROUjg5iZNj2JGg\nakNBaxMqOY1WmU4hSGuTvaGCGlKlWqs/IQGgXbRQKki0Z2xkz+ejal1HUd3aC6kC14TfGu+IPgYn\nZdSL/eO0a/zWf75+omMYdwBi3ZVtlZ/RkMu9kg+vy6jNOLEt1tauEQ223Mg7WIo4I37n6zfw9s0G\nckvWQM/LeazfPAndqjtNeKVxSPzC33wvvvrkLp5+sYhKQ6Lumt9Rzkyg8bRGwgiCIAhimsRvFUnE\nnkF3iOMSDtiLuFS0TlI4OamTY9iRoLpnVn3pATIIgNG3ynQKQY7NcG3XgydMy4djh+GR5vJCoikc\naJgaU6k06p7ERj4xsufzoOMjJ0Ep3ZY34YpWDe24GPVi/zjtGic9hpMGIAqpsV8+3LIRvlUacrAD\nGxEMwHLWjgRbtsSIzWUHy1n7UEtOL+a5fvO4hPkQvEt9J+/IjBgkqPJnP3UrfuoTG7HJMSIIgiCI\naUOvfMTQTHOHeJTEpaJ1ksLJSZ0cw44EKaXBGAZa+AGjbZXpJQRl0xylmjb1oZZZRDjQgcMC4DCL\nfaXNKEgmZeG29eRYns9HjY8MyqChmONmHG0Hw7ZrnPQYjsrO0No0xwilUXcVGp4CA8M3ny/iD5/a\nxX558mMb6SQPBIn2UMuNZQfreWdkz9lZrN88LodFh84az/HVdo7q7wJBEARBzAMkWBDHYhI7xOMm\nLhWtkxJOjuvk+Gs/uoy/eqPa/BmDASmHY6foY/OIkaBUwgrqOQc7qR9lq0wvIWgl6zTrQ4U0ggpn\nDGBmXATBxymbYWPZwU//+CbuP7sSq+fzcUMxx8042w4Gbdc46TFk0xbO3LGEYk1gt+QjneAAGITU\nzbfOR7rSkLjy/fqR9+G42BbDer4lQnS6JSYVaBmn+s3jEG3L6AyppLYMgiAIgogn8TkDJ2aSWd4J\niktF66SEk2GdHBYHvr/n4gu/9josjqaLhgHwhIZUGtf3PaQSHJl095GglayNvZKHSmPyrTK9hCDO\ngM2VRLM+1LgpdNAWAqQdjh/YTE3VIRQNRK17Eo7F8L6tFO76QBZJxzp2KOa4OUnbwSSPQWuNmqtQ\nrAqkkhYch+F3vn69mStRqbfGNsr1yYwzrGTs7jkSy+b3aNCxjXEy7vrN43LY/dDhjhijG4IgCIIg\niPFCggWxsMSlonVSwskwTg6lNaQCXE+i7iksJXlb1oVQAlqY4EqpNBqeCgIt20eCPvPRVfyvv/Um\nCtXGxFtl+glBnAFrORvLGQuVuoQbhFBKqXHHrSl86e9+YCqOiron8R/+4ga+82LZjFp50UDUMv70\nO/tteQ1x5DhBmaPm0x9dw7v7Hl55p4rdkm921oOwVSk1ojmjfk2iXBufOyIkHTiXOsWIME8irqNz\nUSYtSDWFCM5gsUCIsCLOiMApMUg2BEEQBEEQswkJFsTC0iuPQSodLGJVM8eAMwZfKOTSyZFXtE5K\nOBnGyVGoCPjC3P+UzbC1mmj7eph1sVPwkHQ4bllN4H23pLqOBE2rVWYQIcjiDMsZc1vluoTrKXzg\nPUsTESu0NqGYnlDwfY2qK/Fbf3odL79TRbHLQr/akChWBarPS7zwZgXvWUtCKN0zy2FaHCco8zi4\nvuoaahl+3N62MX5HisVhxjYCMWIzKk7kHSyl+FyMGYxCkOKs3fUQFSI6wysJgiAIglhsSLAgFpbO\nitb1vI26p4IxATRt91qbN9s2jRpHjVMMy7BBlsd1IQzq5JDSCDZSGrGm185vKsGxuZLAbskHNPAP\nPntb14X+tFpl4uKgCfGCIEzPN7kTQrbnTvzx07tNsaLbznU6yXBQErgZ1F9evdlAwjYLvO2rHE9c\nLsTGfTFsUGY3pNI4KIfVnx2CRMlHuTbZtg0AWM5Y2FhOGDEi72BjxcFGPoHNFQcrGXshFtiDCFLZ\nlIWP/nAej3xiA8kEb45qkBBBEARBEMSwkGBBjJzo/H3cgzjDxfT3Xi/j3X3PWMU1AGbGHUKxgjGz\ne3iz4OFXvnrtUN3nSegUTsblQhh0AV9pGMFGA7A5Q9LpvbgYpLVkWq0ykxKCuiFk0Njht4Ix+4Vi\nVuoSl69UeooVChr7JdHMLZHa/JNesqHRcl/UtiX2Sj4+9+AWnBiMjPQLytTaCGO7RR+7pVCYaLkl\n9sv+wGNSoyIMnG01bSSaTon1vIPEiPNrZoVujoif/dQWfubHN/Cdl0t4490GPKGQSlix/VtPEARB\nEMRsQmcUxMjwhMJXLt7E09ulQ4vSS6+W8LWn92JXdRoupr/0m6/jZtGHEqY1InRuhyfn2bSFdIJj\nr9Sq+xxlQ8okXAiDLuBdX0EGQ/7hfe/HIK0l02iVmZQQJFUgSvitWlGlhhtBeO41s1NtW92zScpV\nGYQYAjY3ggULbjuXtpBJ8mZuwCvvVHHhmX08fM9wlbfjwPUV9kr+odGN0DUx6sado7A4sJZriRGd\nIZeZORnbGJSuYZVDjGbk0jb+xsdH44giCIIgCILoBgkWxEjwhMKvfvUavvdGBftlH47F2kIay3UT\n0la9JHHjwGs6FOLgxmi4CrWGgs0ZslkOpVlTaEk6ZsEepsuHdZ9/9NQuvvl8ATVXjkSYmYQLYdAF\nvC9MKKFloe2+92KY1pJJt8qMWghSSsOXrdwJTxhnxkm5esNFw1NIJw+LQ1KZfAsZiBWMA1yZAMlo\nTkPS4VjN2jioCFy+UsYD51bGnmmhlMZBRTSdEW3jGyUPxeqUxjYOiREmW2I1uxhjG93aMdr+z2g0\ngyAIgiCI2YAEC2IkfOXiTSNWlNoXwmGAJWdmR/jdfddkBSxZSCd5LNwYzbpPm2FjOdH3sgmHQwiN\nA1+gWBNIJ/hAwswgTMKFMMgC3vUVOAMSllkAH8W46l5HwUmEIK21yZwIXBO+ME6KceCJ4Ji6PIQ1\nV0EHN8uCr7fGldrFkqRjRnSqrsSzV8q47+zKiY5La41qQ2G36B0SI3YK0xnbSDq8LdRyIxAjNvLm\n/3F8Ho4CFhnLCAUHizNYVvvHnGOhXCKLQhzEfYIgCIKYBvQqR5yYUlXg6e0S9sstsUJpjUJFdA2w\nLFQEHr94E0tJC740QXyjWvQfh2HqPgsVv1n5mU7wnu0Zu8XW6Mhjn9wa6njG6UIYZAGfSVqouhLQ\nrdGYfow7rPKkDCIEZdMWfKlRbUh4voIvjUDRL3di1MfIGYPqsvj3graWqJgRHla3hWk6aZ6DV2+4\nXbMjDl1/29hGS4zYLfnYK/qoe9MZ24iKEdGQy2zKmqsFOevIh4iOYVi85ZY4yulEzCezOGpJEARB\nEKOEBIsFYZy7M02HgsWaYsVOwSx0pAyzEIzDQjNAyJYwkbAZALNQ5Mzsnm4uO/CFPtGifxgGrfs0\nbhEVOAoA1mMBEQb37ZZ8PLVdxMP3rMdqB+yoBfyP3JHBv/jdt/DWTmPiYZXjoNtz/0PvW8JHfzCH\npMNR9xRKNTkxcaIbp7aS2L7KUW1IZJLtj3dTnIh8TmnAYgh+f9rhwYiOF7hBlNIoVEUgQnjYDcSI\nUKAoVsW47lZPcktWIEIkgqaNlmNiNefMzeKcd4gQoSOChIjZYxoOh+OOWsYdcosQBEEQw0CvDHOO\nBvDlP7s+1t2ZTodCoSJQDxaydnBi3jweHR6VwRMmEyC8SK2hUKwKZNMW1vM29srjW/SHJ02vvFND\n3VWB5V/3zG0wbpFWKGe/dcYg7RlxJbc0mbDKcRPuTD71QhGl8LmvNBhj+PZLHH/45G5sakDv+mAO\nT1wuoFgVzRP4kNBMEJTXtJprLIalFIfWJnNESFOVWvPMc/nFq1X803/zGvZK0xjbYG1iRDjCkUlZ\neHunge/v+c2a081lZ6Ca0zjBWLsIEQ2rjDol5skJsqhM0+HQa9QyZBSOvklCbhGCIAjiOMRrhUGM\nnIOSj69fOhjr7kzUoSClyayQXcQKoDUaEkVrsxjj3LgYpAJKNQlfmOsc9aLfEwr/7hvX8RfPFVCq\niaAVw4gnnq9QrEpk0xZWs3bbSITr6+bxD5LZMEh7xjQY5KTxYx/K48wdGWy/WW3LumAwmQZ1zyz+\nUwkLK1kbD51fnfbdAmCef55QqDYkfu1r38eLb9VQqJjjTyct4z5Q8asBzaYtnDudRW3b/E5Gq00T\nNkcd5jmqYY6fGWMSbhz4EFKjmznkoDI+5wRnwGrucI5E+HEu3T624UuNC8/s4fKVCqquRMNrPee2\nr3I8cbkQC/GIscMjGa3/t49uEPPPNB0O3UYtuxF3R1/IvLpFCIIgiPETv1c1YqQ0fDX23ZmkY+bv\npQIqDdmcw++WQC96lAYoDeggvJEzs1Nc98xO8ygX/dWGwBf+9Wt480bDtDuE29bh8SlAKAWpFHyh\nsLmSaDoplG4tDDnHkXWfvdozpmmHHfiksSFx5lQGD9y1iu+8VEKpLnBQFvCFiuQnGIFpr+Thf/m3\nb058ZyysEzXBmEaoCEeQ/ujpXWy/VUWxY/EfErcaUKU1PvbDebz+bgN1V2Gn6JunJWNQyjgoADR/\nt7Q2IsA4yaatiCBhQi03A8fEas4ZWFjwpcaXv3EDL79jfh7TEI+6OiJ4+8gGJyGC6GCaDofOUct+\nzIKjb97cIgRBEMTkIMFizpFKj3135vTtaVx6tYRy0AbSq+3AF/0XWFoHogA39Y1SarhQYIwNVJl5\nFJ5Q+MK/fg1vXDdiBWOmupPBLNZV5PCEBGquRKEisJYzj4cKLmPxweo+O9sz4mCHHeakcftqFe9Z\nT+KL/9Ud+KUvX0WpKuADsCyGdJIjk+TQYKg0JArVxlh3xpTSwfjQ0XWilbrE5SuVnmJFyKRrQGsN\nGTRteEHTho/r+x6+v+eiXJddXRLR8alRk7AZ1pfD/IjEoeaNVGI0j8WFZ/aaYsWoxSPOzCgGZ+2j\nGeHHUYcEQQzDtB0Ow4RBA/F19AHTfywJgiCI2YZeCeYchvHvznziw8v42tN7OKiIplmhc3kgpG4T\nBLofa7A8U4Di5iOlNKQcTWXmv/v69aazwrIAO7KI4dzsBEdbGoQ0J1oWB+qecVxY3CyGBqn7jLZn\njNsOO4hr47gnja5njk0p4Lb1ZE+RY6fg4ekXi3jjeh3vuyV1bOfI4TpR1VPsqjZMfefVG24zE8ET\nsrkzedTzZpQ1oL5Q2CsL7BY87Jb8ZtNGKFDU3MkGSTAGrGbtphgRvoUf55fG37ZxXPHowbtWkM84\nbSMY7U0apsqThAhiXEzb4TBoGHRIL0dfHJj2Y0kQBEHMNiRYzDndnA7dOMnuTD7TCml8d981mRSR\ndYRxTgxwRQxgwZRGKxPDfOmklZmlqsCfXy5AhAvfwFLP0KoVdCwGAd0WUCiCTI6VrI1bVhIoVgQq\nDQHX10glei+WOtszxmWHHca1cZyTxmLVx59dNlkfvUQOpTVqroTSQKEqUKoJvLvnwuJHO0e01s0K\nUc83AoXJZOj/hOmXieAJBc/XSCU4NDTYIfmsnUFrQJXWKFaEESOKpmWj6ZYo+ihUxBj9EL0Jn7sp\nh+P970njJ35kBVtrCawNMbYxLp57rYyqK5viUaiPhEIJC/5hAGzbQqUh0fAlXr/ewEPnM9M6bIKY\nusMhOmo5CJ2Ovjgx7ceSIAiCmG1IsCAAnHx35tH7b8HNAx/VhkShKppZFWHOwcCNkaHNQpsRDA3A\nttiJKzP/8vkC9st+c0EZPQlkgUjBmbkty2qNr3BmFrQbywms5WzYFoNUGjtFH5sDtGfc/YM5fOPZ\nA3z1m7so1wXSCWN/d+zD8/LD2mGHdW0whqFPGktVAQSPSy+xIlphq4NMEM6BZIIfOob/9rPvAcDg\nN90TR4sTnQySiaC02aHcKwms5W3wPqJFtAa05sqmALETESPCEY5eYyjjJJe2cMetqWaWRC5tYafo\n4aAsobRGwuY4tZWcatNGr/rOGwc+PF8hm7aQGGAhlU3baHi0UCGmz7QdDtFRy9wReUlAu6Mvbkz7\nsSQIgiBmGxIsCADD7c5Exw8qdYH9smkjWM5YWM87qNSlGQEJKkDVgOccWrdXOGptBIP3rCdPNMfq\nCYXff3Ln0FhBRBsxAokGfGg4Fmu6O5Q2WRZv32zg6g3jyPCEhlQa1/c9pBIcmXRLJKg2zH1fy9lI\nJzm++0oJOwUfpZqA1ma0xPV1s7rVNJG0FtPD2GGHdW2kEnzok8ZwgZ7Pd3/8D1XYgkFrDa0ZsimT\nc1H3FHaKHp67UsZv/2d+4nDLozIRGp6Fal1CKnOiXK5KLGfM8Wutg/pPQCjz/4anIJTGt18q4ckX\niic6tuNgcSMItb1xZhwdVYGNvIO//5O3TUWMaGZEdNR1doZX9hotkUo3RcdBoIXKcEwzwHfembbD\nITpq2fBUX1dcp6Mvbkz7sSQIgiBmGzqjmXMGFQsG2Z2Jjh/0ao1wbI6EYxZbSgMJCwOfpAA45MRI\nJTg+89G1wa+gC1+5eBO7Rb/tc01revOGW/kZAubYw0MRUiOZ4U1RQigBLVrukYanoINxhFzaai4s\na67Eflk0F/2ct74nWt26ueKARxZ8g9hhj5NHkQzGMYY5aQzpJnKEFbYiGK0xwaXmvtY9iYbPYTEG\nx2JBPoF/4nDLMBOhUPGRcswIQbkuwZip/0wnmRFOGCC1ySEp1iRqgQOk331XYxroyKS4adlYduB6\nCldv1OEJjfXAsdMvR6LmqpHka3TStTVjDGGVtFAZD3EI8J13pu1wiI5a7hZ7/52POvo+HlOhatqP\nJUEQBDHbxO+VjRgpGrrv7oxUGgdlgVpDggHYvloFgEM7dNHxg72SB99vX9QHNwYIBcFa7ohGu04w\nFJwBt28kcf+PHH+hFi7sXV+BscOCSJNIfkbbuEgQXBg9yYqGTCYdjltWE20hk9f3XFx8voj9ksl9\nKFTN48uDoECLm9aLsLrVNJE4zesfZJf5OHkUwd1sngweRbUhm98XfUx0UO9arAl4wvy/82H1fY0b\nBz4ySQv5jDWycMtnXi3hxoELzweEkB23rYDy4e/RGvD88Y1y2BYz4xp5J9K00Qq6XEq2Huvf+foN\nvHWzgdySNdBCctB8jZC4tWbQQmX0jDvAlzDEweEQjlo+/0YFuyUftsWQSR129K3nHZx9fxaP3r85\nstseJXF4LAmCIIjZhQSLOcfirOvujNIahYpAOdjlZwxwfY3vvFTC829UDu3QfeXiTfzV62XcLPhQ\n6nDjRzheIRVgW6b2s1yXxz5uBmA5Y+PeO83C9v97Zq+v7bmXNbrhKZTrAo7NzBhAmEEQZC10vRNt\nj5+5L1IZN4GZxW1lW9Q9CWjgH3z2NuSWbJSqAv/sN15vcz7wmrkhHblNzhls6KZLYTljNzMtBtll\nPm6IGQODkGrgk8Z82vS+VoL8jVCsUACKVdFTANIwOSAVLeBLhbW8M/DiW0iN/ZIfhFt6QZ6Ead14\ne6fRvM2BglxHAAOwkrUjTRutCtDNZQf5jN3mkOmHJ1TP2t9uhPkavjC5J5wzWKwlREQbM+JY30kL\nldEzrgBfop04OBwSNsfnH7kdj1/cwVPbxUNumlzaQi5tx95NE4fHkiAIgphd6NVgzkk5HOt5p213\nhjONg4oMRhmMiyDpcKzlbEh9eIfu5z61hW+9UMSNAw9A94Vi9FNCAnVXNm35x8G2Ge46nYVQCl/8\n9dd72p4/9qE8oDW+83K562VqDYWGr5BP2yjWBKRs5VawbqJFB9k0R7EqUKlLqMjIA4DA6q7x/T0X\nF58v4LM/ttHV+ZB0GGoNBqk1rMgNcm6+Xyk0RQtgsF3mzhCzlqCim/c/6TBk01ZzZx3QWF9OwA1O\nCjtPGrU2eQMNV2Gv5GMl6+DsBzJ49tUK6q7Cu3subJsjYbMg/6H34+bYRqAxlzE5EokEC5wjEsWq\nOBRqGX58UOkthIwT2wKWMw7u/sEstlYSTXFiPWePbCGQsM2IRHNUi4VNGabLhLV9DmC+qd9dzTnY\nWk2O5BgmCS1URstxq4mPCvAluhMHh0PC5njsk1t4+J71mc4ricNjSRAEQcwm8X+VI07Eat7Bpz6y\n1rY7U3ONqwI6DPwzdv1KQyHpMGwuO/CFbu7Q/cofCFzf98wISGQh2bmpHP1a52KWB+MYoUbQbz3K\nGXDnqQwci+PPnyv0tD3vlTy8cb0eHJcG5wzpBEcmZUHDXKbWMGMDFWZcBkpJ+IGKotE6kG7HlLAZ\nlGKoNiRkNIcCoZvEuA2qDYnf/+YO/vpH1ro6H7JpC8WqhBC66c5o3teO8Y9Bd5nDbAAhgf2yj0pd\nBc6X1r2oNRiKVYls2oJjMXDG8EPvXYLWwPdeL2On6LUaNph5XOuuOWlcztpIOgxX3q6h4RqxpqE0\nmC9R5/1zMMKfdXj/hARKNQGrYQSap18s4Vvbpd5XMAE4M8/fdMLCStaCkBoHFWHcQSkbD5xbPfZ1\nhzW5UedD2Jpx5o4lvPx2BeW6xErG6ptfAZgMi1kfkaCFyug4zihYNMCXQjqHI04Oh9ySjYfOr89s\ne06cHkuCIAhitqAzlDmHAW27M9tvVvGtF4vwhQxCIM2IQCgwRBe563kHe2XTcFFtGGsCZ72t+NGM\niEMXCRaIUP3FCsCcaJdqAq9eq8HzTShlVAAILfK1hhENWmjUXdPCkU1b2FpJ4Pq+i0pDwfWNHT2d\n5IBrRIH27zx8XzIpjkoj0oDRYbe3uGmakBLYLfp4/OJO1/o2izNk0xylmsmtsC3WFC1C8UPp4XaZ\nT9+exndfLWG34APMjFEwZlwf4c9Bag0hNIpV86CvLzt472YSH/vhPFIJjstXyqi6xmkTnjRmUhbS\nwUKo7ikUqwI2BxIOgwhCK48KUFQaULLb58ZvmwidCWGGCuMAlLn9VII3n/MJm2EpZUJBAfMzMsGg\nomcwaFSI6MyDsHh7k0Yv/tqPrOLr3z1AoWrcMKlE78vOy4gELVRGx3FHwV5+u4b9sk8hncdgXhwO\ncYAeS4IgCOI40CvDghDuzkip8ZfPF5q1oQy66yK3VNPwBYfNWXN0pOlZ170nKfoFWzoWg0AwVtEl\nqDFESI2rNxpBHgbDXsmH6yusZm1oADsFHzVXtodjwiwo249fIZ2y0PCNUFBtKNy27qBUk6gEtZcq\ncEmEx66C+5ZJctRc0yzRTaxo3S4DZxqe0Hhqu4hTt6a6tiKsZI1rJawADcUFHbhWGp7CrvQH3mX+\nxIeX8dt/eh0iOH7HZoGzQTfvSyguhWKU52nceSoDBuDhe9bxwLkVPHuljKs3XHhCIWFznNpKYqfo\n4Tsvl1CsmOpVzhh8qZuLnGmMa4SYQNKIIMFaTp+oWUEp86YlYFlA2ubYXHa6XykAsNaOdM2TePGt\nKj790fWBhYhBWdQRiVEvVBbVKdBNEO2HcbEo/NXrFQCgkM4TMOsOhzhBjyVBEAQxDPN7Zkd05cJ3\n95sCRLjIbcIACyxY5JrFddLhZlGMYIEYXHSA+Ic2wsvaFqBhZvjDAMfOlokw24ExIyioSAWobSFY\n9He/HcdqP/5wJ9wEbipUGwprOQfLGftQiCZnDJW6AMDgSwWlWPN4emEWD+Y2ynUBrTXSSX6oFYEz\nYHMlgUIlzMMw4xtKBW6OJMfWanKoXU4dEQ+00tC8iwjUR1ywLYb335pGLm1hJ8iReOblMl65VjMj\nQwD2y8cPTh0WiwPreQebkYaNsHHjwnf3sX21gqWUBc9TqDQkhARsfng0CWg9p0LBIZO2wDk7nBER\nXD4czcgt2XA9hWu73rGrV49ikUckTrpQWfQ6z+PUxHoCKFQElNIU0kkQBEEQxMxBgsUCUaoKvLvn\nQmkEVYfdL8eZWcwKqQGtWiKFRrDo00eOdfSDAcEOobmN6I69bRm7vi/QFALCCtBqQx7K0QgxjhEj\no0SPv+YqLCUtCCmCxaDCcsZcdxhyCbR2tDdWEvB9jf2yb66PmbYLsFDUaC1umzv9lhn5KFQEXnqr\nhkqQnbFb9LGaa7V/cAas5WwsZyxU6hLVhkLDk8ilbTz24C148K61nrvDQmp4QsEX5v03nj0A52bB\nDgZIGbSLtGVsmO/l3HzCFRL/1+NvAwB2Sz7KtcmJESFJh+O9G0lsrjgRUcIIFCsZu6c4tJS0mmGV\nuYwd5JAY4Sp0kzCYkNfo88OyGJK2eU6FFa39GKRS9qTQiMTxoDrP4WtiK3UBKTWU0thaTVBIJ0EQ\nBEEQMwedkSwQ33qxaMYRcLQ7IrTbq0AEYNDBCAlaK+JuNgvdfh1hxITSOBQ4qYPPRfWH3JLVrB4N\nd85DYeCoCIQ2l0Z4/Mq4MpIOR8MzAsH1A6/njvaZOzK4fuBir+w3Qzmj7yUAzo37Q6pwBx8o1kww\n540DrzkWc1ARJgPCZkg5DKmE1WztSDoc5ZrEe9aS+NRH1vDT996Cck3gT76zi1feqaPuSTgWx/tu\nSeLcB7JIJ9sXJ29eb6DhKeSWLDNqoo1rptvOa9hIUXM13rje6P8gjhHOgJWshds2kvhO5YmGAAAg\nAElEQVTcg1tweggIrRGMVl7Eh08t4aW3K6gEYZW3riXb3CpCHR5VYQCgTXClhkQ6wY8MuRykUnYU\n0Cz38FCd5/A1sa5v/mgnHH6skE6CIAiCIIhpQ2fEC8SVa3UAQTOFwpFz0JwxSKnh2GZ8xPXNwpAF\ngsWhatCI+BAKEzY3QoNpi2gPhpQdi8ykw7Cec7BT9M3VacBXGvqYm92cmRpNTxghRGlT87qU4l13\ntD/2oTxuHnjYC26/k/BQQ1HA4kbKEUI3RRaLm518P5hZURrwfA3P16jUFQ7KAoybx2c95+BD78vg\nk3ct49f+5BouvVxGpdEegvncFYY/+fYefuCWFH7glhQOyj52ij5efaeGmjs+F0A/bMs8Bk0BCwC3\nAK1aGSAAzMiFBhRMzelq1kGhIvDqOzX82XMH+Fv33QLLioZYGpGim6jwwI+u4huXDlCMhFWu5Wzk\nlyy8u++Z5xLaBTXbYmDMNLNUGxI3C8DmigPeR7QYpFJ2lNAs92BQnaeBMWBt2cY7u8D391ykExxL\nqZYQGhIKNwnbjI9kB3BjAK2QzivX6vScJAiCIAgiFszPmRxxJK6vzCiIZE2bcL98Bq11M5zTsYxg\nwdBuuY9Wg0ZRGthatuEkLCilsVPwoWG+XwW2i2jBB+dm13mn6JlcBwQNILpl5DhyDKVzh52FLg6N\nmquxlrPxyL0bABiefKGI/bIRJtZyDu69M49CWeCFq1Xs///t3Xd8LFd9///XZ3ZXXbf6Xl/HNu7G\njWJ6sAEbSOjdEEqoIQ2SkMAXCCGAQ0n5hVBC4Jv2BYdAQjFgcCghFJuOARs7tsHdBtfr29W15fP7\n45yRZldbpZW0kt7Px2PuSrMzs2dnzuru+cw5n3OoxJbhHAcny3Nlqffa6XSq6fso5AwHpouVUOaa\nBKTpTBlJBYYGEh588iYed+YWPvj5O7nhjgnGp8oYaQ6PkCzv0GTY9469s/zgZys3FahZOuWtMdif\n0Benvk0DCgcnSnN5JMI1De81nxlqVKlAKa4bHcyxeThPfyFhz6EiV900znMfvZPRwfb+BDVKVnlo\nsjQXrCjkwwkvVSCfNzYNhdf85e4ZinF40IHxEttG6yffXMuzcqz3JJRLnc5zrcvm7jg0VaJYCsHe\n8ekKEzMhEDrYH2ZBmoyzIG3fVAjTO0+WOkrSudxDokREREQ6sfa/yUrb+gsJ+SShv+DMEKfrpH7Q\noljyzHCO0EvBmA8ypLs0mjEiSaDsxmPvt4VcYvzo54c4OFni0EQp5q3wuekm0wbv2FTolVAbILB6\nK+uoHaWSlq1SCe9heCDH/vESP7lujD0HZ5maDQk37z0wy613TzEzW6bixuFb++grGJMzzqxX4uwb\nzAVvyBw/W6RyJQSBypmGe8VDfol0u7THyUzR+foV+7j4B3sWnsMVmP4zsXCNCvmEgULC8GCOcrnC\n2GTIreGeBhyciUoZH4DB/jwWe8dsHS1QrjhjU5W5oJXZfB1Jh6EU8sZgXzIXJFhKY7I2WWUuzmBT\nKodZE8rxvOVz4TW3joTybhrOcSDWu7HJMpuH89TO+LFWZ+XYKEkoFzud53roKVAvd8fW0QJTM+Uw\nk1HFKZad8lTonbV9U55NQ6Ee33tglu9fe7CjJJ0rMSRKREREpF1r41u5dEWasK04WWKwL2FqNkzb\nWa54VbLG2hk4hgYSRgdz7B8vz80w0mxqSzNIgIOTJS796X7uf8Iob3nxsfz4+rHY8Chz/e2T3Ll3\npu70pvV+rw2p1J0+1auHupRjdGVqpsxAX8I9+2f5/HfvZXrWq3JplIHZYjm+rnNgfJbBgfxcScpN\nellkpcEci/uU6uxQig2HYsnnZuJYLlYnqJRPYPNInlwuJLCcnA55Ng5NlnCHwf4kBJtiOUOvEJiY\nqjA9O0tfPokzxhi5XBj+4ulsJ8ShImSGihgM9IWZW9KUFWlj8trbJgDa7hVQm6zynv2zVCo+91q5\nxEiS0P09DVbA/JSyY1NlimXnzr0zbBkprPlZOTZSEsrFTOe5XnoKNMrdsWkoR7niVQl8C/mE444Y\n4o+ffTSjQ3n++8d7+elNY20n6VzpIVEiIiIirShgsYFkE7ZtGc1RyFtMWhi+3DvVwzQA+vKwY3Mf\nucQY7M9xYLzE2GSZ2Uxju2qqU8s07h3u2j/L+DUHOGxzgRc9bhdPeAh87Gt3dXTXDxYGJxrNFFKJ\nw0iys0WYhWEalZnq/ZOYS8IJvSBS49POxExxrmdFeuy2y9rpDoswOpQjZyHZp3tmpox4MdKATLFU\nvV+ShKESucQwC8GG2VJosOdyITkfEO/UM3cOimWnWIaZYnm+x4mHoRejg3kmZ0pUPAw1yuawKJWd\n/WNlDk6U5wIJiTmTM2V+cO1Brr5lvKNeAdlkle/8+K1c98sJEjP6CuGucO1Y/vRc7NjSR8VnmZop\nk5gxM7v2Z+XYSEkoFzOd53roKdAqd0c629Hm4dhL6FCxKgdPp0k61+qQKBEREVm/FLDYQDYN5znz\nxBF2H5jlrn2z9BeS0ED1dEYQmJwpzzXS0yk89x4qxvwAoQFayFsYQx2Pm/Z2SKcrTQMWaa6Ksaky\nF3//Xp700G3kcwlfvmxv1xJGpo30qh4BtcECo27izjgqJeRfqPPcCozMaCmb4DS1fTTP2192PD+6\nfoxPfvNupmbDBhWfn9a0QvVQlLlAkqdTu+Ypl31ulo0kCdsfGCuRy9n8cJo6gaLsealUnOnZMsUS\nmM0/UT29qlOuwKEY6CrG6VlL5TKzpQqJWeyV4UzNltk/VmJiunmvgNGhPIdv7eO2e6YYGcwx1N/8\n7nFisHk4R2Jw1I5+jj9iaNlzPSxnXomNloSy0+k810tPgaXm7miU+6XWWh0SJSIiIuufvpVsEOlY\n95/cMMZMMQzrmJypxCSP8zN3VDIN+/TO+uxkeT75ZZ2hGBWHQo4FuTBySWjQFsswPlXmAxfdTqni\n7B+rue3fJrP5xJblss8FJ1pN0VqpF6yI72+5e0K0Iz2naV6J9P2UK3WCL8C+8RLv/cwvyeWMvryR\nyyXMFsuUy/WnNYVw3iqedpMPBx2fLs8ly8z2kilXQm+L2qFBVWUmlHV4IMfYVHnuXM4l3Ezfj0Eu\nb2Hq0bIzEV8TwhCRchlmypWay+DcsWeGYqnCZ7/d17BXwGLuuucS4/gjhnj1M45a8Hy3AgwrkVdi\noyWh3Kg9BbqRu6M290s+Zw2ndV5LQ6JERERkY1DAYgOoHeueT2BoIBfGhVdC/oFyTZPRgFxm+spU\no9wVZQ95K2oliZHzcIf98hvGwjEW+T5yCRx1WIF942UOTcy3ppvl0+g1o0MJm4fyTBcrHJooVZ3f\nfG5+Ss9i2Ru+L3e4bfc0hZwxW6owUEjCNWxyHmZLoRcFhKAFzOcFqA1CZYeWNJLuMzldrtp3LsAS\nA1xlIElC7oFcUh0EKdepd8zvzj0Hinzq0nt43Jlb2LGlf8E23brr3s0AQ6u8Eocmw53u2/fM8LXL\n93H/40e479FDHQdFahuyaS6DcE3DNcwOkVnrSSg3ak+BbuTuqM39UlvH1+qQqJWw3mffERERWQv0\nP+4G0Gise7aRMzEd7kqm6iXfbKZSgdmKY8n8nfW08Z2YUcar8l4sRqkMN989u6RjrLZ8LmGwP0yZ\nOtSfZ3KmTLEUejSk56tUdrzOMJWUAX250EPGgfE2uxikiTHTWETF02lfq7cLU6q2eB95o1L2uSSi\n9aSHrVQWH1Samqnwmg/ewL+87hSGB6r/XHXjrnu3E1c2+qxVHA6MFymWQpLb2ekyUzNl9h4qcuVN\nYx33ukgbsok5+8aKjE+VQ4+cynygy6zMvrEio0N5BvusJ5JQLqUBuBF7CnQrd0c294sa4K1tlNl3\nRERE1gJ9Q1nnKhUajnXPJcboUJ7iodm5KSGXwgm5ItLv1mZedxaQjWxyusxEX0Kp7Ozc3kd5f0h6\nmemYQKXFOXMIeSvambqkzr5p4yepM7ynXfXyfjR7zaX0gjkwUeJdH7+Nv/ytE6rWd+OuezcTVzbK\nK5FOnTsVgyZm6Z3wMLTp0GSp49k8+gsJBuwfL1MqheE29fKwVGJekrGcMTyQrFoSym40ADdiT4Fu\n5+4YHcrzhIdsX5FeNmu1d8JGmn1HRERkLejdbw3SFZMz5aqx7lVdxyuhMVdcpuySa2moxkoplpx7\nDxY5fEsfZ5+xhR/87CA33D5JuTwfQGjnvNXLbdGuUrlCueL05W3RwaTsnfwsyyTD6Nbld4ef3TbO\nXXunOWL7QNVzS7nr3u3ElY3yShwYL84FK/I5y8zgEs7QUH+O/kLS0WweJx45yKVX7p+bZrhWNpYV\neks5k9MVjts1sHDjZdbNBuBG6ynQSS+iiekw7XTOjJ/eGKaQXo1zstZ7J2yk2XdERETWgvXzzU7q\nmi05UzMVhvqTua7j6TSmnUwrKt1RcRjMJ3ON501DOX65e3quQbsS3VEqlZAEtZMhP7UaFTMxyOUs\nDgPxOPvH/PCTxSqWnf/85j289rxjqtYv5a57txNX1kuQGAKEC4MVEJKWpsM0Ng/nO5rN44xjhimW\nqoMVNvdP5nfmz3ux7Ny+JzO37wpZjgbgSvYUWE3t9CKquLPnQJFDU2VyZkwXK1xx49iqBAjWeu+E\njTb7joiIyFqg/2HXOXenVK4wMR26jS/lzrx0R7EUkjp846f7eeAJIxx5WD+33j0dnmvS22URI0Dq\nKlV8LnfGojWIrZjZ3PS22dZzueJLCpBUHK6/faruc4u9696NGRiy6iVITKeNNYOaSXTmp/+NJ7KT\n2Tyuvm2CfD6BYuak1kuUWnORvn/NQV5w7uEr1rhSA3DpmvUiKpWdfYdKlGIlMoMtw/m5hMkrHSBY\n670TNtrsOyIiImuBvhGuc8WSMzalrhS9ZLbkfPUn+/jaFftj497I50LDNe8sSGRpsWWb9lZgCbkn\nIOw7PlVpORNII3N38uuUIWnwHX+RLzW/r8dATxd1YwaGrHoJEmeKPtfbI8tjDyf3MCxr94FZ+gsJ\ng31JW7N53HjHFOWKVw/9SJNtUn1pstfr0OTKNq7UAFy6er2IJqbLzBYrzJZ8Lp/MQJ9xxLZ+8rn5\nuraSAYL1EJzqdhAT1m4uDxERkV6xof+3NLNB4E3A84H7APuArwBvcfc7OjzWVuB84JnALuBu4HPA\n+e5+oME+OeCPgFcAJwLjwDeBt7n7zxbxlhaY7XIjT7qj4lCJvSka9apIG57ZhqglYUhHNyw66GEs\nmAo1e0yz2HMgMyzEl1Dm9GVytV0UosWOmU8DDMWSc7BUajglaKrRDAypbILEof6E8akykzNhCJZZ\nvANOvPaZpKWlcsgrMzkdpnFJDKZmQs+JRo2d8akS5ZjAcy5AEYNa6XHTQEUStynH4MiF39pdld8A\nqPsa9z9umKtumVhUQyst9+e+cy97DoZeAQcnSgvOaa21Pv3qckl7Ef36g7fywS/cwbW3TgBh5hcn\nXONyGe7cO8PIYI6tI/m5WYdWKkCwHoJT3QxirvVcHu1QMEZERFbChv0fxcwGgG8AjwDuAj4PHAu8\nHHiqmT3C3W9u81iHAd8nBB1uBi4CTgdeAzzJzH7V3ffV7JMAnwaeBRwAvggcBpwHPMXMznX3y5b6\nPmXtqtfw7AVpj4fadfmczU2N2ygYspRhLQcnSnzim/dUfcFfypj5Y3cNcOmVzsGJErkkNP5Sk9OV\nuQZ22vhrNQPDr566mS/+YA+7DxS5/d4Z3MPwmzToVGkwJCZtHJVjIlMzuP72ST729bv48c/H6jZ2\nJqdD4lQnnHczFuQNMQs5M8qV+eln3eGe/bN89+oD/OT6g3zsf+4GoFAwpuNrGHDplfsplioUCgm5\nxPA2G1q1jbQ9B8NUrqWyh8DQRDlzTuufi16YfrUXzZYq/PvX7uG2e6aZKVVwnMTCrExJEq5zuQKH\nJsNwrx1bCnM9e1YiQLAcvRNWWremkV3ruTxa2QjBGBER6R0b+X+SPycEK74PnOzuv+HuDwdeB+wA\nPtzBsd5HCFZ8FrhvPNYZwAeAk4H31NnnFYRgxQ3AKe5+nrufAzwXGAI+bmYbNqAkQZrEspC32Khe\n7RItDDiYwdbRPKNDuaZTpS413jJTLPP1y/fxoS/cMddzqGrM/KYCh2/tY3Qwx1B/jtHBHLu29nHY\npgJ7D813iYfwhftnt00wHXtVlDJ5Jiw28osl59Bkmd0HikzNhNlGRgfzc70Sag30z/85nS353DGb\nySWh50guCdc4He5zz/5ZLv7eHn5x7zTjU2X6+0KPj/6+hLGpMhMz5blEph5nuM0lIXhRyBn5nIUc\nBxWv6pFjhLv1fQVjz8ESe8eK7B0rsudAkb5CwvBAwkzJGZ8uM12MMwrNhkZo+tq/uHd6wXVIz+n/\n/cIdfP3y/XPlToMpGJTdmS1VODRZYveB2bp1uVUvlo2stq73F0JgIFt/0rwWU7MVDoyXqvbPBgiW\nQ7eHWK2GE48cZLA/YWK6vYQ7E9NlBvuTBUHMxf5dWgvqfc5r/z41+hshIiKyGBvyW6GZ9QF/EH99\ntbuPp8+5+3uAq4DHmNmD2zjWEcALgFngVe6e/Zb4euBe4DfNbGfNrq+Nj29w93syr/8Z4AuEAMgz\nOnpjsialjdratm0+ZzEpY2h0lhtMJbrS0iBKaGyH34f6c7HBH5JuJhbu+qa9Qgo5Y9umPFtG2rv7\nWquQN3Zu6a/6gt/pmPm9Y6FL/Nhkic98ezc//+Uk7pCLRTIzkjqNv8mZCnfvL7J9tMAjmnR1/sy3\ndzM5U8bd547ZrDuJGVX5BtIGfGJhmNDYVJmtI/m6jZ0dmwtzdaHUYEhRqex4pboIuQSGB5KwT5ob\nJXbJKJWdmaLPHS99D6VKWN+qoVWvkTY3BMSZC6Q0alBD4wbgRlevrqc9grJBsSQx8gmU4zCjciYq\ntNwBgm71TlhNv3rqZkYH85TKzvRs8zcyHWd2qg1iLuXv0lqwnoMxIiLSm3rnm8LKOgvYDNzk7lfU\nef7C+Pi0No71RMJ5/HY28ADg7jPAxUAOeHK63syOA04FpghDQZby+rJOONWND8PpyyfkLHTJ71bu\nikbijfCW2+QSY8fmAscfMcjxRwyya1sIJOwfK1EsewhUJMy1lAt5Y7A/YetIfi5HRKcG+2zBF/xv\nXrlvUWPmv37FvrkGxeFb+xjuz801pIvl0K2+4uDxbJRiroiTjx7iOY/aUff4842UEru29bNluBCu\nXWKNe1l4GMIB4fVKZSefGGYWAimJNQxGDA+ExkGqdjv39D1Uy+USBmN+jXLZyefC9SmVnbHJ0vz6\nBPLJfIAh2/it19Bq1EgbGcjNJWKtVMIQhnrHhMYNQKmfHyId7lEbxEziByydvji13AGCbvVOWE3p\nNLLbRwvsOVhsGLRIE5nWC2IuJZdHr1vvwRgREelNGzVg8YD4eHmD59P191+mY6X7XO3uxSW+vqxx\n2QZHyD0Qfi6VYfumPFtH84wM5kP3emg5zGDR5YgFsOySeT5noXF7xPZ+nnfO4bzrFSfw7t87icc/\naBubhvNV26cN7kLe2DSUY+eWAmZhSEt67HyOtrqPJ8l88KDqC/41hxY1Zv77cdx1PmcM9Sfs2NLH\npqF8TXDIcQ8BhMTC655+zHDD8djZRspQf8K20TxHHtYXhsoM5uoGaZxwjYvl0KshnzNycQhFSGra\n/G74zq2FueOWK2EYSrkSyl6q0xsnn4ORwXAO0uBXEt+fWbgrnwY+0kZv+lyl4lWN39qGVqNGWi5n\noZdFzihV5oMWtcds1gCU+vkh+gtGYtW5V1JJnd4Uyx0g6EbvhF7wnEft5IzjRti+KSQqvXv/LGMx\nge7YVJm798+y51CR7ZsKnHHcyIIg5lJyefS69RyMERGR3rVRvxXeJz7e3uD5dP0xy3Ssbr4+ZnZN\ng6dOaGd/6SEGFu+MJwnsHw9fDocHcpTKIdHicuaxSPMhLMhTEctz2OYCzzp7R1XSvuefezh37Zvh\nO/8bJsPJ5azhTBvpj+ksIyOD+bmGazbJaDpcouKh4Z1t8Kdf8PeNFRc1Zn7fWLGqQZEYbBvNs3k4\nF3I2ZKYi7S+EFy6WnFvunm547HqNlFxibB7Os3kY3GcZny7PndjsVKT5xEhiw75YqjBRmp9yttm1\nTszCXcxDxZDLgjBTRL0LmM+FYTtbR/Lce3A2vL+k+lhpb4fa85k2imeK1QetbWg1aqRtGclTLIVh\nIOVyCKoQ84SMT5WZio3XRg1AqZ8fYmQwx8GJMqWSL+i5lFaBtP6sRIAg7Z0wcXmZPQcb34GfC05t\n6s3gVL1pZLNJJUcHc4wO5hsmlVwPuTwaWQ+JVUVEZO3prW8KK2ckPk42eH4iPo4u07G6+fqyTqS5\nHyoADqNDeQ7f0jf/hXmFvs/Wzk6StoMqTsMGj3vofTESxzI30l9ImJyuzCWkrMQISRhGYgt6IlTK\noeGf7caefsEHFjVmPryXhQ2KNMBQa3KmzEyx0rRB0aqRMteTYa67fgjE5PPG1pH8XGDn7v2zwPw5\nbzV8ppAPwaxtmwpMz4SElqXYUyIN9BTySdXMHGkjNnvouV47vnBYUBpcqr2TX9vQavT+EzN2bClw\nYDwMOcnmYymVnS0j+aYNQKmfHyKXGCODCYcm53vopPUlvVKJrWyA4DmP2snu/SF3wZ5Dxblgazo7\nxsR0eU0Ep9JpZJ/y8O0dT9u5HnJ5NLKegzEiItK7NmrAYl1x99PrrY89L05b4eLIEiQWhgnkEnjo\nfUf57ScfOfeFeWyyxJU3jXNwsrQsyTfTWTKqpsWMCfzKFRjuTxo2eNr9kj4ykOPgRAliZ4PE5pvH\nafLHVKWSDk8Id5NT6Rf8baMFKpWQnDKbz6GRdFrSbaMFJqbKXW1QtHr//QVjctoou1PIzeceGOpP\nqoIk8wGV0POiVSOmXAkN1zOOHeElv7Zrrq789KYxdh+YZaAQxpLX6+WSrUKeiVLVVq30uey1Sl87\ne16avf/0em0ezjM+VWZ8KjRcj9jez7PO3tG0ASghP8TlNxxaUNe3jBTmeq+kuVbS65BYaGA2G77Q\nbUvtndBrRofyPOEh2zvqHdDoWjXSarrkXrKegzEiItK7Nur/IumsIEMNnh+Oj2PLdKxuvr6sA+mQ\nizR3YiFnvODcw+e+ML/6GUfxpy84lqefdRhb6vQC6AqfDyKkOQxKMViRT4zjdg02bPC0m3AvzWmQ\nTt+ZmNcdix/yMGRyIGQa3OlY/Eeetsgx86dv7npywFbvf2QwR5LYXDLMSoMv8ukQFPeFgZpWZcvW\nlfMevZPDNhVwqDp34TVCoyPbYyc0KGMPn5pTWTs8pt5rt339Yy+WXM6qhhcpWNFco/wQibEgB0sl\nk79ky3Ce++wY4HEP2sarnn7kigQI0t4J73j58TzvnMM564wtPOyUzZx1xhaed05Y//xzD+/5YMVi\nrZdcHvWsh8SqIiKy9qzPbwyt/SI+HtXg+XT9bct0rG6+vqwDZvM5CPI549RjRjhi+8CC7Z7zqJ2c\nedLo3F36br12PjH6CrYg6WQ6TGXLSJ43veCYho2MTr6kD/YlYbaIvDE9G6YNdUJDuVR2iqUYJMkZ\ng31hdpFU9gv+Y8/cuqiM/uc+YGvXGxSt3n/afT+fM4oln8tRUhuQCHk7wjUZKCQLgg3tlq1ZeWpn\n7qjEqU1zcdrRdD0w91ySWFVZa197PTfSekGz2SvSHCxHHtbHyGCCWei5c+KRQzz/sbtWLUCQDaC9\n9rz78OpnHLUhglPdmGmkV+lzLiIiq6H3/4dcHlfGxwc1eD5df9UyHSvd5wwzK9SZKaST15c1bi6v\ngIcG665tffz5i+rnW+3LJ7zm2Uezf6zIVTePt901t5kkISaHrE46WanAbKnCjs0Ffu3B29m2qa/h\nMTpJuLf3UIldW/vYubWfyekyY1Mh70KlMh+oyMXGfMi7YHP71o7FX8yY+UI+6XpywHbe/5aRAlMz\nFUqlEAxwYHKmsqCso4M5yuUw7nt6trKosjUrT9pr5dBkSNjoOIW8xWN4WF92EkIdyNf0cmn02ush\n4WIva7euH7GtnzOOG1mxHhWy0HrJ5VFrvSRWFRGRtWWj/i/yXeAgcIKZPdDdf1rz/Hnx8eI2jvUV\nQp7ER5nZTnffnT5hZv3A04Ay8KV0vbvfYmY/A04FngJctITXl3Ugl4RhIKceM8Kfv+gYhgYafzT7\n8gnnv/R43veZX/Ddqw8yW2o/oUU6ZWYuBknMwjCF2WKFyZkwDWmSGBPTZSruHL6lr+0v1J1+SX/V\n049kerbC9649yHW/nOSqm8c5MF5kthQa0IV8EmaWaPIFf7Fj5pejQdHOMR0YHcrN3QWfnl1Y1oee\nsond+2e59raJJZWtWXnyuflkJQbgof4l8blS2SmX53vf9BeMsaly09der420XrHe8kOsZ+v5Wulz\nLiIiK818ObL3rQFm9k7gzcD3gF9394m4/rXA3wGXuvs5me3/APgD4HPu/qaaY30MeBHwGeD57l6K\n698P/BHwb+7+spp9Xgn8C3ADcHYa6DCzZ8fj3Aicmh5rke/xmpHDjj/t7Fd+ZrGH2NCyMyfU+5Sk\nUwdabPS1mm7UmL9bvXU0PzebQyGfcPJRg7zg3MPrDgNpZLZU4dOX7uYrl+3l4GSJcnnhlKdGCIbk\n8zY3a0RfIWF4IMfwQI6RwTzjUyUmpstVX6gH+5NFfaGeLVUafklvdcyl7AswNlnqKKP/Ul9vKe//\nCQ/ZymXXjTUsa7fK1uw4A31GMf51KRSM6ficERoexVKFQhyW4it0DaU9ndZ1WT3r8Vrpcy4iIq2c\nfvrpXHvttdc2mhyiExs5YDEAXAI8HLgL+DZwTPz9XuAR7n5zZvvzgbdRP/hwGPAD4ATgJuDHwOnA\nGYSAxCPcfV/NPglwIfAsYD/wdeAw4DHANHCuu/9wie9xRQIWmXZ9lf5CGBM/HT3Y2BsAACAASURB\nVO+ShzLByEDCyUcNMTVbYf9YiQPjRWaKIVFcSPoYtivkLSSSS4xCDopl5oYqTM+WKVVYMFuGxdfI\n5YzhgYTDNhXI54xDk6FBjoU7ybNFZ7ZUIa3/lhh9OWNoIMdhm/t40EmjDPQl3HzXFLffO8PYZIny\n3FScISfBpqEcR+0Y4PgjBgHn5rumuf3eGSamywz0GYaFaRzdSZIwS8IjT9/EYx+4ratfVMcmS3zj\np/v53jUH2TcWRhdlXwto+oV5Ob5QL+WYK/0Fv9fe/0ofB+rXj/sfN8xVt0ysiWsoIitPn3MREWlE\nAYsuMbNB4E3AC4GjgX2EIR5vcffba7Y9nwYBi/j8NuB84JnA4cA9wOeAt7n7gQavnwNeA7yCEOyY\nAL4Z97m2C+/vmtNOO+20a665ZqmHEhEREREREWlJAQtpiwIWIiIiIiIispK6GbDQ4EIRERERERER\n6TkKWIiIiIiIiIhIz1HAQkRERERERER6jgIWIiIiIiIiItJzFLAQERERERERkZ6jgIWIiIiIiIiI\n9BwFLERERERERESk5yhgISIiIiIiIiI9RwELEREREREREek5CliIiIiIiIiISM9RwEJERERERERE\neo4CFiIiIiIiIiLScxSwEBEREREREZGeo4CFiIiIiIiIiPQcBSxEREREREREpOcoYCEiIiIiIiIi\nPUcBCxERERERERHpOQpYiIiIiIiIiEjPUcBCRERERERERHqOAhYiIiIiIiIi0nMUsBARERERERGR\nnqOAhYiIiIiIiIj0HAUsRERERERERKTnKGAhIiIiIiIiIj1HAQsRERERERER6TkKWIiIiIiIiIhI\nz1HAQkRERERERER6jgIWIiIiIiIiItJzFLAQERERERERkZ6jgIWIiIiIiIiI9BwFLERERERERESk\n5yhgISIiIiIiIiI9RwELEREREREREek5CliIiIiIiIiISM9RwEJEREREREREeo4CFiIiIiIiIiLS\ncxSwEBEREREREZGeo4CFiIiIiIiIiPQcBSxEREREREREpOcoYCEiIiIiIiIiPcfcfbXLIMvEzA71\n9/ePnnDCCatdFBEREREREdkAbrrpJmZmZsbcfdNSj6WAxTpmZkVCL5qfr3ZZZM1Jo1w3rWopZC1S\n3ZGlUP2RxVLdkcVS3ZHFUt1p7Ghg0t13LfVA+S4URnrX9QDufvpqF0TWFjO7BlR3pHOqO7IUqj+y\nWKo7sliqO7JYqjsrQzksRERERERERKTnKGAhIiIiIiIiIj1HAQsRERERERER6TkKWIiIiIiIiIhI\nz1HAQkRERERERER6jqY1FREREREREZGeox4WIiIiIiIiItJzFLAQERERERERkZ6jgIWIiIiIiIiI\n9BwFLERERERERESk5yhgISIiIiIiIiI9RwELEREREREREek5CliIiIiIiIiISM9RwGIdMrNBM3u7\nmV1vZtNmdqeZfdjMjlztskn3mNmDzexPzeyzZna7mbmZeRv7vczMLjOzcTPbZ2ZfMrNHttjnrLjd\nvrjfZWb2khb7HGVmH4n1bzrWx78ws4FO36t0j5kNm9kLzew/zOxqMxszswkzu9LM3mpmI032Vd0R\nzOy18e/ODWZ20MxmzOw2M/uomd2vyX6qPzLHzLab2e74f9eNLbZV3dngzOyS9HtOg+WJDfZT3REA\nzGyHmb3bzK4zsykz2xuv7d802F51p1e4u5Z1tAADwPcBB+4EPgn8MP6+Gzh+tcuopWvX+qJ4XauW\nFvu8L243Gff/ClAESsAzG+zznPh8BbgEuBDYH4/z7gb7nAjcG7f531gPb4q/fwfoX+3zt1EX4JWZ\n+nIt8KlYDw7FdT8DdqruaGlSh/YAU/H/ls/G5bp4jWaBp6r+aGmjHl0Qr60DNzbZTnVHC/E6eryW\nF9RZ7qe6o6VJ/Xlw/L/LgauBTwBfAm4FSqo7vb2segG0dPmCwjtjJf8eMJJZ/9q4/pLVLqOWrl3r\nNwJvB54G7AKmaRKwAB4f68Ae4KTM+l8FZuIf1S01+2wDDsb9np1ZfzhwQ1x/Tp3X+k587v2ZdXlC\nw8aB81f7/G3UBXgp8E/AqTXrjwAuj9fnP1R3tDSpQ2cBA3XWvypeo7uBvOqPliZ16HHxevwTTQIW\nqjtaMtfikngdjm1ze9UdLem12EEICkwAT6/z/MNUd3p7WfUCaOnixYQ+4ECs4GfWef7K+NyDV7us\nWpbl+rcKWHwpXv8/rvPc++Nzr6tZ/4a4/qI6+zwrPndxzfqHxfX3UBMZjn+4Z4F9ZBo0Wnpjif8Z\ne6xLfao7WhZRh26M1/D+qj9aGtSRwVhPrgFOonnAQnVHS3odLqGzgIXqjpb0OnwoXqNXqe6szUU5\nLNaXs4DNwE3ufkWd5y+Mj09buSJJLzCzQeCx8dcL62zSqG48pck+XyQ0bB9fM84u3edid5/J7uDu\n9wDfBrYCZ7dXellBV8bHfmA7qO5Ix4rxcRZUf6SutwHHA7/HfH1ZQHVHFkt1R1KxLvwmoXfFR9rc\nXnWnxyhgsb48ID5e3uD5dP39V6As0lvuS2iE3uvut9d5vlHdaFin3H2WMA5wADi5nX1avJasvuPj\nY5EQ1QfVHWmTmb2YUF9uiAuo/kiGmd0feB3wEXf/dovNVXeknt8ysw+Z2T+Y2R+Z2X3qbKO6I6mH\nAKPAFe4+ZWZPMrP3xDr0x2b2KzXbq+70IAUs1pf0j3a9D1h2/TErUBbpLU3rhrtPEIYTbTWzUQAz\n20TosdNwP+rXKdXDtes18fErmWi/6o7UZWavN7MLzOzTZnY18FHgLuAF7l6Om6n+CABmlgD/Srje\nb2hjF9UdqefPgd8HXk3onn+jmb2lZhvVHUmdFh93m9lFhOEef0KoQ+8l1J8XZLZX3elBClisL+l0\nhJMNnp+Ij6MrUBbpLa3qBiysH9npLTupU6qHa5CZPRn4LULviuyXP9UdaeQJhCSu5wGnA7cRghU/\nyWyj+iOpPwQeCrze3fe2sb3qjmR9C3gxcAIwRLgT/mbCrAxvN7PXZLZV3ZHU1vj4dOCJhEDXTuBY\n4N2EnDr/ZmYPjNup7vQgBSxERDY4MzsF+BhghMbElS12EcHdH+/uRvhC+GjCMJBLzezNq1sy6TWx\n2/47gUvd/YJVLo6sQe7+Vnf/mLvf7O5T7n69u/8l8My4yfkx/4BIVtrWzQNvdfcPufu97n6bu78e\n+DRQAF6/aiWUlhSwWF/G4+NQg+eH4+PYCpRFekurugEL68d45rlO6pTq4RpiZkcS5hffCrzH3d9f\ns4nqjjTl7gdiPoInAz8B3mFmD41Pq/4IwAcJM5n9Xgf7qO5IS+7+VeDHwBbg4XG16o6kste1XtLN\ndN1jarZX3ekhClisL7+Ij0c1eD5df9sKlEV6S9O6YWbDhP/s97v7GIC7HyLMKd1wP+rXKdXDNcLM\ntgFfJYyP/Ajwf+psprojbXH3IvBJQk+dNIO66o8APJXQ7fkfzeySdAE+EZ8/MrN+V1ynuiPtSpP8\nHhEfVXcklZ73SXe/t87zt8bHnfFRdacHKWCxvqTduB/U4Pl0/VUrUBbpLdcBM8COeEe9VqO60bBO\nmVkBOIMwVdP17ezT4rVkBZnZCPBlQkKqzwK/7R4m/66huiOd2BMfd8RH1R9JbSHcxcwu6R3xgcy6\ndNo/1R1pV5qnIB3zr7ojqSvi46CZ9dd5flt8THs7qO70IAUs1pfvEiJ8J2SSx2SdFx8vXrkiSS9w\n9yngG/HX59bZpFHd+GLN81lPJXyx/Jq7T9fZ52m1/zmY2eHAo4D9hPoqqyBel88DDwP+m+pZHaqo\n7kiH0m61N4HqjwTubvUW4Li4yU2Z9bfGfVR3pCUz20G4PhCngVTdkZS7/4IQGDDm/3/KStddEbdX\n3elF7q5lHS2EpFZOqNzDmfWvjesvWe0yalm2az8dPtINn398rAN7gJMy63817rsf2FKzzzZCEMyB\nZ2fW7yR0wXTgnDqv9Z343Psy6/LAZ+L681f7fG3UBcgRelQ4Iev6UBv7qO5oSa/FWYRM60nN+gJh\nFogyoev/0ao/WtqoT8fG63Jjg+dVd7QAPJKQXDNXp/6k1+3zqjtaGtSfF8brcBVwRGb9A4G98bnn\nqu707rLqBdDS5QsaIng/iJX8TsJ44vT33cDxq11GLV271k+J1zZdKvE6Z9c9pWaf98VtJoB0Puoi\nYVqwZzZ4necQGiEVQtT50/GPtQN/12Cfk+If+vQ/iE8Q7rimwbT+1T5/G3UBXhOvgxMCFxc0WA5T\n3dFS5/q8LF6LewnJWj9O6KVzZ1w/BTyvzn6qP1rqXa9jaRKwUN3REq9N+nfnLsJd6Y8TGnpTcf3V\nwE7VHS1N6tAF8Xrsj3XoG8QbfcA/q+709rLqBdCyDBc1zCn8duBGwjisuwgJ9Y5a7bJp6ep1Tv8D\nb7a8rMF+P45/hPcT8hg8ssVrnRW32x/3+xHw0hb7HB3r3V2xHt4Q6+XAap+7jbwA57dRbxw4VnVH\nS51rcxzwLkJj4U5gljD292rg74ETm+yr+qOl9lodS4uAheqOFuBU4EOEWYh2ExqOB4DvE3oQD6ru\naGlxfQz47UxdGAe+1+y6qu70zmLxRImIiIiIiIiI9Awl3RQRERERERGRnqOAhYiIiIiIiIj0HAUs\nRERERERERKTnKGAhIiIiIiIiIj1HAQsRERERERER6TkKWIiIiIiIiIhIz1HAQkRERERERER6jgIW\nIiIiIiIiItJzFLAQERERERERkZ6jgIWIiIiIiIiI9BwFLERERERERESk5yhgISIiIiIiIiI9RwEL\nERGRHmBmF5iZx+WS1S7PRmdmW83s9Wb2DTO728ymM9fHzeyBq11Gac3Mzs9cs1tXuzwiItIZBSxE\nRKQtZvaymgabm9k1Zpbr4Bjn1Oz/1OUss8himNmZwLXA/wecCxwO9Hfx+LWfIzezCxd5rE/WO163\nyioiIrKaFLAQEZGlOA146WoXQqRbzKwP+CywK7O6CPwCuCmzzHT5pZ9mZod1soOZbQOe0eVyiIiI\n9AwFLEREZKn+wswGVrsQIl3yZODYzO/vBDa5+zHufmJm+VmXX7cPeFGH+/wmXez5ISIi0msUsBAR\nkaU6Cvij1S6ESJc8PPPz3cBb3X16GV/vnszPL+9w3+z2d3ehLCIiIj1FAQsREVmsbAPpT81s66qV\nRKR7ssMybnb35c4H8TlgLP78ADN7UDs7xe3SxJ9jwEXLUDYREZFVlV/tAoiIyJr1duBD8eetwJuA\nN6xecbrHzI4DHkboPZIj5Cz4mrsfbLLPDuDRwHFxnzuBb7j7HV0ozzBwDnA0sJkQLPqxu1+zxOPm\nCT0KTiQklizFY3/f3W9ZyrEzrzFMOC9HATuAg8Cn3P3ebhw/vkYBeCRwArATmCL0XPiBu9/a4eEK\nmZ+LXSlgcxPAp4Dfir+/Ari8jf1ekfn5U/E4i2Zm/cBZhOEw6Tm8C/iWu3el94aZ7QLOBo4EBoHb\nCJ+Re5rsswl4DHASYfjLPcCl7n5TF8rTF499LLAd2A1c5e4/XuJxDXgQIcfPTsAI5f6Ju1+7lGNn\nXqMPeBRwDOGzOwl8vlF9N7NTgTPjtsOEHCwHCdfgf939zm6US0Sk69xdixYtWrRoabkALwM8s5wB\nXJz5fQo4qsUxzqk5xlObbHtrZrvz2yzjsTXHP6fJttntXhbXnQZ8HajUPO+EBsH5QFJznF3AxwmN\n29p9KsBHga1tlP2CzH6XxHXDwD8Q7qDXHtuBnwCPXMS13Al8ENjf4LhOaDT/epvHuySz3wVx3Xbg\nw8B4nWM3vC4dvo9twPsJDa9G7+OnwDNaHOfWJvvXW5ZU/ppjvZsQbEl/3wf0t9h/IG6X7vPIeJy5\n43ZQluOAjxECHvXeayVe34e2ebzsuTw/rjuK0JOk3mdkNtbFwZrjbAI+QPi7Uq9cX6TF35t4nPMz\n+9wa1+WBvwD2NDj29cDTFnFdRwk5T+5uUneuB17Q5vEuyOyX/k0YAv6u5vpX/R3L7G/A78TXbFWn\nbwHeC1g3PptatGjR0q1FQ0JERGQp3kRo0EBoRL19FcuyJGb2dOBHwGMJX/RrDQJvAz4e76BiZvcj\nNIhfSP1eiwa8GPiqmY12WJ5dwA+BVwMjDTZ7EPBtM3t1B8d9GnAj8CpgS5NNzwT+28ze0+6xM6/x\nAOAqQo6F4U73b/M1HgZcR8ifsqnJpg8ALjKz/4w9MXqOu38P+Hn8dSvwzBa7PCtuB/DzuH/HzOx3\n4+u+iNAQrrsZoRfCD83sTxbxGo8AriC8p3qfkQKhLn4l9hrAzI4ifBb/gPB3pZ4nA98ys1/psDzD\nhKDkWwlBtXpOAr5gZn/TwXEfAdwAvJnQi6GRk4D/MLNPdVofzexoQpDytcxf/0bb9hGGCf1TfM1W\njgX+mNA7TESkZ2hIiIiILJq7X21mHyX0vgB4iZn9nS9xqMIqOB34fUKj7Q7g04SGnAEPoXo2hucD\nXzOz/wK+QmicTBDuIP8o/nwS8BLgiLjPQwjBnHYbfAnwH7FcAN8CvgzcS+jR8VTgEZltP2Bme939\nE80OamYvJPT4yDZKfgh8FfglofF4P+B5hN4LAH9iZiV3b3e4z1bCufgVwhCTLwHfAfYS8kOcA5Tb\nPFaj93EmodGZDeTcCFwI3BzXP5zQSM5etwFCY7/WrbGsEHqfpMGlaUJ9qDW1+NI39BEgbSC/HPhk\nk22zw0E+spgXM7M3An+dWeXAN+NyF+Gz8BDgOYSgkwHvMbMZd/8Q7dlFmCL2MML1vxD4X0KvivsR\nPiOb47aPBt5iZn9FqDMnE3pkfAH4HnAAuA/hs3hC3Oc4Qu+Mete0kQ/F14IQSLmIcI23A4+PSxqw\nfIOZ7XP3poELMzsX+C+qgz5Xx/dxCyGoewrhc3VkfP65hHP+G22Wu49w/k6J+30jLncTPnMPJ5zX\n1F8AT8/8vpfQI+5/Cb0zCvE9n04YpnNsm+UQEVlZq93FQ4sWLVq0rI2FOkNC4vqjqe62/YUmxzin\n5hi9MiQkHQLyj9R0TY/b3p/q4RM3ExoPTmiMH1lnny2EBlG26/v2JuW5ILNtmflhKM9qsP2L4jHT\nffYCO5oc/1Squ/3fBTyuwbbbqB7uUwEe0+TYl9ScTycEfE5bhnrYD1xT81rvAPJ1tj0F+FnNtr/X\n4vjZ63DJMn2WsuV5d1y3i/khE2UaDHcgNNrT+lECdsX1bQ8JAc7NHMMJPVXObLDtUYSgVrrtJHBy\nk2PfWudz9XnqDIsi/O3Ibn+I8BlM68996+wzQAgUZs/h/ZqU5/w6n6sy8KoG2/8aITiS7jMDnNrk\n+DupHgJyCPiNBtsOAf9SU/YXt1kXs5/bpsPA4utMZvb5AjDSYp8HAf8G5JajzmvRokXLYhcNCRER\nkSVx918S8iyknmZmZ69WeRbJgAvd/ffcfcHdc3e/iurhLscR7jzfBDzR6yTWdPcDwCszqwrAs9ss\nT/r/88vd/XP1NnD3jxO60qe2EYboNPJB5u8AHwAe7e5fb3DsfbGsP4qrjDA2v137gcd6lxIM1vgt\nQq6R1Pvd/S3uXqrd0N1/Dvw6IZiTepeZNRpmsGo8JLb8cvw1AV7aYNOXM18/vuwdJsQ0s4TQaE6P\ncRtwlrtf0aBctxPO4W1x1SDwlnZfDvgB8Bx331/n2L+kutfRKPC7hPrzOHe/rs4+04QeJjOZ1c9v\nszzpe/4zb9BLxN3/h9D7IdUHvKvJMf+a+SEgs8CT3L1u7xh3n3T336Z6Rpd3xGvSjiLwBG89BOgR\nhOsEIaj1Cncfb7aDu1/u7i919yX1fhIR6TYFLEREpBv+ktAITv11ow17VBF4TYttPk64W5n1xmYN\nAXf/CZBttD+8gzJ9o1HDJ3P8fwUuy6x6SZztoUqcAvPczKo3ufsNLY5dBP4ws+psMzujdbEBeIcv\n36wD2SDNXYScAQ3FRvHbMqu20X4Dd6V9OPPzy2qfjLlTsus/XLtNG57J/JAKCD1O9jTbwcPsOG/M\nrHqumTXK/1Drj+oFkzIuJiRNzXpXvSBgpjx3EoYEpTr5XF1HSFrZUAxafDqz6mkxp0yVuO5FmVXv\ndffvtlGGP2R+CNIxhHwc7fi/MXjaSras+1pdXxGRXqaAhYiILFm8e5oNUpxlZs9YrfIswtdbNbDd\nfTdwe2bVIUJX91ayU1Se0kGZ/qnN7f4l8/N2wowRtV6Y+fkA8P/aObC7/5D5ZJAQusu3ks6M0nVx\nutnTM6v+zd3bmc7zAqqn/XxqN8vVRf9FmFoT4EQze3TN849jPtfA7rh9p7J14Vp3/0qb+32GMFsN\nhGE5tWWr5+fu/qNmG8RgRm0j/N/bOPZiP1cfbhFASf1z5uc88KQ625xH6IEBod6/t50CxF4rX8us\naudzBe3nK5nM/LzTzE5ouKWISI9TwEJERLrl76lu0P+lma2VjPM/bHO7ezI/X95mwyfbZb/ZrBy1\nvtrmdrUNzofW2eZRmZ//J/aeaFf23LRzJ/s6d9/berNFeUTN71+uu1WNGNS4pMlxekKsT9nG+itq\nNsn+/rEOr2MqO1zrix2WLRskaKcuLOZzdWsMDray2M/Vf7e53SVUDztp9bn6ibvfU2ebRjr9XI2z\nMLDTSO3wns+bWb3yi4j0PAUsRESkK2Luh/Mzq06jTrf2HtVuHoDsXfp2GyfZfdqd4vOXMQdGS/Fu\nbXbbenebH5D5udMZXLLv86g2tr+xw+N34uSa36/sYN9sY+9IM2s0jedqyw7zOM/MRgDMbAvVs2F0\nPBwkDmHITrm53HWh1z5XZUIS1pZigCa77Wp/rm5x90rrzcDdb6M6mHc6cJmZXWVmf2VmTzSzzQ12\nFxHpKQpYiIhIN11Adc6G83sxwWEd0yu0j7XeBJgfFtCuezM/b616QbNh5qf2hHBNvN0FeEOjYzdw\nqMOydyL7+rMxt0K7ahvC7byXFRcTlaZ334eZn/byhYQZMgAu88VNHVybd+KCDuvC8zL7tnP+Vupz\n1a4D7j7berM5DT9XUfZ8vqzDc5lN+rkcn6tXsjB4eD/gTwnBjH1mdpmZvc3Mju/w2CIiK0YBCxER\n6ZqYYT47U8VRtE5mKQstmKmkhezd5pGa5zrpLt9KO70S2hkms1jZ9zbZcKv6anNd1J6nXpLtPfHy\n+PiKBs93YqXrQq/p5ucKunc+u/65ijl5HkJIMDpWZ5OEMMzlfOB6M/tXM9vUyWuIiKyE/GoXQERE\n1hd3/4KZfYf5sfJ/amb/XG9aQ2losPUmVbJd4mtnLalt2O9h4awM7bq99SbLKvveOm0w1w4baDrN\n4yr7BCGB4xAhge1zgQfH56bi84tRWxfuqrOuXcs1C8xy6ubnCsK5Sxv5B6iePnfVxR5I/8fM3kaY\nmvaxwFmEoSzZm5Y5wnTBDzOzs919OXtJiYh0RAELERFZDm8E0un9tgB/Bry+w2PUTiHajrV417ee\nnR1uvyPzc21g6ABh7H6aAPXd7v43iy3YKsu+tz4z29zBsJDac9qzATR3P2RmFwIviauys7p8tsOh\nMFm101v+Saupc9eZLWbW18GwkGafKwjnMw1YfMLdf39JpVsmMens5+KS5kN5PGF632cy/7fhfsBb\n6PxvtYjIstGQEBER6Tp3/x7VU37+gZkd3eFhsnd+2w1EHN56kzXh6NioaMnMjqS6a/p12efd3WvW\ntZPgr1ddX/P7A+puVd/9Mz/f4e6L7VmwUrLDPkYbrO/UnVTnQljLdWExcsCp7WwYZzjKJtq8rs5m\n2Sl/18y5dPcD7n6hu59H6HGRHSrzm6tULBGRuhSwEBGR5fImwp19CMkC397h/tmZL45sc5+enK5y\nkX69ze2eWPP7j+ps883Mz+curjg94Qc1vz+pnZ3ijCDnNDlOL/oWcFPNuluovpYdiTlmvp1ZtZbr\nwmI9oc3tzmE+ySm0/lydbWZrrueyu/8Q+OfMql1m1pMJaUVkY1LAQkREloW7/4wwa0jqJYTp9dqV\nvXv58FYbm5kBL+3g+L3utxex3V7mh+JkZXMenG5mj190qVaRu99C9fSRL2lzetKXUp008b+6WrBl\nEHvGvJcwdWu6vC+uX4psXXiimd13icdba14ee0+08juZn0vAl+ps8xnmk2FuYe1M41yrtvdIYVVK\nISJShwIWIiKynN7GfHfjBPjzDvb9YebnE8zssS22fx2wnhpfjzez85ptYGYvpzqY81F3n6ndzt2/\nQ/Wd9X81syM6KYyZFdps6C237HSQv0KLnjtmdlTNNvtYfNLKFeXuH3T3B2aWv+/CYT9B6KkBYYjE\nf5hZRzOmrJGpihs5BfiTZhvEvzXPzay62N3vrt0uBtD+M7Pqb83stE4KY0FfJ/u0ccyjOvysZodW\nTVA9nauIyKpSwEJERJaNu98BZBtZuzrY/UIgmxzvX83smNqNzCxnZq8F/obFJersRZX4+G9m9ox6\nG5jZC4B/zKzaB/xVk2P+PvMzHRwD/MjMntKqIGZ2opm9mdDI3dFq+xXw/6juZfE6M3tbvQZa7D3w\n38BhmdV/5u7Ty1zGnuXuJeCVzA/XehDwQzN7ZKt9zez+ZvbXLByqslakn6u/MbPfrbeBmT2O0HPC\n4qpZ4M1NjvkGwmwrEHpZfNfMXtwqYGBmR5rZawi9Gx7UZvnb9UrgOjN7jZk1/ZtrZs8jzBCS+kIX\nevGIiHTNmhtrJyIia85fE4YtbOtkJ3ffZ2YfIPScADgOuNrMPg5cQQhOnEDIcn9y3OYtwDu6UehV\n9l1CV/NzgYvM7FLgy4Q7n4cDTwWyDUwHXu3uDe+Muvs1ZvZi4JNAHyEvyH+Z2fXA1wgNp0OEcfvb\nCckJH0KP9Vpx95n4Pr7F/DCP84EXmdmnCYGVYUI+k2dSnYfgInf/pxUsbk9y92+Y2R8TgokGnEZo\naP+UkJfhZmCMcB4PA84g9OS5TzzEgl48a8QvgUsJw9P+0cx+B7gIuIPwxTWmUAAAA2NJREFU9+nX\n4mKZfd4ah7fV5e53m9lzgK8QZgzZAnwUeJeZfZUQXNtP+MxtJfTwOJOQBNbqHrQ7TgDeB7zHzH4M\nXEa4rvsJQz6OJeTJeUhmnwk66wUnIrLsFLAQEZFl5e4HzOyvgL9dxO5vJTSUzo6/jwD17oxWCF+0\n/5P1EbCoAC8kBBJOBx4Tl0bbvsbdWw5zcPeLYnf3C5nv7XIy8wGfdsq16tz9ingn/IvM9544iTB9\nbiOfYH6a0A3P3f/BzO4g5JlJp+Z8YFxaKbfepGe9itBYfzShZ0Oz3g1/284UwO7+fTN7BCH4kX6W\njqa650Izy3k+E+BhcWlmH/AMd795GcsiItIxDQkREZGV8AHgF53uFKeefAIh+eBsg82uBJ7g7s2G\nQ6w5ccz8w4EPMj+Uo9YVwKPd/R86OO53gROBNzKfy6CRCvATQg6Ik9x9d7uvs9zc/TJC74+/p3qq\nzlpXAc929xe4e3FFCrdGuPvngOMJQ4kW5GioUST0/Hkj7Qe4eo67TwCPIwQ29zbY7EZC4/0NHRz3\nZ4SeKL9L9ZClRq4F/g44093rzUCyFP9O6HX0Axr/3UztB/4BOCXmuhER6SmmYWoiIrIWmNkmwhCJ\nY4FB4E7gSne/cjXLtRJiUsRzCHdtNxMalz9y93YaRq2OfSLwYEJ+is3ANOFu6w3A1e5+oMnuPcHM\nCsBZhEDMYYT3cA/wfXe/dRWLtqaY2RmEoQo7gFHCEIE9wPWEujCxisXrupjs8hzC35TthCFXV3Yj\ngGBmRxKGJR1OGAoySwgO3EQ4lyuS2NLM+oH7EXogHQEMET4fe4GrCe+3VVBDRGTVKGAhIiIiIiIi\nIj1HQ0JEREREREREpOcoYCEiIiIiIiIiPUcBCxERERERERHpOQpYiIiIiIiIiEjPUcBCRERERERE\nRHqOAhYiIiIiIiIi0nMUsBARERERERGRnqOAhYiIiIiIiIj0HAUsRERERERERKTnKGAhIiIiIiIi\nIj1HAQsRERERERER6TkKWIiIiIiIiIhIz1HAQkRERERERER6jgIWIiIiIiIiItJzFLAQERERERER\nkZ6jgIWIiIiIiIiI9BwFLERERERERESk5yhgISIiIiIiIiI9RwELEREREREREek5CliIiIiIiIiI\nSM/5/wFMyp450KcqMQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f18f729e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAKmCAYAAACG6Q8UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f192abda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1,figsize=(8,5), dpi=150)\n",
    "\n",
    "sns.regplot(data=groups, x='num_members', y='centrality', order=1, ax=ax)\n",
    "ax.set_xlim([0,6500])\n",
    "\n",
    "textprops = {'fontsize': 18}\n",
    "ax.set_xlabel('Number of Members', **textprops)\n",
    "ax.set_ylabel('Centrality', **textprops)\n",
    "#ax.set_xticklabels(ax.get_xticklabels(), fontsize=14)\n",
    "#ax.set_yticklabels(ax.get_yticklabels(), fontsize=14)\n",
    "\n",
    "#x.set_frame_on(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Stephen\\Anaconda2\\envs\\py3\\lib\\site-packages\\seaborn\\regression.py:277: RuntimeWarning: invalid value encountered in log\n",
      "  grid = np.c_[np.ones(len(grid)), np.log(grid)]\n",
      "C:\\Users\\Stephen\\Anaconda2\\envs\\py3\\lib\\site-packages\\seaborn\\regression.py:280: RuntimeWarning: divide by zero encountered in log\n",
      "  _x = np.c_[_x[:, 0], np.log(_x[:, 1])]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAAAAAJ+CAYAAAAt5XIIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9SU6YcoYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23fda9fa780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAKmCAYAAACG6Q8UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f1a2313c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1,figsize=(8,5), dpi=150)\n",
    "\n",
    "sns.regplot(data=groups, x='clustering', y='centrality', logx=True, ax=ax)\n",
    "#ax.set_xlim([0,6500])\n",
    "\n",
    "textprops = {'fontsize': 18}\n",
    "ax.set_xlabel('Number of Members', **textprops)\n",
    "ax.set_ylabel('Centrality', **textprops)\n",
    "#ax.set_xticklabels(ax.get_xticklabels(), fontsize=14)\n",
    "#ax.set_yticklabels(ax.get_yticklabels(), fontsize=14)\n",
    "\n",
    "#x.set_frame_on(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nx.betweenness_centrality?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjsAAARyCAYAAADxiEdHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAuIwAALiMBeKU/dgAAIABJREFUeJzs3Xe4JFW19/HvYogDAyogGUZyzogkOUgQMGFCDAgqKnrF\nnC56FUy8KIp6vQgGHLMgIIgEFfSQo2SGnHPOGWa9f+w6cBjO6V7VXbuqw+/zPP2Ic3bXXt1dXb1r\np2XujoiIiIiIiIiIiIiISL+ao+kAREREREREREREREREuqHBDhERERERERERERER6Wsa7BARERER\nERERERERkb6mwQ4REREREREREREREelrGuwQEREREREREREREZG+psEOERERERERERERERHpaxrs\nEBERERERERERERGRvqbBDhERERERERERERER6Wsa7BARERERERERERERkb6mwQ4RERERERERERER\nEelrGuwQEREREREREREREZG+psEOERERERERERERERHpaxrsEBERERERERERERGRvqbBDhERERER\nERERERER6Wsa7BARERERERERERERkb6mwQ4REREREREREREREelrGuwQEREREREREREREZG+psEO\nERERERERERERERHpaxrsEBERERERERERERGRvqbBDhERERERERERERER6Wsa7BARERERERERERER\nkb6mwQ4REREREREREREREelrGuwQEREREREREREREZG+psEOERERERERERERERHpaxrsEBERERER\nERERERGRvqbBDhERERERERERERER6Wsa7BARERERERERERERkb6mwQ4REREREREREREREelrGuwQ\nEREREREREREREZG+psEOkZqY2Qwz8zaP3ZuOUwaTme0TOP/2qbC+dnV5VXWJROk6LDLczGx1M9vT\nzA4ys3+Z2RVmdp+ZPW5mzwWuD+s2/Rqk95nZ7oFzaUbTcYqI9CMzuyxwjV2z6TgHgd5r6VdzNh2A\niIiIiIhIDma2NPAx4H3Asg2HIyIiIiIiGWmwQ0REREREBoqZLQB8E/g4MHfD4YiIiIiISA002CEd\nMbNFgAMqPuyzwFOzPR4D7gHuHve43d2frbhuERERERkAZrYacCywQtOx1MXMpgM3NBxGR9zdmo5B\nRF7MzBYC7gOmtCl6p7svUUNIL2FmJwFbB4v/wt0/nDOeiRQD7w/Qvu/tceDl7v50/qhERAabBjuk\nUwsAuzVU9zNmdh1wZfG4HDjT3a9vKB4RERER6QFmtgZwGvDypmMREelX7v6QmV0EbNCm6OJmtoq7\nX1VHXGPMbC5gkxJPGckUSjubEet3O1MDHSIi1dBgh/SjuYBVi8fzzOx24HRgFDja3e+oPzQRERER\naUIxE/k4NNAhIlKFUdoPdgBsCdQ62AG8GphaovyKZraku9+eK6BJjATLjWaMQURkqMzRdAAiFVoS\n2Bk4CLjVzE4xs0+Y2aINxyUVMDNv92g6RhEBM7sx8H2d3nScIjKQDgCWazoIEZEBMRosN5Ixhsls\n2cFzRqoOIiAa52jOIESkHDN7R+Ce9oim45SJaWWHDKo5gNcWj++Z2W+BA939imbDEhEREZGqmdkq\nwAdKPu0u4ArgIeBhYFab8vd3EJqISL86DXiO9nk7Ohl46NZIB8/ZEvhDxXFMyszmBzYMFH0MODdz\nOCIiQ0ODHTIM5gU+DOxhZscCn3f3axqOSURERESqsxftO+QAHgQOBH7t7jflDUlEpH+VyNuxpJmt\nVNc9tpnNCWzawVNHKg6lnU1JW3C3c6a7P5M7GBGRYaFtrGSYGPBm4DIz26+YaSEiIiIifczMpgC7\nBIpeDazr7t/QQIeISMhosNxIxhhmtyHQyb38yma2RNXBtKAtrEREGqDBDhlGcwNfJg16RBKuiYiI\niEjvejWwcJsys4BdNMghIlLKaLBcnVtZjXTx3F6MczRjDCIiQ0fbWElup7j7SJknmNk8pK2n5iHN\n2FgCWLz431WBNYE1gG4Tj08HzjCzT7r7z7o8Vlvuvjuwe+56RCbi7vsA+zQchkijdB0WGVhbBMqc\n5O4XZo+k95Vum4vIUOvFvB3d1DUC/KmiOCZlZvMBGwWKPgaclzmcgeLuazYdg4j0Ng12SM9x96eA\np8b90w0TlTOzlYHXAdsAOwBTO6huHuAQM1vF3T/XwfNFREREpFlrB8r8JXsUIiIDpkTejqXNbAV3\nvy5nPEW+js1aFHmOtJJvslwZdQ3KbEraUaKdM5SvQ0SkWtrGSvqWu1/t7ge7+ztIKz8+BJzd4eE+\na2bfrS46EREREanJioEyF2WPQkRkMI0Gy41kjGHM+sC0Fn+/CDi/xd9XNbPFqg1pQsrXISLSEA12\nyEBw90fc/VB33wTYDjizg8N8wcz2qTYyEREREclsyUCZCVcKi4hIW6PBciMZYxjTbhDhFODUNmVG\nqgmlJQ12iIg0RIMdMnDc/Z/uvhmwB/BQyad/zcx2zBCWiIiIiOTx8kCZR7JHISIymMbydrRTxxZR\nI23+firtBzuyxmlm8wIbB4oqX4eISAYa7JCB5e6/JCUyL9OAMOA3ZrZMnqhEREREpGLztivg7o/X\nEYiIyKBx94eIbQW4jJktnysOM5sCbN6iiJMGZk4n5e2YzEiFYU3kNaTcoO2c7u7PZo5FRGToaLBD\nBpq730ZqzBxd4mkLA7/KEpCIiIiIVG3OpgMQERlwo8FyOVdNrAcs2OLvl7r7/e7+MHBxi3Krmdkr\nqw3tRUaC5UYzxiAiMrQ02CEDr5jJ907g+BJP29rMdsoUkoiIiIiIiEi/GA2WG8kYQ7uBlFMn+e9O\njtUN5esQEWmQZkHJUHD3Z81sZ1LCsg2CTzvAzI5396czhtY4M5sHWBFYGVgKeCWwEGnp7VzAk8AT\nwOPF4yHgZuAm4CZ31x7YIiIVM7NFgdWA5YHlgGnAVGBu0rX4MeA+4HrgOmCmuz/TTLTS78xsftLW\nn8sDrwJeBswPzEdqBzxG+v2/gXTOzSxmzoqI9DUzWwRYhRd+bxck/d6Ov/7dT7r+3QBc4u5PNhNt\no8bydkxpU67JQYRTZvvvT7UoOwL8uduAZlfcW78mUPRR4Pyq6y/LzF4BrEr67Z9OOv/nJ20P+RTp\n/H8AuJF0/l/s7k80EauIlGdmC5B+41YCliD19y1A6u+bg9TXN76/736Kvj7g5n79vdNghwwNd3/M\nzN5N2m90auApKwAfBA7OGljNzGwOYBPgLaQG43qkQY1Oj/cA6T09e+zh7ndXEOrQMrPVgK1IHZ2r\n8ELDcwFSw/MJUqLVO0k/QAO9CsnM5iadq5sCq5Ma5AuTOn/nJ/0oPwLcClxBOh//7u5XNBKwSAfM\nbC7g9cBOwBakAegynjCzc4B/AX9y92sqDrERZrYKsB2wNrAmsCQvXA+fJd2E30W6Cb8MOBMYLfYX\nlxbM7NWkla9jbYEy9wWzzOwSUmfSEcAZ7u7VRylSveJ6uxmwNWmQb1VgEVK7YgqpTfEwcBswk3Rt\nOcndZzYScMXMbFVgW2B9UjtzWV5oU421MR8ArgIuJ+U/PGlQ8t6Y2XzAG4AdSedB2d/bp83sP8A/\ngMOGpb3p7g+Z2UW0nzi4nJlNd/cbq6y/uIfdok2x8as5TiPl8LBJyuYalNmYQB4p0u9m7fk6isGY\nHUjfgc1J14DJ3qOJPGNmFwL/JJ3/l1YfZf8qztONSL8va5He3yVI19h5Se3Wh4F7SfetlwNnMCT5\nW8xsKWB7YF1Su3450kTbaaQ8O4+TJnPdAFwJnEVq19/RSMB9yMzmBbYB3kj6jq9Oue/4eG5mdwL/\n4YX+vnP7YsKzu+uhR+kHqfPVA4/RpmOdIPa9grE7cFmF9c4I1Ld7xtf9cmBv0qqM6Ovv9HFRUdeK\nGd6jOh77lIy77TEDx1gJOLCTzycY4z5Vv+4a3pPXAH8kNQg7+RyvBb4ILJLre5XrtVccz0ggptGS\nx4ycT3U8ZpSMe0bgmLvX/PksARxAathX+d6cB7wLmKPfzn/S79VXSDc5nbz2p4BjgO3qfO398CDN\nVP4kcE3F59tNwJeAaRlijnxvcz5Gm/7cgu/T9EF6PZneozWBn9Jdu+IbwCvb1LN74Fgzan7tiwFf\nLl5DJ6/98eK6um2groNIg6CtHos28PmvBfyaNJhT5TXifNLAca2/tw19hw4Ivie7Z6h7vTZ1zpzg\nOZe3KD8rx3kI/E/wPfpSzZ/dqsAvSKs0qzz/LwbeC0yp8bVcFohrzZrf31WA7wP3dPg+3kfKG7t2\nm3qm0f76emgvvdekQZ6PAucW37uy781zpC3fspxnpFVWVX4nOn10dc6SVmcdSJqskDPO54B/A3vS\nwG95+P1oOgA9+vNBH99QkWZsXVHiy/y6iuqdEahr90yv93M1XPQme5xW8XtUx2Ofku9x22O2eO4q\nwN/o7Ie/5bFnq2efql93xvdkXdJs4ao+z0dJNx7z1XSNqeQzqzCekUBMoyWPGTmf6njMKBn3jMAx\nd6/pc1mAdFP0ZOb36EpgxxrPt26++1OB/ai2I+osYL06v3O9+CDN6PooaUVgzvPtPuCzVHgzGvze\n5nyMNv35Bd+n6YP0ejK8N4dVeE48AfyQSQb36KHBDlLH2LdIgxVVvf4LgK1a1Hlj4BjTa/z8VwOO\npYu2dvBxObBl0+d75vfyjcH34lcZ6v5MmzoPnuA5P23znLdniPPk4Hu0cU2f2YrAkTWc/1cTGAyt\n6DX1zGAHsAxpEPW5Ct/L44CVJ6lvkcDz7+2F95q0RdJeVNv2vAbYoeLPsK8HO0gr3n8EPN1AzM8C\nP67ju1b2oQTlMnTc/TlSR13UnplCyc7MliMtizyAtP92E9ZqqN6eZmZzmtk3gUtIy4g7XVo4MIr3\n5FukGemvrfDQ85NmYl5uZhtXeFyRjpjZdqROkc+S9kvNaRXgODP7Y7Evc08ys62AS0kzjxeo8NCv\nAc41s70rPGZfMbMVSVt7HEya3Z3TK0iDeOeY2ZqZ6xJpy8w+RprktHOFh52XlAvgMjPbpsLjVqq4\nrs4krZSbr8JDrwecbGY/LfL99CQzm9fMvkOaef5G8re1VwdGzeyQYhuRQTSWt6OdkQx1b9nm76dM\n8G/tkpSPdBbKxIqtdzcJFH2EtC1MNmY2t5l9jdS2ehv5z/+VgH+Y2W96+bpQJTPbg/T78n6otG91\nR+BiM/uCmfVlH0GxLfeZwI+ptu25InC8mf2i+L4NNTPblNSf9Em62Jq+C1NIv309R4MdMqwOJyXY\njNi+Hy+kZrYeaU89de72GDN7OXAC8FVSsuGhVzSKjyHdkOfKJ/Uq4DQz+0Sm44u0ZWZfIn3/l625\n6l1IHdA91yA1s71Iez8vn6mKOYFvFzfgQ9X2LQbWziPt2VunDYCzzextNdcrAjzf0X0YaUulXB3P\nywInmtlHMh2/Y2b2VeAkYOlcVZAmhI2a2Ssz1dExM5tOmvD139TfAfQR4HQzy/XeN8ZTPqyLAkWn\nF5PuKlF0+LbL19H4YAcpV0NkYDFrvo4iL8IosC/5rn+T2RU4y8xytekaZ2bzmNkfgZ+TJtXlMC/w\nXeAP/dYXZWZvAM4hbz/Uh0iD7tMy1tHTzOwdpFyNlV1rB8lQ3fCJjPG03mtGsPg08sxOycbMVgb+\nDizedCzyYma2KGmWQ8/OBKxbMdBxMmkWS25zAf9rZvvWUJfI8yz5GfD/aK79tSKpA3qzhup/CTP7\nAWnW15QaqtsVOKSGenqCme0GHE9zKzvnB44ws081VL8MqaLz4wSqXc0xmSnAIcVAduPMbA4zOwj4\nJvX81mxI6thcsoa6Qsxsc1IejfUbDGMD0gSb6Q3GkMtosFy7lRhlrE1aOTiZa9399tn/0d1vo/UE\nxzXMbOFugxtnJFju3xXW+SJmtiFp1UhkhUkua5HO/5UbjCGLcb8vu9RU5S6klQx9MeBhZh8G/krq\nQ8ttc+CvA7ySblJmtgMpt2nuHQL6lgY7ZJjNIO0zF/HmjHFUqrjYHwks2nQs8mJFp/5xpARxQrop\nB/5E/SuQvlYs7Rapy/8BH246CNLNxwlm9pqmAzGzb5D24K7THsW2NgPNzN4DHEo9g0gtQwF+aGYf\nbzgOGRJmNg8pF9pIzVXvZ2Z1dX61ciBQ9zVueeBYM5tac70vYWZbAicCVXZgd2o6cEovDQRVZDRY\nbqTCOtsNnLRawdHqbxY4dhnRY41WWOfziu16TyL/lpURS5LO/+kNx1GZYsDhGGCrmqvempRcvqcV\nv4EHU28/8whp+9ShYWbLkgY6cu2GMRD05sjQcvdbzOwi0r6z7YxkDqdKXwHK7pN9HfAP0n5/1wI3\nkPYSfZyUhHEqsFDxWJB0U7MWaZbNWuRbIj9ofkVa3hxxB+lzuQd4jDRqP420FdOKNN+BVZVvk/ZR\njriNlGz5AeAp0r7+S5IGjzqZPbKvmd3o7r/p4LkiYWb2Zcp3PjlpC47jSNsQXUU6958kne9LAGsA\nryMNyC9V4tjTgL+Z2QbuflPJuCpRbPvyP8Hit5BmZt5H+k1aCHgl6benk06kH5jZP9392g6e2/PM\nbAtSssyyN5tXkZL4nkrag/pu0u/PfKSEmKuSZtG9ifT7X8ZPzOwWdz+25PNEwoqtbg6l87xft/JC\nO+NpUjtjKdK53y6XkAG/MrMrO6y7a2b2WdK+3Z14mHQNuJ2UrHUu0rV2BVLbs127c31SO/ddHdbf\ntaKj93jSfUsZ15NWxJ9HynFyC/AQ6fdmXtLquOVJq1i2AbYlvg3tssBfzOy17v5Uybh61Vjejnbn\nRJWDCCNt/j7RFlZjTgV2b/H3LYGjSsbzEmY2F7BpoGiWfB1mtjZpS9Cy90Q3kQYIzyPlk7sFeJDU\n3pybdP6/irRaaWtge+KzyRcHjjGzTd39sZJx9aIZdD7QcTfpGnsvL7StXg6sTKwvZVczu5R0ne05\nxUDzb4i1Pe8m9XPcSepvmp/Url+czra0/biZHevuJ3bw3H50COn3OcpJ2w+eRGrfXwvcTDoPHyf1\nq0zjhf6+hUg5H8f6+taiNyYQlNN0hnQ9+vNBmqnigcdo07G2eR37B1/Hs8DULuuaEahn9y7rWJR0\ngxJ5TU+RZgisVsH7uBywF2nA5KnZ6nmwos+q7Wtq8DyKvN/vafP350g3aO8DlmxT37ykpOa/Bp4O\nxrhPIMZ9an5PXl18t1qVOY+09/FSLeqaozjW/qQGZKTusceTwFp1nw81n58jgZhGK6zvxkB90+t8\nD8bFNiMQ2+4V17l14Dwf/5hVfLdXKVHHnMA7gatLnv/nAfPUff4D65A6kSb7+9PAEaQtaBZtU98a\nwBdJN+tlXvsxTZyDNZzjS5AGy8u8F6cDW5Ws5zWkTpUy9TwArJDpdffUdbehz3568HMYbTrWjO/B\nJ0uekw6cC+wBLNHiuHMU5/wBwP1tjndBcbx29c6o+LVvAjxT8rXfCnyDNFBhLY69IGlQ/XDS9bnV\nMd9BA+0A0qDU7SVe+9PAL4H1O6hrYVK7+uES9R3U9Pej4vf7/ODrXqaCuoz27fvlWjx/hTbPvbjC\n72DkPTk+w+exaPB7N/Z4ltQxvXEHdb0M2Jv0mx6t7zcVv97LAnWuWXGdHyvxescelwCfAlZsc+zF\nSUnO/93meE+SJp20q/femt/rrWh//T2Z9Ns46Xe1qG9Z4OPAhSXf6yuBuSr+zN8RqPeIqr/PbWJ6\nbYn35AHSlpaLV1DvOqR8s+eS7lXH13NSne9BOOamA9CjPx8MyA0VsF2Ji8UmXdY1I1DH7l3W8cUS\nPwZdD3JMEsO04ods7IdRgx3p0erm+EhKdGzOVvdywXL7BGLcp+b3pFXj6Rpgxw7qnQp8i5cOurV6\nXArMW+drr/n8HAnENFphfTcG6pte53swLrYZgdh2r7C+BUkrkqLn4s3AZl3UNzcpmWG0Pgf2q/g9\njtR51ST/Pos0K3vZDuqdj5SIs11H3PjHq5s4DzOf438r8fqfAD7SZX3vJc1SjdZ5Ji06VXOed01/\nNjV89tODn8Fo07Fmev1r0HoQdfbH1cD2HdSzACn3UqtrTaRzaEaFr30aaVV29LU/BHyaDjqGivPs\n8BbHvpPYxJPpFb7+KcBZJV7/iVQw8EoaYDkxWOcsYKTp70mF7/kBwde9awV1rdmmjhsDx7i1zWfz\nigri/HLwPflixZ+FkTqSo+f/v4FVK6h3MdKWTtF6S9/Xtai71sEOYDXSDPjoa70ReHuHdW1M6+tZ\n5LXXPdgxWbveSflN1umg3jmAj9J+gsH4xwcr/m714mBHq9/f8Y9/AAtnimFx0m4yYwNcPTnYoZwd\nMuwuKFF2g2xRVOfdgTLXkGZxXJEjAHd/xN1/4e5rAq8n3QRIWqY6u8eAXdz97e5+VScH9Ya2oKnI\nGpP8++HAeu5+fNkDuvvj7v5VYAvSMuyINUk3KCJV+zbxbZYuIM0wPaPTytz9aXf/Ium34Nng0z5n\nZpN9F3OZKGHl3cA27v5Bd7+57AHd/Ql3/zrpxuSZ4NM+XbaeXmZmbyet+ou4D9jC3X/WTZ3u/nvS\nbNa7gk/ZhN7IXSOD5+ekla8RfyK1M0q3Ud39UXf/MmkiwUsSIhfqvqZ+lTQIEXER6bfmh+4evVY+\nz91vdPedgV1Js4xntxj1b3fxedLKm3aeAz7j7tu7+3XdVuop+fWOwI8CxQ042MwGZRva0WC5LSuo\na6TN31vl5IiUMTrf+m68kWC5f1dQ13gfJ21p2o6TOihf5+5db7fn7ncBOwHfCT7lp0VOpX70v6RJ\nNRFHkzr3j+ykInc/h7R6Y7L3te7fl4iJ2vVPAB9w9x3c/eKyB3T3We5+COncvi/4tE+VraefFHmx\nIrmEjwV2cPfo+1aKu9/p7t8m7e7yflK7oudosEOGmrvfS5qBFLFSzli6ZWavIC0va8VJnesP1RAS\n7v4Pd++FZI296AHgte5+WNOB9JhDSOfoo90cxN3PJQ143BB8yhfMTLlnpDJmthrpBjTiUtLN571V\n1O3ufyJ1RHmg+FykhLZNug7YyN3/1e2B3P2vpNUGEW8zszJ73vasYq/waILGR4Ct3f38Kup298tI\nnTwPBJ+yn5l1kmdJZEJm9m7SQFrET4H3eJf7x7v7maR2RunB2SqZ2QrEB27PBLasqKP/d8AOpIk7\njTGzFUmrl9uZBbzb3X9YZf1Fh9yngYMCxVch/TYPgrG8He2MVFBXuwGTVvk6xrQbEBmJhTIxM5sT\n2CxQ9GHKTbZsV+/SpJVmER9w9+94MTW7Cp58hbSquJ1l6cPJDma2E2lL2ohDSSs6uuprcffnivf1\nv7o5ToMeJK1km9Htgdz9IlKupEjOo7XNbMNu6+xhm9I+X849pF0KItfnrrj7M+7+W3f/fO66OqHB\nDpHUyRSxTNYourcOaWZKK6e6e2UNLOnY08Cb9Fm8xF+Bj1XVCC9WvexA2q6hnanA16uoV6SwN7F2\n1v3Am6sehC4GPL4dLL5tkdi1CXeS8kVU1mHo7n8mlmx0HmIzpPrB+0kzrCLe18ksu1aKWaLvInUo\ntvMK4gOBIi0VM+W/FSx+NPBfFbYzrie1Mx6p4ngd+m9iybKvIbU9H66qYncfJeWai3zvc/kmsRU9\nny9+G3L5DCmPRTtfNbN292s9r2izRGbzrmBmS3VZXR2DHd2uQNmAtMVdO6dX3An59WC9X3P3X1dY\n7+z2Jg2AtfPfxcBQP4neH55A2hq0suuhux9Eusb1kydJqwrOreqAxYDH/sHi76yq3h60XqDMb9z9\n/uyR9AENdojEZ2T1+qzvFQJljskehUR8uZutagbUTaQOuMpmGwEU24N9KFh8VzNbrMr6ZTiZ2XLE\nthUE2Mvdb8wUyr7EZxD+d6YYWpkFvMPdo1vOlfEpJt5iZXY7Zqi7VkXH2ZeCxX9erH6pnLv/E/hJ\nsPhnzSzSQSvV29LMvEceVWwl9zZg+UC5m4D3Z2hnzCTlqqudmS1BGmxo5xngXTk6QNz9aKDS1RJR\nZrYmsHOg6C/cPesKRnd/uoil3crkFUizlAfBaLDcSKcVmNnqpOTbk7nd3a9td5zie9pq9ezaZjbR\nlsNR0cGS0S7qeJFiVdfugaJ/dPesHebFAM67SRN4WlkSeFPOWKpkZtsB6waK3gG8N9Ns+q9T4XlT\ng73c/ewMx92PlAulnb5v17eg/r4SNNghkn6cInp9sCPSQGt0qb0AadZXIzeFPW5Pd88yM7LYMzU6\ny1uzjaUKu5ESprbzL3f/Q64g3P1Z4CPEtrN6QwODfT/ONfDr7reS9qxtJ7LtRK/bgthWm/cDX8gc\ny97Etgd9JX3U4SE97TPBcjnbGYfTTAfDh2i/pQXAAe5+YcY4vkKsE6pqn6N9f8YDxAeDu+LuNwAH\nB4pGJ+H0utFguZEu6mg3iBDJ1zGm1cqDOegub0d0sKPKfB2fBtqtkngU+GyFdU6qyGHz40DRfjr/\no/eFn3D36FaepRQD9B8i7QzR605y91/kOLC7Pwn8KlB0DTN7WY4YeoD6+0rQYIfI5MkFZ9dqVkkv\niNzsNLqvrgDwxapnFQ6AkzpJElrSl4glbB6UvZSlWdHzaO+sUQDu/h/giEDROYH3ZA5nvIeAb2Su\n4/eBMssUs6P72fuD5b6bO2dXkQchOoM0GrfIhIqZzZFcHXW0M75ILIdBlSLX7PuJb//RkaIT6ms5\n65idmS1IbFXHN2re0uOHtO+UfEORZ6nfRfN2dLNF1Eibv0e2sBqTZSurYiu9zQNFHwIqGXQ0s3mJ\nrera392j+Umr8BPg8TZltjWz+esIphtFh/kOgaJnu3tkUl3Hii0TIwOpTXIgd+6GyAQxAzbKHEdT\n1N9XggY7ROIJNefs8T0mIx0Y3e6ZKt25wN2rnNEzKHJ3eFIscY80kF5lZq/JHY8MLjNbB1gxUPQM\ndz8ndzyFaOLqOve5PSTXLLhxTiC2ldVqmePIxszmAN4aKPoY9d0o/4r2W1kA7NAPHR7S06LbBdbR\nzrga+GPuesaY2VrErl0H5x7kLPwBuLWGesa8i5RvrZV7gf+rIZbnFbPb200wWIBY53hPK5G3YyUz\nW7LDatoRGiBfAAAgAElEQVSttqhysGOkxLHGWw9YMFCuynwdbwXazV5/BPhBRfWFuPt9wO/aFJsb\neF0N4XTrrcTyIUWSs1fh+9Q/oF7GCVXng5tdcT9/SaBo37br21B/Xwka7BCBp0qUjSTAa0qrfUjH\nbJ89Cmnll00H0IMud/dIQrsq/DRYbqesUcig2zZY7pCsUYxTDKpEOiQ2KmbL1uHQ3BUUe6jPDBRd\nNXcsGa1PSvjdzmE1dXji7k8AvwkUnYvuk8LKcHtzoEwvtjOq8PpAGaem35qiEzfL9iWTeEugzFHu\n/kz2SF7qpECZfujsjRgNlit9rTezVYHFWxS5x92vKHHIi4CHW/x9HTNbqMTxxowEy412cOzJRM7/\nY9293SqLHAbl/I9cY28HsuRBm52730yaxNOrsrfrC5H7mX5u17ei/r4SNNghEpv1OWa+bFF0L5J7\n5C3FTDCpnxPLGzFsfltXRUWytGsCRbfKHYsMtEji0Weo6eZonD8HysxJPZ3PV7r7VTXUA3BpoEyn\nM057QTTR7ZFZo3ipyPkGsHXWKGRgFZ2S6weK1tnOOBO4rqbqIp2F5xUdZHWJfu+7YmbzEGurHZ47\nlklE8kislz2KeowGy410cOwq83Xg7rOA01sU6TRvR63JyYtts7YLFNX5353INeboTEnJJ1PLNbYD\nT1HfQMygt+tbifT3fbLDQduBo8EOkcFZ2XEu7feInQs4vIulxNK5y2veM7Vf1N3hG0kgukGNs9tl\n8Lw6UOb0umbZjxNNnrtx1iiSyKy/qlweKFN3YvYqRc63J4CTcwcym7OAewLl6jjfZDBtAUwJlKu7\nnXF0TfVEcpX8LXsU47j7TOCGGqralPZbWD1MtTPpw9z9OuCuNsX6obM3Ipq3Y6SDY7cbRCizhdWY\nSreyKraSrDVfB2mQt12i4qeB3HmKJuTud9F+0HfdOmLplJmtCLwyULTWayxwHGkCZa85q8ZVRIPe\nrm+l1WDtmCWBPxZ5fYaaBjtE0gBAVLvBhMYUPzCR/d9XBc4xs8jyV6lO5Mdp2NxRcvl5FSIdflOA\ndXIHIoPHzJam/Q0opM6Bus0klqNq7dyBUN0Nf0TkNUe2gepVkc/rPHcvM7Gja+7uwBmBolptKp3a\nMFCmV9sZXTGzZWi/Xz800/aMfO+7FfnsZ9Y843p27WbgLmlmvbxjQEiJvB0rm1mrLakm0sRgR9nV\nresS+y6eVuH5GDn/r677d3827c7/hcxs0Voi6UykbTILODN3IOMVOVHqWhldhtr19TiflIunnR2A\n08xsg8zx9DQNdoiUW63xRLYoqnFYsNzSwNFmdoGZ7aFZ7LW4rOkAetBZDdR5DrEZMWvmDkQGUvS8\nqSsx+fOKzudIvXV0PtfZ+dhqf+4x82SPIgMzmwosHyha+/lWODtQZkEzWy57JDLeKe5uPfL4YRev\nY41AmSbaGWeTf+Zt5LU7cF7mOCZybg11RFZF1D3INbv7AmWWzh5FPUaD5UaiBzSzlWi9Fc0DxLaz\nmd35QKsZ6OuW3AKm1i2sCjr/84tcY69qYJU21HONLUvt+hq4+7PEt6XdEDjPzE4ws53MbO6MofUk\nDXaIlBvsKJPfowm/JLaX35j1gJ8Dd5vZX83so2b2qjyhDb1enIXRtIvrrtDdHwBuCRSNNHJFZhe9\nfl6ZNYrJRW5Glim2Zcjp1szHHy8yA6pfl3ovB1igXC+fbwDTcwYhA2v1QJlebmd0Y4VAmdvc/dHM\ncUykjutNZGLBzOxRtBbp7B2UbYVHg+XKrJoYafP304pJHKUUCetbDcRPIbYt1ZiRYLnREsdsR+d/\nfpFrbFP39k216VpRu74+3yG2dSCke4Ttgb8Ad5nZb8xslx5fVVUZDXaIwALBcrPcvWe3sQJw9yeB\nfTp46jzAm4CDgevN7EYz+62Z7Wlma9fQ8TUMygxCDYurG6o30jjt5dlG0rsiN27PADdmjmMyke/c\nFPLvdXt/5uOPF1mROWf2KPKIdhRckzWKyUWv8b3c4SG9a5lAmV5uZ3RjiUCZazPH0GS9kc/+e2bm\nTT2AnQMxTuvyfegVOfJ25NjCakwleTuK++MtAkWrzNcBsfP/6w2f/x8MxNjL5/+wX2PLUru+Ju5+\nDXBoB099GbAr8EfSwMelZvZTM3ufmUUG9/rOwJ4EIiVEfswAHswaRUXc/WdmtjnpYtap5YrH+4r/\n/4iZnUNqzJ4GnNnwPqD96O6mA+hBN/ZwvdHrgsh4kfPmbneflT2SiUUHXZcoUbYTvb5Ksl9Er1NN\nDbaXOd9EwsxsfmIdZTdmDqWpeiPfmXYJsnPJWm/x2UdyJPSDvs/ZASlvh5ldBLTbH35VM1usSGDd\nTpODHdEVKGsRy9N2alXtvmKApWzuk17Vy+f/0F5jO6R2fb0+Rbrert/h8420QmxNYE8AM7ublIPm\nNNI18oIG71crodnaIvGb7DqX53XrI7RvyJUxDdgG2Bf4F3C/mR1X5PtYuMJ6BlkTWwn0unt6uN5B\nuZGQekX2eW5y4DN6g1Rmv+rSGk4aO0iin1Mj51yxl3VkYkTW800GUvQ3upfbGd2IdPbfmzmGCbn7\n47TOidCtQWqf9XJnb1mjwXJtBxKKWcatVlg/TCwp+mTOBlrt1rC+mUUGU0eC9Y0Gy0UsyuBMWO7l\n879nr7E097vWitr1NXL3J4CdgJsqPOwri2N+n5Tv6y4z+72Zvc3Mevm7OikNdojAUsFyfTPYUWxn\n9Xrg15mqmArsSMr3cYeZHWVmr89U16DQSpiXiuznmkOkcRrd3k5kvMgesU0OfEbr7stG7RCK7knc\n6+eczjcpK/ob3cvtjG5EvvuPZY6hlZyDHfNnPHbdBqkvZjRYbiRQpt2AyBndTJooOgrPb1FkCrHt\nqZpITq7zvx69fI3NeX2VPuHutwCbAKdnqmIR4D2khOh3mdnPzGy9THVl0csXGJG6RBIcQv5kg5Vy\n9yfdfXfg7eSNfS7grcCJZnaRmb0lY119q9+XAWbS1JLXSL2DnNhM8omcN03mfooOuur87w+Rz+m5\nhn9/Iueczjcpa55guV5uZ3Qj8vr74bemE7pe9KZo3o7IAMFIm793s4VV9Bgt4zQzA14bqOdBuluF\nMjud//Xo5WusJlAKAO5+B+l6+Tliids7NQ34MHCBmf3dzNptWdgTNNghQ61YkhVNyHNDzlhycfej\ngJWBT5L/NawDHG1mJ5nZcpnrkv7Xy41E3UxIJyLtqiY7nqMzIdU+7A+9fr5B7JzT+SZlRQc7ermd\nkZsPaN3Rz15qVGxbGOnUX93MFm1TJme+jjHdJilfE4hs5VxZvo6Czv/e0dQ1tslru/QYd3/O3X8A\nLA98h/zJ4rcDzjOzn5vZgpnr6opuLmTYrUn8e3BhzkByKlZ5/C+wImn7qd+T9jvNZWvgEjN7Q8Y6\npP819Rs0JVBGe49KJyIdXHNnj2JyvT4bWsqJnG9zFTNQmxI553S+SVnRzsNebmd0I/Ldb7JTNOeE\nkWcyHlu6MxosN+lghplNB5Zt8dzHgf+EI5rcGbRu669vZq22y2tiCyvQ+V+XXr7GakKevIS73+vu\nXyHlO9oVOJ58Ez4M2AO40Myiu+TUToMdMuxGSpStomHVKHef5e4nuPv7SPvwbQV8mzRD5omKq1sQ\nOMbMdqj4uDI4mur0Veeb5NLrW6RF69b53x+in1Ovd3rqfJOyoudML7czuhF5/VMzx9BU3dH7lQ+7\nu/X4Y0bG96kJo8FyIx3+DeBMd++6w9/dH6H1SpQ5gc1b/H0kWNVosFxU9Pz/TA+c3+0eP6n4valS\nL19jm7y2S49z9yfc/Xfu/gbS6rOdgB+T+jKfrbi65YFTzWzFio9bCQ12yLDbJljuZndvKslhFu7+\njLuPuvtX3X0EWAjYDPgycBzVLIGbAhxmZmtVcCwZPE0l2YvUq8436UQkWeEi2aOYXLutI8Y0mdhW\n4qKfUyPnnJnNQ5r40I7ONykr+hvdy+2MbjwUKBO93lfKzKaStzMumpxXs5/rF83bMdLib3VsYTWm\nm62sIvk6HgAuDkcTo/O/Hj17jW2wXukz7v6oux/j7p9y9w2BlwOvp9rJzgsDx5nZKyo4VqU02CFD\nq2iMbxEsfmbOWHpBMfhxprvv7+5vJHWOrAnsBRwDPNrhoacBfzAzXW9kdq/s4Xpz73dZpzmbDmCI\n3Bko09R5D7BYsFzkdUjzop9TL19rQeeblPdAsFyvn/uduiNQJnq9r1rueu8KluvpvcQHUcm8HZMN\nwo+0eW6dgx0TDryY2RrEOpxPqzhfB8C9xLbx0/nfnWG+xsqAKgY//jHbZOdNgL1Jq9A6XTW3MnBg\nJUFWSJ2PMszeAcwXLPu3nIH0Ik8ud/efuPtOpFHbHYEZlJ+FuSawS8UhSv/r5UZipJHbL6LXOele\n5LyZ1uDsl1cFyw3S+T/Iop/T9JxBtKDzTXK5i1iHXy+3M7oR+c40ta1E1nrd/WFis66XyhmHTGo0\nUMaYYCDBzJal9e/Vk8C5HUU1sdNonex5QzObaJVWNF/Hv8uH1FqxhVfk+6/zvztDe42V4VFMdj7b\n3fdz961Ik53fS+r7LLvl1fvMbLXKg+yCBjtkmO0eLPcccELGOPqCuz9d5Pv4ALAk8AWgzNZe/5Mn\nMuljTTXWVgqU6abzrW0HjJnVubz85TXWNexuCZZbJWsU3dV7n7trG7f+MAjnG8CtWaOQgePuzwH3\nBIr2cjujG9cFyiw1SUdtbqvWUMdNgTLLZY9CJjIaLDfRgEG7QYRz3D2SODqk2KJ6Zosic5K2eJ5d\nU8nJx+j8zy9yjW2qbVXHNVaGkLs/7O5/cPc3kSYsHQhEr7lzkFaI9AwNdshQKnJIjASLn+Hug7Sl\nTdeKC+EBpB/b0eDTVjWzFfJFJX2oqUbiyoEy13dx/EijYFoXxy9r6RrrGnatbprHWy9rFJNbP1Dm\n8uxRSCXc/R7Slhbt9PL59gxwde5AZCBFfqd7faCvU5HrtAEbZY5jIq+uoY5LA2XWyR6FTKSbvB0T\n/dt4VW5hNaaTvB2RwY4HgEtKRxMTOf/XzlT3sIhcY1cxsya2C6vjGitDzt1vdffPku4hbgg+bcde\n2rq+ZwIRqdm+pJuAiBkZ4+hr7n4v8Abg/OBTts0YjvSf2m/CzWwl4GWBopd1UU1kVnydgx2r11jX\nsLsKeDpQbqKZglkVW2dFOuBy3ZxLHpHPq/bzrbBpoMxV7h75zojMLvI73UQ7Y2XSPtjZuPvNxLZy\niuYmrFLke9+tyFZGS5vZEtkjkRcpkbdjTTNbeLZ/azeI0G5gohOlBjvMbFVi29SdmiFfx5jI+f/y\n4p5HOhMZUJqDmttXxXemqUF8GULufgWwFbHVtK8gNtGpFhrskKFjZhsDbw0Wvw/4Y8Zw+p67Pw58\nlNZ7no7ZJHM40l82NLO5a64zeg5GGrmTiawEqzNnQ880Ogaduz9L7NzZuoGZL9sRG+S/MHcgUqnI\n57WkmdU66GlmSwJrBYrqfJNORa61vdzO6NZZgTJvyB7FOMV1ZvkaqjonWG6HrFHIZEYDZQx47fP/\nx2xpoNUOAM8QO+fLardaZEMzmzru/48Ej1t5vo5xdP7ndy1wd6BcrdfYor7ohF2RSrj7TcS3qOqZ\n/j4NdshQKfbJ/1WJp/xce5e35+4XEFvd8couqonkQdA1rb/MR/ymoSqRRukDwBVd1HFXoMwaXRw/\nrOhwrDtZWGT7gkH+rkZucBcDNs4dyGyig/z/yhqFVC3aofKWrFFMXF/khlznm3Qq0vHZq+2MKkS+\nO68ukj7X5Z011XM+sS383pY7EJnQaLDcyLj/breq47xigl2l3P0OUsf2ZObixbP3m87XgbtfDtwc\nKKrzv0Pu7sQ+w7ea2ZTM4YxX1zVWkmG/px3vd0DkGtxNf1+lhuWDERmzH/GOv8eAH2eMZdCcHCiz\naBfHj2xzUffsPeletAO2a8Vg5/aBoqd0ufT8tkCZuvbSrbuDE/Rd/Wew3O45gxivWPb+5kDR69z9\nxszhSLVOIc14bef9uQOZzQeD5U7KGoUMsguABwPl6mxnzEesnVGFvwfKGPCR3IEAFB1+e9RRV5Gg\n/thA0e3NbJnc8chLRPN2bDnJf08kR76OMe22sioTJ6QV3rm3BD0mUGbLYls96UzkGrsk8KbcgQAU\nA9darVOvYb+nfV4xAfzMQNFu+vsqpcEOGRpmtifw6RJP2a+Y7SExtwfKdLOHcWQkuYkkYdKdd8+2\nPDynnYmdI912vl0VKFNXwuBaOh5mM+zf1VOBhwPl3mtmkfwxVdgDmDdQ7m+5A5FqufujxFZ3rGpm\n2+SOB57fLnTDQNGL3f3W3PHIYComJUTO/TrbGe+ippxc7n4JcGWg6J5mljWHSOE9wNI11DPmsECZ\nKcDncwciL1Yib8faRT4xaL8CK0e+juixR+D5fDyRPDCnFisDcoqc/wBfyhrFYPsLsc7uut7jz5Gu\naVKfYb+nnV3u/r5KabBDhoKZ7QL8pMRTbgK+nymcYdbN8uPIcvVIwjjpLQsBu9VU1ycDZWYBR3ZZ\nz8xAmS3MbJEu62nJzLajmXwdQ/1dLWa+HBEoOj/whczhYGYLlqjnNzljkWx+Fyy3b9YoXvDNYDmd\nb9KtyLW2lnaGmRmxdkaVInkFFyZzZ1yxcvYbOeuYwD+AawLl9lSi5kaMBsoY8NoikXyrz+g54Iwq\ngppEu8GOjYoB08a3sBrj7mcAFweK7mZmda0mHyju/gCx1R2vMbOsW4aZ2fLAnjnrkAkN9T1thyrf\nbrBTGuyQgWdmXwL+QHwk3IE9laujtMgy8fu6OH4kSdiruji+NGfv4kY5GzPbCdggUHTU3e/ssrpI\n4sA5SStNsjCzOYH9cx2/DX1X4dfBcp82s9zvxddInV3tXFbkX5L+cxTwaKDcpmaW7boDYGZvBLYN\nFH2W1DYT6cZfid1YZ29nkPbHr2vV5phfEJt5/Hkzyxnbt4HpGY//EsXM+chEtrmBX9e8r77EO/y3\npP2qjgvc/ZGuomnB3W8AWq0ynJuUdHckeMicycnHi2y3PYV0/g/FVjsZHBQs9xMze3mOAIqB9F8y\nJNsl9ZjIPe2yQ/T7kru/r1Ia7JCBZWaLmdmRwP8jliRzzH7ufmKmsAbZdoEykeX2k7k+UKbum0yp\nxtLAV3Md3MzmB34QLP7zbutz9+tpfdM05qNmlut3+L+BdTMdu52h/666+6mkBKrtTAV+mes8MLNN\niG/fqNWMfcrdHwMOCRb/iZllSR5Y3OgfHCz++woGlmXIFdu4RVY35G5nLEAD11B3v53YoOFcwGE5\nOuPM7C2U2ya4Sj8HbgmU2wQ4MHMs8mLRvB0jNJuvY0xkK6vIyo77gEu7jibmt8RWN60L/DRzLAOp\n6BOKfJ5LAL/L1J7fh/hAm1TI3e8i5fFtZV5g1RrCaVSxU8DGgaLd9PdVSoMdMnDMbC4z+whwOWmW\nVRmjpFmwfcfM9i2WODZR9+bAOoGikRnvk4nkQYgMuEhv+pKZvSbTsb9PbCXBTcCfK6rz+ECZtYGP\nVVTf88zsDaSGcVMi39VtiplKg+zbwXJbAd+puvJiW4gjiK1qvJH4VkjSmw4AIitSFwWOMLO5qqy8\nmNV2GLBUoPgsMpzzMrR+QFqV3c6XinwyOfwQWC7Tsdv5DvBMoNxKwLFFh0UlzGxL4Pc01Kfg7k8A\neweL72Vm0S32sjCzuc3s42a2UZNx1KFM3g5gxzZlcubriNaxK7HftzrydQDg7s8AXwwW/6CZ/aDJ\ntreZzWlme5jZFk3F0KHoFqA7Aj+rcsDDzD5Gn/ZNDZCrA2Wy90GZ2UJm9o1cK4gCPkiapNdON/19\nldJghwwMM1vAzD5KuiAdQmzbjvHOB3Zy98gslF60G3CVmf3azGqb0V0kPYxs2TKL2L6Xkzk3UGZT\nM4sMukjvmRM40swqTW5ZDHx+NFj8uxV+/6ODJt8ysxUqqhMzez2pg7vJ3/fId3Vp4E25A2nYMcBZ\nwbJfMrPPVVVxMXP/78CSwad81d2frap+qV+xSuKHweJbAH+qasCjGOj4DbHtqwAOdffIzaNIW+4+\nk7SdVTtzAkeZWaTDMszM/gv4UJXHLMPdryG2nQ3AZsBoFdsnmtl7gRNJ+aea9HvgX8GyXzWzQ81s\nvpwBzc7MppnZJ4Frgf+j/D1qvxoNlJmD1lujzCKtEsmt3WBHdDBztMs4SnH3o4G/BYt/BvhDsRKt\nNmY21cz2JPXR/Jw+y3Hg7kcS/1w/BPy520FlM5tSDM5Gt9GSfCL3tR+pYSuruYD/AW4ys/3NbNnM\n9T3PzNYgNonvZne/PHc8URrskL5WNB7faGa/Be4ibZ8wvYNDXQBsW8xC6WdzAu8HLjSz08xs12IL\nnyyKi+y/gMiKkuO73LLibGIz135bdYe51GZJ0k14JT/eZvYB4su2rwB+VkW9hX8BNwTKvYz0mrsa\n8LDks6Qbntz7krfk7tcCtweKHlQ0ngZSMbNvT1JugogDill3XXVAF4kozwDWCj7lZHf/fTd1Ss/4\nJmmVTsTbgBO63dLKzF4BHAu8J/iUe8icLFmG0peItRHH2hmRfafbKiZU/G8Vx+rSN4Cbg2XXAy4y\ns0918ntjZtPN7DDSasCJ2ht3UeOe3cVv7W7A/cGnfAC4oFiVnpWZrWNmB5K2Nv0Rsf3OB8loBce4\nxN0frOA4Lbn7FcT252+nrnwd430QiN5j70L6/m+dMR4AzGx1M/su6fz/Kf2dr+8TxFbPQmpfXWwd\nJi03s1cDpzP51os905k8JCIry1YF/rfImZnbNNKKruvN7Egz2zHnQEuxJfI/ia3qODRXHJ3QYIf0\njWJWwHpFB/7+ZnY6qWF7LPA+Yl/AiZwAbFNHQ6pmm5NmWt5pZr81s3eY2bQqDmxm85nZp0mDROsH\nn/a9buos9mU+KVB0LVIDYx8zW6WbOqURKwDnm1nHy0GLbQJ+QPrBjf7OfabKme3uPov4LOulgdPN\n7N2d1FU0Qk4nbdc1USMrsp9v1Y4JlFkKOM/Mvl9c2weuTeLulwD7lXjKZ4CzzWyzsnWZ2bxm9lXS\nwPCKwac9TBqQkQHg7o8DHybNhI3YmvR7uVsnW1uY2buAi4EdSjztE+4e7ZQUCXH3q4gPOqxIamds\n02l9xfX2x6SV5I1vyejuDwPvJZYjAWBBUhvl+qK9vG6ra0AxuexNxSDHVcDOLY69F/BoMI5KuPut\npAGP6OtfFTjNzI6xtBVXZYoBjq+Y2cWkbZw+TXq/h1E0b0crdeTrGNPtCpJ7gcuqCKQMd7+H9P2P\nDPhCutc6ycxOMLNKt5U1szXM7Mtmdj6pU/4LQFPb7lSmmK3+hRJPmU7aseASM9vL2mw1binX7K5m\ndjJpG6DJtnZ+CrXb63Y88HSg3MeAc83sg8VEoNymkAbWjgNuM7MfF9/nShLZm9miZvY90qD1EoGn\nPEI8b18trKYtBWXAmNl0YrOW7yItcS5jLtJMoXmABYDFi8dCJY/TzizSTKhv1LG3ppnNIDXEW/mA\nu8/o8Pg30n6J7TPAeaSO0bNJDbLrI1v3mNkipB/eNwJvBcrMBj3c3d9VovxkMexCLBHleA8DM0mz\nzB4lNivj6GJZcDSutuePuzd6M2xm+wBfb1NsX3ffp6L6It+pQ0mzkSZzOOn7GZrBUsxqeDtpmWW0\nsxfgYHfPkTtjXlKSrjL7eJ9Bel+OK5KiTXbsFYDXkwZ6N2lxvGuBz9J+i49T3H2kRJwtWcq/Et3C\naczjpBU2d5O+q48HnnO6u/+iRFwzyHgdnqTOOUi/g9EtfsacBvwCONHdJ5xtWNygrk9q7H6YlI+h\njLe5+19KPqelXrsemtkI7WdaVnr+N83M/ofUvinjWlLH7bFFx/Fkx34VaQu6jwKrl6zjR+6eJZFx\nr513TSjRNu9FN7n79G4OYGlrov8Aq5V42p9I7YwrgnXMCbyT1M6YbJayA7+idfsG4NfuvnswzhAz\n+yKwf4dPf4jUZrmD9Bs8F6mTfgXSCu7IjNU/u/vOwXuSV7n7jR3GOqFipc0hHTz1GtIkjX8A/4kO\nyBYr41YjJYDelDTRLLJ95A5F4uOBV3R6b9DFId7u7kdVFU8rlrYa+1EXhzjK3d9eVTxlWdpa7reU\nH4C9ATiaF87/e4L1LUI6/9fhhfM/snrpne5+RMkYZ6/7MqDd6vC13L3SwadiwLfVYG8rd5EGi+8h\n3ePMC7yClE9pGWKf25dI94ntPqP73H2RDuN8kabe6xbxLEKNr7+o8whSH0MZt5G2bnuYlOQ8Mhj5\nFXe/bZIYIq8b0u/3maT+vnOBme5+SyRgS7ujbElq57+RcttUftHdu5rcXLU6ltnIcFuM9h1LTbgK\n+Li7R/d4HRRzkRojm477t6fM7DbStjP3AU+QLsbzkS5wLwNWpvP9ZW+muiTMR5ASMZZZBrsgk8+O\nmMyNpEaf5PVZYHsmvzHcGdjZzM4gzVo4h/TdvZ80w2L+4rlrkJI8v4W0SqKMmUBluRLGc/cnLW0t\ndWSJp21WPNzMriE1jO8mDdJNJc2sWInY9/EJ0ntY9UBxW+5+tpmdRsoNEDWVzm6Iw4MdTXD3WcWq\nndNJs0mjtigebmY3kxrMD5Jmdc1POhdWp/MZo1+veqBDesa3gDUpd0O+ImkF5vfM7F7SwOP4G/KF\nSZ0ai3cY0z8oNytSpBR3f8LM3kMaaI9u57gLsEvxe3UcqWPgKuABUjtjAV5oZ7yO1M5o15l9ECkP\nYLvBjsq5+3fNbDng4x08fSGgmwTuF5C2iIqKrkALc/efWcol+N2ST10J+HzxwMzuIN2/3EVqSz3N\nC5PxFiL9/i5BA+2rPjRK54MdTj3Jycd0W9doFUF0yt1/X5z/P6HcgMerSCuLPwNgZneRzv87SW2A\np4C5Sef/grxw/r+ssuD7x/tJ7aDXdvDcxeguX8nvi2t8pBO/8uvrkPse5Qc7lioeZRxAGiTpxgKk\nhOStKfsAACAASURBVOnP75JhZo8Wx72ddC/5JGnV3dSi/MLAKsV/d+Jk0g4TPUWDHTJsHiXtaX2g\nu0eXeg66eUgztiJ5N8q6H3hTVVtWuPuzxfZZkS1ypMe5+0Nm9j5SIuVW+0aPDQBU7W7gjcXWL1m4\n+1Fm1m4Fy0SMNMi4codVP0OaDXdhMbO9CZ8irSTLnbCt57n7fZb2Rz6FcquOIJ0Ly1FuhVA7+7t7\n2Zn/0ifc3Ytr67zAmzs4xCKUG6hs59/ATmp3SW7ufpGZ7UZasVGms29scLlblwBfBt5RwbE6tRep\nTfXhGuu8Hnizuz9W4jlP5QjE3b9nZveQEiF32tcx1pkr3Rul80lFM9393gpjaecSUkdgp534o9WF\n0hl3P8jM7iNtZd3pdjbddsoPLHd/yszeTFox38mAR6f+RUp+HpXl+jqs3P0cSzmCd206lg4tQBrM\nyLHF++XALsUW3j1l4PbHFpnEvaQtHZZ39+/qhrsWd5CSvl9S5UHd/a/EcyFIj3P3f1Pdyp8yHiYN\ndNSx5ccnSLP66/IMsKu7n1BjnS/h7heSadVMP3L320lLg89vMIxZwN7u/uUGY5AaFO2cdwIzGg7l\nSNK19omG45Ah4e6H08xvzx2kc73WfBWzc/dZ7v4RYB/SzPjcLgA2nW3rjUgnazTZb2nFVpTb0f0M\nWeleN3k76szXMZZv74wOn95Ivo6JuPthwAhppwKpmLs/RNpK+M81VXk4sKO7jw1gNHp9HWJ7oeTw\ns7sA2LrmQekwDXbIIHNSXoo9gWXd/evRPSila6cDG7n7BZmO/zk04DEw3P2XpK0D6koidQ8w4u7n\n1VFZ0cn3RsrnsOjEA8Drixudxrn7j0ifbc/N9mhCMeCxBWnGXd0eIM2uL5MwXfqYuz/t7h8gbU0R\nSa5YpedIeaLemXP1nMhE3P1A0lZOdf323A5sH90Xuw7uvi+pw/+OjNX8EthyghxjkW3EsnbGFZNp\n1iZ1FPaS50j7tw+FomP4og6fXucWVt3WeUodOUCj3P0sUi6NJtqbrcwi7bTR19z9SXffmTRhL9dk\njqeAvUmz5sev1Gj8+jqMimvZtjQ7aa2X/AbYvFWO0aZpsEMGzbOkhDyfA6a7+ybufsiQzCg8lpRz\no0kPAJ8m3fhkm01VzFr7DKkD+bpc9Uh93P37wHvJv+z2P8AmxaqD2hQNpK3IO8v6dODVxQ1+zyg+\n282BWt/zXlXcIO1GSv52a03VHg6s5u7H1lSf9BB3/yGwHql9VIcLSdeib/RS548MF3f/KSnHRiVb\nqbYwk9SuqHQlcxXc/SRSrp39qbZD7lLS6u09Zl/JYmZzANPaPP+x2TrvsnD3+939XaT2V9NtkEtJ\neYuWcffTGo6lbqMdPq/WlR2FTgc7RqsMogru/nDR3tyMlPewSVeQOu6Xc/cTG46lMu5+MOka+3uq\nnbT3T2A9d99vgnZUZJu1pvuEBpK730G6p92HlM+mTo+Tcos13a95A2nbyt16vY9Vgx3S7+4k/Rjs\nC2wDLOTum7n7D9z95mZDq5e770XaX3NzYD/SvqN1uYsXtgn7UV179rn7caS9B3cG/ob2p+xr7v5H\nYH3yNMifJt3sb+rujQyQuftTxSzrqgfp7iTNYH2tu19b4XEr4+5nufv6pIT0hzEAs7q65e5/I12/\nPkuaFZzDicBm7v6uXp55I/m5+0xS++DtpGXnOVxOGrTOubJTJKy4zq5Lyg1WtVmkVcYb9fI9h7s/\nVGxduDzwVVJHRSeeAo4H3uDuaxcDKRNZlPa5Mmr9PXL3UVKS7DeQzoW6BmGvAH4ArF+8ZwcUnWXD\nZrSD51zt7ndWHUjAf+isE3O04jgq4+5nuvtrSCu9jqW+FW9XAz8GNnb31YuO+7om+dTG3W9y9/cB\nqwM/ovMB9geB3wIbuPt27n7FJOUi+YTU5s+kuJ/fF1iGlKOrloF0d3/c3d8IvIL0W3YQcFMddReu\nJK1kWqVfJs8pQbn0klmkDsmnxj0eJW05c3fxuIv0pb4SuLKYLS0Fd3+OtNfoGcDeZrYYsCmwSfHY\nAJivouruA04AjgL+5g3lQSle85+BP5vZVODVxWMVYAXSANDCpMRMc6NkyT3N3Wea2WbAbqQZcKt2\nechnSefoV3plIMDdjzOzE4FdgI+QOiDLTj5w0g3Zz4Ff1zFDsgru/nfg72Y2N+l6tDFpRtQKwOKk\nxMjTSN/VgW+jFNv7HGhm/0caBHsvsCOxJeqTuYGUnPd3RQe3CJASl5Ouh0cV19n3khIpL9rFYR8A\n/kKa1fhvreSQXlNsLbW9me1ImpizQZeHnEVKTvstd/9Pt/HVpeg4/jbwbTNbgzRJbH1Se3lZ0m/v\nfKTtTx4hdbxdRRrEPA/4p8cSkE8PlKm9E7u4Nh0PHG9m04G3ATuR7pOquje4hZRI+GTgpCEd2JjI\nWN6OMu9zE1tY4e7PmNmZpO9H1D30wV7+7v5P4J9mtgzwVtL5vzkwV0VV3A78GzgJOLmXtvWrg7tf\nCXzazD5H6ovYGliLdI1dgtQXMS9pG7tHSOfNlaRz53TgNHd/NlDV9ECZJgYKh4q730+aSLm/mS1O\nWkG1HrAS6TNalDQwMS/pO1bJQgN3f5Litwz4LzNbgRf6+jYhbd9Y1W/aTaQB0j+7eyPX5G6Y7klE\nhoeZzUX6wV0JWLF4rEC6GC9AutEZ+yEeG3h6kDTQdBtphsYVpFwoV6pTQ3IyMyMlgHsrqSN4yeBT\nZ5EGAo4FDs25pVoVzGxJ0hYLm5AGd6aTOv2nAkZqED8E3ExKfnghcEKvvy7pTDEQtBGp0bw6aTbu\nWEfU/KQG8xOkm6V7SYMb15HO+dPcvdNZuzKEiuvsGqQOj3VJ59t04OWka9C8pLbA46T2wI3A9aTV\no6cDl9S1mrOVovOyJXe/MXsg0vPMbBPShIodSNfWiLEJBscCf3L3qzOF1/fMbA/SRIxWfuvu768j\nnnaKiVLrk353VyWdE8uSJkrNR7oOzkG6L3qSdB28l9SZeAPpejgTuNCVG1L6jJnNS+qg3Yg0+Wg5\nXjj/p5K+A1N4cb/A2Pl/I6n9eQVwUUMrcYaOmR0MfLRNsU+5+4/riEd6i5nNT7p/XHHc41Wkdv1Y\nX9800qTCsd+1+0j9fTeT+vsuB87s9wFLDXaIiEhfKDqzVifdjI6tAJhK6vh9hJT/YKzBnXuPbhER\nEeljxYzItUjtioVJ7YoppDbFWLtiJnC5uz/YVJz9xMwOIa1abeW/3f3/1RGPiMggMbP/kAZoW9m2\nxVaDIkNBgx0iIiIiIiIi0hUzu5a0aryVN/fLnt8iIr3CzF5B2v6q3ZZIS2obPRl2SlAuIiIiIiIi\nIh0zs7VpP9ABcE7uWEREBtBOtO/DvVkDHSIa7BARERERERGR7nwgUOYKd787eyQiIoMnco09JXsU\nIn1Agx0iIiIiIiIi0hEzWwT4cKDoybljEREZNGa2ObB5oKiusSJosENEREREREREOrcvMH+g3OG5\nAxERGSRmNgfw3UDRp4FjMocj0hc02CEiIiIiIiIipZnZVsDHAkVvAU7PHI6IyKD5DLBJoNwJ7v5g\n7mBE+oEGO0RERERERESkFDNbEfgzYIHiP3N3zxySiMjAMLPtgf2DxQ/OGYtIP9Fgh4iIiIiIiEgf\nM7PlzewrZrZATfWtBZwKLBwo/gjwf3kjEhHJx8y2M7PdzWxKTfXtBBwNROq7yN1PzBySSN/QYIeI\niIiIiIhIf5sKfAu40cz2NbPFclRiyUeBs4Elgk/7obs/kCMeEZGaLAn8CrjSzD5uZpE8RaWZ2bxm\ndgBwFDBP8GlfzxGLSL/SYIeIiIiIiIjIYFgY+Bpws5kdYWZvMrNoh9mkzGwOM3sTcD5pu5Spwade\nD3yn2/pFRHrEiqSVareZ2SFmtnmRRLwrZjbVzD4MXA18jtj2gADHuvtfu61fZJCYts0UERERERER\n6V9mtiZw6SR/fgz4J2nbqbOAy9z90cAxFwE2BLYH3gYsUzKs54Bt3f3fJZ8nItJTzGx30sqOidwN\nnAicDpwDXOnuTweOuSywMbAjsBPwspJh3Qes5+63lHyeyEDTYIeIiIiIiIhIH2sz2DGR24BbSZ10\njwNP/3/27jyuinL/A/jnsLiwqSAgrpiImqLmCu4hKa654G4u3ZvZ9ZZ5rUyvqblk6c0K20xLxZuZ\nQWbuSxiKQW6RorkQ4I6iyA6yPb8/vPozmRnOMnMW/Lxfr3n5cp453+d7zpkz5zDfmecBUAVAddwb\nnqoBgDompvWGEGK5iTGIiCyugmLHo0oBXARwDUA6gEIAJbg3LJUL7g2J1QhALRNSKgUQKoTYb0IM\nokrJwdIJEBEREREREZFZ1fvfopWPWeggoseUPYAn/rdooQzAFBY6iKRxzg4iIiIiIiIiUssyIcTL\nlk6CiKgSKgYwQQjxlaUTIbJWvLODiIiIiIiIiEyVg3tXG2+ydCJERJVQKoBRQogjlk6EyJrxzg4i\nIiIiIiIiMsX3ANqw0EFEpLpiAB8BaMtCB1HFOEE5ERERERERkQ3T6XT2AIIBhAEYAsDLDN2WAdgO\nYLkQItYM/RERWYROp3MCMBD3jrH9ATibodt8ABtx7xh73gz9EVUKLHYQERERERERVRL/K3x0x73i\nRxCATgDcVApfBiAewI8ANgkhLqoUl4jIJuh0uuoA+gDoiXvH2KcAVFUpfCGAaNw7xm4WQtxRKS7R\nY4PFDiIiIiIiIqJKSqfT2QF4EkAAAF8Ajf73b10ALgCc/rdU/99DCnDvhNttAFcAXAbwB4DjAE4I\nITLNlz0RkXXT6XRVcK/g0Rz3jq33Fy/cuwPk4WNsCe4dX/MBpOPe8fUSgETcO8YmCCEKzZk/UWXD\nYgcREREREREREREREdk0TlBOREREREREREREREQ2zcHSCZD10+l0XgA8DXyYC4AOALIBZOHerXlF\nKqdGRERERERERERERKapAqDBQ/+PEUJkWSoZY7HYQfr4B4D5lk6CiIiIiIiIiIiIiDT3LIAfLZ2E\noTiMFRERERERERERERER2TQWO4iIiIiIiIiIiIiIyKbphBCWzoGsnJFzdjQHEHn/Pz/88AP8/PxU\nzYvocXH16lX07dtXsm3Pnj2oV6+emTMiIiIiIiIiIqLKIikpCUOGDHl4VTshxG+WysdYnLODKiSE\nuAngpiGP0el0f/m/n58fWrZsqWZaRI8NZ2dn2TZ/f3/4+vqaLxkiIiIiIiIiIqrsiiydgDE4jBUR\nEREREREREREREdk0FjuIiIiIiIiIiIiIiMimcRgrIiIr5+vrC86vREREREREREREJI93dhARERER\nERERERERkU1jsYOIiIiIiIiIiIiIiGwaix1ERERERERERERERGTTWOwgIiIiIiIiIiIiIiKbxmIH\nERERERERERERERHZNBY7iIiIiIiIiIiIiIjIprHYQURERERERERERERENo3FDiIiIiIiIiIiIiIi\nsmksdhARERERERERERERkU1jsYOIyMqlpqZCp9NJLqmpqZZOj4iIiIiIiIiIyOJY7CAiIiIiIiIi\nIiIiIpvGYgcREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhBREREREREREREREQ2jcUOIiIi\nIiIiIiIiIiKyaSx2EBERERERERERERGRTWOxg4iIiIiIiIiIiIiIbBqLHUREREREREREREREZNNY\n7CAiIiIiIiIiIiIiIpvGYgcREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhBRERERERERERE\nREQ2jcUOIiIiIiIiIiIiIiKyaSx2EBERERERERERERGRTWOxg4iIiIiIiIiIiIiIbBqLHURERERE\nREREREREZNNY7CAiIiIiIiIiIiIiIpvGYgcREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhB\nREREREREREREREQ2jcUOIiIiIiIiIiIiIiKyaSx2EBERERERERERERGRTXOwdAJERKTM09MTmzdv\nlm0jIiIiIiIiIiJ63LHYQURk5ZydnTFixAhLp0FERERERERERGS1OIwVERERERERERERERHZNBY7\niIiIiIiIiIiIiIjIprHYQURERERERERERERENo3FDiIiIiIiIiIiIiIismksdhARERERERERERER\nkU1jsYOIiIiIiIiIiIiIiGwaix1ERERERERERERERGTTWOwgIiIiIiIiIiIiIiKb5mDpBIiISNnN\nmzcxbdo0ybZPPvkEXl5eZs6IiIiIiIiIiIjIurDYQURk5fLz8xEZGSnZtnz5cjNnQ0RERERERERE\nZH04jBUREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhBREREREREREREREQ2jcUOIiIiIiIi\nIiIiIiKyaSx2EBERERERERERERGRTWOxg4iIiIiIiIiIiIiIbBqLHUREREREREREREREZNNY7CAi\nIiIiIiIiIiIiIpvGYgcREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhBREREREREREREREQ2\njcUOIiIiIiIiIiIiIiKyaSx2EBERERERERERERGRTWOxg4iIiIiIiIiIiIiIbBqLHURERERERERE\nREREZNNY7CAiIiIiIiIiIiIiIpvGYgcREREREREREREREdk0FjuIiIiIiIiIiIiIiMimsdhBRERE\nREREREREREQ2jcUOIiIiIiIiIiIiIiKyaSx2EBERERERERERERGRTXOwdAJERKTMyckJYWFhsm1E\nRERERERERESPOxY7iIisnJeXF7777jtLp0FERERERERERGS1OIwVERERERERERERERHZNBY7iIiI\niIiIiIiIiIjIprHYQURERERERERERERENo3FDiIiIiIiIiIiIiIismksdhARERERERERERERkU1j\nsYOIiIiIiIiIiIiIiGwaix1ERERERERERERERGTTWOwgIiIiIiIiIiIiIiKb5mDpBIiISFleXh52\n7twp2da/f384OzubOSMiIiIiIiIiIiLrwmIHEZGVS09Px8iRIyXbUlJSWOwgIiIiIiIiIqLHHoex\nIiIiIiIiIiIiIiIim8ZiBxERERERWdyCBQug0+kkl59//tnS6RFZRP369SU/E35+fpZOjeixUlJS\nIvsdFRISYun0iIjofziMFRERERHRY6akpASnT59GYmIi/vzzT1y/fh0ZGRkoLCxEaWkpnJyc4Ozs\nDGdnZ7i7u6Nx48bw9fVF48aN0aBBA9jb21v6KRAREREREf0Fix1ERERkkkmTJmH9+vV6bTt37lws\nWrRI44zuEUKgSZMmSElJ0Wv7tWvXYtKkSdomRWRBWVlZiIqKQlRUFA4ePIjc3Fyj4jg5OeGpp55C\nhw4d0KFDB3Tt2hWNGzdWOVsiskVJSUlo2rSpXtu6uLggLS3NbPPPrVmzBi+88IJe2zZp0gRJSUka\nZ0RERERqY7GDiIiIzGbDhg1YuHAhdDqd5n3FxMToXeggqszS0tKwdOlSfPnll8jLyzM5Xn5+Pg4f\nPozDhw8/WNe0aVOEhoYiNDQUwcHBqFatmsn9EFHllpubi6ioKEyYMMEs/a1bt84s/RAREZHlcM4O\nIiIiMpuLFy/iwIEDZumLJzXocSeEQHh4OPz9/REeHq5KoUPOhQsXsHLlSgwYMAC7d+/WrB8iqlzM\n9V2dlJT0lwItERERVU4sdhAREZFZ6TvklSlyc3MRGRmpeT9E1io3NxeDBw/G9OnTkZOTY+l0iIgk\n/fzzz7h48aLm/fACCCIioscDix1ERERkVlFRUUbPFaCvyMhITa9iJ7JmWVlZCA4Oxvbt2y2dChGR\nIiEEIiIiNO2jrKwMGzZs0LQPIiIisg6cs4OIiIjMKi8vD5GRkZpOBs4rOOlxVVJSgmHDhuHo0aMV\nblutWjWEhoYiKCgIAQEBaNq0Kdzc3ODm5gadToeMjAxkZGTg9u3bOHnyJI4dO4Zjx47hjz/+QFlZ\nmRmeDRE9DiIiIvDWW29pFj86OhqXLl3SLD4RERFZDxY7iIiISDMODg4oKSkpt37dunWaFTtSUlJw\n8OBBg/IhqiyWLFmC6OhoxW18fHywYMECjBkzBq6urorb+fj4AAB69OjxYH1mZiZ27dqFrVu34scf\nf0RBQYE6yRNRpWZnd29giUeLpUlJSYiNjUW3bt006VfuAgj+JiAiIqp8OIwVERERaaZv376S6w8e\nPIjU1FRN+ly/fj2EEOXWBwQEoF69epr0SWQNUlNT8c477yhuM3nyZJw/fx5TpkxRLHQoqVmzJsaM\nGYNNmzbh5s2b+Oqrr9ChQwejYhHR48PR0RFPP/20ZJtW83llZ2djy5Ytkm2hoaGa9ElERESWw2IH\nERERaSYwMBDNmjUrt14IocmJDaWxvydOnKh6f0TWZOnSpSgqKpJtnzlzJr766iu4uLio1qeLiwsm\nT56Mo0ePIj4+HsOGDYO9vb1q8YmocpG7q3Pz5s2a3CW2efNm5Ofnl1vv6emJ/v37q94fERERWRaL\nHURERKQpuSJDRESE5B0YpoiJiUFKSkq59Q4ODhg3bpyqfRFZk7y8PGzcuFG2PTAwEMuWLdM0h86d\nOyMqKgqDBg3StB8isl3Dhg2TvKtM6Q4MU8gNYTV27Fg4Ojqq3h8RERFZFosdREREpKkJEyY8GKf7\nYcnJyYiNjVW1L7mTGn379kWdOnVU7YvImkRHRyM3N1e2/f3335f8HBIRmZOTkxNGjBgh2ab2HZ9J\nSUk4fPiwZJtW84YRERGRZfEvHiIiItJUvXr1EBISItkmV5wwRm5uLiIjIyXbeFKDKrtDhw7Jtvn6\n+qJLly5mzIaISJ7cd/L+/ftx9epV1fqR+43Rpk0btG3bVrV+iIiIyHqw2EFERESakxvK6rvvvpMc\nS9sYkZGRyMvLK7fe3d0dgwcPVqUPImv1xx9/yLYFBgaaMRMiImXdunXDE088UW59WVkZNmzYoEof\nSrF4AQQREVHl5WDpBIiIiKjyGzp0KNzc3JCdnf2X9Tk5Ofj+++8xfvx4k/uQu4Jz9OjRqFKlisnx\n1ZCSkoKYmBjExcXhwoULSElJQWZmJvLy8qDT6eDs7AwvLy80btwYTz31FLp3747g4GBUrVrVrHnm\n5+cjPj4eiYmJOHv2LM6ePYtr164hOzsb2dnZKCgoQLVq1eDs7Iy6deuiYcOGaNOmDTp37oynn34a\nzs7OZs1XH6WlpYiNjcXOnTuRkJCAc+fO4c6dO8jLy0PVqlVRq1Yt+Pr64qmnnkKvXr3Qv39/VK9e\n3dJp6+3KlSuybXXr1jVjJuZn7e+tEAKnT5/G8ePHH3yekpOTkZmZiezsbOTk5MDBwQHVq1eHp6cn\n6tWrhxYtWqB9+/bo3bs3fH19zZarIc6cOYO9e/fi6NGjOH/+PC5fvozc3FwUFhbC1dUV9erVQ5cu\nXfDFF1+Y3Nft27cRExODw4cP48yZM0hJSUF6ejry8vJQUlICZ2dn1KpVC40bN0bLli3RrVs39OnT\nB+7u7io8U8NlZGRg586d+Omnn3Dq1ClcvHgR2dnZ0Ol0cHV1hbe3N5588kl06tQJgwYNQrNmzSyS\np6XodDpMnDgR8+fPL9e2fv16vPnmmyb3ER0djUuXLpVb7+DggLFjx5ocXw13797FoUOH8MsvvyAh\nIQHJycm4du0a8vLyUFhYiOrVq8PNzQ2NGjWCv78/unTpgpCQEDRp0sTSqf9FcnIytm3bhri4OJw5\ncwbXr19HTk4OdDodatWqhUaNGqFjx44IDQ1F3759YW9vb1Q/paWl+Pnnn7Fnzx4kJCTg/PnzyMzM\nRG5uLqpVqwZvb280b94c3bt3R1hYGPz8/FR+psb77bffsH37dpw4cQJnzpzBrVu3kJOTA3t7e7i5\nueGJJ55A69atERISgn79+sHFxcWi+V67dg0///wz4uLicPbsWaSkpCAjIwN5eXkQQsDJyQm1a9dG\n48aN0bp1a3Tv3h0hISEWz/thQgicOHECe/fuxW+//YZz587h+vXryM3NRXFxMdzc3NCwYUMMGTJE\n8likpKSkBIcPH8aJEyeQkJCAM2fO4M6dO8jOzkZWVtaD18jJyQkuLi6oX78+fH194evri4CAAAQG\nBsLHx0ejZ05EEEJw4aL6AqAlAHF/SUxMFERknJSUFPHw5+nhJSUlxdLpEYmJEyfK7qOLFi16sN3f\n//53yW1CQkJMziE5OVnodDrJ+EeOHHmwXaNGjWRzXbt2rcl5SMnLyxMrV64U7du3l+1baXFzcxMv\nvPCCOHfunCb53ffrr7+KuXPniq5duwpHR0ejcgUgqlatKoYNGyZ++uknTfKcP3++bN8HDhwot31e\nXp5Yvny5qFevnkHPw9XVVbz++uvi9u3bmjwPtfn5+ck+lzfeeMPS6emlMr23169fF59++qkICwsT\ntWvXNvrzBEAEBASIlStXitzcXNXzVPqNMXHixHLbFxUVidWrV4vWrVvrlXujRo2Mzq20tFRERUWJ\n0NBQ4eDgYPDr5ujoKAYOHCi572glJSVFTJ48WVSrVs2gXAMDA8UPP/wgGVNu/27SpInZnpchLly4\noPj9cF9KSors93Z8fLzJeYwbN04y9uDBgx9ss3r1atlctXx9jx49KiZMmCDc3NyMOiZ06NBBrF+/\nXhQXF6ual6H72u7du0WvXr0Myr1+/friiy++EKWlpXrnlZ2dLRYtWiS8vLwM6qt///7i1KlTar08\nori4WLav3r17l9u+pKREfPXVV6JFixYG5e3q6iqmTZsmrl+/rlru+igqKhJr164V3bt3l/1sKi3V\nq1cXY8aMESdOnFA1r3379sn2+fDfGffl5OSI5cuXi8aNG+uVt9R7JycxMVG8+uqrBu+LUkujRo3E\n888/L3bt2qX6Z5nIWImJiY/uqy2FFZxjNnSxeAJcKucCFjuIVMNiB1k7fYsdsbGxktvY2dmJhB7b\nxgAAIABJREFUS5cumZSD3EnSli1b/mU7cxY7SkpKxEcffWTyic6HX6eXXnpJ3LlzR7Ucz507J+bM\nmSOeeOIJVXJ8dOnVq5eqJxqEMOyE+N69e4Wvr69Jz8HLy0ts375d1eegBaWTKZMnT7Z0enqx9fc2\nLy9PrF69WgQHBws7OzvVP0916tQRa9asUS1fIQwrdsTGxoqWLVsalLOxxY4dO3aIZs2aqfbahYSE\niPPnz5v+gskoLS0V77zzjsFFjkeX/v37iytXrvwldmUtdgghZE+UT5061aQcsrKyhJOTk2Ts77//\n/sF25i52/PHHH6JPnz6q7ddNmzYVe/fuVS0/ffe19PR0ERYWZlLuXbp0EWlpaRXmtG3bNuHp6Wl0\nP1WqVBHh4eGqvD6GFDsSExNFhw4dTHqNXFxcxCeffKJK7hWJiIgQ9evXV23fHD16tLh27ZoquRlS\n7NiyZYvBz0OfYkdmZqZ45ZVXhL29vWqv0cOLu7u7yM/PV+X1IjJFZSl2cM4OIiIiMouuXbuiadOm\n5dabOka3EAIRERGSbXJzhWgtKSkJnTp1wvTp03Hr1i1VYpaVleGzzz5DmzZtcPz4cVViLlu2DO+8\n8w6Sk5NVifeon3/+GR07dsSaNWs0ia9k2bJlCA0NRWpqqklxbt68icGDB2PVqlXqJKaR2rVry7bF\nxcWZMRPtWet7e+LECbzwwguIjo5GWVmZKjEflpaWhr///e8YOnQocnNzVY+v5PPPP0evXr1w+vRp\nTfvJycnBmDFjMGDAAJw7d061uPv370fbtm3x9ddfqxbzvtzcXPTv3x9z5sxBYWGhSbF27tyJzp07\n4+TJkyplZ93k5s749ttvcffuXaPjbt68WXI+sNq1a2PgwIFGxzWWEAJLly5FmzZtsHfvXtXiXrhw\nAX369MHMmTNRWlqqWlwlZ8+eRefOnREZGWlSnF9++QWBgYGKx/E333wTgwYNQnp6utH9FBUV4ZVX\nXjF4mCJT7NmzB4GBgTh27JhJcXJzczFt2jSMHDnSpM+DkrS0NISEhGDChAmKw2EaatOmTQgICMD+\n/ftVi6lECIE5c+Zg6NChqj4P4N4QZC1btkR4eLhmn7OMjAyzfYaJHgcsdhAREZHZTJgwQXL9+vXr\njY4ZExODlJSUcuvt7e1VmQvEUHv37kWHDh1w4sQJTeJfunQJ3bt3x759+zSJr7bCwkK88MILePfd\nd83W55tvvolZs2apdsK5rKwML730ErZs2aJKPC14enrKtp09exYJCQlmzEY7j+N7+6gffvgBvXv3\nLjcHklZWrlyJl156CSUlJZr2k5ycjE6dOmHTpk2axM/Pz8f48eNVPRbl5OSgd+/e2LNnj2oxr169\nil69euH8+fOqxbRWw4cPl5zj6c6dO9i6davRceXm8Bo7diwcHR2NjmuMgoICDB06FHPmzEFRUZEm\nfaxYsQJDhw7VLP59ycnJ6Nmzp2oXSKSmpmLw4MGSxdt//vOfeO+991TpBwAWLlwoe2GMmg4cOIBB\ngwapWpD+7rvvMGDAAJOLqY86duwY2rVrh59++knVuPfdvn0boaGhmhSZH/Xqq69i6dKlqsf9/fff\n8fTTT+Pq1auqxyYi7XCCciIiIjKbCRMmYP78+eVOVJ4/fx5xcXEICgoyOKbcSY0+ffqYffK/7du3\nIywsTO8r8Dw9PeHp6Ql3d3fY2dnh5s2bDyYCV1JQUIDBgwdj37596Natmxqpy9LpdPD09ETNmjVR\no0YNuLm5IT8/H5mZmbh+/ToyMzP1ijN79mw0bNhQ84lhP/jgA8UTJG5ubqhTpw48PT1hZ2eHGzdu\n4NKlSxWeRBBC4Pnnn0enTp1Qr149tdM2WUBAAL7//nvZ9hkzZmDfvn1wcLDdn/+V5b11dXWFh4cH\natSogZo1awIAMjMzkZGRgcuXL+sV48iRIxg1ahR27NgBOzvtrl/bsWMHXn31Vdl2BwcHeHt7w8vL\nC+7u7sjPz8eVK1f0fh73XbhwAcHBwXpfkXv/vXZ3d0f16tVx69Yt3LhxAzdv3qzwsbNnz0a1atUU\nn5c+SkpKEBYWhiNHjui1vYeHB5o0aQI3NzcUFhbi8uXLuHTp0v0hgP/izp07GDBggGp38VkrFxcX\nhIWFSV7wsH79eowcOdLgmElJSTh8+LBkm7nv9szPz8fAgQNx4MABvbavWrUq6tatC3d3d9SoUQNZ\nWVlIT0/H5cuXJfeTh23btg2jR49GVFQUdDqdGun/RVZWFkJDQ2U/Y9WqVUPdunXh7e0NR0dH3Lhx\nA6mpqRX+Hjp16hRee+01fP755w/WLV26FJ988onsY7y8vODt7Y3atWsjJycH165dw7Vr1yp8DjNm\nzED//v0V74Q0RXJyMoYPH47i4mLJdnt7ezRu3Bg+Pj6oUqUKMjMzkZSUhKysrApj//TTT3juueew\nefNmVd7f+Ph4hIaG6tU3ALi7uz84zlepUgXp6em4fv06MjIyFB9XWlqKCRMmoHr16hg2bJjJeUtZ\nuXIlwsPDZdurVKmCOnXqwNvbG25ubsjLy0NKSgpu3LihGDc3NxfDhw/X+zVyc3NDo0aN4OLiAmdn\nZxQWFj6YsPz69euaFyOJ6CGWHkeLS+VcwDk7iIgeG/rO2XFf7969JbedMmWKwX3n5OQIZ2dnyXjf\nfvttue21nLPj119/rXC8dp1OJwYNGiQ2bNggUlNTJeOUlpaKI0eOiHnz5gl3d3fFeN7e3uXGdzfE\n3/72t3Ix3dzcxOjRo8VHH30kYmJiRFZWlmKMCxcuiIiICBEcHFzhhJaurq7i4sWLRucrhPK8DosX\nL5acyNjHx0e8/fbb4siRI6KsrKxczPz8fLFt2zYREhJS4bjK48ePNyl/rRw8eLDC3MeOHWvVY0Lb\n+nt76NChcjHt7OxEly5dxPz588WWLVsqnGsrIyND7Nu3T0ydOlWvyYtXrFhhUs5Kc3YMHDhQeHt7\nSz6n0aNHi82bN8seH9LT08WXX34pBg4cWGEOt27d0msi2Xbt2omPP/5YnDx5UvK9FkKI8+fPi5Ur\nVwp/f3/FWPb29mL//v0mvXZz5sypMGd3d3fx73//W5w+fVoyxs2bN8Xq1atFQECA5ONffPHFSj1n\nhxBCHDhwQPY9MmaC5n//+9+S8QICAsptq+WcHWVlZWLIkCEV7iP16tUTCxYsEAcPHhSFhYWSsdLT\n08XGjRv1Oo7Nnz/f6JyV9rXx48eXW+/g4CAmT54sdu7cKZl7bm6uiIqKEu3atVPM2c7OThw/flwI\ncW9+Bqk5j5o1ayZWrFghLly4IJn7mTNnxJtvvimqVq2q2NekSZOMfn2U5uwIDg4WPXv2lGzr1q2b\n2LRpk+TxsqysTJw4cUL861//Ei4uLhW+v8uWLTM6//suXLhQ4e9LAKJnz57iyy+/FOfOnZONdfLk\nSfHee+/J7jv3F2dnZ6PncFOas2PcuHGSv72rVq0qpkyZInbs2CEKCgok4166dEl88MEH4vnnn5ds\nnzt3ruJzsre3FyNGjBDffPNNhceq4uJikZiYKL755hvxyiuvSM6Vl5OTY9TrQ6SmyjJnh8UT4FI5\nF7DYQUT02DC02BERESG5bc2aNWX/IJGzdu1ayVi1atWS/MNbq2JHenq68PHxUfyjaPDgweLs2bMG\nxc3MzBQzZsxQjNu/f3+j875f7KhataqYNGmS2Llzp7h7967R8RITE0VQUJBivmFhYUbHF0L5hPij\nJ8MdHR3FwoULRV5ent7x//vf/wpHR0fZPuzs7MSff/5p0nPQQlFRkahVq1aFJy/8/PzEpk2bRHFx\nsaVTLsfW39uHix2BgYHis88+M+pk7X25ubni9ddfV5wQ1dnZWdy4ccPoPpSKHVJL165dxYkTJ4zu\n71FlZWUiODhYsc9WrVqVm6C+IiUlJWLVqlWievXqsnHr169fYTFXTlxcXIWT0I8aNUrcunVLr3il\npaXiww8/FFWqVPlLDJ1OJ7vPVpZiR1lZmfD19ZXcfvny5Qb1XVpaKho2bCgZ6/333y+3vZbFjgUL\nFijuH+7u7uKrr74SRUVFBsWNjo5WLA7a29uLo0ePGpWz3AlrqUJzjx49ZIt4jyopKamwODhy5EiR\nm5tb7v2rXr26+Oijj/T+zjp79qxo0KCB4nH+8uXLRr0+SsWORz+7wL3ftVIX3si5evWq6Nevn+Lr\nVKVKFaOLBkLcuwDgySefVOyje/fuBh/nCwoKxOLFixW/r9q1a2fUbw+lYofU8uyzz4rk5GSD+3n0\n+dSsWVO2j/bt24vz58+b1Mfp06fF3LlzhaenpwBY7CDrwGIHFy4KC1jsICJ6bBha7MjLyxOurq6S\n22/atMmgvuWuonvppZckt9eq2DFq1CjZuI6OjuLTTz81OrYQQmzYsEHyD+n7y5YtW4yKO3PmTDFr\n1iyTTsg+qrS0VEyfPl02V51OZ9LvAqUT4g8vrq6uYt++fUb1sWXLFsW7VGbNmmV0/lpauHCh3icD\n6tWrJ2bMmCEOHDhgNYUPW39vDx8+LPr37y9iYmKMjiElJiZG9g42AOKNN94wOrYhxY6wsDCDT8xW\nZOXKlYp9vvjiiwYXwR929OhRxUL0zJkzDY5ZVlYmOnbsqJj37Nmzjco3Ojpa8b1+eKksxQ4hhJg3\nb57k9q1atTKob7mTog4ODpJFQa2KHSdOnJAsENxfunbtavQJdyHu3RHUpUsX2fgdOnQwKm5FV+ff\nX0aNGmXUseAf//iHbExHR0fx3HPP/WVdzZo1RWxsrMH9nDt3TvHOuKVLlxocUwjlYsejS926dcUf\nf/xhcB9lZWVi6tSpirGDg4ONyl+Ie7/75OLqdDrx9ttvi5KSEqPj79q1S/Y3PgCxcuVKg2MaUux4\n7bXXjM79Ydu2bZPto3Xr1qreJVtQUCDWrFkje2cXkTmx2MGFi8ICFjuIiB4bhhY7hBDi+eefl9w+\nNDRU736Tk5NlT1rGx8dLPkaLYsf+/fsV/3D8+uuvjYr7qE8//VTxDy+5YV0sZfLkybL5vvLKK0bH\n1eeEuIODgzh8+LBJ+Svt140bNzYptlaysrL0Gpri0cXJyUn06NFDvPHGGyIqKsrkocaMxfdW3k8/\n/SR7xWzt2rWNLkLoW+wYNGiQSSfApKSnpyueFJs2bZoq/Rw9elR2aJvq1asbXOyNiopSfK1MGSZH\nCCG2bt1a4ZCAQOUqdvz555+yz/nYsWN69z1u3DjJGHLDqWlV7FC6w7FTp04iNzfX6Nj33blzR3Io\nnPvL1q1bDY6pT7FjwIABorS01Kicc3JyRJ06dfQ65jg4OIi4uDij+hFCiKVLl8rGbtGihVEx9S12\nODk5iYSEBKNz12cINGMK/qdPn1a8I02NIbKEUD6G+fj4GFzA1rfYYcpvy0fNmjVLtp9Dhw6p1g+R\ntWGxgwsXhQUsdhARPTaMKXbExMRIbm9vby+uXbumV79yJ0aV/ojVotjRuXNn2ZgLFiwwKqackSNH\nyvYVHR2tal+mysrKkhzvH4Dw8vIyujijzwnxd955x+T8r127pjgcgzUOZSWEEDt37qxweB19Fi8v\nLzFgwACxYMECsWvXLpGRkaF57nxvlSld7bt9+3ajYupT7KhVq5ZIS0tT+dkI8a9//Uu2z759+xp9\nQlVKeHi4bF8LFy40KJbSiey6deuqMhSJUrH4/lKZih1CCNG9e3fJx7z88st69ZuVlSWcnJwkY0RG\nRko+Rotix48//igb08fHR6SnpxsVV8pvv/0meywz5ur/ioodnp6eJh8LlIoQDy9vv/22Sf0UFBQo\nFlP1/a35MH2LHWoUDW7duqU4NGWfPn0Mjjls2DDZeH//+99NzvlhSsf3iIgIg2LpU+zw9/c36S7A\nR8m9Vj4+Pqr1QWSNKkuxww5EREREZta9e3c88cQT5daXlpZiw4YNFT5eCIGIiAjJtokTJ5qcn75i\nY2Px66+/Srb5+flh9uzZqva3ePFi2NlJ/3xbu3atqn2Zys3NDTNnzpRsu3nzJn7//XdN+vX398es\nWbNMjuPj44OQkBDZ9ri4OJP70EK/fv3wn//8x+Q4N2/exI4dO7BgwQL069cPtWvXRseOHTF//nyc\nPn1ahUwN97i/t/Pnz5f9/O/bt0+zfpcuXQpvb29VY+bm5uKLL76QbKtSpQo+/vhj2edqjKlTp6Jh\nw4aSbYYcO//44w/F/eO9996Di4uLwfk9aunSpXBzczM5ji2ZNGmS5PpvvvkGxcXFFT5+8+bNyM/P\nL7few8MDgwYNMjU9vb3//vuybe+++y5q166tWl9t27bFyJEjJdsOHDiA1NRU1foCgLffftvkY0FY\nWFiF2zRo0ABz5swxqZ9q1aph4MCBsu2//fabSfHl+Pv7Y/r06SbH8fDwwMKFC2Xb9+3bh0uXLukd\nLyUlBVu2bJHta9myZQbnqOTf//637LFQi9+rn376KapVq6ZavDt37kiub9y4sWp9EJF2WOwgIiIi\ns9PpdLJFifXr11f4+JiYGKSkpJRbb2dnh+eee87k/PS1Zs0a2bbFixejSpUqqvbXtGlTDB06VLJt\n586dKCsrU7U/Uz377LOybbGxsZr0+eqrr6p2knTIkCGybZY64a+PGTNmYNWqVahatapqMcvKynDs\n2DEsXLgQrVq1QocOHfDVV1/pdRJSLY/7e1unTh107txZsk2rz1ONGjUwYcIE1eNu2rQJubm5km1T\npkyBn5+fqv05OjpixowZkm0pKSl6v+ebNm2SbWvWrBnGjRtnVH6P8vb2xssvv6xKLFsxYsQIODk5\nlVt/69YtbN++vcLHr1u3TnL9mDFjVP8ulnPhwgXExMRItgUEBGjy++SNN96QXC+EwI4dO1Trp2bN\nmqocC/z8/Co8YfyPf/wDDg4OJvcVGhoq25aQkGByfClvvfWWavvbSy+9hHr16km2CSEUj0eP+vLL\nL++PwFHO7NmzUatWLaNylOPu7o6//e1vkm2HDh1CVlaWan21aNECvXv3Vi0eANjb20uuv3v3rqr9\nEJE2WOwgIiIii5gwYQJ0Ol259WfOnMHRo0cVHyt3UuOZZ55B3bp11UivQiUlJfjhhx8k29zc3BRP\n9JtC7o/327dva3alorH8/f1lr2I9deqU6v1VrVpV1Tt72rRpI9v2559/qtaPFqZMmYKjR48iKChI\nk/jHjx/H3/72NzRt2hTffPONJn08jO/tPV27dpVcf+bMGU2KnaNHj0b16tVVj/vdd9/JtmlRXAGU\nT3zu379frxi7d++WbRs7dqzkd5qxxo8fr1osW+Dq6ophw4ZJtsl959+XlJSEw4cPS7aZ827PyMhI\n2bbnnntO1f3jvrZt26JOnTqSbfru1/oYNWoUnJ2dVYn15JNPKrZPnjxZ837++OMPVfp4mLOzs+wF\nKcawt7fHmDFjZNuVjkePkjvm2tnZqVakfZTcMbekpAQ///yzav08//zzqsW6z8PDQ3J9YmKiqoUa\nItIGix1ERERkEb6+vujZs6dkm9LdHbm5ubInFOSGwdDCL7/8IvsHz7PPPqvq7fQP69Wrl2zb8ePH\nNenTFHJDXpw7d071vjp06CB5ZbCxWrVqJdt248YN1frRSkBAAA4fPoyoqCh07NhRkz4uXryIsWPH\nol+/fkhPT9ekD4Dv7X1yn6eCggKDhjTRlxbD/+Tn58te/d64cWPN9tXmzZvLnhTW59iZk5OjuN3Y\nsWONzk1K8+bN0a5dO1VjWju57/Bdu3YpHl/kiiH370Izl127dsm2jRo1SrN+5X5LqfmboHv37qrF\nat68uWxb06ZNVRs2r1mzZrJtcsMUmeLZZ59VrSB0n1LRMy4uTq87DZKTk3H+/HnJtp49e8oeF03V\nrVs32Tsk1Nw3tfiekrv76O7du5g3b57q/RGRuljsICIiIotRGqO7qKhIsi0yMhJ5eXnl1tesWVNx\naBq1KQ0b06lTJ8369fX1lW3T4m4JU8ldHXf9+nXV++rWrZuq8VxdXWWHo8jIyFC1L63odDoMGzYM\nR44cwZEjRzBt2jT4+Pio3s/u3bvRrl07nDlzRvXYAN/b++Q+T4A2n6n27durHvPYsWOyJ+i0PHYC\n8sdPfY6dCQkJKC0tlWxr0KCB6kNvAcDTTz+tekxrFhwcLDm3SnFxMb7++mvJx5SVlcnO9WXOuzqK\ni4tl5/Dy9vaWnTNGDXInZi9fvozMzExV+ujSpYsqcQAoDpmk5t2Irq6ussNhZWdnq9bPfcHBwarH\nbNOmDdzd3SXbCgsL9RqCz1K/V11cXODp6SnZptbvVVdXV/j7+6sS62FKx97w8HDMnDlTco4gIrIO\nLHYQEVm51NRU6HQ6yUXtiQeJzG348OGSV8FlZGRg27Ztko+Ru4Jz1KhRmt1NIeXEiROybS1bttSs\nXwcHB9SoUUOy7fLly6r1k52djX379uGdd97BhAkT0K1bNzRt2hQeHh5wcnKCvb297LHp4eXgwYOS\n8bW4C0Bq0ntTubq6Sq4vLCxUvS+tdezYER9//DGuXr2KY8eO4d1338WAAQNUmzD3ypUrCA4OxpUr\nV1SJ9zBbf2/LysqQkJCAVatW4Z///CdCQ0MREBAAHx8fuLi4wNHRUa/Pk9JwHWp/pnx8fDS54tdS\nx05Avlikz7FT6aSi0rBoptAqrrXS6XSy81rI3fEZHR0teVeTvb29WYcCO336tOxFGpbarwGocjzW\n6XRo1KiRyXHuk5u4GlB/Ami5vrQYisgSx4HExMQKH2+rx1x9tG3bVpPh4Xr06CFbqAGAFStWwN/f\nH4sWLVL1tzcRqcP0WZ+IiIiIjOTi4oKwsDDJkxjr1q3D8OHD/7IuJSVF9uS5Oa/gBICzZ8/Kts2f\nPx/vvfeeZn3LXRVt6pXdBQUF2Lx5M/773/8iJiZG08mnCwoKVI+p9gSbwL0xuG/fvl1uvTkn5lab\nTqdD+/bt0b59e8yaNQvAvcL6iRMncPz4cRw/fhzHjh2TfN4VuXHjBoYPH46DBw+qOkG6rb638fHx\n+PLLL/Hjjz/i5s2bqsWVovZnSs2Tmw9TOnZu3rxZdu4FNZw8eVJy/e3bt1FUVKQ4sXBKSopsW9u2\nbU3OzZxxrdmkSZOwZMmScusTEhJw8uRJtG7d+i/r5S6A6Nu3r2bD80hR2q/Pnj2rOGeMqZQKGtev\nX1cctk8fbm5usLNT7zpZpaGeatasqVo/9/uSurtF7avy7e3tTX6d5bRt2xYHDhyQbFM6Lt2ntG+u\nXLlS9q4pNVy9elVyvVp3Imr1PVWtWjW89tprD34jSbl69SrmzZuHefPmoX379hgwYAB69eqFwMBA\nTea6IiL9sdhBREREFjVp0iTJYsfu3btx8+ZNeHl5PVi3fv16CCHKbdusWTPNJmKWo3Ql16FDh8yY\nyf+TGt5LH6Wlpfjkk0+wZMkSzU/I3qfPONOG0uKEuNwVg1L7oS3z9fWFr6/vgwmChRA4ffo0YmJi\nsHXrVkRHR8sO4fOoI0eOYOHChZInLI1la+9tfHw8Xn/9dcXhQ9Sm9mfKzc1N1Xj3KR07ExMT9bpS\nWQv5+fmKxQ6lk3NaDVGk1Yk8a+bn54euXbtKFr3WrVuHFStWPPh/dnY2tmzZIhnHnHN4Acr79bVr\n13Dt2jUzZvP/jP1d8DC1CxDW0Jfa3+FeXl6a3V2sdBzQp2igtG8ePXrUqJxMpcZ+CWj3PQUA06dP\nx5YtWxAfH1/htvcvFFm4cCGqVKmCdu3aISgoCF27dkW3bt1Um4eGiPTDYayIiIjIonr27Ck5jnpJ\nSclfrjYTQiAiIkIyhrnv6sjPz9dkvGdTGXNld2pqKoKCgjB9+nSzFToAbYoFcmNzk+F0Oh1atWqF\nadOmYe/evbh69SoWLVqkd9EhPDzcqDtD5NjKe1taWopZs2aha9euZi10APeGylKT3HB5ptJibhE1\nVHT8VJrLRasTbi4uLpoM0WLt5L7Tv/76a5SUlDz4/+bNmyWv0Hd3d8fgwYM1y0+Kre7X+jDn8ddW\njvWP0vKku1Jsfb5nrXHfVOtORK2+pwCgatWq2LJlC5588kmDHldUVIT4+Hh88MEHCAsLQ506dRAQ\nEIA33ngDR44c0ShbInoYix1ERERkUTqdDhMmTJBse/iOj5iYGMnb9e3s7GTH+NaKWlekqU3fK+/v\nO3XqFDp37myxK/vIdnh7e2Pu3LlISUnRq7iYm5uLDz/80AyZWY/i4mIMGzYMy5YtU73wYAlOTk6a\nxLXV46fSyTmtTnTa2dkpDvlTWY0aNUpyGJibN29i165dD/4vN4TV6NGjVR1GTx+2ul+TOixV7NBn\njilr3DfV2i+1+p66r06dOvj1118xcuRIk+IkJiZi+fLl6Ny5M5o3b47w8HBOcE6kIdssmxMREVGl\nMnHiRCxatKjc1f6///47EhIS0LZtW9mTGr1790b9+vXNkOX/02IIJnO7fv06QkNDDb6bw8XFBd7e\n3nBzc3swsbKjo6Ps9keOHMGdO3dMTZesRI0aNbBu3Tq0adMG//rXvxS3/f7777Fo0SIzZWZ5L774\nIn788UeDHuPo6AhPT094eHjA1dUVVatWfTBZuZSrV69abJgntdjq8VNpLhctT7g5OzsjNzdXs/jW\nyM3NDUOHDsXGjRvLta1fvx6DBg1CUlKS7Pwu5r7bE7Dd/ZrUoWVRUil2UVGR4mOFEBVuQ8pcXFzw\n7bffYtq0aZgzZ47J80qdO3cO06dPx9KlS7F06VKzD7lH9DhgsYOIiIgs7oknnkC3bt0k57pYt24d\nFi9ejMjISMnHWuKPBDUn6rSUF154ocIxxF1dXdG/f3/06tUL7dq1g7+/v8Hjaffq1QsxMTGmpEpW\naMaMGTh37hxWrVolu82ZM2eQlpZm1kmCLSUyMhJr165V3Ean0yEoKAh9+/ZFp06d0LJlS9SrV8+g\n48m6deswefJkU9O1KFs9fioVdbW8Qtcar8o2h4kTJ0oWO7Zt24aMjAzZCyCefPJJdOqSLjwWAAAg\nAElEQVTUSePsyrPV/ZrUoeXnVCm20jxDwL3vHZ1OV+nmGbOEHj16IDY2FomJiVi/fj0iIyORmppq\ndLy0tDRMnjwZW7duxYYNG+Di4qJeskSPOX4jExERkVWQK1ps3LgR33zzjeQfezVq1MDQoUM1zqw8\nqeE1HnbmzBkIIcy+6PtHV3R0NHbs2CHb7uTkhA8++ABpaWnYtGkTpk6dik6dOhk1cSivKKy8lixZ\nUuHQHQcPHjRTNpZTUlKCWbNmKW4zfPhwnD9/HocPH8a8efMQGhqKBg0aGHyCtDJ8npSOn1988YVF\njp1CiArvEFTKW6s5nMrKyh7bYkdISIjke1JUVISvv/4aGzZskHycJe7qAJT3j7Fjx1psvx4/frwZ\nX4XHl5bzuCnF1mdSdKV9c+/evRbZLx+ee8fWtGrVCsuXL0dKSgpSU1Oxdu1aTJo0CU888YRR8X74\n4QcMHz7cpl8TImvDYgcRERFZhREjRkgOBZKeni57InHkyJEVFh604OrqqniSUmkiW2vw0Ucfybb5\n+PggLi4Or776qipDs1j7a0HG8/DwQFhYmOI2V65cMVM2lrNt2zYkJyfLti9fvhyRkZHw8/Mzua/K\n8HlSKppa8/Nzd3eXbdPqRGdubu5je0W20nxc8+fPx6VLl8qtt7e3N/scXvfZ6n5N6rBUscPDw6PC\nx3Pf1E6jRo0wadIkrF27Fn/++SeuXbuGyMhIvPzyy2jZsqXecfbu3YvZs2drmCnR44XFDiIiIrIK\nrq6uGDZsmGSb3JwPlhrn1sHBAXXr1pVtt+Y/HnNycv4ywevDdDodIiIi0Lp1a9X6s+bXgkwXEhKi\n2H7r1i0zZWI5mzdvlm177rnn8Nprr6nWV2X4PDVs2FC2zZqfn4+Pj2yb1Il3NVy8eFGTuLZC7i4N\nud8Effr0UXyftGSr+zWp4+bNm3pNFm4MpeOAPvs7903z8fHxwfDhwxEeHo7ExERcvHgRK1as0Ot3\ndXh4+GN/zCdSC4sdREREZDUMKV40bdoUXbp00S6ZCijdrq7ViS81xMXFyU6027t37wpPXhsiLy8P\nt2/fVi0eWZ/GjRsrtj8O77/cnDQ6nQ5LlixRta/KcCLEVo+dSvt6QkKCJn1qFddWNGvWDIGBgXpv\nb6khrADb3a9JHaWlpUhMTNQkttJxwNfXt8LHc9+0nIYNG2LGjBn4/fffsXv3bjRt2lR226KiInz8\n8cdmzI6o8mKxg4iIiKxGcHCw4hVoD7PkSQ0AaN++vWybNc9ToPTH+IgRI1TtKy4uDmVlZarGJOui\nNLQPUPkn7c3IyMD169cl2wIDA9GgQQNV+/vll19UjWcJSsfOQ4cOmTETwygNSfL7779r0qdWcW2J\nvhdB1KxZE0OGDNE2GQVK+3VaWhouXLhgxmzIEixxHAgICKjw8bb6e7Wy6du3L+Li4hS/S/bs2WPG\njIgqr8r91wcRERHZFJ1Op9d423Z2dpgwYYIZMpIXFBQk2yZ3pbc1uHz5smxbixYtVO3r8OHDqsYj\n65OZmanY7urqaqZMLMOcn6eLFy9WijlQlI6dV69etdqTwm3btoW9vb1k2+XLl/Hnn3+q3ueBAwdU\nj2lrRo0apdckzKNHj0bVqlXNkJE0d3d3+Pv7y7b//PPP5kuGLEKLz+vJkydlh5qqVq2aXvNCKB1z\njx49ivz8fKPzI8N4eHhgzZo1su2nTp1CTk6OGTMiqpxY7CAiIiKros8dG8HBwapfMW2oPn36wNHR\nUbLtxo0bVnu1XG5urmybt7e3av0IIbBp0ybV4pF1unbtmmK7pT+nWjPX5wkANm7cqGo8S/Hx8UG7\ndu1k27/77jszZqM/V1dXxSuk1X5/zp49ixMnTqga0xbVrFkTzz77bIXbWWoOr4cNHDhQts1a92tS\nzw8//IC8vDxVY/73v/+VbQsKCtKrwNepUyd4enpKthUXF+OHH34wOj8yXGBgoOJwVjdv3jRjNkSV\nE4sdREREZFX0mYvD0kNYAUCNGjXwzDPPyLarPVa/WqpUqSLbpuYf6bt27cLZs2dVi0fWKTo6WrG9\nWbNmZsrEMsz1eSouLq5UY3mHhYXJtn344YdWe6VxaGiobJvaxQ6lk5yPm4q+85s3b47OnTubKRt5\nSvv1vn37cPToUTNmQ+aWl5enauGgtLQU33zzjWy70vHoYfb29hg6dKhs+9KlSyGEMDg/Ml7z5s1l\n2x6Huc6ItOZg6QSIiIiIHvXBBx/gyJEjsu3Dhg0zYzbypk6dip07d0q27d27F7GxsejWrZuZs1Im\nd3UfAKSkpOCpp54yuY/S0lIsWrTI5Dhk3UpKShAVFSXbbm9vb9Dkwraoos+TWlavXl3hXTS25Pnn\nn8eCBQtQVFRUri09PR0rV67ErFmzLJCZslGjRmHhwoWSbWfPnsXGjRsxduxYk/tJT0+vVMUtU/Xp\n0weffPKJ7BxQrVu3NnNG0oKCgtCmTRvZORbmzZuHXbt2mTkrMqfFixdj5MiRsnf+GmLVqlWyQxfq\ndDqMHj1a71hTp07FF198IdmWmJiIzZs3Y9SoUUblSYZTms9M6SIKItIPix1ERERkdTp16oROnTpZ\nOo0KDRgwAM2bN5e9g2H06NE4duwY6tSpY+bM5Hl5ecm27dixQ5VC0jvvvIP4+HiT45D+li9fjo4d\nO6JXr15m6/O9995TPAHfpUsXuLm5mS0fS1AqdkRHR6OgoADVq1c3qY9z587h9ddfNymGtfH29sb4\n8ePx1VdfSba/9dZbCAoKQo8ePcycmbInn3wSQUFBiIuLk2x/44038Oyzz8LZ2dmkfmbPno2srCyT\nYlQm9vb2+Mc//mHpNPQyc+ZM2TnFdu/ejaVLl2L27NlmzorM5ezZswgPD8fMmTNNipORkYG33npL\ntj0kJAQNGzbUO95TTz2F4OBg2bsxX3zxRbRt27bS341pLc6dOyfbVrduXTNmQlQ5cRgrIiIiIiPZ\n2dlh+fLlsu1Xr17F0KFDNT9pdebMGSQlJem1rVIRaePGjbh48aJJuezdu1f2ymfSzvHjx/H0008j\nNDQUsbGxmvcXGxtb4d07cif8KhNnZ2fZCWLz8vIQHh5uUvw7d+5g1KhRVjuskykWLlwIJycnybbi\n4mKEhYUpnhBSw82bNw0uzL722muybVevXsWrr75qUk47duzA2rVrTYpBljNu3DjFOyTnzp2LyMhI\nTXO4e/cu9u7dq2kfJG/BggVITEw0+vFCCEyZMkV2YnIARhXAly9fDp1OJ9mWlZWFwYMHIy0tzeC4\nhrh48SJOnjypaR+mysvLw9atWzUb2is+Pl72Iqk6deooXpRERPphsYOIiIjIBAMHDlQcCzk+Ph4d\nOnTQ5I+7mJgYDBo0CK1atdL7D+t27dqhdu3akm2FhYUYP348CgoKjMonMjISgwYNQklJiVGPJ9Pt\n2bMH3bt3R7du3fDtt99KDhNkqq1bt6JPnz64e/eu7Db169fHc889p3rf1qhv376ybYsWLTL6Lqdr\n166hR48eskPi2Lp69eopFszS09PRqVMnxaHSjHX+/HlMnToVjRo1MvjE89ChQ9GhQwfZ9jVr1mDe\nvHlG5XXo0CGMHj1adrgmsn52dnb4/PPP4eAgPYhGWVkZRo4ciblz56r+PmdkZGDJkiVo1KgR5syZ\no2ps0l9ubi769euHCxcuGPxYIQReeeUVxeNecHCw4pxxctq1a4d//vOfsu3nz5/HU089hYMHDxoc\nuyInTpzAmDFj0KRJE03iq6mgoABDhgxBixYtsHr1asXfOobKysrC5MmTZdv79eunWl9EjzMWO4iI\niIhMtGbNGtSvX1+2PSkpCYGBgZg9e7bJV82dPXsWixcvRps2bdCrVy9s377doKvP7OzsMHz4cNn2\n2NhY9O3bF5cvX9Y75u3btzFt2jSMGjWq3Mn1atWq6R2H1HP48GGMHj0a9evXx/Tp0xEbG2vyVYpJ\nSUkYPnw4hgwZUmFB7L333kPVqlVN6s9WjBgxQrYtLy8P/fr1w5YtW/SOJ4RAREQEOnToUK6IWdk+\nTzNmzFAsFmVnZyMsLAzjxo3DqVOnTOrrxo0b+PzzzxESEoIWLVpg1apVKCwsNDiOTqdDeHi44pjr\nixYtwrhx43Dnzh29YpaVleHjjz/GM888g9zc3L/0pcbY/2RenTp1UrzDUQiBJUuWoGvXrrLzfukr\nPz8fUVFRGDNmDBo2bIi5c+fixo0bJsUkwz06z8KVK1cQGBhoULE2LS0NgwYNUpyvx9HRER9++KHR\neS5btkxxjpu0tDT07t0b06ZNM3neqYsXL+L9999HUFAQ2rdvj02bNqG0tNSkmOZ07tw5TJkyBfXr\n18dLL72E6Ohok/I/duwYOnfuLHtXB3BvODEiMh2LHUREREQmcnd3x86dO1GzZk3ZbQoKCvDuu+/C\n19cXEyZMQEREBFJTUxXjFhcXIyEhAWvXrsUrr7yCVq1aoUWLFnjrrbdMulNkzpw5iieiDx06hFat\nWmHmzJk4efKk5NWnpaWliImJwcyZM9G0aVN8+umn5bYbOnQoOnfubHSeZLr09HSEh4eje/fu8Pb2\nxujRo/HZZ58hPj4eeXl5io8tKCjAsWPHsHLlSnTr1g3+/v74/vvvK+xz9OjRqkzSbCsCAwMRGhoq\n256ZmYlhw4ahX79+2LZt219OZj8sOTkZH374ITp06ICJEyfi+vXrf2mvUaNGpRvrX6fT4dtvv61w\ngumNGzeidevWCA0NxcqVK3Hy5EnF4p0QAklJSfjuu+8wZ84c9OjRA3Xr1sVLL72En376yeQr6oOC\ngiqcQH3jxo3w8/PD/PnzZU9u3bp1C1999RWeeuopvPzyy+WuIJ4yZQqHNLFRb775JiZOnKi4TXx8\nPAYMGIDWrVtj0aJFOHjwYIVXkaelpWHXrl145513MGTIEHh6eiIsLAybNm2q8JhO2unWrRt69uz5\nl3UZGRkICwtDz5498d133yEnJ0fysb///jtef/11+Pv7Y8eOHYr9LFmyBAEBAUbnWa1aNWzfvl3x\nAp2SkhJ8+umnaNq0KcLCwrB69eoKhxQsLS3FmTNn8PXXX+O1115Dx44d4evri9dee83m53C7desW\nPv/8c/Tu3Rs+Pj6YOHEiVq5cicOHD1f4mbt27RoiIiIwYMAAdOzYUfF1HD58OH8zE6mEE5QTkebS\nc+5i56nryCooRremtdGuYS1Lp0REpLqAgADs3LkTAwYMULya9+7du9iwYQM2bNgAAKhVqxY8PDzg\n4eEBV1dX5OTkIDMzE5mZmcjIyEBxcbHquTZs2BCvvvoq3nvvPdltsrOzsWLFCqxYsQJubm5o0qQJ\natasibt37+LGjRu4fv264jwCvr6++OKLLxAWFqZ6/mSc9PR0fPvtt/j2228frKtduzbq168PV1dX\nVKtWDYWFhcjOzkZWVhYuXbpk8Enh7t27P5bzDbz77ruIjo5WHDZs9+7d2L17N+zt7dG0aVN4eHig\nSpUqSE9PR1paGm7duiX7WJ1Oh9WrV1fKk5k1atTAnj178Mwzz1Q4HN+ePXuwZ88eAPfmS/H09IS7\nuztq1aqFgoICZGVlPTh2Gjscn74WLlyIY8eOYd++fbLbZGRkYOHChVi4cCFq164NPz8/uLi44O7d\nu7hy5QpSU1NlizZ+fn5YtmwZtm/frtVTIA3pdDqsWbMGd+/exaZNmxS3PXXq1IM7l6pUqQIvLy+4\nu7vD3d0dZWVlD/brO3fuIDs72xzpk4F0Oh2+/PJLdOjQAZmZmX9pO3jwIA4ePAh7e3s0adIEPj4+\ncHR0RFZWFi5cuFBuezlhYWGKcwbpq0GDBti3bx+eeeYZXLlyRXa70tJSREVFPbg7xc3NDbVr14aH\nhwfc3NyQl5f3YN+8ffu2JsNmWpv09HREREQgIiICwL27pT08PFCrVi3UqlULrq6uKCwsRE5ODlJT\nU/Wes69evXr47LPPtEyd6LHCYgcRaSa/qARfHEzGqphkFBTfu+Vzxb7zGNOpAeYPaolqjvYWzpCI\nSF1BQUGIjY3FoEGDkJycrNdj7ty5gzt37ug9wbhaFi9ejN9++02vSUyzs7Px22+/6R3b09MTe/bs\nkZ0bhKzHrVu3FE+yG2LIkCHYuHFjpRtqSR9t2rTB6tWrK7ySG7h3AklpGAsp77//PkaMGIF169YZ\nmaF1q1OnDg4dOoQRI0Zg//79ej0mLy8PeXl5Fd4hpxUHBwdERkYiJCQER48erXB7Qz5rtWrVwvbt\n2+Hm5mZqmmRBDg4O2LhxI+rXr4///Oc/ej2mqKgIV65cUTwJTdapSZMmiIqKQmhoqOSFKqWlpTh/\n/jzOnz9vcOzg4GBs2LBBdoJxQzVv3hxxcXEYNGgQEhIS9HpMdnY2srOz9f59+zgoKytDeno60tPT\njY7h5eWFPXv2wNPTU8XMiB5vHMaKiFRXWiaw+dhlPP2fn/Hh/gsPCh33fXPkMkauisPVTG2vuKss\nPD09sXnzZsmFP4qIrM+TTz6JhIQEvU56qsnQE8wODg7YvHkzunTpomoe/v7+iI2Nhb+/v6pxSZmf\nn5/shLhac3Z2xsqVK/H999+jevXqFsnBGkyYMAHvvvuu4lwOhnJ0dMQXX3yBGTNmqBbTWtWsWRN7\n9uwx+3wvpuyzbm5uiI6ORp8+fVTLx8fHBwcOHECzZs1Ui0mWo9PpsHz5cuzcuRM+Pj5m6/dxPhZb\nUnBwMLZu3QpnZ2fVYoaFhWHnzp2qX0hQv359xMf/H3t3HldVnf9x/H3YZREQBBERFDcUd9xyWkzN\n1FwnW7WcmRqbyZqp+dVM0/ymzZZps3Ip61fWtMxk21RKaWpmOu5aoaAgqCiCu4Ag+/n9oU2MnosX\nuRwu8Ho+Hjy6936+55w3Bojnc7/f73rde++98vS0702IfG3+JCkpSRs2bFCPHj0aOgrQpNDsAOBS\n/959VOPmrNH9H/6gQwWO15z94UC+xs1Zo7W7XfNu0qYsICBAU6ZMsfxw5S/SAFwnKChIb775ptau\nXauhQ4fW23Xat2+vBx98UOnp6TXuGeBIcHCwVq1apd/97nd1zmIYhm677TZt2LCBRkcDmDVrlg4f\nPqy///3vmjx5si1/P/j7+2vmzJnKzMzUzJkzXfaO08bsj3/8o5KTkxUWFlbnc/Xq1UurV6/W7bff\n7oJkjYOHh4fuv/9+7dy5UzfeeGO93YALDg7W7bffrjVr1uixxx6r07kCAwP1xRdfaNasWXVu0lx1\n1VXauHGjevfuXafzwP2MHj1a6enp+stf/qKgoKB6uYaXl5fGjRunDz/8UCtWrKiXa+DCRo8erXXr\n1qlv3751Ok9AQIBeeuklffDBB/XWAPb19dVzzz2nbdu2afTo0fVyDenM7IV77rlH3333nX71q1/V\n23VcITAwUHfeeafi4uLq7Rrh4eF65ZVXtGHDhnq9DtBc0ewA4BKZR07ptrc26ab/26DUXOfWkj1e\nVKZpr2/Qy6sya9xkEgAaq0suuURr1qzRxo0b9atf/arOyzp5eXlpyJAh+stf/qJvv/1We/fu1axZ\ns9S5c+eLPqe3t7deeOEFbdq0SZMnT671u9K9vb11ww03aNOmTXrttdfO26Q9ODj4P3uSnPsB1woN\nDdW0adP00Ucf6ejRo1qxYoUeeeQRjRw50mU317y9vTVixAjNmzdPBw8e1Jw5cxQZGemSczcVo0aN\n0q5du/TQQw9d1Nd5nz599MYbb2jLli0aPHjwf9X8/Pwcfj81peXD4uLi9N577ykrK0sPPPCAOnXq\nVOdzJiQk6K677tKnn36q3Nxcvfrqqy5rRnt4eOjBBx9UWlqapk+fXuv/F0lJSfrggw+0dOnSGjcO\nRuMWGBioxx57TDk5OZozZ44GDRpU5yZxVFSUpk6dqoULF+rgwYP67LPP9POf/1w+Pj4uSo2L0bNn\nT23cuFGvvvpqrd8A8uPN9oyMDN111131lPC//bjv3I4dO3TXXXcpOjq6TuczDEN9+/bVfffdp2XL\nliknJ0fPP/98o2jk+vn5ae7cudqzZ4+2b9+up59+WmPHjq3z762GYehnP/uZXn75Ze3evVszZsxw\n6UxQAD8xuMGI+mAYRg9J/9lhcPv27UzNa6KOF5XpxeXpendDtiqqLv7nydU92uiZKb0U5OftwnQA\n4F4qKyu1ceNGbdiwQVu3blVWVpb279+vkydP6vTp0zJNU0FBQf/5aNu2rbp27apu3bopISFBSUlJ\n9b6Ge3Z2tpYvX65Vq1YpJSVFx44d+8/GkwEBAQoJCVGnTp2UkJCgyy+/XCNGjDivwQH3U1lZqdTU\nVO3cuVMZGRlKT09XZmamjh07psLCQhUUFKioqEiGYcjHx0eBgYFq3bq12rRpo/j4eHXt2lVJSUka\nMGAAS1DUQnFxsVatWqVVq1Zp3bp1ysvL07Fjx1RQUCA/Pz8FBgYqJiZGXbt21cCBA3XVVVepW7du\nDR3bLaWlpWnt2rXasmWLMjIytG/fPh09elSnT59WRUWFAgIC/vOzMzw8XF26dFG3bt3UrVs3JSUl\n2bqE0LFjx7R48WKtXLlSKSkp2rdvnwoLC2UYhgIDA9WmTRslJCRo4MCBuuaaa9S9e3fbssG95Obm\n6ttvv9WmTZuUmpqq7Oxs5eXlqaioSKWlpfLz8/vP13VoaKg6der0n98Levfuzc+LRsA0TW3evFnJ\nycnaunWr0tLSdPToURUWFsrT01MtW7ZUhw4d1KtXL40YMUJjxoypt9k/tcm8bds2rV+/Xlu2bFFm\nZqays7N1/PhxnT59WpWVlQoMDPzP12ZkZOR5v682xTe17Nq1S5s2bVJGRoYyMzOVmZmpQ4cO6dSp\nUyosLFR5ebmCgoLUsmVLtWzZUrGxserdu7f69OmjwYMHKyYmpqE/BaBGO3bsUGJiYvWXEk3T3NFQ\neS4WzQ7UC5odTV9pRaXe+vdezVm5W4UlFS45Z3zrAC2Y1l+dIhr2lzsAAAAAAACguWgqzQ7mTAGo\nFdM0teSHXI14/hs9kbzTqUaHl4ehMT2j1K1NzU2MzCNFmjB3rb5IyXVVXAAAAAAAAADNgFdDBwDQ\neGzNPqHHl6Rpy74TTh8zqEMr3TiwvSJb+qmiqkr/2JCt5O15DscXlVXqN+9u1YzLOuq+UV3l5UlP\nFgAAAAAAAEDNaHYAuKD9x4v19NJd+vz7g04fE986QNMGx6lrtdkcXh4emjYkTh1bB+q1b7NUWlHl\n8PgFq7OUkpOvOTf2VVigb53yAwAAAAAAAGjaaHYAcKigpFzzv87UG2v3qKyGxkR14YE+umFAew2J\nD5OHYViOGdopXDGt/DX7q3TlFZQ4PNe/M4/pmjlr9PLU/uoTw+a3AAAAAAAAAKyxPgyA81RUVunt\n9fs07JlVeuWbTKcaHS28PXXDgBg9N6WPhnYKd9jo+FH7Vv6aNTFR/dqH1jguN79E172yTv/YmF2r\nzwEAAAAAAABA88HMDgD/YZqmVu06oseT07T78CmnjjEMaXi3SF3bv52CW3jX6noBvl76w1Vd9K9t\nOfpwywGZDsaVVVbpgY9T9F32ST0yoYf8vD1rdZ3G7vDhw7rzzjsta/PmzVNERITNiQAAAAAAAAD3\nQrMDgCQpLbdAjy9J05rdR50+pk9MiG4a2F4xrfwv+roehqHJ/dqpY+tAzf06Q0WllQ7Hvr95v9Ly\nCvTy1P6KDmlx0ddsbIqLi/Xhhx9a1p555hmb0wAAAAAAAADuh2YH0MwdLijRc8vStWjLfpmOplac\nI6aVv6YOaq9e7Vy3j0afmBA9MbGnnl+ern3Hih2O++FAvq556VvNubGfftY53GXXBwAAAAAAANB4\n0ewAmqnTZZV67dssvfJNporLHM+mqC64hbeuS4rRFV1ay8Oj5j05LkZESz89Oj5Rr6/J0uoMxzNM\nThSX65Y3Nuh/RnXVby6Pl3GB/UEAAAAAAAAANG00O4BmpqrK1CfbcvTM0l3KKyhx6hgfTw+N7RWl\ncb3aqoVP/e6X4ePloTsuj1eniEC9tW6fKqusp5tUmdLTX+7S9/tP6tkpvRXkV7v9QgAAAAAAAAA0\nHTQ7gGZkXeYxPZ6cqu05BU4fc2mncF0/IEZhgb71mOy/GYahkd3bKDYsQC8sT9eJ4nKHY5fuOKSM\nw2v16rT+6hQRZFtGAAAAAAAAAO7Do6EDAKh/WUdO6fa/b9aNr613utHRrU2QZk1M1G+HdbK10VFd\nl8ggPTGpp7q1qbmJkXWkSBPmrlVySq5NyQAAAAAAAAC4E2Z2AE3YiaIyvbgiQ++s36cKB8tBnatN\nSz/dNKi9kmJD3WIvjBB/Hz04NkH/2JCt5O15DscVlVXqt+9u1YzLOuq+UV3l5UkvFwAAAAAAAGgu\naHYATVBpRaXeXrdPL63IUEFJhVPHBPh66uf92mlkQqTbNQq8PDw0bUic4iMC9erqLJVWVDkcu2B1\nln44kK85N/VVeAPNSAEAAAAAAABgL5odQBNimqa+3J6nJ7/YqezjxU4d4+lhaFT3SE3q206Bfu79\nI+GS+HDFhPrr+a/Sa9xcfV3WMY2bs0YvT+2vPjEhNiYEAAAAAAAA0BDc6+3bAC7ad/tP6roF6/Sb\nd7c63egYGNdKz17bW9OGxLl9o+NHMa389fikRPWPDa1xXG5+ia57ZZ3+sTHbpmQAAAAAAAAAGkrj\nuLsJwKGck6f19Jc79el3B50+pmN4gKYNjlW3qJb1mKz++Pt46d6RXfTpdwf1web9crQbSVlllR74\nOEXfZZ/UIxN6yM/b09acAAAAAAAAAOxBswNopApLyvXyqky9vmZPjXtYVNcqwEc3DIjR0E7h8nCD\nzcfrwsMwNKlvtDqGB2ju17t1qtTx3iTvb96vtLwCzb+5n9qF+tuYEgAAAAAAAIAdWMYKaGQqKqv0\n7oZ9GvbsKs1flelUo8PP20PXJ8Vo9nV9dGnn1o2+0VFd75gQPT4xUbFhNTcxfupCSzcAACAASURB\nVDiQr3Fz1mhNxlGbkgEAAAAAAACwCzM7gEZk1a7DeiI5TemHTjk13jCkK7tG6Nr+7RTi71PP6RpO\nREs/PTo+Ua+vydLqGpoZJ4rLdcsbG/Q/o7rqN5fHy2hCTR8AAAAAAACgOaPZATQCO/MK9PiSNH1b\ni1kJvdoFa+qgWMW0ah7LNvl4eeiOy+PVKSJQb63bp8oq6508qkzp6S936fv9J/XslN4K8vO2OSkA\nAAAAAAAAV6PZAbixw4Ulmv1Vut7ftF8O7t2fp11oC908KFZ9YkLqN5wbMgxDI7u3UWxYgF5Ynq4T\nxeUOxy7dcUgZh9dqwdT+6hwZZGNKAAAAAAAAAK7Gnh2AGyopr9TclRka9swq/WOjc42Oli289auf\nddBTk3s1y0ZHdV0ig/TEpJ5KiKq5iZF1pEgT5q3Vkh9ybUoGAAAAAAAAoD4wswNwI1VVpj79PkdP\nf7lLufklTh3j7WloTM8oje/dVv4+fEv/KMTfR38ek6B/bNyv5BTHzYziskrd+d5WfX+go+4f1VVe\nnvSAAQAAAAAAgMaGO6OAm9i457hmLUnVDwfynT5maKdw3TAgRuGBvvWYrPHy8vDQtMGx6tQ6QAtW\nZ6m0osrh2FdXZynlQL7m3NSXP08AAAAAAACgkaHZATSwvUeL9NQXO/Xljjynj+kaGaSpg2PVKSKw\nHpM1HUPiw9Uu1F/Pf5WuvALHM2bWZR3TuDlr9PLU/s1+KTAAAAAAAACgMWG9FqCBnCwu06Ofp2rk\n7G+cbnREBPnq9yM666Fx3Wl01FJMK389PilRSbGhNY7LzS/Rda+s03sbsmWaTu4KDzRzcXFxMgzj\nvI+4uLiGjgYAAAAAAJoJZnYANiurqNLb6/fppRUZyj9d7tQxAT6emtS3na7qESlv9pS4aP4+Xrpn\nZBd9+t1BfbB5vxy1Msoqq/TnT1L03f4TenRCovy8PW3NCQBWCgoKtG3bNm3fvl3bt29XamqqDh8+\nrJMnT+rkyZOqqKhQixYtFBwcrOjoaMXHx6t3794aOnSoBg0aJC+vpv1rX1VVlfbs2aO9e/cqOztb\n+/fvV15enoqKilRUVKSSkhL5+/srJCREwcHBCgsLU2JiopKSktSmTZuGjg8AAAAAqKOm/a9ewI2Y\npqmlOw7pqS/StPdYsVPHeBqGRnaP1OR+0Qry867nhM2Dh2FoUt9odQwP0Nyvd+tUaYXDsYs2H1Ba\nbqFentpP7UL9bUz53/z9/XXttdc6rAFomkpLS7V27VqtWLFCK1eu1ObNm1VR4fhnliQVFhaqsLBQ\nBw4c0IYNG/Tee+9JkoKDgzVlyhTNmDFDSUlJdsSvV5WVlUpJSdHatWu1detWpaSkaMeOHSoudu7v\n13NFR0dr+PDh+tWvfqXLLrvMxWkBAAAAAHYwWKYF9cEwjB6Stv/4fPv27erRo0cDJmpYPxw4qVlL\n0rRxz3Gnj0mKDdVNA9srKqRFPSZr3g4XlGj28vQLNp9C/b310o19dWnn1jYlAxqXuLg47du377zX\nY2NjtXfvXvsDNWKlpaVatmyZPvjgA3322WfKz893+TWuuuoqPffcc0pMTHT5uevb3r179etf/1rr\n169XYWFhvVyjU6dOuvfeezVjxgx5eDCbEgAAAEDTt2PHjnP/jZhomuaOhspzsfgXHFCPDp48rXve\n/07j5651utHRITxA/zs2QX+4qiuNjnoW0dJPj4xP1OVdam5inCgu161vbNS8r3ezjweAevPFF18o\nMjJS48eP19tvv10vjQ5JWrZsmfr166dHH31UVVVV9XKN+pKXl6evvvqq3hodkrR792799re/1ZAh\nQ/Tdd9/V23UAAAAAAK5FswOoB6dKK/Tcsl0a9uwqfbItx6ljWgX46DeXx2vWxER1bxtczwnxIx8v\nD824rKN+ObSDPD0Mh+OqTOmZpbs04+0tKixxbq8VAKiNnJycemtwnKu8vFwPPfSQxo8fr9OnT9ty\nzcZm48aNGjBggF5++eWGjgIAAAAAcAJ7dgAuVFllatHm/XpuWbqOnip16hhfLw+N791WY3tFydeL\njbAbgnF2b5S4MH+9sCJDx4vKHI5dlnpIE+au1YJp/dU5MsjGlABwvrCwMLVv314tW7aUh4eHjh07\npry8PB0+fNip45csWaIxY8boyy+/lK+vbz2nbXwqKir029/+VqdOndJ9993X0HEAAAAAADWg2QG4\nyOr0I3oiOU0785xbWsOQdEXX1pqSFKNQf5/6DQendI4M0uMTE/XSygyl5Tr+/5h1tEgT5q3VM9f2\n1theUTYmBNCcGYahpKQkjR49WkOHDtWAAQMUGhpqOTYrK0srVqzQvHnz9P3339d43lWrVunXv/61\n3nrrrfqIbZuIiAhdcsklSkhIUNeuXdW1a1e1bt1aLVu2VHBwsKqqqpSfn68TJ05ox44d2rZtmz77\n7DOlpKRc8Nz333+/4uPjNXnyZBs+EwAAAADAxWCDctSL5rRBefqhQj2RnKZVu444fUxidLCmDmqv\n2LCAekyGi1VZZeq9jdlKTsm94NhfX9ZR94/qKi9PVgVE88UG5a7xf//3f7r99tvPez0hIUG/+MUv\ndOONN6pdu3a1Pu/HH3+sGTNm6OjRozWOW7RokaZMmVLr89tp/fr1GjJkiCQpKChIo0eP1vDhw3XZ\nZZepW7duF3XOrVu36k9/+pO++uqrGseFhoYqPT1d4eHhF3UdAAAAAHBXTWWDcpodqBfNodlxqrRC\nTyan6R8bs1Xl5LdRdEgL3TyovfrEhMgwHO8PAfewLvOoFqzOUmlFzRv4DukYpjk39VV4IEvAALh4\n5zY7Ro8erXvvvVcjRoyo87kPHDigcePG1bjhdrt27bR79263Xs4qJSVFs2fP1uTJkzVy5EiXZn3t\ntdd0xx131Lhp+913360XX3zRZdcEAAAAAHfQVJodvBUZuAinSit06xsb9e4G5xodQX5e+uXQOP3t\n573Ut30ojY5GYkh8uB6bkKg2Lf1qHLcu65jGzVmjbdknbEoGoCkbO3asNm/erOTkZJc0OqQzjYzk\n5GTFxsY6HHPgwAG3X8qqZ8+eeuONN3TNNde4vClz++23a+HChTWOWbhwoU6dOuXS6wIAAAAAXINm\nB3ARZn+Vri37Lnxj28vD0PjebfXC9X00snsbeXrQ5GhsYlr56/FJiUqKtV4X/0e5+SW6fsF6vbth\nn5gxB+BidOnSRatWrdLixYvVv39/l58/KipK77zzTo1j3nzzTZdftzG55ZZbNHHiRIf1wsJCLV26\n1MZEAAAAAABnsYwV6kVTXsYq88gpjZq9WhUXmNIxJD5MNw6IUeugmmcFoHGoMk199t1BLdq8Xxf6\nqTmlfzs9NjFRft6eLrl2UVGRkpOTLWtjxoxRQAB7vwBw3qRJk/Svf/3LsmYYho4cOaKwsDCbU7mP\n7du3q2fPng7rM2fO1Jw5c2xMBAAAAAD1q6ksY+XV0AGAxubxJWk1Njo6RwRq2uBYdY4MsjEV6puH\nYWhi32h1CA/Q3K9361RphcOxH2w5oLS8Ar18c3/FtPKv87WPHDmi6667zrK2Z88emh0AamX69OkO\nmx2maWrt2rUaP368zancR2Jiojp16qTdu3db1tPS0mxOBAAAAABwBstYAbXwTfoRrdx52LLW0s9L\nd1/ZWY+M70GjownrHROiJyYlKi6s5ibG9pwCjZu7RqvTj9iUDACcM3LkSPn4+Disp6en25jGPQ0Y\nMMBh7dChQzYmAQAAAAA4i5kdgJPKK6v02OJUh/VpQ+I0JL75LvvRnLQO8tMj4xP1xto9+qaGZsbJ\n4nLdunCj/ueqrvrN5fHyYM8WoE4qKyu1du1abd26Vd99951SU1N1/PhxFRQUqKCgQFVVVfL395e/\nv78CAwMVHR2tuLg4xcXFqWfPnho8eLDatm3b0J9Gg/P391fbtm21d+9ey3pOTo69gdxQZGSkw1pJ\nSYmNSQAAAAAAzqLZATjp3fX7tPvwKcta54hADaXR0az4eHloxmUdFd86UG+t26tKB0ubmab0zNJd\n+m7/ST13XW+19PO2Nyhgg7i4OO3bt++812NjYx3eUK+NtLQ0vfbaa3rvvfcu+K76/Px85efnS5Iy\nMjLOq7dv317Dhw/XlClTNGLECHl7N8/vycjISIf/b06dsv67rjnx9fV1WAsJCbExCQAAAADAWSxj\nBTjhRFGZZi8//6bZj24ZEifD4F37zY1hGBrZPVIPXdNdrQIcLwkjSV+lHtLEuWuVcajQpnRA41dQ\nUKB77rlHPXv21OzZs12yfFB2drYWLlyoMWPGKDIystne2K+srHRY8/T0tDGJe8rLy3NYa926tY1J\nAAAAAADOotkBOOGF5enKP11uWbu0U7g6RQTanAjupHNkkB6fmKiEqJr3ask6WqQJ89ZqyQ+5NiUD\nGq/vv/9eiYmJeuGFF2q8MV8XJ06cUEVFRb2c293VdDM/ODjYxiTuKTXV8bKVAwcOtDEJAAAAAMBZ\nNDuAC0g/VKh3NmRb1ny9PHTDwPY2J4I7CvH30YNjumtMz6gaxxWXVerO97bq8SWpqqissikd0Lhs\n375dw4YN0/79+xs6SpN05MgRHThwwGG9Q4cONqZxP7m5udq8ebPD+rBhw2xMAwAAAABwFnt2ADUw\nTVOPLU51uB/D+N5tL7h8EZoPTw9D0wbHqlPrAC1YnaXSCsfNjNe+3aOUnHzNvamfwgMdrw0PNDdF\nRUWaPHmyTpw44dT4oKAgxcXFKTAwUAEBASopKVFBQYHy8/OVl5en0tLSek7c+HzxxRc11nv27GlT\nEvf0t7/9TaZp/fd+QkKCLrvsMpsTAQAAAACcQbMDqMHKnYf1bcZRy1p4oI+u6dXW5kRoDIbEh6td\nqL+e/ypdeQUlDsetzzqua15ao/lT+6lf+1AbEwLu69lnn7XcWPxHHh4emjRpkiZPnqxhw4YpKsrx\nbKqKigqlp6crJSVF69ev1+eff67MzMz6iN2ovP322w5r/v7+GjBggI1p3MvatWs1b948h/UHHniA\nPboAAAAAwE2xjBXgQFlFlWYtSXNYv2lgrHy8+BaCtZhW/np8UqKSYmtuYuQVlOj6Bev0zvp9Dt9J\nDDQXZWVlmjNnjsN63759lZqaqg8//FA33XRTjY0OSfLy8lL37t11/fXXa/bs2dq9e7dSU1P117/+\nVREREa6O3yj88MMPWr58ucP62LFj5ePTPGcsfvPNNxo9erTDfVzGjh2radOm2ZwKAAAAAOAs7tQC\nDvx93V7tOVpkWevWJkiDO7ayNxAaHX8fL90zsouuT4pRTe8DLq809Zd/bdd9H/6gkvL62YgZaAxW\nrlypY8eOWdZ69OihNWvWqGvXrnW6RkJCgh555BFlZ2fr9ddfl69v81pG7r777quxPn36dHuCuJGc\nnBz95je/0bBhw1RYWGg5JjExUW+++aa9wQAAAAAAtcIyVoCFY6dK9eIK62VUDEm3DIljGQs4xcMw\nNLFvtDq2DtCclbt1qtT6HcOS9OGWA9qZV6CXb+6vmFb+NqYE3MOaNWsc1ubOnSt/f9d9X/j6+uqX\nv/yly87XGCxatEjLli1zWO/Zs6dGjx5tYyJ7VVZWqqCgQAUFBcrIyNC2bdv01VdfacWKFaqqcrzH\n0oABA7RkyRKFh4fbmBYAAAAAUFs0OwALz32VrsIS65vSl3dprQ7hATYnQmPXq12InpiUqNnLMxzO\nGJKk7TkFGjd3jV66oa8u69LaxoRAw3O0V0dERIQuv/xym9M0LYcOHdKdd95Z45gnn3yy0Tfy586d\nq7vuussl5/Lx8dF9992nhx56SN7e3i45JwAAAACg/rCMFXCOtNwC/XNjtmWthbenrh8QY3MiNBWt\ng/z08LgeuvwCTYyTxeW6deFGzft6N/t4oFk5ceKE5etxccymq4uqqirdfPPNOnr0qMMxY8aM0dix\nY21M5b5CQ0N11113KTMzU7NmzaLRAQAAAACNBDM7gGpM09Sjn6eqysH95Yl92irEv3lu3ArX8PHy\n0IzLOqpTRKDe/PdeVTr4YjNN6Zmlu9TC21NXtuMmL5oHT09Py9dLS0ttTtK0PPTQQ1qxYoXDenBw\nsF555RUbE7knwzA0ffp0Pfnkk4qMjGzoOAAAAACAWmJmB1DN0h2HtC7LenPciCBfje4ZZXMiNEWG\nYWhEQqQeuqa7WgXU3Dx7eulOHT5VblMyoGGFhYVZvp6amqrjx4/bnKZpWLRokWbNmlXjmJdeekkx\nMcxaNE1TCxcuVNu2bTV8+HAlJyc3dCQAAAAAQC3Q7ADOKq2o1BPJaQ7rUwfFytuTbxm4TufIID0+\nMVHdo1o6HFNSXqVXNxyyMRXQcDp06GD5enl5uf73f//X5jSN36ZNmzR9+vQax0yfPl233HKLPYEa\niaqqKq1cuVJjx45Vv3799MMPPzR0JAAAAACAE1jGCjjrjTV7lX282LLWPaqlkuJCbU6E5iDE30d/\nHpOgf2zM1pKUXMsxyzPy5RPVRWW56TanA+w1bNgwh7MQ5s+fL29vbz3xxBPy9/e3OVnjk5mZqXHj\nxun06dMOx/Tu3Vvz58+3MVX9i42N1ahRoyxrp0+f1smTJ3Xy5EkdOHBAVVVVFzzftm3bNGDAAD37\n7LMu2/gcAAAAAFA/aHYAkg4XlmjuygzLmmFItwyJZXNc1BtPD0NTB8cqxN9b727IthwTeuVtOvTu\n/TYnA+w1dOhQRUZG6tAh69lML774ohYtWqQZM2Zo+vTpio2NtTlh45CXl6errrrK4Z+jdKYpkJyc\nrBYtWtiYrP6NGzdO48aNu+C4U6dOacuWLfr666+1cOFCZWdb/+yVpLKyMt19990qKirSn/70J1fG\nBQAAAAC4EGvyAJKeXbpLRWWVlrUru0YoNizA5kRojkYnRik6xPrGo1+77vLvdqnNiQB7+fr66v77\na27q5ebm6uGHH1ZcXJz69++vv/71r1q5cmWNMxiak5MnT2rUqFHKyspyOCYiIkLLli1T27ZtbUzm\nXgIDA3X55Zfr4Ycf1p49e/TRRx8pOjq6xmMeeOABvf322zYlBAAAAADUFs0ONHvbc/L1wZYDljV/\nH09dl8SmrbDHjzM8HAm9Yrrk6W1fIKABzJw5U0OHDnVq7NatW/XYY49p+PDhCgkJ0eDBg3XPPffo\nww8/VF5eXj0ndT9FRUUaM2ZMjXtMBAcHa+nSperSpYuNydybh4eHJk+erB07dujaa6+tcexdd92l\nAwesf2cAAAAAADQsmh1o1kzT1COf75BpWtcn922nli24uQz79IkJUe92wZY1r+BItRww0eZEgL18\nfHz08ccfKzExsVbHlZWVacOGDXrhhRc0ZcoURUVFKTExUffdd5/Wr19fT2ndR2lpqSZOnKh169Y5\nHBMQEKDk5GT16dPHxmSNR3BwsP7xj39o8uTJDsfk5+frz3/+s42pAAAAAADOotmBZm1JSq427T1h\nWYsK9tOoHpE2JwKkqYNj5eFgi5jgwVPkERBibyDAZhEREVq/fr1uvPHGOp1nx44devbZZzVkyBB1\n7dpVL774ooqKilyU0n1UVFTouuuu0/Llyx2O8fX11b/+9S9dcsklNiZrfLy8vPTuu++qY8eODse8\n//77ys3NtTEVAAAAAMAZNDvQbJWUV+rJ5J0O61MHxcrLk28R2K9dqL+GJ1g32jx8/XXfW9/INE2Z\npqm4uDh7wwE2CQgI0Hvvvadvv/1Wl15a9/1q0tPT9fvf/17x8fF6/fXXXZDQPVRVVWnatGn67LPP\nHI7x8vLS+++/rxEjRtiYrPHy8/PT888/77BeVlam9957z8ZEAAAAAABncCcXzdZrq7OUc9J6Q9te\n0cHq2553z6PhXNu/nfx9PC1r72/er9SDBTYnAhrGz372M61evVo7duzQ/fffX+M77p1x6NAh3Xbb\nbRo/frwKCwtdlLJhmKapX//61/rnP//pcIyHh4feeustTZgwwcZkjd/48eNr3MB99erVNqYBAAAA\nADiDZgeapbz8Es1flWlZ8zCkaUNiZRgO1hECbNDSz1uT+kZb1kxTmrUkVaajzWaAJqh79+7629/+\npszMTO3bt09vvvmmfvGLXyg+Pv6izvf5559r0qRJKi8vd3FS+9x9990XnKXyyiuv6KabbrIpUdNh\nGIauueYah/XmsA8MAAAAADQ2NDvQLD395U6dLq+0rI1IiFS7UH+bEwHnG9WjjSJb+lrW/p15TMvT\nDtucCHAP7du316233qo33nhDu3fvVm5urj788EPdfffdtdrYfMWKFbr//vvrMWn9+eMf/6i5c+fW\nOGb27Nm6/fbbbUrU9PTu3dth7ciRI6qstP49AgAAAADQMGh2oNnZln1CH2/LsawF+Hrq2v7tbE4E\nWPP29NDNA2Md1p9ITlNZRZWNiQD31KZNG/385z/Xiy++qJSUFGVnZ+uFF15Qnz59LnjsvHnzlJWV\nZUNK13nkkUf09NNP1zjmscce0+9//3ubEjVNkZHWeydJZ5YQO378uI1pAAAAAAAXQrPDBoZh+BiG\nMcowjLsMw/iTYRi3Gobh+A6mc+ccZxjGw2c/bnRV1qbONE09ujjVYf3afjEK8vO2MRFQs6S4UCVE\nBVnW9hwt0tvr99mcCHB/MTEx+t3vfqdt27Zp2bJl6tq1q8Ox5eXlmjNnjo3p6ubZZ5/Vww8/XOOY\nP/7xj/rLX/5iT6AmLDAwsMZ6Y14CDQAAAACaIrdtdhiGEW0YxiTDMJ4yDGOlYRgFhmGY1T721uHc\nZh0/4mpxrTsk5Ur6UtJLkp6U9KakvYZhfH4xTQ/DMKIkvSvpobMfubU9R3P16XcHtS37pGUtOqSF\nRnSPsDkRUDPDMDRtcJwc7SDz4vJ0nSgqszUT0JiMHDlS//73v9WzZ0+HY5YuXWpjoos3f/583Xff\nfTWOmTlzpp566imbEjVthw/XvFTghZohAAAAAAB7uVWzwzCMoYZhfGwYRo6kA5I+lvRHScMkWb+1\n2Y0ZhjFb0suSWjkYco2kfxuG4fgtp9ae1k9/Hu+bprnq4hI2L8VlFXrqi50O61MHx8rLw62+JQBJ\nUofwAF3WpbVlraCkQi+uyLA5EdC4tGrVSm+88YbDelpamk6etG6Eu4s333xTM2fOrHHML3/5S730\n0ks2JWr68vLyHNZatGihoKBG96spAAAAADRp7nZnd4CkSZLaNnSQujIM4wZJ5y6WnSVpi6Tiaq+1\nlbTIMAwfJ887VNLUs0+LJP2hjlGbjVe+yVJeQYllrU9MiPrEhNicCHDe9QNi5Otl/SP77fX7tPvw\nKZsTAY1LUlKSEhISHNYPHTpkY5raWbRokW677TaZpulwzA033KDXXntNhuFoHhhq69tvv3VYi4+P\n588aAAAAANyMuzU7alJfd/J+kDSylh+O3+onyTAMD0nV15A4JukK0zTjTdNMktRG0jvV6r0kTbtQ\n0LPnnVvtpVmmaVrvtI3/knPytBZ8k2lZ8zQMTRtcpy1UgHoX6u+jCX2iLWuVVaaeSE6zORHQ+HTr\n1s1h7dixYzYmcd7ixYs1depUVVZWOhwzceJEvf322/JgdqLLFBcXa/ny5Q7rAwYMsDENAAAAAMAZ\nXg0dwIFCnZkBsUnSxrP/7SDp63q41gnTNB3/a/biDJdU/e75raZpfvPjE9M0Cw3DuFVSgqT+Z1/+\npaTXL3DeOyT1Ofs4XdLzronb9D31xU6VVlRZ1q7qEam2IS1sTgQ4L/dAtn5+RT8ZXj5qe9sr8go+\nf2+ZlTsP69uMI7q0s/VyVwBUYzPAx8epCZa2WrFihaZMmVLjRtijRo3S+++/Ly8vd/2VrnGaN2+e\nTp8+7bA+fPhwG9MAAAAAAJzhbm8B/FxSD0khpmkOM03zftM0PzRNc19DB6uly6o93mWa5pJzB5im\nWSVpdrWXkgzD8HN0QsMwwiQ9Vu2l35mmya7ETti897g+//6gZS3Q10uT+7WzORFwccyKMp345k2H\n9VmL01RRad3UAyDt2rXLYa1tW/daQXPdunWaMGGCSkqsl1+UpCuuuEKffPKJWzZqGrMDBw7o0Ucf\ndVgPCAjQhAkTbEwEAAAAAHCGWzU7TNPMNE0z9WwjoDHrUu3x2hrGVV8M2kdSXA1jn9BPG51/aprm\nlxcXrXmpqjL1yOepDuvXJbVToC/vhkXjUZy2WqU5Oy1ruw4V6v3N+21OBLjG6dOn9cknn6iqqn5+\nBdi8ebO2b99uWWvdurVbNTu2bdum0aNHq6ioyOGYIUOG6PPPP1eLFu43M/Hhhx+WYRgOP1atWnVR\n5922bZtrg1o4cuSIRo8erVOnHK+eessttygwMLDeswAAAAAAasetmh1NSPWdrmva3+PcWqjVIMMw\n+km67ezTEkn3XHy05uWjrQeUkpNvWYsJbaEru0XanAiou+MrX3NYe35ZugpKHC95A7ir0tJSTZ48\nWd26ddOCBQtqnNFQW4WFhZo+fbrD+tVXX+2ya9XVzp07NWrUKOXnW//dJUn9+vVTcnJys7vhPmnS\nJF1xxRUX3Sy5kJSUFF1xxRUOm2KS5O/vrwcffLBerg8AAAAAqBuaHfWj+i6iNf0Ze57zvOLcAYZh\nGDqzKfmP5/mbaZp76haveThVWqGnlzpesuSWIXHy9DBsTAS4RtnBXSpKXWVZO1ZUpnlf77Y3EOBC\nGRkZuuOOOxQTE6M77rhDK1asqHFz7gvZunWrBg0apB07djgcM2PGjIs+vyvt3btXI0eO1JEjRxyO\n6dGjh5YtW6aQkBCHY5qyb775RsOGDdOgQYM0e/ZsHThwoM7nPHjwoO69917169dPqamOZ4NK0lNP\nPaXo6Og6XxMAAAAA4Hqs31M/jld73L6GcefWjluMuUXSkLOP90p66uJjNS/zv96tI4WllrWk2FAl\nRgfbnAhwnROr3lKLzkPk4e17Xm3hmr26eWCs2of5N0AywDWOHj2qBQsWcTt75wAAIABJREFUaMGC\nBQoPD9fVV1+tAQMGqH///urTp48CAgIcHpubm6vly5dr0aJFWrx4cY3XmTBhgoYOHerq+Bflt7/9\n7QVv3vv5+enmm2+u9yxffuneq2Vu3LhRGzdu1B/+8AcNHjxYl156qfr06aO+ffuqS5cuNW5Gf/r0\naW3fvl1btmzRRx99pJUrVzq1fNp1112nmTNnuvLTAAAAAAC4EM2OswzDiJLUVlKApBOSjpqmmXuR\np0up9niYYRgeDvYhGV7tcaGk/5qxYRhGS0l/q/bSPaZpum5djyZs//Fi/d8a6wkwnh6Gbh4Ua3Mi\nwLUqC4+ocNMnCr7khvNqZZVVeurLNM2/uX8DJANc7+jRo3rnnXf0zjvvSJI8PDwUFham0NBQhYaG\nKigoSCUlJSosLNTevXtrXAKquqioKC1YsKA+o9dKcXHxBcds2bLFhiSNh2maWrdundatW/ef13x9\nfRUWFqbg4GAFBwcrMDBQxcXFKigoUEFBgXJycmo9W+jqq6/W3//+d52ZcAsAAAAAcEc0O6SehmFk\nSepwbsEwjDxJ30h6s5Ybgq+s9jhK0gxJL59z7paS7qv20jcWDZGHJf24qcRS0zT/VYsMzdoTyWkq\nq7B+l+boxDZqE+xncyLA9fLXf6h2w25SYen5X+vJKXnakHVMgzqGNUAyoH5VVVXpyJEjNS73dCHh\n4eFaunSpIiPZu6mpKS0t1cGDB3Xw4EGXnO/222/X/Pnz5eXFr80AAAAA4M7Ys0NqJYtGx1ltJF0v\n6QvDMLYahtHTmROaprlJ0rZqL71oGMb9hmFEGobhaxjGzyStkBRXbcy5zZDuku46+7RM0t3OXLs+\nGIYRYRhGj9p8SIpvqLzrs47pi+3W+8K3bOGtSX1ZaxtNg1leojGdWzqsz1qSpqoq08ZEQOPQt29f\nbdiwQT17OvXXOpqpNm3a6IMPPtCrr75KowMAAAAAGgGaHc7rK2mDYRhTnBx/l6Qf327trTPLUeVJ\nKpH0raSkamM/NU0z+Zzj5+inmTezTdNMv6jUrvFbSdtr+fFpQwStrDL1yOeONxe9PilG/j7csEDT\nMaBdC8U62JsjJSdfH2/LsTkRcHH8/f01c+ZMdejg6P0HdRcWFqb58+dr8+bN6tixY71dB/Vj0qRJ\nioqKqvfrRERE6JFHHlFGRoauvfbaer8eAAAAAMA1mnOz46ikNyVNldRLZ2Z4eEsKldRb0kxJ359z\nTAtJ7xiGcdmFTm6a5lpJt+unhocj6yTdWv2Fsw2VK88+zZH02LkHGYYRbxjGvYZhvGwYxkLDMB43\nDGO4YRieF8rWlC3avF9puQWWtdgwf13RpbXNiYD65WEYumWw4z1onlm6U8VlFTYmAi6Oj4+P5syZ\no6ysLO3YsUPPPPOMrrnmGoWHh9f53Jdcconmz5+v3bt36ze/+U2Nm1fDfc2ePVsHDx7Utm3b9OST\nT+rqq69WWJhrluoLCAjQ5MmT9d577yk7O1t//etfFRgY6JJzAwAAAADsYZhm41jixDCMKyR9Xe2l\nfaZpxl3kuW6W9IFpmmVOjJ0h6UVJvtVezpHUyZnNwg3DGCTpcUlXSKreiMiRNF/Sc6ZpllYb7y8p\nTVL7sy/daJrmP8+pvyjpV5Ksdsn8QdJ00zS3WdQuimEYD0t6qC7n2L59u3r06OGaQA4UlJRr2DOr\ndKzI+n/rX6/proQox0v+AO4q90C2fn5FP8vaR6u2Kqpdez23bJc27zthOebu4Z1178gu9RkRqFfp\n6enatGmT0tPTlZmZqczMTB06dEinTp3SqVOnVFZWpsDAQAUHB6tly5Zq3769evfurT59+mjw4MFq\n3779hS+CRisrK0ubN29Wenq6srKytGfPHuXk5KiwsFBFRUUqLi6WYRjy9fVVYGCgIiIi1KZNG3Xu\n3FkJCQkaOHCg+vXrx1JVAAAAAJqtHTt2KDExsfpLiaZp7mioPBerWf6rzjTNd2sxdoFhGEckfaCf\nZsJES7pT0nNOHL9B0gjDMEIlddSZ2SF5kjJN607Tn/VTo2PVOY0OX0lfSKppZkkvSasMwxhumubm\nC+Vz0nyd+fxrI142L2U1d+Vuh42OQR1a0ehAk3bzoFht239SlRZ7dLy6OlM3DoxRVHCLBkgG1F2X\nLl3UpQsNO1jr2LEjy5IBAAAAAJr1MlZOM03zY0lvn/PytFqe44RpmltM01xjmuZuq0aHYRjxkv7n\n7NMK/bRB+Y8e1k+NjnKdaYxESQqQNFpS5tlaS0nvGYbhkjubpmkeNk1zR20+qmWxxZ6jRVq4do9l\nzdvT0M2DeFcvmrY2wX4a1aONZa2kvEpPf7nL5kQAAAAAAACAfWh2OO/cWRy9DMOIdPE1XtBPy2XN\nM01z+48FwzDCJN1Tbew9pmk+aZpmnmmaxaZpfilpuKTCs/XOkm5xcT639fiSNJVXWi/JNrZnlFoH\n+dmcCLDf5L7RCvS1nrD3ybYcfbf/pM2JAAAAAAAAAHvQ7HCSaZopkg5Xe8mQ5LI1NQzDGCPpmrNP\nD+n8PTKu00+NkH2SXrbIuE9nlpz60XRX5XNnazKOannaIctaiL+3JvSJtjkR0DACfL00pX87h/VZ\ni1PVWPZpAgAAAAAAAGqDZkftHDjneWtXnNQwDB+dmdXxoz+Zppl/zrCh1R5/YZpmlYPTfVbtcb+z\n+3w0WRWVVXp0seO9cm4Y0F5+3p4O60BTMzwhUtEh1ivYbd53QktScm1OBAAAAAAAANQ/mh21U37O\nc28XnfcPOrPslCStk/SWxZjO1R7XtPh+WrXHPpLi6pTMzf1jY7bSD52yrMW3DtClncNtTgQ0LE8P\nQ1MHO96j5qkvdqqkvNLGRAAAAAAAAED9o9lRO+fu/nukric0DKOdpAfPPq2SNNNq83JJIdUeF9Rw\nynNroXWI59byi8v1/FfpDuu3DImTh2HYmAhwD31iQtWrXbBl7cCJ03pj7R6bEwEAAAAAAAD1i2aH\nk842JWLPeXm/C079rKSAs49fM01zq4Nx1Zetsl6jxrrmaLmrRu+FFek6UXzuZJszLokPU5fIIJsT\nAe5j6qBYeTjo9c3/OlNHCkvtDQQAAAAAAADUI5odzvvVOc/3m6aZUZcTGoZxhaTrzz49rp9meFg5\nUe1xhxrGnVs7YTmqkdt9+JTeXrfPsubj6aGbBjpexgdoDmJa+evKbpGWtVOlFXr+q5pWwwMAAAAA\nAAAaF5odTjAMI0Fn9tWo7l91PKeXpDnVXnrQNM1jNRySWu3xlTWMG1HtcbGkJrlezawlqaqoslrt\nSxrXO0phgU16X3bAKVP6t5O/j6dl7f1N+5WWW9OKeAAAAAAAAEDj0ayaHYZh9DEM4x7DMPxrc4yk\nLyVVXxPptKSn6hjnTkmJZx9vlfTqBcZ/U+1xX8MwRp474OzndXe1l/5tmmZFnVK6oa93HdaqXdbb\npbQK8NG43m1tTgS4p5YtvDWpb7Rlrco80zS03iIIAAAAAAAAaFy8GjrAuQzDGCrrPSl6n/PczzCM\nERbjJOmgaZqpFq+HSHpe0oOGYXws6RNJm0zTPHpOBkNnGhG3S/q1pHOnCTxgmubBmj8TxwzDiJD0\nyNmnps5sSn6hvTU+0pmZID/uOvyuYRjXmqa5+uw5wyS9LSmu2jGvX2xGd1VeWaVZi63+155x08D2\n8vWyfic70FiFtArTrJesv51DWoXVeOyoHm20PO2QDhWcv0fH2t3HtCLtsEZ0t17uCgAAAAAAAGgs\n3K7ZIeldnb8RuJVISV85qL0laXoNx4bpTCPjdkkyDOOQpKOSCiUFSoqWFOrg2OdM03zRiXw1eUo/\nNS3+bprmugsdYJpmsWEY/yvppbMvtZb0jWEYmZLyJfXQfzdl1klaVMecbuftdfuUeaTIstY5IlCX\nxNd84xdojFr4B+jKMRMu6lhvTw/dNDBWs5enW9afSE7TZV1ay8erWU30AwAAAAAAQBPD3a0zInWm\nWTBYZ2Z0WDU6CiRNNU3zf+pyIcMwBuqnRky+pD/W4vC5kt4557V4Sf30342OfZJucmK2SKNyvKhM\nLzi4YStJt14SpzOTcgBUNyAuVAlRQZa1rKNFemf9PpsTAQAAAAAAAK7V3JodKTrTXPhS0nEnj9kp\n6X5JcaZpvluXixuG4aEzDYsf78g/bJrmIWePN88srn/r2TyFDoZ9LOkS0zT31iGqW5r9VboKSqy3\nILm0c7jiWwfanAhoHAzD0LTBcXLUCnxxRYZOFpfZmgkAAAAAAABwJbdbxso0zbh6PPcxSU+f/ZBh\nGLGSOktqrzOzOVpIKpF0QlKupA1nj3GVGEnJZz/KdKbxUStnZ2s8YxjGXElX6kx+P0kHJX1tmuZ+\n18V1H7vyCvXuBut3n/t6eeiGAe1tTgQ0Lh3CA3RZl9b6Jv3IebX80+V6YXmGHh7fowGSAQAAAAAA\nAHXnds0OO5mmuU9nlnyy83oPu+hcpyUtccW53J1pmnpscaqqTOv6hD7RahXgY28ooBG6LilG67OO\nqbTi/BXu3lm/T9OGxDJDCgAAAAAAAI1Sc1vGCo3Q8rTDWrP7qGUtPNBHY3tG2ZwIaJxaBfhofO+2\nlrWKKlNPLEmzOREAAAAAAADgGjQ74NZKKyr1+JJUh/WbB8XKx4svY8BZ1/RqqzAHM6FW7DysNRnW\njUUAAAAAAADAnXGXGG7trX/v1d5jxZa1bm2CNKhDK5sTAY2bj5eHbhzoeI+bWUtSVelozTgAAAAA\nAADATdHsgNs6eqpUc1bstqwZkm4ZEifDMOwNBTQBl8SHqVOE9d4cO/MK9f6m/TYnAgAAAAAAAOqm\nWW9QDvf23LJdKiytsKxd0bW1OoQH2JwIaBjHjx3Rcw/90bL2h0f+plZhrWt1PsMwNG1wrB76bIdl\n/bllu3RN7yi19POudVYAAAAAAACgIdDsgFvacTBf/3Tw7vIW3p66LinG5kRAwyk9fVpff/mZZW3m\nnx6+qHN2iQzSkPgwrcs8dl7tWFGZ5n29Ww+MTriocwMAAAAAAAB2YxkruB3TNPXo56kyHWwbMLFv\ntEL8rTdYBuC8Gwe0l7en9VJwC9fsVbaD/XIAAAAAAAAAd0OzA27ny+152rDnuGUtsqWvRie2sTkR\n0DS1DvLV2J5RlrWyyio99WWazYkAAAAAAACAi0OzA26lpLxSjyc7vsF686BYeXvyZQu4yvje0Qpp\nYb03R3JKnjY6aDwCAAAAAAAA7oS7xnArr6/ZowMnTlvWerRtqaTYUJsTAU1bC5+a98B5bHGqqqoc\nrCkHAAAAAAAAuAmaHXAbhwtKNO/r3ZY1w5CmDY6VYVjvLwDg4l3epbViw/wtayk5+fpkW47NiQAA\nAAAAAIDaodkBt/H00l0qLqu0rF3ZNUKxYQE2JwKaBw8PQ9MGxzqsP710p4rLKmxMBAAAAAAAANQO\nzQ64hZQD+fpwywHLmv8FltkBUHc92gY7XCbuUEGpFnyTZXMiAAAAAAAAwHk0O9DgTNPUI5/vcFif\n3LedWjrYQBmA69w0qL08PayXiluwOlO5+db76QAAAAAAAAANjWYHGtziH3K1ed8Jy1pUsJ9G9Yi0\nORHQPEUFt9Co7tbfbyXlVXrmy102JwIAAAAAAACcQ7MDDaqkvFJPfbHTYX3qoFh5efJlCthlUr92\nCvT1sqx9vC1H3+8/aXMiAAAAAAAA4MK4i4wG9erqLOWctF4ap1d0sPq2D7E5EdC8Bfp66dr+7RzW\nH1ucKtM0bUwEAAAAAAAAXBjNDjSYvPwSvbwq07LmYUjThsTKMKz3DwBQf4YnRKhtiJ9lbfO+E0pO\nybM5EQAAAAAAAFAzmh1oMH/7cqdOl1da1kYkRKpdqL/NiQBIkpeHh6YOinVYf/KLNJU4+N4FAAAA\nAAAAGgLNDjSIrdkn9Mm2HMtagK9njcvoAKh/fWJC1Cs62LJ24MRpLVy7195AAAAAAAAAQA1odsB2\nVVWmHv081WH92n4xCvLztjERgHMZhqGpg2PlaCW5eV/v1pHCUntDAQAAAAAAAA7Q7IDtPv0+R9/t\nP2lZiw5poRHdI2xOBMBKTCt/De9m/f14qrRCz3+VbnMiAAAAAAAAwBrNDtiquKxCf/til8P6tMGx\n8vLgyxJwF1P6x6iFt6dl7f1N2dqZV2BzIgAAAAAAAOB83FWGrV5Zlam8ghLLWt+YEPWOCbE5EYCa\ntGzhrUl9oy1rVaY0a3GaTNO0ORUAAAAAAADw32h2wDYHThRrweosy5rn2f0BALifqxPbKCLI17K2\nZvdRrdx52OZEAAAAAAAAwH+j2QHbPPXFTpVWVFnWRvWIVNuQFjYnAuAMb08P3TSovcP648lpKq+0\n/t4GAAAAAAAA7ECzA7ZIycnX4h9yLWtBfl6a3K+dzYkA1MbAuFbq1ibIspZ1pEjvrN9ncyIAAAAA\nAADgJ14NHQDNwyurMiW1sqxN6R+jAF++FAFHfFu00LCrxzus2cEwDE0bHKu//Gu7rHboeGF5hib1\njVaIv48teQAAAAAAAIDquMMMW6QfKpRP6/ObHTGt/HVlt4gGSAQ0Hq3CWuvxuW80dAx1bB2oSzuH\na3XG0fNq+afL9eKKDD00rkcDJAMAAAAAAEBzxzJWaFC3DI6Vp4fR0DEAOOn6Ae3l62X9V8fb6/Yp\n88gpmxMBAAAAAAAANDvQgJJiQ5UYHdzQMQDUQqsAH43v3dayVlFl6oklaTYnAgAAAAAAAGh2oIF4\neRiaOji2oWMAuAhje0WpVYD13hwrdh7WGotlrgAAAAAAAID6RLMDDWJ0YhtFtvRr6BgALoKvl6du\nHNjeYX3WklRVVlltYw4AAAAAAADUD5odsF1wC29N7Bvd0DEA1MEl8WGKbx1gWduZV6j3N+23OREA\nAAAAAACaM5odsN31STHy9/Fq6BgA6sDDMHTLkDiH9ee/2qXCknL7AgEAAAAAAKBZo9kBW8WF+evy\nLq0bOgYAF+gSGaQhHcMsa0dPlWne15k2JwIAAAAAAEBzRbMDtrp1SJw8PIyGjgHARW4c2F7entbf\n02+s2aP9x4ttTgQAAAAA/8/enUfpWdd34/9cM5NZsk4m60w2IIQ1JGEJCCoFREUFgitUa+152j5P\nT3/W/jz2edrf0/5+2sfaipZaWwgiitpqtVbaoig7GfZFVlFIyGTfV7Ivk5m5fn8klHFy3UOWmeve\nXq9zcrzv+33f97zBcwiHd77XBUA1ci0hcnPBiS1xWuvIYteAsrN3z+54ov3+zOzCSy6PpqHZ987I\nw7gRDfHes1rjjhfWHpZ1dvfEF+9aGDd97JwiNAMAAACgmhg7yEVdbRIfu2BqsWtAWdq2dUv8xad+\nNzO7vf25oo4dERHzZk+K9kWbYvvew+/R8dOX1sXvLN8ac09oKUIzAAAAAKqFy1iRi9+YMT7GjWgs\ndg1gEDTV18ZHzptSMP/8nS9HT0+aYyMAAAAAqo2xg1xcepqbkkMlu+SUcTGtZWhm9ovV2+M/X1iT\ncyMAAAAAqomxg1w01NUWuwIwiGpqkvitt0wrmH/p7kWxp7Mrx0YAAAAAVBNjBwADYuakUXHutNGZ\n2fod++LrDy/NuREAAAAA1cLYAcCA+dj5U6M2STKzWx5aGuu378u5EQAAAADVwNgBwIBpbW6Kd505\nITPbe6A7vnTPwpwbAQAAAFANjB0ADKgPnDM5hjfUZWb//tya+MXqbTk3AgAAAKDSGTsAGFDDG+ri\ng+dMLph//s6XI03THBsBAAAAUOmMHQAMuMvPGB9tzY2Z2c+XvxZ3/XJ9zo0AAAAAqGTGDgAGXF1N\nTXzsgmkF87+565XYd6A7x0YAAAAAVDJjBwCD4uwpzXHWpFGZ2aqte+Pbjy/PtxAAAAAAFcvYAcCg\nSJIkPv6WaZEk2fmND3bE5l378y0FAAAAQEUydgAwaKa0DI3LTh2fme3a3xV/d9+rOTcCAAAAoBIZ\nOwAYVB8+b0o0DanNzH7w9MpYuH5Hzo0AAAAAqDTGDgAG1aimIXHN2ZMys5404gs/fSXSNM25FQAA\nAACVxNgBwKB7z8yJMX5EQ2b2yOLNsWDRxpwbAQAAAFBJjB0ADLohtTXx0fOnFsz/6qevxIHunhwb\nAQAAAFBJjB0A5OL8E1vitIkjMrOlm3bHd59ckXMjAAAAACqFsQOAXCRJEr/1lmkF87+/f3Fs29OZ\nYyMAAAAAKoWxA4DcTB83PC6eMTYz2773QHz1gcU5NwIAAACgEhg7AMjVtXOnRkNd9m8///zEiliy\naVfOjQAAAAAod8YOAHLVMqw+rprdlpl19aTxNz97JedGAAAAAJS7umIXAKB/rZOnxuMdm4tdY0Bd\nOas1Hly4MbbuPvweHfe/sjEe69gcbz05+3JXAAAAANCXkx0A5K6hrjaumzulYP75O1+O7p40x0YA\nAAAAlDNjBwBF8daTx8b0ccMys4Xrd8YPn1mVcyMAAAAAypWxA4CiqEmS+PhbTiiY33Dvoti570B+\nhQAAAAAoW8YOAIrm1Ikj4i0ntWRmm3d1xvz2JTk3AgAAAKAcGTsAKKqPnj81htQmmdk3H10Wq7bu\nybkRAAAAAOXG2AFAUY0b0RjvmdmamXV29cQX716YcyMAAAAAyo2xA4CimzenLUY2DcnMfvqLdfHM\n8q05NwIAAACgnBg7ACi6ofV18ZHzJhfMP3/ny9HTk+bYCAAAAIByYuwAoCRcesr4mNoyNDN7cfX2\nuOPFNTk3AgAAAKBcGDsASty61SvjopPHZv5at3plsesNmJqaJD7+lmkF8y/dvSj2dnbn2AgAAACA\ncmHsAKBkzJw0Ks6ZOjozW7d9X3z94aU5NwIAAACgHBg7ACgpv3XB1KhNkszsaw8tifXb9+XcCAAA\nAIBSZ+wAoKS0NjfFO8+ckJntPdAdX75nUc6NAAAAACh1xg4ASs4Hz54cwxpqM7Pbn1sdL63ennMj\nAAAAAEqZsQOAkjO8sS4+dM7kgvnn73w50jTNsREAAAAApczYAUBJuvyMCdE2qjEze3r51rj7l+tz\nbgQAAABAqTJ2AFCS6mpq4mMXTCuY/81dC2N/V3eOjQAAAAAoVcYOAErW2VObY+akUZnZyq174tuP\nLc+3EAAAAAAlydgBQMlKkiQ+/pZpkSTZ+Y0PdsTmXfvzLQUAAABAyTF2AFDSprYMjctOHZ+Z7dzf\nFV+579WcGwEAAABQaowdAJS8D507OZqG1GZm3396ZSxcvyPnRgAAAACUEmMHACWveWh9XDOnLTPr\nSSO+8NNXIk3TnFsBAAAAUCqMHQCUhStmtsa44Q2Z2SOLN0f7q5tybgQAAABAqTB2AFAW6utq4qMX\nTC2Yf/X+xU53AAAAAFQpYwcAZeOCE1vi1AkjMrMXVm2LJ5ZuybkRAAAAAKXA2AFA2UiSJD5+4bSC\n+fwFS3JsAwAAAECpMHYAUFamjxsesyePyswe7dgcL6zalnMjAAAAAIrN2AFA2blmzqSC2fwFHTk2\nAQAAAKAUGDsAKDuntY4seO+Oe1/eEK9u2JlzIwAAAACKydgBQFm65uy2gtnN7e7dAQAAAFBNjB0A\nlKXZk5tj2pihmdmPX1wbK7fsybkRAAAAAMVi7ACgLCVJUvDeHd09adzysNMdAAAAANWirtgFAOhf\nc8uY+Kt/+GbBrJqdf0JLtI5qjHXb9x2W/dszq+OP3zEjxo9sLEIzAAAAAPJk7AAocU1Dh8Vl751X\n7BolqaYmiatnt8UtDy89LOvs7olvPLos/vd7Ty9CMwAAAADy5DJWAJS1t508NsYMq8/Mvvvkiti2\npzPnRgAAAADkzdgBQFmrq62JK2e1ZWZ7Orvj248vz7cQAAAAALkzdgBQ9i49bVyMbMy+MuO3Hlse\nu/Z35dwIAAAAgDwZOwAoew11tfGes1ozs+17D8T3n1qZcyMAAAAA8mTsAKAivOuMCdE0pDYzu/WR\npbHvQHfOjQAAAADIi7EDgIowtL4u3n3mhMxs4879cftzq3NuBAAAAEBejB0AVIwrZrZGfW32b21f\ne2hJdHX35NwIAAAAgDwYOwCoGKOahsRlp43PzFZt3Rt3/mJdzo0AAAAAyENdsQsA0L+tWzbFDZ/9\n08zsM395fbSMGZdzo9J25azWuO/lDdGdpodl89s74urZbVFTkxShGQAAAACDxdgBUOL2790bC+7+\ncWb2yT/7XL5lysCY4Q3x9hljo/3VTYdlr27YFfe/siHedebEIjQDAAAAYLC4jBUAFefq2W1R6OzG\nTe1LIs049QEAAABA+TJ2AFBxWpub4oKTWjKzF1dti8eXbMm5EQAAAACDydgBQEWaN2dSweymBR05\nNgEAAABgsBk7AKhIJ4wZFnOmNGdmjy/ZEs+tfC3nRgAAAAAMFmMHABXrmn5Od8xfsCTHJgAAAAAM\nJmMHABXr1Ikj4rSJIzKz+1/ZEAvX78i5EQAAAACDwdgBQEXr73THze1OdwAAAABUAmMHABVt1uRR\nceLYYZnZT15cGyu27M65EQAAAAADzdgBQEVLkiTmzWnLzHrSiK89tDTnRgAAAAAMNGMHABVv7gkt\n0dbcmJnd/uzqWL99X86NAAAAABhIxg4AKl5NksTVs7Pv3dHZ3RPfeMTpDgAAAIByZuwAoCq89eQx\nMXZ4fWb2vadWxmu7O3NuBAAAAMBAMXYAUBXqamriqlnZ9+7Ye6A7vvX48nwLAQAAADBgjB0AVI1L\nTh0fI5uGZGbffmxZ7NrflXMjAAAAAAaCsQOAqlFfVxPvmzkxM9uxryu+9+SKnBsBAAAAMBCMHQBU\nlcvPmBBD62szs1sfWRb7DnTn3AgAAACA42XsAKCqDK2vi3efmX26Y/Ou/fFvz67OuREAAAAAx8vY\nAUDVuWLmxGioy/4t8JaHlsSB7p6cGwEAAABwPIwdAFSdkY1D4rLTxmdmq1/bGz95cW3OjQAAAAA4\nHsYOAKrS+85qjdqaJDOb374kenrSnBsBAAAAcKyMHQBUpTHDG+KerQQOAAAgAElEQVTiGeMys46N\nu+Lelzfk3AgAAACAY1VX7AIA9K+hqSkuveLqghnH7qrZrdH+6sZIMw5xzG/viHefOSGSJPv0BwAA\nAAClw9gBUOJaxoyLL9x4W7FrVKTWUU3xlpPGxBNLthyW/WL19ni0Y3O8vcDpDwAAAABKh8tYAVDV\n5s1uK5jd+GBHjk0AAAAAOFbGDgCq2rQxw+Kcqc2Z2VPLtsYzy7fm3AgAAACAo2XsAKDqzZszqWA2\nv31Jjk0AAAAAOBbGDgCq3ikTRsQZrSMzswcXboxfrd2ecyMAAAAAjoaxAwAiYt6cwvfuuNnpDgAA\nAICSZuwAgIg4a9KoOGnssMzspy+ti6WbduXcCAAAAIAjZewAgIhIkiSuKXDvjjSNuOWhpTk3AgAA\nAOBIGTsA4JBzTxgdk5qbMrN/f351rN22N+dGAAAAAByJumIXAKB/e/fsjifa78/MLrzk8mgamn3p\nJY5eTZLEvDltMT/jHh0HutO49ZGl8dmrzixCMwAAAAD6Y+wAKHHbtm6Jv/jU72Zmt7c/Z+wYYBdO\nHxP/9szq2LRr/2HZ959eGZ+89OQYM7yhCM0AAAAAKMRlrACgl7qamrhqdmtmtu9AT3zrseX5FgIA\nAADgTRk7AKCP3zhlfIxqGpKZfeeJ5bFj34F8CwEAAADQL2MHAPRRX1cT7zsr+3THzn1d8d0nV+Tc\nCAAAAID+GDsAIMPlp0+IYfW1mdk3H1kWezu7c24EAAAAQCHGDgDI0FRfG++eOTEz27K7M374zKqc\nGwEAAABQiLEDAAq44syJ0VCX/VvlLQ8tic6unpwbAQAAAJDF2AEABYxoHBLvOH1CZrZ2+76444U1\nOTcCAAAAIIuxAwD68b6zWqOuJsnMbn5oSXT3pDk3AgAAAKAvYwcA9KNlWH38xinjMrOlm3bHPb9a\nn3MjAAAAAPoydgDAm7hqdlsk2Yc74qYFHZGmTncAAAAAFJOxAwDexISRjXHRSWMys1+t3REPvbop\n50YAAAAA9GbsAIAjcPWcSQWz+QuW5NgEAAAAgL6MHQBwBKa2DI1zp43OzJ5evjWeXrY150YAAAAA\nvM7YAQBHaN7stoLZ/PaOHJsAAAAA0JuxAwCO0IwJI+LMtpGZWfuiTfHLNdtzbgQAAABAhLEDAI7K\nNf3cu+PmdvfuAAAAACgGYwcAHIUz20bG9HHDMrOf/XJdLNm0K+dGAAAAABg7AOAoJElS8HRHmkZ8\nzekOAAAAgNwZOwDgKJ0zbXRMHt2Umf3H82tizba9OTcCAAAAqG7GDgA4SjVJEvMKnO7o6knj1oeX\n5twIAAAAoLoZOwDgGFx40pgYP6IhM/v+0ytj8679OTcCAAAAqF7GDgA4BrU1SVw1uy0z29/VE7c9\nuiznRgAAAADVq67YBQDoX+vkqfF4x+Zi1yDDxTPGxe3PrY5tew4clv3zEyvif/zG9BjVNKQIzQAA\nAACqi5MdAHCM6utq4n1ntWZmO/d3xXefXJFzIwAAAIDqZOwAgONw+ekTYlhDbWb2zUeXxd7O7pwb\nAQAAAFQfYwcAHIfGIbVxxZnZpzu27u6MH/x8Zc6NAAAAAKqPsQMAjtMVZ06Mhrrs31K//vDS6Ozq\nybkRAAAAQHUxdgDAcRreWBfvPGNCZrZu+774z+fX5NwIAAAAoLoYOwBgALz3rNaoq0kys5sfWhLd\nPWnOjQAAAACqh7EDAAbA6KH1ccmp4zKzZZt3x12/XJdzIwAAAIDqYewAgAFy5ay2KHC4I25asCTS\n1OkOAAAAgMFg7ACAATJhZGNcNH1sZvbKuh3RvmhTzo0AAAAAqkNdsQsA0L91q1fGBy85JzO7vf25\naJ08NedG9Ofq2W3xaMfmzOzGBR1xyanjIkkKHP8AAAAA4Jg42QEAA2hKy9A4b9rozOzZFa/F08u2\n5twIAAAAoPIZOwBggM2bM6lgdlP7khybAAAAAFQHYwcADLCTxw+PmZNGZWYPv7opXlq9PedGAAAA\nAJXN2AEAg+CaOW0Fs/ntHTk2AQAAAKh8xg4AGARntI6MGeOHZ2Z3/2p9dGzcmXMjAAAAgMpl7ACA\nQZAkScF7d6RpxM3tS3NuBAAAAFC5jB0AMEjOntocU1qGZmb/+cKaWLV1T86NAAAAACqTsQMABklN\nksS82dn37ujuSePWR5zuAAAAABgIxg4AGERvOWlMTBjZkJn94OerYuPOfTk3AgAAAKg8xg4AGES1\nNUlcVeB0R2dXT9z26PJ8CwEAAABUIGMHAAyyi2eMi9FDh2Rm331yRWzfcyDnRgAAAACVxdgBAINs\nSG1NXDkr+3THrv1d8U9PLM+1DwAAAEClMXYAQA4uO218DG+oy8xue2xZ7OnsyrkRAAAAQOUwdgBA\nDhqH1MZ7Zk7MzF7bcyC+//SqnBsBAAAAVA5jBwDk5F1nTozGIdm/9d768NLY39WdcyMAAACAymDs\nAICcDG+oi3eePiEzW79jX/zHc2tybgQAAABQGYwdAJCj957VGkNqk8zs5oeWRFd3T86NAAAAAMqf\nsQMActQ8tD4uOXV8ZrZiy5742S/X59wIAAAAoPwZOwAgZ1fNao2a7MMdMX9BR6Rpmm8hAAAAgDJn\n7ACAnI0b0RhvPXlsZrZw/c54cOHGnBsBAAAAlLe6YhcoFUmSNEbERRFxWkSMjojOiFgdEU+labr0\nOL+7PiIujYhTImJYRKyLiPY0TVccx3deFRHnHnq6KE3T7x9PRwDyNW/2pHh08ebIOsNx44KOuOy0\n8ZEkBY5/AAAAAPBrSnbsSJJkUkScHxEXHPrf8yJiRK+3rEjT9IQB+DnjIuKzEfE7cXCIyHrPsxHx\n+TRN7ziG7/+DiPhCRLRkZHdGxCePdvRIkqQ1Ir4Xb/z9uPRoewFQXJNGN8XcE1ri6eVbD8ueX7kt\nnly6NS6cPqYIzQAAAADKT0mNHUmSvDUiPhMHB462HH7eJRHxbxGRfS2RN5wbEf+ZJMk/RcTvp2na\neYTf/5WI+L/7ecuVEXFOkiSXpWm66Ei+85AvxRtDx7+madp+FJ8Fykxzy5j4q3/4ZsGM8nX1nLbM\nsSMiYn57h7EDAAAA4AiV1NgREXMj4v15/KAkSd4WET+LiKY+0baIWBYHL2U1JSJqe2W/HRHDkyT5\nUPomd49NkuS6OHzoWBoRr0XE6REx9NBrbRHxwyRJ5h7JiHJoEPqtQ093x8FxCKhgTUOHxWXvnVfs\nGgyC6eOGx6xJo+IXa7Yflj2yeHO8uGpbzJ7SXIRmAAAAAOWlnG5QvmugvihJktER8a/x60PHioi4\nJiJa0jQ9J03TEyPihIi4pc/HPxARn36T76+JiC/2emlLRFySpun0NE3Pi4iJEfHdXvmsiPj4EfSu\niYgbe730V2marnmzzwFQuuadPalgNr+9I8cmAAAAAOWrVMeOnRHRHhFfjogPx8HR4aoB/P7/Gb9+\nmaxlEXFRmqZ39D6xkabp6jRN/yAi/rzP5/+/Q4NJIe+IiGm9nn8iTdOHen3vzoj4REQ82+s9/+0I\nev9BRMw59PjViPi7I/gMACXs9Ikj4pQJwzOze361IRZv2JlzIwAAAIDyU2pjx08i4syIaE7T9NI0\nTf9XmqY/OtobePfn0A3J/6jPy7+fpunafj72NxHxcK/noyLiT/p5/8W9Hi9K0/Snfd+QpmlPRHyl\n10vnJUnSWOgLkyQZExGf7/XSHx/pvUMAKF1JksS8OYVPd9zcviTHNgAAAADlqaTGjjRNl6Rp+vKh\nIWCwXBcRvf8I7cNpmj7wJr3SiPjLPi//tyRJkgIfOaXX48f6+epHej2uj4MnWAr564hoOfT4jjRN\n7+7nvQCUkbOnNMfUlqGZ2R0vro1VW/fk3AgAAACgvJTU2JGTvnf5/eYRfm5BHLzc1esmRsRbCry3\n991k1/fznX2zzEtjJUlyTkT83qGn++JN7hkCQHlJkiSumdOWmXX3pHHLw053AAAAAPSnqsaOJEmG\nx69fYioi4t4j+eyh0x3393n5ygJv7+71uL+/x7V9nnf1fcOh0yM39vqe69M0Xdb3fQCUtwtOHBMT\nR2ZfzfCHz6yOjTv25dwIAAAAoHxU1dgRB+8HMqTX82VpmvZ38qKvvpekmpP5roitvR5P7ef7+mZb\nM97z2xFx4aHHyyPii/18HwBlqqYmiatnZ5/u6OzqiW8+aucGAAAAKKTaxo7T+zx/+Sg/3/f9fb/v\ndS/1enxpkiSF/j6/o9fjnfHrl8mKJElGRsT1vV76dJqm/mgvQIV6+4yx0TKsPjP77pMrYtuezpwb\nAQAAAJSHumIXyNmpfZ6vOsrP933/tCRJGjMGiAd7PW6NiP8RETf3fsOhIeN/9nrpoYwbs38uIiYc\nenxPmqb/eZR9gQqwdcumuOGzf5qZfeYvr4+WMeNybsRgqautiStntcY/PbHisGx3Z3d85/EV8ceX\nzyhCMwAAAIDSVm1jx/g+z1cf5ec3xMH7arz+960mIsZExJreb0rT9OdJkjwfEWcfeumrSZKMiIjv\nRMS2iJgbEV+JiBN6fazvGHJGRPzRoaedEfGpo+wKVIj9e/fGgrt/nJl98s8+l28ZBt2lp46P/3h+\nTezcd9htnOJbjy+L33v7iTGsodp++wYAAADoX7X915LhfZ7vPpoPp2maJkmyNyJG9POdr/ujiHg4\nDg4iQ+Lg5aiuL/DeO9I0/Vmf1/4x3vj/5ytpmr56NF0HUpIk4yPiaP/o+PTB6AJQ6RqH1MZ7ZrbG\nD585/PDhtj0H4vtPr4zfe/tJRWgGAAAAULqqfew4lvtfHNHYkabpY0mS/H5E3Br93xvliYj4RO8X\nkiT5cERcdujpmoj4fN8PJUkyPSLmRcSMiGiMiLVx8PJZ7Wmadh/RX8mR+8OI+OwAfycABbzrjAnx\nkxfXxt4Dh//j/OsPL42PXzgtGupqi9AMAAAAoDRV2w3KG/s8P5Y7ve7v87yp0BvTNL0tIi6KiAci\nou9/sVoTEX8eEZemabr99ReTJBkaEX/b631/kqbp7t55kiS3RsTiiLghIv4gIn4nIv53RNwfEc8l\nSXJ2AFC2hjXUxTvPmJCZbdy5P25/dk1mBgAAAFCtqm3s6HuSo/4YvqPhTb7z16Rp+lSappfHwctA\nnRcRb4+DpzGmpGn612ma9h1P/ndETD30uD1N0x+8HiRJ0hARd0XE70VEUuBHzoqI9iRJzjuSvxgA\nStN7Zk6MIbXZ/6j/2kNLoqu7J+dGAAAAAKWr2i5jtavP874nPY5E35Mcfb8zU5qmr0XEs/2959Cl\nqf7k0NOueOMG5a/7XERcfOjxgTh4aalvRcSOQ6/fGAfvlTEyIv4lSZLZaZruPZJ+b2J+RPzbUX5m\nekTcMQA/G6AqNQ+tj0tPHR/3vrzhsGzl1j3x05fWxbw5k4rQDAAAAKD0VPvYMexoPpwkSRLHOHYc\nob+PN06O3JSm6S97/ewxEfHpXu/9dJqmN/V6fneSJO+IiJfi4D1FZkTEb0fELcdbKk3TjRGx8Wg+\nc/BvFQDH48pZbfHAKxujO00Py+YvWBJXzWqLmhr/vAUAAACotstY9f0P9pOP8vMT4tcHop6I2Hxc\njQ5JkuS9EXHloacb4vAbgn8k3hhCVkTEzX2/I03TFXHwFMbrfmcgugFQHONGNMTbZozNzBZt2BkP\nLDyqHRoAAACgYlXb2LGoz/Opme8qrO/7V6Rp2u89O45EkiT1cfBUx+v+rPdNyw95a6/Hd6VpWuhi\n7T/u9ficQ/f5AKBMXTW7reBNmm5c0BFpxqkPAAAAgGpTbWPHwj7PzzjKz5/+Jt93rD4TBy87FRHx\nRER8J+M9M3o97jva9PZKr8f1EXHCcTUDoKgmNTfF+Se2ZGYvrtoWTyzZknMjAAAAgNJTbWPHr+Lg\njb1fd0KSJK1H8fm39nn+wvEWSpJkckT8+aGnPRHxyTT7j+k293q8o5+v7JuNPo56AJSA/m5EflN7\nR45NAAAAAEpTVY0daZrujIiH+7z8ziP57KGbk1/e5+WfDECtv403bpR+a5qmzxV4X+/LVvW9SXr0\nkxW63BUAZeLEscNi9uRRmdljHVvi+ZWv5dwIAAAAoLRU1dhxyI/7PP/dI/zcpRFxYq/nGyLiqeMp\nkiTJJRFx7aGnW+ONEx5Zev+XrBMLvuvwzH8BA6gA1/RzumN++5IcmwAAAACUnmocO34QEbt7Pb84\nSZLL+vvAoVMdn+3z8rf6uUn4m0qSpC4i/rHXS3+epml/F15/udfj/vr2Pn2yJyKWHUM9AErMaa0j\n49QJIzKz+17eEIvW78y5EQAAAEDpqLqxI03TjRFxY5+Xv5EkSVs/H/t/IuLiXs+3R8SXj7PK/xUR\nMw89fi4ivv4m73+o1+OzkyQ57PJbSZIMjYhP9Xrp8TRNu46rJQAl45qzC/9WdbN7dwAAAABVrOTG\njiRJ3pokyeV9f0XEuX3e2pj1vkO/zniTH/OliFjf6/mJEfF4kiRXHzrF8XqXyUmSfC0ivtDn819I\n03Trcfw1jo+Ivzz0NI2DNyV/s1Mit8fBkeV130uS5L8GmCRJxkTEjyLihF7v+eaxdgSg9Mye3BzT\nxgzNzH784tpYuWVPzo0AAAAASkNdsQtk+F5ETDuC902IiPsKZN+JiN8p9ME0TbcmSXJtRNwTEY2H\nXp4WEXdExLYkSZZFRHNETI2I2j4fvyMO3lT8eHwxIl6/0+w/pWn6xJt9IE3TPUmS/L8R8Q+HXhoX\nEQ8lSbIkDo4gZ0ZEQ6+PPBERPzzOngCUkCRJ4po5k+KrDyw+LOtJI7728JL46/efVYRmAAAAAMVV\ncic78pKm6cMR8b44eGPw3poj4uw4eNqj79DxLxFxbZqm6bH+3CRJzo83hpjtEfGnR/HxGyPiu31e\nmx4R58SvDx0rIuKjx3NPEQBK0/kntETrqMbM7EfPrI4NO/bl3AgAAACg+Kp27IiISNP0wYg4IyJu\njoM38y7k+Yj4YJqmH0vTdP+x/rwkSWri4GDx+qWyPpem6Yaj6JtGxCci4n9FRKE70f57RFyUpuny\nY+0JQOmqqUni6tnZ9+7o7O6JbzyyNOdGAAAAAMVXcpexStP0hJx/3oaI+MMkST4TERdFxOlx8HRH\nZ0SsiYin0jQdqLu+TomInx361RmH3yj9SPr2RMSXkyS5MSIui4gZcfBSXGsjYkGapqsGqCsAJept\nJ4+NHz27Orbs7jws+95TK+MPLzk5Rg+rL0IzAAAAgOIoubGjWNI03RsRDxz6NVg/Y0VEfG6Avmtv\nRPx0IL4LgPJSV1sTV85qi+88sfywbE9nd3z78eXx6XeeknsvAAAAgGKp6stYAUC5uvS0cTGyMfvP\nLHz78eWxa39Xzo0AAAAAisfJDoAS19DUFJdecXXBjOrUUFcb7zmrNf7154dfvXD73gPxL0+tiP9+\n8fQiNAMAAADIn7EDoMS1jBkXX7jxtmLXoAS964wJ8eMX1sbeA92HZbc+six++8ITonFIbRGaAQAA\nAOTLZawAoEwNra+Ld585ITPbtHN//OjZ1Tk3AgAAACgOYwcAlLErZrZGfW32b+dfe2hJdHX35NwI\nAAAAIH/GDgAoY6OahsRlp43PzFa/tjd+8ou1OTcCAAAAyJ+xAwDK3JWzWqM2STKz+QuWRE9PmnMj\nAAAAgHwZOwCgzI0Z3hBvnzE2M1u8cVfc98qGnBsBAAAA5MvYAQAV4OrZbZF9tiNi/oKOSFOnOwAA\nAIDKZewAgArQ2twUF5zUkpm9uHp7PNaxJedGAAAAAPkxdgBAhZg3Z1LB7KYFHTk2AQAAAMhXXbEL\nANC/vXt2xxPt92dmF15yeTQNHZZzI0rVCWOGxZwpzfHCqm2HZU8s3RLPrngtzp02ugjNAAAAAAaX\nsQOgxG3buiX+4lO/m5nd3v6csYNfc82cSZljR0TEze0d8Y1PzM25EQAAAMDgcxkrAKggp04cEadN\nHJGZ3f/Kxnhl3Y6cGwEAAAAMPmMHAFSYa/q5d8fN7UtybAIAAACQD2MHAFSYWZNHxYljsy9vducv\n1saSTbtybgQAAAAwuIwdAFBhkiSJeXPaMrOeNOKGexfl3AgAAABgcBk7AKACzT2hJdqaGzOzn720\nPl4scBNzAAAAgHJk7ACAClSTJPGBsycXzK+/e2GkaZpjIwAAAIDBY+wAgAp14fQxMa1laGb2+JIt\n8cjizTk3AgAAABgcxg4AqFA1SRLXnT+lYH793Qujp8fpDgAAAKD8GTsAoILNntwcp7eOyMx+tXZH\n3PnSupwbAQAAAAw8YwcAVLAkSeI3504tmN9w76Lo7OrJsREAAADAwDN2AECFmzFhRMw9YXRmtmLL\nnvjXn6/MuREAAADAwDJ2AEAVuPa8qZEk2dlXH+iI3fu78i0EAAAAMICMHQBQBSaNbopLThmXmW3e\ntT9ue3RZzo0AAAAABo6xAwCqxAfPmRxDarOPd9zy8NLYursz50YAAAAAA8PYAQBVYszwhnj3mRMz\ns137u+KmBR05NwIAAAAYGMYOAKgi82ZPimH1tZnZPz+xIla/tifnRgAAAADHz9gBAFVkeGNdXDW7\nLTPr7O6Jr9y3OOdGAAAAAMfP2AEAVeaKmRNj9NAhmdm/P786Fq3fmXMjAAAAgONj7ACAKtNQVxsf\nPGdyZpamEV++Z2HOjQAAAACOj7EDAKrQJaeOj9ZRjZnZ/a9sjJ8v35pzIwAAAIBjZ+wAgCpUW5PE\ntedNKZhff9fCSNM0x0YAAAAAx87YAQBV6vwTW2L6uGGZ2TMrXosHXtmYcyMAAACAY1NX7AIA9K91\n8tR4vGNzsWtQgZIkievmTo0v/OyVzPxL9yyMS08bH7U1Sc7NAAAAAI6Okx0AUMVmThoVsyaNysxe\n3bAr/uP5NTk3AgAAADh6xg4AqHLXnT+1YPaV+16NfQe6c2wDAAAAcPSMHQBQ5U4cOywunD4mM1uz\nbW9898kVOTcCAAAAODrGDgAgPnLulKhNsu/NcdOCjtix70DOjQAAAACOnLEDAIiJoxrjstPHZ2av\n7TkQtz68NOdGAAAAAEfO2AEARETEB86eFA112f9q8I1HlsXGnftybgQAAABwZIwdAEBERDQPrY/3\nntWame090B3/+EBHzo0AAAAAjoyxAwD4L1fOao3hDXWZ2fefXhnLN+/OuREAAADAmzN2AAD/ZWh9\nXbz/7EmZWVdPGjfc92rOjQAAAADenLEDoMStW70yLjp5bOavdatXFrseFejy0yfE2OH1mdlPXlwb\nv1yzPedGAAAAAP0zdgAAv6a+riY+fO6Ugvn1dy/MsQ0AAADAmzN2AACHedvJY2PK6KbM7JHFm+Px\njs05NwIAAAAozNgBABympiaJ6+ZOLZhff/fCSNM0x0YAAAAAhRk7AIBMZ09tjlMnjMjMXly9Pe76\n5fqcGwEAAABkM3YAAJmSJImPXlD4dMff3rMoDnT35NgIAAAAIJuxAwAo6JQJI+LcaaMzs6Wbd8cP\nn1mVcyMAAACAwxk7AIB+XXvelEiS7Oyr9y+OvZ3d+RYCAAAA6MPYAQD0a0rL0Lh4xrjMbOPO/XHb\nY8tybgQAAADw64wdAMCb+tC5k2NIbfbxjq89tCS27enMuREAAADAG4wdAMCbGju8Id55xsTMbOe+\nrpjfviTnRgAAAABvMHYAAEfkmjlt0TSkNjP79uPLY+22vTk3AgAAADjI2AEAHJERjUPiqtltmVln\nV0/8/f2v5twIAAAA4CBjBwBwxN4zc2I0Nw3JzH707OpYvGFnzo0AAAAAjB0AwFFoHFIbHzhnUmbW\nk0Z8+Z5FOTcCAAAAMHYAAEfp0tPGx8SRjZnZvS9viGdXvJZzIwAAAKDaGTsAgKNSV1MTHzlvcsH8\n+rsXRpqmOTYCAAAAqp2xAwA4ahecNCZOHDssM3t62dZoX7Qp50YAAABANTN2AABHrSZJ4rq5Uwrm\n19+9MHp6nO4AAAAA8mHsAACOyazJzTGzbWRmtnD9zrjjxTU5NwIAAACqlbEDADhm150/tWB2w72v\nxv6u7hzbAAAAANXK2AEAHLPp44bHBSe2ZGarX9sb//LUypwbAQAAANXI2AEAHJdrz5sSNUl2duOD\nHbFrf1e+hQAAAICqU1fsAgD0r7llTPzVP3yzYAbF1trcFJeeOj4eWLjxsGzL7s649eGl8el3nlKE\nZgAAAEC1MHYAlLimocPisvfOK3YN6NcHzpkcjyzeHJ3dPYdl33hkaXz8wmkxdnhDEZoBAAAA1cBl\nrACA49YyrD7ec9bEzGx3Z3fc+GBHzo0AAACAamLsAAAGxFWz2mJYQ21m9r2nVsTKLXtybgQAAABU\nC2MHADAghjXUxTVzJmVmB7rT+Lv7FuXcCAAAAKgWxg4AYMC864yJ0TKsPjO748W18fLaHTk3AgAA\nAKqBsQMAGDD1dTXxoXMnZ2ZpGvGlexbm3AgAAACoBsYOAGBAXTxjXExqbsrM2hdtiieXbsm5EQAA\nAFDpjB0AwICqrUni2rlTCuZfvGthpGmaYyMAAACg0hk7AIABd9600TFj/PDM7IVV2+KeX23IuREA\nAABQyeqKXQCA/m3dsilu+OyfZmaf+cvro2XMuJwbwZtLkiR+8/yp8X/ufDkz//I9C+Py08dHXa0/\ndwEAAAAcP2MHQInbv3dvLLj7x5nZJ//sc/mWgaNweuvImDOlOV5Yte2wbMmm3XH7c6vj2rlTi9AM\nAAAAqDT+OCUAMGiumzslkgLZV+5bHPsOdOfaBwAAAKhMxg4AYNBMGzMs3nry2Mxs/Y598Z3Hl+db\nCAAAAKhIxg4AYFB9+NzJUVuTfb5jfvuS2L73QM6NAAAAgEpj7AAABtX4kY3xztMnZGbb9x6Irz20\nJOdGAAAAQKUxdgAAg+6asydF45Dsf+341mPLYsOOfTk3AgAAACqJsQMAGHSjmobE+85qy8z2HeiJ\nv79/cc6NAAAAgEpi7AAAcvG+s1pjZGNdZvbDZ1bFkk27ciJGEggAACAASURBVG4EAAAAVApjBwCQ\ni6b62nj/2ZMzs+6eNG64d1HOjQAAAIBKYewAAHJz+enjY/yIhszsZy+tjxdXbcu5EQAAAFAJjB0A\nQG7qamviw+dNKZhff/fCSNM0x0YAAABAJTB2AAC5umj6mJjWMjQze3zJlnhk8eacGwEAAADlztgB\nAOSqJkniuvP7P93R0+N0BwAAAHDkjB0AQO5mT26O01tHZGa/Wrsj7nxpXc6NAAAAgHJm7AAAcpck\nSfzm3KkF8xvuXRSdXT05NgIAAADKmbEDACiKGRNGxNwTRmdmK7bsiX/9+cqcGwEAAADlytgBABTN\ntedNjSTJzr76QEfs3t+VbyEAAACgLBk7AICimTS6KS45ZVxmtnnX/rjt0WU5NwIAAADKkbEDACiq\nD54zOYbUZh/vuOXhpbF1d2fOjQAAAIByY+wAAIpqzPCGePeZEzOzXfu74qYFHTk3AgAAAMqNsQMA\nKLp5syfFsPrazOyfn1gRq1/bk3MjAAAAoJwYOwCAohveWBdXzW7LzDq7e+Ir9y3OuREAAABQTuqK\nXQCA/jU0NcWlV1xdMINKccXMiXHPr9bHa3sOHJb9+/Or479ffFKcOnFEEZoBAAAApc7YAVDiWsaM\niy/ceFuxa8Cga6irjQ+eMzm+8eiyw7I0jfjyPQvjG5+YW4RmAAAAQKlzGSsAoGRccur4aB3VmJnd\n/8rG+PnyrTk3AgAAAMqBsQMAKBm1NUlcO3dKwfz6uxZGmqY5NgIAAADKgbEDACgp55/QEtPHDcvM\nnlnxWjzwysacGwEAAAClztgBAJSUJEniN8+fWjD/0j0Lo7vH6Q4AAADgDcYOAKDknNk2KmZNHpWZ\nvbphV/zH82tybgQAAACUMmMHAFCSrptb+HTHV+57NfYd6M6xDQAAAFDKjB0AQEk6ceywuGj6mMxs\nzba98d0nV+TcCAAAAChVxg4AoGR95LwpUZskmdlNCzpix74DOTcCAAAASlFdsQsA0L+9e3bHE+33\nZ2YXXnJ5NA0dlnMjyM+EkY3xjtPHx70vbzgse23Pgfj6Q0vjT959ahGaAQAAAKXE2AFQ4rZt3RJ/\n8anfzcxub3/O2EHFe//Zk+KhVzfF/q6ew7JvProsfvvCaTF+ZGMRmgEAAAClwmWsAICS1jy0Pt53\nVmtmtvdAd/zDg4tzbgQAAACUGmMHAFDy3jerNUY0Zh9I/cHTq2L55t05NwIAAABKibEDACh5Q+vr\n4po5kzKzrp40/vbeRTk3AgAAAEqJsQMAKAvvPGNCjB1en5nd+Yt18dLq7Tk3AgAAAEqFsQMAKAtD\namviw+dOKZh/6Z6FObYBAAAASomxAwAoG287eWxMGd2UmT2yeHM81rE550YAAABAKTB2AABlo6Ym\nievmTi2YX3/3wkjTNMdGAAAAQCkwdgAAZeXsqc1x6oQRmdkvVm+Pn720PudGAAAAQLEZOwCAspIk\nSXz0gsKnO/723kVxoLsnx0YAAABAsRk7AICyc8qEEXHutNGZ2bLNu+OHz6zKuREAAABQTMYOAKAs\nXXvelEiS7Oyr9y+OvZ3d+RYCAAAAisbYAQCUpSktQ+PiGeMys40798dtjy3LuREAAABQLMYOAKBs\nfejcyTGkNvt4x9ceWhLb9nTm3AgAAAAoBmMHAFC2xg5viHeeMTEz27mvK+a3L8m5EQAAAFAMxg4A\noKxdM6ctmobUZmbffnx5rN22N+dGAAAAQN6MHQBAWRvROCSumt2WmXV29cTf3/9qzo0AAACAvBk7\nAICy956ZE6O5aUhm9qNnV8fiDTtzbgQAAADkydgBAJS9xiG18YFzJmVmPWnEl+9ZlHMjAAAAIE/G\nDgCgIlx62viYOLIxM7v35Q3x7IrXcm4EAAAA5MXYAQBUhLqamvjIeZML5tffvTDSNM2xEQAAAJAX\nYwcAUDEuOGlMnDh2WGb29LKt0b5oU86NAAAAgDwYOwCAilGTJHHd3CkF8+vvXhg9PU53AAAAQKWp\nK3YBAPrXOnlqPN6xudg1oGzMmtwcM9tGxi/X7jgsW7h+Z9zx4pp4/9mFL3cFAAAAlB8nOwCAinPd\n+VMLZjfc+2rs7+rOsQ0AAAAw2IwdAEDFmT5ueFxwYktmtvq1vfEvT63MuREAAAAwmIwdAEBFuva8\nKVGTZGc3PtgRu/Z35VsIAAAAGDTGDgCgIrU2N8Wlp47PzLbs7oxbH16acyMAAABgsBg7AICK9YFz\nJkd9bfa/7nzjkaWxedf+nBsBAAAAg8HYAQBUrJZh9fGesyZmZrs7u+PGBztybgQAAAAMBmMHAFDR\nrprVFsMaajOz7z21IlZu2ZNzIwAAAGCgGTsAgIo2rKEurpkzKTM70J3G3923KOdGAAAAwEAzdgAA\nFe9dZ0yMlmH1mdkdL66Nl9fuyLkRAAAAMJCMHQAlbt3qlXHRyWMzf61bvbLY9aAs1NfVxIfOnZyZ\npWnEl+5ZmHMjAAAAYCAZOwCAqnDxjHExqbkpM2tftCmeXLol50YAAADAQDF2AABVobYmiWvnTimY\nf/GuhZGmaY6NAAAAgIFi7AAAqsZ500bHjPHDM7MXVm2Le361IedGAAAAwEAwdgAAVSNJkvjN86cW\nzL98z8Lo6u7JsREAAAAwEIwdAEBVOb11ZMyZ0pyZLdm0O25/bnXOjQAAAIDjZewAAKrOdXOnRFIg\n+//Zu/P4KMt7/ePXPTNZJhtZyMYeCBAgKi64ISKI1hVt3dujttr2p0ex1dbWo21d2nO6qtUuLq2t\n9vQUrahV61K1VaqAIhCC7KskYc2+73P//kgIQ5wJQ8g8Webzfr3yYua575lc0T8cvHI/34ff3qKm\n1nZH8wAAAAAAgKND2QEAACLO2LR4zcwdHnBtb02Tnln6qbOBAAAAAADAUaHsAAAAEemKE0fJ7Qp8\nvuO3721TdWOrw4kAAAAAAEBvUXYAAICIlJEUq3OmZAZcq25s1W/f3epwIgAAAAAA0FuUHQAAIGJd\nevxIxUYF/jj0u/e3a/mOCocTAQAAAACA3qDsAAAAEWuYN0oXHjMi4JrPSt98tkBVDS0OpwIAAAAA\nAEeKsgMAAES0C4/JVpI3KuDa7uomfWfRGllrHU4FAAAAAACOBGUHAACIaN5ot244fVzQ9bfW79Of\nP9zpXCAAAAAAAHDEKDsAAEDEO2V8mubmZQRd/+FrG7RhT42DiQAAAAAAwJGg7AAAAJB03WljNTLZ\nG3Ctpc2nBQsL1NDS5nAqAAAAAAAQCsoOAAAASTEet247e6Ki3Cbg+tb9dXrg1fUOpwIAAAAAAKGg\n7AAAAOg0JjVO1546Nuj6sx8X69XC3Q4mAgAAAAAAoaDsAAAA8DNvSqZmjEsJun73i5+ouKLBwUQA\nAAAAAOBwKDsAAAD8GGP09VkTlBYfHXC9trlNCxYWqLXd53AyAAAAAAAQDGUHAABANwmxHt06N1cm\n8PgOrS6u0kNvb3Y2FAAAAAAACIqyAwAAIIC8rCRdfsKooOuPvbdN728pdTARAAAAAAAIhrIDAAAg\niEunj9TU7KSg67c/V6jS2mYHEwEAAAAAgEA8/R0AANCz5NQ0/ejRp4KuAQgfl8voljm5+u4La1TX\n3PaZ9bK6Zn3r+UI9/eUZcrmC3PMKAAAAAACEHWUHAAxw3rh4zb3gkv6OAUSs1Pho3Tx7gn7+1qaA\n6//eXKrff7BdXz9zgsPJAAAAAADAAdzGCgAA4DBOGJui8/Kzgq7/7M1NKiyucjARAAAAAADwR9kB\nAAAQgi+ePEbj0uICrrX5rBYsLFBtU6vDqQAAAAAAgETZAQAAEJIot0u3zZ2oGE/gj09FFQ363t/W\nylrrcDIAAAAAAEDZAQAAEKLsZK++MjMn6PrLq3dr0coSBxMBAAAAAACJsgMAAOCInDlxuGbmDg+6\n/oOX12lbaZ2DiQAAAAAAAGUHAADAETDG6MaZOcpMigm43tjargV/KVBzW7vDyQAAAAAAiFyUHQAA\nAEfIG+3WgrkT5XaZgOvr99Tox69vdDgVAAAAAACRi7IDAACgFyakJ+iaGWOCrj+99FO9vX6fg4kA\nAAAAAIhcnv4OAADoWUV5qR6897sB1751/0+VmpbucCIAB5x/TJbW7q7W6uKqgOt3LirUG9+Ypexh\nXoeTAQAAAAAQWSg7AGCAa25s1LtvvhJw7da77nM2DIBDuIzRTbMn6K4X1qiqsfUz61UNrfrms6v1\nl6+dGvSWVwAAAAAA4OhxGysAAICjMMwbpVvm5CpYlfHRjgr9+l9bHc0EAAAAAECkoewAAAA4Svkj\nh2n+9BFB1x/552Yt31HhYCIAAAAAACILZQcAAEAfuPzEUZqYkRBwzWelbz5boKqGFodTAQAAAAAQ\nGSg7AAAA+oDH5dKCubmKi3YHXN9d3aTvLFoja63DyQAAAAAAGPooOwAAAPpIemKsvjZrfND1t9bv\n058/3OlgIgAAAAAAIgNlBwAAQB86dXya5uZlBF3/4WsbtGFPjYOJAAAAAAAY+ig7AAAA+th1p43V\nyGRvwLWWNp8WLCxQQ0ubw6kAAAAAABi6KDsAAAD6WIzHrdvOnqgotwm4vnV/nR54db3DqQAAAAAA\nGLooOwAAAMJgTGqcrj11XND1Zz8u1quFu50LBAAAAADAEEbZAQAAECbzpmTo5JzUoOt3v/iJiisa\nHEwEAAAAAMDQRNkBAAAQJsYYfW3WeA1PiA64XtvcpgULC9Ta7nM4GQAAAAAAQwtlBwAAQBglxHh0\n65yJcgUe36HVxVV68K3NzoYCAAAAAGCIoewAAAAIs8lZibrshFFB1x9fvE3vbyl1MBEAAAAAAEOL\np78DRAJjTI6k2ZKyJNVL2ihpsbW2pZfvlyjpDkkHfkf0CWvtnr7ICgAAwuPS6SO1bneN1u+pCbh+\n+3OFeuMbs5SeGONwMgAAAAAABr+IPNlhjLnPGGOP4uvpEL/POGPM65K2S/qjpB9LelTSW5J2G2O+\n3ssf4V5J93X+OZuiAwCAgc/lMrplTq4SYgL/rklZXbO+9XyhfD7rcDIAAAAAAAa/iCw7nGCMyZO0\nTNL5QbakSXrCGPNgL973ts6nbZIW9DokAABwVGp8tG6ePSHo+r83l+r3H2x3MBEAAAAAAEMDZUcY\nGGOiJT2njttWHVAvaaWkHd2232GMueoI3v5RSVGdj39jrV3b66AAAMBxJ4xN0Xn5WUHXf/bmJhUW\nVzmYCAAAAACAwY+ZHR2+LanwCPbvPsz6tZKO9Xv+tKQF1to6STLGzJW0SFJK5/pPjTHPW2t9Pb2p\nMeYLks7pfLpPHbexAgAAg8wXTx6jjXtq9Gl5w2fW2nxWCxYW6LXbzlBibFSAVwMAAAAAgO4oOzqs\ntNa+14fvd4Pf448k3ehfZFhr/2WM+Yqkv3VeGivpbElvB3tDY4xX0kN+l+6y1lb3XWQAAOCUKLdL\nt82dqP966RM1t332dx2KKhp0z0tr9cjV02WM6YeEAAAAAAAMLtzGqo8ZY2IlzfC79MtAJzastS9L\n2uJ3adZh3voudZQiUscskGeOJicAAOhf2cle3TAzJ+j6K4W79fzKEgcTAQAAAAAweFF29L0cHZyp\nIUlLetj7gd/jScE2GWNyJH2n86lP0q3WWtvrhAAAYEA4c1K6zsgdHnT93pfXaev+OgcTAQAAAAAw\nOHEbq76X3O353h72+q+lBN0lPSwptvPx76y1q3oTDMDgFOP1as5584OuARjcbpiZo63767S3pukz\na42t7VqwsEAv/efpio1y90M6AAAAAAAGB8qOvtfe7XlPp2f8/69FW6ANxpjPSbqk82mFpHt6Hw3A\nYJSalq7//vUf+jsGgDDxRru1YG6ufvDKOrX7Pntwc8OeGv3kjY26b/60fkgHAAAAAMDgwG2s+l5F\nt+djetjrv9b9dTLGREt61O/SPdba8qPIBgAABqDx6Qm6ZkbwjwxPL/1Ub6/f52AiAAAAAAAGF8qO\nTsaYGGPMFGPMGcaYU4wxucaYuF681Q5J9X7Pzw7y/dySzvK7tCbAttt1cJbHKklP9iIPAAAYBM4/\nJkvTR3e/G+ZBdy4q1J7qRgcTAQAAAAAweFB2dPiNpCpJ6yW9L+lDSVskVRtjPjTG3GuMSQ/ljay1\n7ZIW+1260xiTEGDrLZKy/J7/y3/RGDNC0vcOvK06hpL7QskAAAAGH5cxumn2BCV7owKuVzW06pvP\nrg54qysAAAAAACIdZUeHqTo4ANyfR9Ipku6TtNMY80DniYzDecLv8XhJ7xhjTu88PZJljPkvSQ/6\n7fnYWruy23v8QtKBkuRP1tplofwg4WCMyTDGTDuSL0kT+isvAACD1TBvlG6ZkysTZP2jHRX69b+2\nOpoJAAAAAIDBgAHlofNK+r6kWcaYi621dcE2WmtfMca8Kem8zkunSFoSZHubOk55dDHGnCnpms6n\n1ZK+ezTB+8B/Srq3nzMAABAR8kcO0/zpI/Ty6t0B1x/552adNiFNJ+ekOpwMAAAAAICBK5JPdlhJ\nSyXdI+kcSaMkxanjhMdISRer44RGU7fXnSXp2RBOeHxJUvfTGt21SbreWvvxgQud7/srvz33WWsP\nmUjaeULkYmPMz4wxTxtjfmWM+U9jzMjDfD8AADAIXH7iKE3MCHQXTMlnpW88W6CqhhaHUwEAAAAA\nMHBFatnxlqQ8a+1Ma+3/WGvfsdbustY2WmubrbW7rbV/t9beJGmiPnsq40J1nHYIylpbIWmWpPsl\n7e223CbpH5JOttb+pdvazZKO7Xy8VtKv/ReNMedI2ijpFUl3Srpe0q3qmDuywxjz3yHeagsAAAxQ\nHpdLC+bmKi468H/S91Q36c5Fa2Qt8zsAAAAAAJAkw1+SD88YE6uOAeKn+V3eLynHWtsQwuuNOkqT\nDEkNkrZZa6sD7BsuabOklM5Lc6y17/mtz5e0SFLgyaUH/cVa+6XD5QqVMSZDUkgD2v1MkPTygSd/\nfv0DjZ+U11eRAACICB9uL9cj/9wSdP2BS6bputPGORcIAAAAADDkrFu3Tvn5+f6X8q216/orT28x\nsyME1tomY8x1kjbo4D+zDEnnSvpbCK+36igxNh9m6491sOh4rlvRkS3paR0sOj6WdLs6bpWVIemb\nnc8l6YvGmH9Za586XLZQWGv3q6PcCVlHvwOgLzQ21GvZe+8EXDvtrHnyxsU7nAiAU04dn6a1u6r1\nz42B/zP8o9c26KSxqZo6IsnhZAAAAAAADCyUHSGy1m41xrwi6Qt+l0MqO0JhjDlJ0g2dT+slfavb\nlm/pYBGyXdI8a21N5/MiSXd03r7qts5r9xljnrbWtvdFPgD9p6qiXN+77caAay+8t4qyAxjirj1t\nrDbtq1VJZeNn1lrafFqwcJVeXXCG4qL5WAcAAAAAiFyROrOjt/7Z7fnkvnjTzttc/VoH/338yFq7\nq9u2a/0e/49f0eHvXh0cqD5K0ry+yAcAAPpPjMet2+ZOVJQ78KnJbaX1uv+V9Q6nAgAAAABgYKHs\nODLF3Z4f6RyLYL4i6ZTOx5slPeS/aIzJVcetqg74e6A3sdZWSXrf79LpfZQPAAD0o9Gpcbr21HFB\n159bUaxXC3c7FwgAAAAAgAGGsuPItHZ7frhB4YdljBmmjlkdB3zDWtvSbdtEv8fV1tp9PbzlBr/H\nk442HwAAGBjmTcnQyTmpQdfvfvETFVc0OJgIAAAAAICBg7LjyGR1e17aB+/5gA6e2njZWvtmgD3J\nfo8D3b5KQdZTgu4CAACDijFGX5s1XsMTogOu1za3acHCArW2+xxOBgAAAABA/6PsODJndHve/bZW\nR8QYky/pPzufNkm6PchW//9r4T3M2/qv8387AAAYQhJiPLp1zkS5Ao/v0OriKj341mZnQwEAAAAA\nMABQdoTIGJMs6bJul7sPLD9Sv5Lk6Xz8U2vtjiD7Kv0epxljEnt4z5wgrwMAAEPA5KxEXXbCqKDr\njy/epve39MXhUwAAAAAABg/KjtD9QofeTqpF0hu9fTNjzFWSzup8+qmkn/Swfb3/SyXNCfKeHkmz\n/S6t620+AAAwcF06faSmZicFXb/9uUKV1jY7mAgAAAAAgP4VcWWHMeYuY8yJR7DfY4x5UNKN3ZYe\nt9bu6WWGeHWUJwfcbq1tCrbfWlsiabvfpTuNMYH+3X1NUprf88W9yQcAAAY2l8voljm5SojxBFwv\nq2vWHX9dLZ/POpwMAAAAAID+EXFlh6TzJK0wxiwxxnzDGJPfeSLiEMaYYcaYayR9LOmObsvb1DFY\nvLfukXTg/hP/sNb+LYTXPOX3+AxJv+ssTQ7k/YKkh/z2bLTWLjmKjAAAYABLjY/WzWdNCLr+/pYy\n/e797UHXAQAAAAAYSgL/OmBkOL3zS5KajTElkqoltavjdMQ4BS6D9ko631pb3ptvaozJ1cHypEXS\nbSG+9FeSvi5pbOfzGyRdaYzZJClD0uhu+7sXNAAAYIg5YUyKzs/P0htr9wZc//k/NumU8WmaPjo5\n4DoAAAAAAENFJJ7sCCRG0gRJJ0iaIWm8Av+zeV3ScdbaLUfxvR7p/H6S9LC1dnMoL7LW1kq6QlKV\n3+UESSfqs0XH/dbaXs8TAQAAg8c1J4/RuLS4gGttPqvbFhaotqnV4VQAAAAAADgrEsuO/5b0uDqG\nd7eHsL9O0vOSZltrL7TW7u/tNzbGXCzpgs6nuyT98Eheb639WB2nUYLN4tgn6Xpr7X29zQgAAAaX\nKLdLt82dqBhP4I91RRUNuueltbKW+R0AAAAAgKEr4m5jZa19W9LbkmSMiZM0VR23rMpWx0kJlzpO\nT1RKWi/pE2ttKKVIKFIl3d/5+F1rbf2RvoG1doOks4wxk9QxuyNTHYXMekn/ttbyq5sAAESY7GSv\nbpiZo8cWbwu4/krhbp0xcbiuPKn7YVAAAAAAAIaGiCs7/FlrGySt6Pxy4vs904fvtVlSSLfAAgAA\nQ9+Zk9L1ya5qfbC1LOD6vS+v0wljUpSbkeBwMgAAAAAAwi8Sb2MFAAAwJN0wM0dZSbEB1xpb27Vg\nYYGaWvvqwCoAAAAAAAMHZQcAAMAQ4Y12a8HcXLldJuD6hj01+skbGx1OBQAAAABA+FF2AAAADCHj\n0xN0zYwxQdefXvqp3l6/z8FEAAAAAACEH2UHAADAEHP+MVmaPjo56Pqdiwq1p7rRwUQAAAAAAIQX\nZQcAAMAQ4zJGN82eoGRvVMD1qoZWfePZ1Wr3WYeTAQAAAAAQHpQdAAAAQ9Awb5RumZOrwNM7pOU7\nKvSrf21xNBMAAAAAAOFC2QEAADBE5Y8cpkumjwi6/ug/t+ij7eUOJgIAAAAAIDwoOwAAAIawy04c\npYkZCQHXfFb65nOrVVnf4nAqAAAAAAD6lqe/AwAAepY9aoyWbi3r7xgABimPy6UFc3N114ufqKGl\n/TPre6qb9J0X1ujJa0+UMcFuegUAAAAAwMDGyQ4AAIAhLj0xVl+fNT7o+tvr9+l/P9zpYCIAAAAA\nAPoWZQcAAEAEOGV8ms7Oywi6/qPXNmj97hoHEwEAAAAA0HcoOwAAACLEtaeN1agUb8C1ljafFixc\npYaWNodTAQAAAABw9Cg7AAAAIkSMx63b5k5UlDvwbI5tpfW6/5X1DqcCAAAAAODoUXYAAABEkNGp\ncbr21HFB159bUaxXCnc7FwgAAAAAgD5A2QEAABBh5k3J0Mk5qUHX737xExWVNziYCAAAAACAo0PZ\nAQAAEGGMMfrarPEanhAdcL2uuU0Lni1Qa7vP4WQAAAAAAPQOZQcAAEAESojx6NY5E+UKPL5DhcVV\n+sVbm5wNBQAAAABAL1F2AAAARKjJWYm6/MTRQdefWLxd/95c6mAiAAAAAAB6h7IDAAa4PSVFOj13\neMCvPSVF/R0PwCB3yXEjNDU7Kej6HX8tVGlts4OJAAAAAAA4cpQdAAAAEczlMrplTq4SYz0B18vq\nmnXHX1fL57MOJwMAAAAAIHSUHQAAABEuNT5aN82eEHT9/S1l+t372x1MBAAAAADAkaHsAAAAgE4Y\nk6Lz87OCrv/8H5u0urjKwUQAAAAAAISOsgMAAACSpGtOHqNxaXEB19p8VrctLFBtU6vDqQAAAAAA\nODzKDgAAAEiSotwu3TZ3omI8gT8iFlU06J6X1spa5ncAAAAAAAYWyg4AAAB0yU726oaZOUHXXync\nredXljiYCAAAAACAw6PsAAAAwCHOnJSuM3KHB12/9+V12rq/1sFEAAAAAAD0jLIDAAAAn3HDzBxl\nJcUGXGtsbdetfylQU2u7w6kAAAAAAAiMsgMAAACf4Y12a8HcXLldJuD6xr21+vHrGxxOBQAAAABA\nYJQdAAAACGh8eoK+ePKYoOvPLNupt9btdTARAAAAAACBUXYAAAAgqPPzszR9dHLQ9e+8sEYb99Y4\nmAgAAAAAgM+i7AAAAEBQxhjdPHuCkuOiAq5XNbTq8seW6f0tpQ4nAwAAAADgIMoOAAAA9CjJG6Vb\nzspV4OkdUl1zm77yx4/11xXFjuYCAAAAAOAAyg4AAAAcVv7IYbpk+oig620+q+8sWqOH3t4sa62D\nyQAAAAAAoOwAAABAiC47cZSmjUjqcc+j/9yibz1fqJY2n0OpAAAAAACg7AAAAECIPC6X7vzcZJ00\nNqXHfS+u2qUv/3G5qhtbHUoGAAAAAIh0lB0AAAAIWYzHrdvnTdJ507J63Ld0W7mueHypSiobHEoG\nAAAAAIhklB0AAAA4Ii6X0fWnj9N1p40NOrRckjbvq9Pnf7tUa3dVO5YNAAAAABCZKDsAAADQK+fn\nZ+v2eZMU5Q5eeZTWNuvKJ5bpXxv3OZgMAAAAABBpKDsAAADQazNyUvWDi6YqKdYTdE9DS7u++swK\n/e+HOx1MBgAAAACIJJQdAAAAOCq5GYl64JJ8ZQ+LDbrHZ6Xv/22tfvz6Bvl81sF0AAAAAIBIQNkB\nAACAo5aZFKv750/T5MzEHvc98e/tWvBsgZpa2x1Km9EvyQAAIABJREFUBgAAAACIBMHvNwAAGBCS\nU9P0o0efCroGAANFYmyU7r5gih5fvE3LtpcH3ffamj3aX9OkJ689SSnx0Q4mBAAAAAAMVZQdADDA\neePiNfeCS/o7BgCEJNrj0q1zc5WeGKNXCncH3ffxp5W67LGl+uNXZmhsWryDCQEAAAAAQxG3sQIA\nAECfchmja04eoxvPyJExwfdtL6vXF367VKuKKp0LBwAAAAAYkig7AAAAEBbzpmTqznMnK8YT/CNn\neX2LrnnyQ725dq+DyQAAAAAAQw1lBwAAAMLm+DEpuvfiaUr2RgXd09zm083/t1JPfbDDwWQAAAAA\ngKGEsgMAAABhlTM8Xj+8NF+jUrxB91gr/fDv63XfK+vU7rMOpgMAAAAADAWUHQAAAAi74Qkxuu/i\naZo2IqnHfU8v/VQ3/XmlGlvaHUoGAAAAABgKKDsAAADgiPgYj+46L0+zJg7vcd/b6/fp6ieXqbS2\n2aFkAAAAAIDBjrIDAAAAjvG4Xbp59gRddsLIHvcVllTrC48t0db9dQ4lAwAAAAAMZpQdAAAAcJQx\nRpefOFo3zR4vtzFB9xVXNOqyx5bqo+3lDqYDAAAAAAxGnv4OAADoWUV5qR6897sB1751/0+Vmpbu\ncCIA6BuzJ2UoNT5GD7+9WY2tgWd0VDe26tqnlusXVx6n+ceNcDghAAAAAGCwoOwAgAGuubFR7775\nSsC1W++6z9kwANDHjhk5TPfNn6afvblR5fUtAfe0tPt028IClVQ26ObZE2R6OA0CAAAAAIhM3MYK\nAAAA/WpMapweuCRfY9Pietz3szc36e6X1qqt3edQMgAAAADAYEHZAQAAgH6XGh+tey+apumjk3vc\nt3B5kW58ZoXqmtscSgYAAAAAGAwoOwAAADAgeKPd+va5k3V2XkaP+xZvLtWVjy/Tvpomh5IBAAAA\nAAY6yg4AAAAMGG6X0Y1n5OiaGaN73Ld+T40u/c0Sbdxb41AyAAAAAMBARtkBAACAAcUYo/nTR+rW\nObnyuIIPI99T3aQrHlumD7aUOZgOAAAAADAQUXYAAABgQJqZO1x3XzBF8THuoHtqm9v05T8u1/Mr\nih1MBgAAAAAYaCg7AAAAMGBNyU7S/fPzlZEYE3RPm8/qzkVr9PDbm2WtdTAdAAAAAGCgoOwAAADA\ngDYy2av750/ThPT4Hvc98s8t+vbza9TS5nMoGQAAAABgoKDsAAAAwICXHBet7180VSeNTelx3wur\nSvTlPy5XdWOrQ8kAAAAAAAMBZQcAAAAGhRiPW7fPm6TzpmX1uG/ptnJd8fhS7apqdCgZAAAAAKC/\nUXYAAABg0HC5jK4/fZyuO22sTA/7Nu+r06W/WaK1u6odywYAAAAA6D+UHQAAABh0zs/P1u3zJinK\nHbzyKK1t1pVPLNO7G/c7mAwAAAAA0B8oOwAAADAozchJ1Q8umqqkWE/QPQ0t7brxmY/15w93OpgM\nAAAAAOA0yg4AAAAMWrkZiXrgknxlD4sNusdnpe/9ba1+/MYG+XzWwXQAAAAAAKdQdgAAAGBQy0yK\n1f3zp2lyZmKP+55YvF23PVugptZ2h5IBAAAAAJxC2QEAAIBBLzE2SndfMEWnjU/rcd/f1+zRtU99\npMr6FoeSAQAAAACcQNkBAACAISHa49Ktc3M1/7gRPe77+NNKXfbYUhWVNziUDAAAAAAQbpQdAAAA\nGDJcxuiak8fohpk5Mib4vu1l9fr8b5eooKjSuXAAAAAAgLCh7AAAAMCQc87UTN157mTFeIJ/3C2v\nb9E1v/tQb67d62AyAAAAAEA4UHYAAABgSDp+TIruvXiakr1RQfc0tfp08/+t1FMf7HAwGQAAAACg\nr1F2AAAAYMjKGR6vH16ar1Ep3qB7rJV++Pf1uu+VdWr3WQfTAQAAAAD6iqe/AwAAehbj9WrOefOD\nrgEAejY8IUb3XTxND7+zWet21wTd9/TST7W7qlGPXH28vNFuBxMCAAAAAI6WsZbfXkPfM8ZMk7T2\nwPM/v/6Bxk/K68dEAAAg0rW1+/Tk+9v1/payHvcdNzpZT11/koYnxDiUDAAAAAD6z7p165Sfn+9/\nKd9au66/8vQWt7ECAABARPC4Xbp59gRddsLIHvcVFlfp879dom2ldQ4lAwAAAAAcLcoOAAAARAxj\njC4/cbRumj1ebmOC7iuuaNQXfrtUy3dUOJgOAAAAANBblB0AAACIOLMnZei75+fJGxV8Nkd1Y6v+\n4/cf6dXC3Q4mAwAAAAD0BmUHAAAAItIxI4fpvvnTlBYfHXRPS7tPCxYW6LH3tolZdwAAAAAwcFF2\nAAAAIGKNSY3TA5fka2xaXI/7fvrmRt3zt7Vqa/c5lAwAAAAAcCQoOwAAABDRUuOjde9F03TcqGE9\n7vvLR0X66p9WqK65zaFkAAAAAIBQUXYAAAAg4nmj3brzc3k6Oy+jx33vbSrVVU8s076aJoeSAQAA\nAABCQdkBAAAASHK7jG48I0dXzxjd4751u2v0+d8s0aa9tQ4lAwAAAAAcjqe/AwAAetbYUK9l770T\ncO20s+bJGxfvcCIAGLqMMbpk+kgNT4jR44u3qc0XeCj57uomXf7YUj1+7YmamTvc4ZQAAAAAgO4o\nOwBggKuqKNf3brsx4NoL762i7ACAMJiZO1yp8dF68O1Nqm9uD7intrlN1/9huX5y2bG6/MRRDicE\nAAAAAPjjNlYAAABAAFOyk3T//HxlJMYE3dPms/r284V6+O3NsjbwKRAAAAAAQPhRdgAAAABBjEz2\n6v750zQhvedTdI/8c4u+/fwatbT5HEoGAAAAAPBH2QEAAAD0IDkuWt+/aKpOGpvS474XVpXoK08v\nV01Tq0PJAAAAAAAHUHYAAAAAhxHjcev2eZN03rSsHvct2Vquyx9bql1VjQ4lAwAAAABIlB0AAABA\nSFwuo+tPH6frThsr08O+zfvq9PnfLNHaXdWOZQMAAACASEfZAQAAAByB8/Ozdfu8SYpyB6889tc2\n68onlundjfsdTAYAAAAAkYuyAwAAADhCM3JS9YOLpiop1hN0T0NLu776pxX6v492OpgMAAAAACIT\nZQcAAADQC7kZiXrgknxlJcUG3dPus7rnpbX6yRsb5fNZB9MBAAAAQGSh7AAAAAB6KTMpVg9cMk2T\nMxN73Pf44m269LdL9O6m/bKW0gMAAAAA+hplBwAAAHAUEmOjdPcFU3Tq+NQe960pqdZX/vixLnts\nqT7YUkbpAQAAAAB9iLIDAAAAOErRHpcWzJ2oi4/NPuzeVUVV+o+nPtJVT36oj7aXO5AOAAAAAIY+\nyg4AAACgD7iM0RdPGasbZubImMPvX76jQlc9+aG+9PsPtXJnZfgDAgAAAMAQRtkBAAAA9KFzpmbq\nznMnK8YT2kftJVvLddljS3X9H5arsLgqzOkAAAAAYGii7AAAAAD62PFjUvQ/nz9GJ4xJCfk1izeX\n6pLfLNFXn/lY63ZXhzEdAAAAAAw9nv4OAAAAAAxFI5K9uvNzk7WttE7PryhWYUloBcY7G/brnQ37\ndd60LN1+ziRNzkoMc1IAAAAAGPwoOwAAAIAwmpCeoLvOn6LN+2r1/Ipird1dE9Lr3ly3V/9Yv1cX\nHpOtb86bpNyMhDAnBQAAAIDBi9tYAQAAAA6YlJmoey6cqu9fNFV5IZ7WsFb6+5o9OvfhxbrjudX6\ntKw+zCkBAAAAYHCi7AAAAAAcNDU7ST+4aKruvmCKJoZ4WsNnpRcLdunshxbrzucLVVzREOaUAAAA\nADC4cBsrAAAAwGHGGB0zcpjyRySpsKRKz68o0fYQTm20+6yeX1milwp26YqTRmvB3FyNSPY6kBgA\nAAAABjbKDgAAAKCfGGM0fXSKjhuVrJVFlVq0okQ7Qzi10eazWri8SC+sLNHVJ4/WLXNylZkU60Bi\nAAAAABiYKDsAAACAfmaM0UljU3XCmBR9/GmFFq0sUUll42Ff19Lu05+W7dRzHxfrS6eM1c1nTVB6\nYowDiQEAAABgYKHsAAAAAAYIlzE6JSdNM8al6sPt5XphZYl2Vzcd9nXNbT79YckOLVxepOtOH6v/\nd+YEpcZHO5AYAAAAAAYGY63t7wwYgowx0yStPfD8z69/oPGT8voxEQAAwODj81kt2VamF1aVaF9N\nc8ivi4926yszc/TVWTlKjqP0AAAAABDcunXrlJ+f738p31q7rr/y9JarvwMAAAAACMzlMpo1MV0P\nXjFdXz9zvNITQrtFVX1Lu3797lbN+um7+uU7m1XT1BrmpAAAAADQvyg7AAAAgAHO7TKaMzlDD115\nnG48IyfkW1TVNrfpl+9s0ayfvqvfvLtVdc1tYU4KAAAAAP2DsgMAAAAYJDxul+ZNydQvr5quL58+\nTslxUSG9rrqxVT//xyad+bN39cTibWpsaQ9zUgAAAABwFmUHAAAAMMhEuV363LQsPXLV8br21LFK\n8oZWelTUt+jHb2zUrJ+9q6c+2KGmVkoPAAAAAEMDZQcAAAAwSEV7XLrgmGw9ctV0XXPyGCXEeEJ6\nXVlds3749/Wa/fN39adln6q5jdIDAAAAwOBG2QEAAAAMcrFRbs0/boQevfp4XXnSaMVHu0N63b6a\nZv3g5XWa8/P39JePitTS5gtzUgAAAAAID8oOAAAAYIjwRrv1+eNH6pGrj9dlJ4yUNyq00mN3dZPu\nfukTzX3wPf11RbHa2ik9AAAAAAwulB0AAADAEBMf49HlJ47Wo1cfr0unj1CMJ7SP/SWVjfrOojWa\n99BivVRQonafDXNSAAAAAOgblB0AAADAEJUQ69FVM8bo0auP10XHZivaHdrH/0/LG3T7c4U69+HF\nerVwt3yUHgAAAAAGuNAmGAIA+s2ekiJddtYJAddeeG+VskeNcTgRAGCwSfJG6UunjNWFx2TrlcLd\nemfDPrW2H77A2FZarwULC/Trf23V7edM1OemZckY40BiAAAAADgynOwAAAAAIkRyXLSuO22cfnnV\n8Tp3aqbcrtCKi037anXTn1fpol99oHfW75O1nPQAAAAAMLBQdgAAAAARJjU+Wl+ZmaNfXjVdZ+dl\nyB3iaY11u2v01T+t0KW/WaL3Nu2n9AAAAAAwYFB2AAAAABFqeEKMvjprvB688jjNnpSuEA96qLCk\nWl/+48e6/PFlWrK1jNIDAAAAQL+j7AAAAAAiXGZSrG6aPUG/uOI4nZE7XKFO5Vi5s1Jf+v1HuvrJ\nD/XR9vKwZgQAAACAnlB2AAAAAJAkZQ/z6pY5ufr55cfp1PGpIb/uox0VuurJD/Ufv/9IK3dWhjEh\nAAAAAARG2QEAAADgECNTvPrG2ZP008uO1YxxKSG/7oOtZbrssaX68h+Xq7C4KowJAQAAAOBQnv4O\nAAAAAGBgGpMapzvOmawdZfVatLJYq4pCKzDe21Sq9zaVat6UTN1+zkRNGzEszEkBAAAARDrKDgAA\nAAA9yhkerzs/l6et++v0/MpirSmpDul172zYp3c27NP5+Vn65rxJmpyVGOakAAAAACIVt7ECAAAA\nEJLcjAT91/lTdN/F05Q/Iink172xdq/Oe+TfWrCwQFv314UxIQAAAIBIRdkBAAAA4IhMzkrUPRdO\n1fcvmqq8EE9rWCu9Wrhb5z68WHc8t1qfltWHOSUAAACASELZAQAAAKBXpmYn6QcXTdXdF0zRxIyE\nkF7js9KLBbt09kOL9Z1FhSquaAhzSgAAAACRgJkdAAAAAHrNGKNjRg5T/ogkFZZU6fkVJdoewqmN\ndp/VX1eU6MVVu3TljNG6dU6uRiR7HUgMAAAAYCii7AAAAABw1Iwxmj46RceNStbKokotWlGinSGc\n2mjzWf3loyItWlGia04era/OGq/RqXEOJAYAAAAwlFB2AAAAAOgzxhidNDZVJ4xJ0cefVmjRyhKV\nVDYe9nUt7T49s2ynnlm2U5MyEzQnL0NzJ2foxLEp8ri5+y4AAACAnlF2AAAAAOhzLmN0Sk6aZoxN\n1bLt5XphVYn2VDeF9NrN++q0eV+dnli8XUmxHp05KV1nT8nQ7EkZSo2PDnNyAAAAAIMRZQcAAACA\nsHG5jGbmDtep49O0ZGuZXlhVov21zSG/vqapTX9fs0d/X7NHxkjHj07W3LwMzc3L1JTsRBljwpge\nAAAAwGBB2QEAAAAg7NwuozMnpev03DS9v7lMLxaUqKyu5Yjew1ppVVGVVhVV6RdvbVb2sFidNTlD\nc/MyNDM3TXHR/PUGAAAAiFT8bQAAAACAYzwul+bkZWjWxOF6d1Op/rZ6lyrqj6z0OGBPdZMWLi/S\nwuVFiva4dNr4tM5THxkMOQcAAAAiDGUHAAAAAMd53C6dMzVTsyel671N+/Xupv36tLyh1+/X0ubT\n4s2lWry5VPe+sk4TMxI0Ny9Dc/I6hpxHMeQcAAAAGNIoOwAAAAD0m2iPS+dOy9K507JUUd+iguJK\nrS6q0ie7qtXc5uv1+27ZX6ct++v0xL+3KzHWo9mT0jU3L0NnTWbIOQAAADAUUXYAAAAAGBBS46N1\ndl6mzs7LVGu7Txv21GhVUZUKiiqPaKh5d7XdhpxPH52ssztPfUzNTmLIOQAAADAEUHYAAAAAGHCi\n3C4dOypZx45K1vWnjdXu6iYVFFWqoKhKm/bWqt3aXr2vtVJBUZUKOoecZyXFak5euubmZTLkHAAA\nABjE+CQPAANccmqafvToU0HXAAAY6owxGpns1chkry46doQaWtq0pqRaBUWVWl1cpZqmtl6/996a\nJi1cXqyFy4sV7XHp1PFpmju5o/wYk8aQcwAAAGCwMLaXvxEF9MQYM03S2gPP//z6Bxo/Ka8fEwEA\nAGAo8lmr7aV1Kiiq0qqiyqMact5d7oEh55MzdNI4hpwDAABgaFq3bp3y8/P9L+Vba9f1V57e4mQH\nAAAAgEHLZYxyMxKVm5GoK04arYr6Fq0u7pjzcbRDzrfur9PW/XV6snPI+ZmT0jV3cobOmpyutISY\nPvwpAAAAABwtyg4AAAAAQ0ZqfLTm5mVobl5G15DzA6c+jnbI+Wtr9ug1vyHncyd3DDmfNoIh5wAA\nAEB/4zZWCAtuYwUAAICBxFrbZ0POu8tMium63dXM3OGKj+F3ygAAADB4cBsrAAAAABgkwjnkfF9N\n88Eh526XThmfqrPzMhhyDgAAADiIsgMAAABAxImL9ujU8Wk6dXxa55DzehUUd5z62FFW3+v3bWn3\n6f0tZXp/S5nue3W9JqTHd95WK5Mh5wAAAEAYUXYAAAAAiGgdQ84TlJuRoCtO7BhyXljcMefjaIec\nbyut17bSHfrd+zs6hpxPTNecvI4h58MZcg4AAAD0GcoOAAAAAPCTGh+tOXkdw8e7hpwXV6mgqFL7\nao5yyPkne/TaJx1Dzo8bldw1TJ0h5wAAAMDRoewAAAAAgCCi3C4dOypZx45K1nWnjtWe6iYVFFWp\noLhSG/f0fsi5tdLq4iqtLq7SQ29vVmZSjOZM7ihYzmDIOQAAAHDE+AQNAANcRXmpHrz3uwHXvnX/\nT5Walu5wIgAAIpMxRiOSvRqR7NWFx2aroaVNn5RUd5z6KK5STWNrr997X02znv24WM9+fHDI+YFT\nH2PT4vvwpwAAAACGJsoOABjgmhsb9e6brwRcu/Wu+5wNAwAAusRFe3TK+DSdEsYh5/e/ul7j0+N1\ndudttWaMS2XIOQAAABAAZQcAAAAAHKXuQ84rG1q0uvN2V5/sqlZTa++HnG8vrdf2A0POYzyaNWm4\nzpyYrmkjhmliZoJio9x9+JMAAAAAgxNlBwAAAAD0sZS4Q4ecb9xbq1VFlVpdVKW9NU29ft/a5ja9\n/slevf7JXkmSy0g5w+OVl5WkvKxE5WV3/Dky2SuXi4HnAAAAiByUHQAAAAAQRlFul44ZOUzHjBym\n60+T9lQ1alUfDDmXJJ+VtpXWa1tpvV77ZE/X9YQYjyZlJigvO0lTshI1OStJk7MSNcwb1Rc/EgAA\nADDgUHYAAAAAgIOyk7260H/I+a5qFRQd/ZBzf3XNbVpVVKVVRVWHXB+Z7NXkrETlZSVqclaipmQn\nKWd4PHNAAAAAMOhRdgAAAABAP4mL9uiUnDSdktMx5HxHWb0Kiiq16iiHnAezq6pRu6oa9a+N+7uu\nRbtdmpCRoClZicrL7jgFMiUrUemJMTKGW2EBAABgcKDsAAAAAIABwGWMJqQnaEJ6gi4/MOS8uEqr\ni6q0ZlfVUQ0570lLu08b9tRow54aqeDg9dT4aE3O7ChA8rISlZeVpEmZifJGMxAdAAAAAw9lBwAA\nAAAMQClx0ZozOUNzJh8ccl5QVKmNe2tVUtmg1vbez/oIRUV9i5ZtL9ey7eVd14yRxqXFd90GKy8r\nSVOyEzU6JY6B6AAAAOhXlB0AAAAAMMD5DzmXpHaf1d6aJhVXNKiooqHrz/21zWHNYa20o6xeO8rq\n9cbavV3X46LdmpSZqCnZiZ2nQZKUl5Wo5LjosOYBAAAADqDsAAAAAIBBxu0yGpns1chkr04dn9Z1\nvbGlXcWVHcWHfwnS0NIe1jwNLe0dt9wqPnQgelZSbOcckERNyUpSXnaixg9PULSHgegAAADoW5Qd\nAAAAADBEeDtPWEzKTOy6Zq1VRX2LdnYrQPZUNandhvdWWHtrmrS3pknvbSrtuuZxGeVmJHTdBuvA\nTJCspFgGogMAAKDXKDsAAAAAYAgzxigtIUZpCTE6YUxK1/XWdp92VzV2nQI58FXV0BrWPG0+q417\na7Vxb61e1u6u68O8UZ0nQDpugzU5q+OWWPEx/LUVAAAAh8enRgAAAACIQFFul8amxWtsWvwh12ua\nWj8zC6S4olEt7b6w5qlubNXyHRVavqPikOtj0+K65oBM6RyMPjYtXm4GogMAAMAPZQcAAAAAoEtS\nbJSmjRimaSOGdV3z+az21TZ9pgDZV9Ok8N4IS9pZ3qCd5Q16a/2+rmuxUS5Nyuy4/VVeVscw9Lzs\nJKXGMxAdAAAgUlF2AAAAAAB65HIZZQ/zKnuYV6fkHByI3tTarpLKBhVVHLgdVr2KKxpV19wW1jxN\nrT6tKanWmpLqQ66nJ8YoLytRU7KTOk+DJGpcWjy3wgIAAIgAfOIDAAAAAPRKbJRbuRmJys04dCB6\nZUPrIXNAiisatKuqUe2+8J4DKa1tVmlts97fUnbI9WHeKI1I9mpkcqxGJHs1Itmr7GGxGtn5OCMx\nRh63K6zZAAAAEF6UHQAAAACAPmOMUWp8tFLjozV9dHLX9bZ2n3ZXN3XdBuvAV0V9S9gzVTe2qrqx\nVRv21ARcd7uMspJiNaKzDMkedmgxMiLZq6RYj4xhTggAAMBARdkBAAAAAAg7j9ulMalxGpMap5l+\n1+ua2w4pQA48bm4L70B0f+0+q11VjdpV1SipMuCehBiPsocdLED8y5CRyV5lJsUq2sPpEAAAgP5C\n2QEAAAAA6DcJMR5NyU7SlOykrms+a1Va2/yZAmRvdfgHogdT19ymLfvrtGV/XcB1Y6T0hJiu8uPQ\nUyIdz1PjozkdAgAAECaUHQAAAACAAcVljDKTYpWZFKsZ41K7rje3tauksvGQAqSookG1TeEdiB4K\na6X9tc3aX9us1cVVAffEeFxdc0JGJMf6FSEHy5HYKLfDyQEAAIYGyg4AAAAAwKAQ43FrQnqCJqQn\ndF2z1qq68dCB6EUVDdpV2ai2MA9EP1LNbT5tL6vX9rL6oHvS4qO7BqgfPCXSUYaMTPZqeEKMXC5O\nhwAAAHRH2QEAAAAAGLSMMUqOi1ZyXLSOHeU3EN3nU3ldi8rrmlVe36Kyzsdldc0dj+ub1dTq3FyQ\nUJXXt6i8vkWf7KoOuB7lNsoaFqsRh5wK8Sq7swwZkexVQgx/1QcAAJGHT0AAMMDFeL2ac978oGsA\nAAD4LI/L1XUrrECstapvae8oQ+paVFbf+WfdwT8rG1o0wA6HqLXdqriiUcUVjUH3JMV6DjkV4l+E\njEj2KjMxRh43w9QBAMDQQtkBAANcalq6/vvXf+jvGAAAAEOKMUYJMR4lxHg0Ni0+4J52n1VVQ8ep\nkI4SpFll9S1dJ0bK6ptV39zucPLDq2lqU83eWm3cWxtw3WWkrKTOAeoH5ockxSotIUZp8dFKiY/u\n+jOKUgQAAAwSlB0AAAAAAATgdpmOAiAhRpOVGHBPY0u7yuubu26T1XHLLL9TIvUtah9gx0N8Vtpd\n3aTd1U3Szsoe9ybFepQaH935FaPU+Cilxh9aiqT6fcVFu2UMM0UAAIDzKDsAAAAAAOglb7Rbo6Lj\nNColLuC6r3OAetftsrpumXWwIKlpanM4dehqmtpU09SmT8sbQtof43F1FSGpfidE0rqVJQfWhnmj\nGLgOAAD6BGUHAAAAAABh4jJGKXHRSomLVm5G4D0tbT6V+80M6RqmXt/SVZK0tA+8YeqBNLf5Dp4a\nCYHLSClxHcVIoJMi/l9p8TFKiY9SjMcd5p8CAAAMRpQdAAAAAAD0o2iPS9nDvMoe5g24bq1VbXOb\n3wD1zkLEryCpamjVwLpZVmh8Viqvb1F5fUvIr0mI8QQoQg49TeK/lhDj4dZaAABEAMoOAAAAAAAG\nMGOMkmKjlBQbpZzhgYept7X7VFHfcshpkDK/GSJldc1qah0cp0MOp665TXXNbSqqCO3WWtFul1IO\nM2vEvzBJiYuWm1trAQAw6FB2AAAAAAAwyHncLmUkxSojKTbgurVWDS3tXQWI/8yQsroWVTe2qrap\nVfUt7Q4nD7+Wdp/21TRrX01zSPuNkZK9UUFKkRgle6OUGOtRYuyBPw8+jnK7wvzTAACAYCg7AAAA\nAAAY4owxio/xKD7Go7FpgU+HSFKbz6fapjbVNLaqtqlNtU2tqvH7M9B132C8f1YPrJUqG1pV2dCq\n7aX1R/Ta2Kj/396dh8l213Uef3+rl7vkhgQCEggCARQDAoIkGVAhENwAWSI6iKOCyOKDRlEQRB0E\nNQwwOuDIJkQD8uAAoiaAoKAEHEBQVscQlmzdVwyDAAAgAElEQVQQkJBAlpvcpburvvPHOdV96nTd\n7q6tq073+/U8eW7/fmfpb+DcSp3zOb/fr1UEH3vm+wYiB8r+W+1dH5gcKPv3zLecdkuSpCEYdkiS\nJEmSJADmW63VBdW3olOOGDl4uBaKHClDkcPL3FQJRg4eWeHoys6YTqufI8sdjiwf5dqDWxtF0s/C\nXPSGIHvWQpFbHSM8OX7vAreqhCf7F+cMTCRJu45hhyTNuMOHbuGjF7+/77YHnfUI9u0/9pt5kiRJ\n0iS1Ijiwp3ggf4ctHnN0pb06eqQagnQDku7okW775qMrE/13mDXL7eRbtyzxrQEWba9rBccMSQ70\njCjphiTzHNizPkhx7RJJUpMYdkjSjLvhW9/kt899at9t77j4k4YdkiRJapQ983PsOTDHbQ/s2dL+\n7U6uBiKbTavVDUjaO21urQF1kvJ/j9GCou7IkQPrpuUqQpJ+/d1w5UA5wsRpuSRJ28WwQ5IkSZIk\nzay5VnDi/kVO3OLUWpnJ4eU2Nx2uhSCHlzl4tP+IkiPLO3dqrVHcfHT0kTWtgP2L8+xbnGP/4hz7\nFuYqPxeByP7Ftb79i/PsW6j2zfccU+939IkkqcuwQ5IkSZIk7RgRwf7FefYvznPyCXu3dMzSSqdn\n1Eg3BOkGJtVptW5ZWuHwUntHrz0yTp0cT2hyLHvmW2shSRmG7F2oBCN9ApV9i/PsrwQqRbgyvy5Q\nWZxzVIokNYlhhyRJkiRJ2tUW51ucdGAPJ21xai2AlU6Hw0ttDi+1ObTc5tBSm0NlEHKo27+0UvQv\nr7W72w8ttTmy3GZ3T7g1uqMrHY6udLj+0PLYzz3XCvYv1EKS2uiUaqDSG5asBSp7u/0LvSNcWo5K\nkaSxMuyQJEmSJEka0HyrxfF7Wxy/d2Hoc3QyObJcDUcqAclSm8NLKxxeXgtHqoHK4UrAssuXKJmY\ndic5eHSFgxMalbJ3obU6HdeehVaxns18i72Vn/cszLF3vlXbXm7rbq/uP19pL7TYO98999o+hiyS\ndirDDkmSJEmSpCloVabcGlZmcnSl0zOapDcgqYw2Wa6HKWv7L7dNTLbbkeUOR5aXtv33Ls51g5K1\nUGRcQUu/gKW6j0GLpEky7JAkSZIkSWqoiGDvQrFOBccNf57ldqdnZMnaFF0rPSNLDle2H1ru3d91\nTJphqd1hqd3h4NHt/90Lc1EJQ9ZClZ4Apda3FrAUxy3MtVicCxbny5+7f1Z/nm+xMBfsKdvV/bp9\nLm4v7TyGHZIkSZIkSbvcwlyLE/a1OGHf8NNytTvZM1rk6EqHI+WfR1c6HN2gr/in3btf+fPSSse1\nTXaI5Xay3F6ZStBSN9cKFuaiJwCpBicL87VQpezbU4YnC/PB4twcC/Ox2tfdd3W/7j7ledbOu7b/\nYiWc6W5bnHMUjDQMww5JkiRJkiSNbK4VHNg7z4G9433clJkstTscXS4CkSPLnbLdLgORYwclqyHK\nci1QWVk7vu2iJ7tSu5O0O8mR5Q4Hp11MH/OtqAUwfUazrAYnsa5vfi6YbxXt+VYwP9dioftnGfLM\nzwULrXLfcvtq/1zluNVzFX/Wt6/9viDCkEbTY9ghSZIkSZKkmRUR5ZRHc8DwI0+OZaXTWQtDugHK\nSjGi5OhyhyOrQcpaWHJkoyBluTdUkYax0klWOsVaO01SBCBrIUp3GrFuGFINU+pBS/fnxT5BS09A\ns8n2brsn2Gn1bl8NaMp2d6TPXKtotwKDmwYy7JAkSZIkSdKuNd9qMb+nxXF7xn/uTmYRmtRGmhxZ\n7pT9Rbiy0u6w3C72XS7X1Ki2u/8U7Sy3dyrbc7XtOBVNUxHSJEdoftDXDW66Ych8K8pQpLfdr697\nXLU91ypCnbV2ZZ+57rGtyu9da6+FMZVzloFPtT1X7yvPs/rvUP29c2vH7JQRboYdkiRJkiRJ0gS0\nqgvIj7AeylZlFlMzbRSWLJXByMYBSrnPSmetv5097eV6QGPQoh2mG9ywA4KbzSxde9W0SxgLww5J\nkiRJkiRpB4hYmwpou2Um7cyBwpKllayMZOnuXz+2DGJWOqx0ivZKp8NKu3gQ3R0V0+0zcJF2L8MO\nSZIkSZIkSSOJCOYjmF/c/qClKzPpJGuhSLtTBiJFgNINR7pv7C+3O7TbyXIZlCx3inZ3W3X/3vNV\n+laDl27oUm6v9LUr55M0OYYdkiRJkiRJkhovIpgLmGvNsWcGn3p2pxlbDWC6QclqeFILZKr7dAOZ\n7s8bBDHLneL3dP/p9tf71n7u9O03mlHTzOBfe0mSJEmSJEnaWdamGQMmv4TLSLqjZOphyGp40hOo\ndFbbK+1aoJKV7e16yLI+bDlWENP7+6o1rA9qqjW008hmNzHskCRJkiRJkiStWhslEywyvanJRtVd\nS6YagtSDk+72Tvb2r7a72ztJuwyAOuV5Ov2OzXLfcv91+1bO2ft7oN3p0OnQ8zv7/p7qvpXz7XaG\nHZIkSZIkSZKkHWd1LZkWMzm12bh1Ng1v6Bu0fOWyeX7nz6Zd/eh2wf/FkiRJkiRJkiTtbK1W0CJY\nmBvsuPkbD0ymoG3W3DFIkiRJkiRJkiRJGHZIkiRJkiRJkqSGcxorTcpitXH1VZdPqw6p8a695j+P\nue3LV1zG4UOHtrEaSZIkSZIk7SR9nt0u9ttv1kWmq7Rr/CLiMcCF065DkiRJkiRJkjSQx2bmRdMu\nYlBOY6VJOWHaBUiSJEmSJEmSdgfDDk3KraZdgCRJkiRJkiRpd3DNDk3Kv9XaTwAunUYh0gTdnd7p\n2h4LXDalWqRJ8TrXbuB1rt3A61y7gde5dgOvc+0GXufbbxH49kr7g9MqZBSGHZqUm2vtSzPzP6ZS\niTQhEVHvuszrXDuN17l2A69z7QZe59oNvM61G3idazfwOp+aT027gFE5jZUkSZIkSZIkSWo0ww5J\nkiRJkiRJktRohh2SJEmSJEmSJKnRDDskSZIkSZIkSVKjGXZIkiRJkiRJkqRGM+yQJEmSJEmSJEmN\nZtghSZIkSZIkSZIazbBDkiRJkiRJkiQ1mmGHJEmSJEmSJElqNMMOSZIkSZIkSZLUaIYdkiRJkiRJ\nkiSp0eanXYB2rGuBF9Xa0k7jda7dwOtcu4HXuXYDr3PtBl7n2g28zrUbeJ1rKJGZ065BkiRJkiRJ\nkiRpaE5jJUmSJEmSJEmSGs2wQ5IkSZIkSZIkNZphhyRJkiRJkiRJajTDDkmSJEmSJEmS1GiGHZIk\nSZIkSZIkqdEMOyRJkiRJkiRJUqMZdkiSJEmSJEmSpEYz7JAkSZIkSZIkSY1m2CFJkiRJkiRJkhrN\nsEOSJEmSJEmSJDWaYYckSZIkSZIkSWo0ww5JkiRJkiRJktRohh2SJEmSJEmSJKnR5qddgHaeiLg7\ncAZwJ2ARuB64FPhIZh6ZZm3SsCIigLsC96G4tk8EjlJc318E/tXrW5KaKyLuCdyP4jN+P3AYuAb4\nAvCZzDw6xfKkoUXEHuD+wGnArYF9wE3AN4BPAl/KzJxehdJ0RMRe4MHAd1H83VgCrgY+lpmXT7M2\naVQRcQC4N8X1fRKwF7iB4rP/3zLzyulVJ0mTE36v1bhExOOA3wEecIxdbgYuAF6UmddtV13SsCLi\n1sDjgB8BHg7cdoPdl4F3A6/IzA9uQ3nStoqIvwSeWOu+KjPvOoVypLGIiOOBXwZ+ATh1g12XgI8D\nf5WZr9yO2qRRRcT3As8GngDs2WDXrwLnA6/MzG9tR21SPxFxCsVLc2eWfz4QOL6yy1i+d0TE7YAX\nAk8GjjvGbp8Afi8zLxz190lVk7zOI+JMivvXs4HvZePZXK4CXgu8LjOvH+b3SceyXZ/nG/z++1B8\nji/UNj0lMy+Y1O/VbDDs0MjKt8XOB356i4dcCzwhMz80uaqk0UTEqygefi0OcfibgF/OzJvGW5U0\nHRHxY8BFfTYZdqixIuLRwBuA2w9w2DWZefKESpLGIiJawHnAcxls2uJrgCdn5nsnUpjUR0R8H/Dr\nFA/E7rjJ7iN/74iIs4C3s/FLTFVvAp6WmUuj/F7tbpO+ziPie4B3AHcboryvUzwA9rNfI9nuz/MN\n6pgDPgqc3mezYccu4JodGkl5M/VW1gcdbeAK4NPAjbVttwPeExEPmnyF0tDOpH/Q0aYY3v4J4LOs\nv74BfhZ4Xzl0WGq0iDgBeM2065DGKSKeTRHg1YOOI8DlFKM4/h1wJKqa6HXA81h/r3eI4rr+OHAZ\nUH/r7fbAhRHxoxOvUFpzOvB4Nn8wNrKI+H7g71gfdNwAfAq4kuK7ftXPAn9ZTmkrDWvS1/mdOHbQ\ncSPweYrP/stZ/9l/MvDuiKiP4JYGtW2f55t4Nv2DDu0Shh0a1XOBx9b6XgvcOTPvlpn3B24DnAN8\nubLPfuBt5UM0adbdALwaeBRw68z89sx8YGbej2L+04cB/1w75gyKadukpns5cEr58y3TLEQah4h4\nKvBHQPXB1XuAHwVOzMy7Z+aZmXnfzLwdxfX/MxRvTPpmr2ZaRDyBYmRq1SUU32FOKK/rMzPzHhTh\nxgvpva4XgTeWU3lK03bzuE5UXtNvpVizpusqiil/bpOZD8jMUynW6Htd7fBzKB6eSZMwtuu84l+A\nXwLunZknZuZ3lZ/9d6f47P8tigC8qwW8KSLuP4FaJJjMdb5OuYbwiytd3r/uQoYdGlpEnETxH8mq\n38zMX8zMr3U7MrOTmX9DsfjblZV97wT82sQLlYZ3JcUDgztm5rMy8+8y82B1h8xsZ+bFFIHHn9aO\n//GIeNi2VCpNQDnVQ/ehWQd40fSqkUYXEfcA/qTStQw8KTMfmZnv7bcIeWZ+LTPfnJlPoFjAXJpl\nL6y1/w04o/wOs1LdkJnXZuaLKYK+6rbbAc+cbJnSOgeBiylesvgJitDhx8Z4/ufS+7bxFcCDM/PC\nrMztnZlXZ+YzWX+f+98NATUGk7zOO8Cbge/OzAdl5qsy85L6TuVn/3nAg4DqOk0LwCvGVIt2t0l/\nnvdVjsB7PWuh9jspvgdpl3HNDg0tIl4K/Eal60PAWbnBRRURZwPvr3QdBE7NzG9OpkppOBHxKOB9\ng8zPW84N+S8Ui291vSUzt7qejTQzImIfxXQndy+7Xgn8LfCBym6u2aFGiYh/oginu34yM98+rXqk\ncYqIu1FMT1V1Rmb+6xaOfS3wjErXRzPzweOsT+qnfAt3D3BpZnZq285iDN87ygXJLweqU8w+IjP/\ncYNjguJh3UMq3edlZj0EkTY16es8Ir4TWMjM/xjwuMcAF9a6vyMzvzTIeSTYns/zTX7/01kbmXcz\ncC/gL4CHVnZzzY5dwJEdGkq5VsdTat2/u1HQAVB+oaxO93M88JNjLk8aWWa+e9CFCDOzDbys1v3D\n46tK2la/x1rQ8WXgt6dYizSyiHgsvUHH2w06tMPcs9a+eitBR+kdtfY9xlCPtKnMvCwzL6k/GBuz\nJ9IbdHxoo6CjrCtZP6L15127Q8OY9HWemV8YNOgoj7uIYqrDqh8ZT1Xabbbp87yviDiF3mcxv5WZ\nX9nuOjQbDDs0rAdTDHHvupzizZetOL/Wftw4CpJmRH3tjpMiYv9UKpGGFBGnA79a6XpWZm7LPKvS\nBD291nZaNu00t6m1B7nJ/3KtfeKItUizpL7GZP1+9Fg+QDHdVdfJwH8ZS0XS7Kjfv955KlVIo3k1\n0F0T+OP0TlurXcawQ8N6VK39vs1GdVT3rbXPiojjxlCTNAuu79N3Qp8+aSZFxALFQ4C5suvtmfmu\nKZYkjax826s60u7Tw7wBKc24G2vtfX336q++73Uj1iLNhIg4QO9UVAD/sJVjy/vb99e6Hz2OuqQZ\nUr9/9d5VjRIRTwQeUzZXgKdNY3SJZodhh4b1PbX2R7Z6YLl4+ZWVrkWKufSkneCUPn2uSaMm+U3g\nPuXPNwDnTrEWaVx+hLUAD3rnDJZ2ik/X2qcN8ELRGbX2x8dQjzQL7k2x8HLXFZn59QGO/3CtXb8P\nlpqufv/qvasaIyJOAv640vWHmfnZadWj2WDYoWGdVmvX53ncTH3/+vmkpvqBWvuqQdf+kKYlIu4F\nVBfefN6ADwSkWXV6rf2Z7g8Rcf+I+OOI+ExEXB8RhyLiyoh4X0Q8pxwVIs28zLya3heQ9rCFwDoi\n9tA7dSFsfZofadZ53yodQ7kGzffXur8wjVqkIb2StSn2L8NpaoVhh4YQEftYP4/joAv/1PevL6go\nNdXP19p/N5UqpAFFRIvi4dZi2fXPwOunV5E0VvWw4/KIOBAR5wOfBH4ZuC/FOgX7gLsAjwBeDnwx\nIs4rp3iTZt3zgOrUDS+OiJ871s4RcSLwV/Q+wH1nZr5zQvVJ261+nznqfetdImLvCPVIs+Qs4NRK\nO4H3TqcUaTAR8Ujgpytdz8zMw9OqR7NjftoFqJFuC0SlvQx8Y8BzfLXW/raRKpJmQPkf2/qcwBdM\noRRpGOeytujmEvD0AdZikmbdPWrtDvAh4P5bOHYfxfRup0fEOZl5cNzFSeOSmf83In4JeBXF9/V5\n4IKIeBbw18DngcMU3+fPBJ5E78Lm7wN+aluLliarfp959YDHX0MxB3z32UkLOIn197NSo5QvOr2k\n1v1eR3WrCSLieOC1la6/yMz6GkvapQw7NIwDtfahIR6I3bLJOaVGiYjbAK+rdf9tZjrntWZeRJwK\n/H6l6yWZeem06pHGqbyZP77W/cesBR0JvItiJN7VwHHltp8B7lg55hEUAfaPT7BcaWSZ+ZqI+DzF\ndX7vsvt01o9wqroceBnwehf11A5Tv8+s34duKDMzIg7T+98R7121EzyHIvTu6tA7na00y14KfHv5\n83XAr02xFs0Yp7HSMOpf7o4McY760DK/MKqxygdpbwbuVOm+ERd2VnP8KcUDXoBLgfOmWIs0bifQ\nOyIV4AHln98EHpqZj8nM12bmuzLzrZn5fIqpT95SO+6ciPjZCdcrjSwz/4ki3PifQHuT3b9c7vcW\ngw7tQN67SjUR8QPAH9S6X5GZn5pGPdIgyuv3mZWuX8/M66ZVj2aPYYeGUZ+jdJjFl4/W2vuGrEWa\nBS8HfrTW94zMHHROYGnbRcRTKd5Yh+IN96dn5jCf69KsOtZDqTbwqMz8534bM/NmitEd/1Db9IJy\nQU9pZkXEMykW6nwOMLfJ7ncGXg1cGRH1tcekpvPeVaqIiLtRTGtYnenl08ALplORtHXlmknns/Yi\n0/sz801TLEkzyLBDw6i/DbPYd6+N7dnknFIjRMS5rB8y+bLMfOs06pEGERF3oHibt+sNx3rwKzXY\nsb5jvCEzP7bRgeVb7r9I74LP9wQeOqbapLGKiIWI+CvgNcAdyu5vAS8GzgBuTfHd/Y7AY4C/oQi6\noVi74/yIePm2Fi1NlveuUikibgu8h2Ldpq5rgHMysx7qSbPoRcB3lD8fpneEhwQYdmg4N9fa9bdl\ntqL+Nkz9nNLMi4gnAa+odV8APH/7q5GG8irgxPLnrwO/McVapEk51neM12/l4My8HKgveGjYoVn1\nGnrXlfk4cO/MfGFm/mtm3pCZy5n5n5n5zsw8B3gcvQ9vnxMRT9nOoqUJ8t5VYnVB5/cA31npvhH4\n4cy8YjpVSVsXEQ8Afr3S9eLMvGxa9Wh2GXZoGPUvd/uHmM7huFrbL4xqlIh4NPBGeueB/2vgFzIz\n+x8lzY6I+Ang8ZWuX8nMG6ZVjzQpmXmY9WsWHAQGmZf6g7X2A0cqSpqAiDgLeGql6xvAozPz6xsd\nl5kXAc+qdb88IpyqRztB/T6zfh+6ofI+17BDjVZO/XMRvd9fDlFM5/mZ6VQlbV1EzAN/xtrUnJ+l\nd4YCaZVhh4ZxHWvD3QEWgG8b8Byn1NrfGKkiaRtFxMOAt9M7z+n7gJ/KzM0WAZVmRXWakndn5tum\nVok0efXvGV8acCHmz9fag37vkbbDubX2KzLz2i0eewHwhUr7JOCccRQlTVn98/9OAx5/e3q/83co\n7oelRoiIBeBtwFmV7iWKqas+PJWipMH9N+B+5c8dinUmV6ZYj2aYYYcGVr4h+eVa950HPE19/0uH\nr0jaPhFxJsVbMdUh8B8BHu+izmqYEys/PyoicrN/gA/UznGXPvt9zzb+O0hb9bla+6YBj6/vf+sR\napHGrnz7/OG17ndu9fgy/Ht3rfsho9YlzYB6WD3qfetVmemaHWqEiGgBbwJ+rNLdBp6UmX8/naqk\noVTvXVvAv2zx/rU+9eyf1/b52+37V9B2MezQsOrhxL0GPP60Tc4nzZyIuC/FPKcHKt2fAh6ZmbdM\npypJ0hZcUmvXF5vdTH2O90Mj1CJNwq2BE2p9g87BXt+/PhJbaiLvW7UrlSH4nwJPrHQnxbTL75hO\nVZI0eYYdGtana+0Hb/XAiLgDcNdK1zLrH0JIMyUi7kkxVVX1bd7PUSzoduN0qpIkbdEna+3bD3h8\nfdqqb45QizQJ/QK8Qad3WK615/ruJTXLf9B7bd+1vB/dqu+rtev3wdKs+l/0ruMEcG5mXjCFWiRp\n28xvvovU17uA51Xaj4iI2OLCzD9Ua38gM13kTTMrIu4CvJ/eh11XAD84wFzY0qx5LMWaS4O4H70L\nwV1DMX9q1ZdGKUqakHdTzO/bfdHn1Ii4TWZ+a4vHf2+tXZ8WRZq2fgHcHRlsdEd9JIffcdR4mXkw\nIj4EnF3p/kGKqX02VL4Z/4ha95anh5OmJSJ+D/iVWvcLMvNPplGPNAbvAP7fEMf9IXDfSvvlwD9U\n2q4fvAMZdmhYH6FYmO22ZftuFAte1edz76f+dsGF4ytLGq/yza9/pHcxw68CZ2fmV6dTlTS6zPzg\noMdERP0t4SOZ+f4xlSRNTGZ+IyI+DPxApfsc4A2bHRsR88Dja90Xj686aXSZuRQR/wlU31h/OHD+\nAKc5u9a+bOTCpNlwEb3X91PZQtgBPAw4tdK+BvjYGOuSxi4ingv8dq37JZn5kmnUI41DZn4F+Mqg\nx0XE9bWuS7x/3fmcxkpDKRcxvKDW/cLy7Zdjioiz6X3QcBB423irk8YjIm5DMXXV3Svd11KM6Bh0\nHmxJ0nS9rtZ+bkRsZe2OpwEnV9o3AS7qqVn0j7X2r5Zh3aYi4qHAgzY5n9RU/weorq/3kIh4+EYH\nlPe1L6x1/3l5HyzNpIh4BvCyWvefZOYLplGPJE2DYYdG8VKgOv3UQ+md2qpHRJzC+jcoX5mZ102g\nNmkkEXE88F7g3pXuG4AfyszPTacqSdII/hL490r7O4HXRcQxvw9HxJmsf2jwatdq0ox6c6393cCr\nN7rGASLiHsBbat1fBD46xtqkqcnMbwD16XveEBF33OCw3wQeUmnfSDH9iTSTIuJJwKtr3X8OnDuF\nciRpapzGSkPLzOsi4jzgvEr3SyLizsDvZ+bXAMobrMcArwTuXNn3axTz50mz6CLg9FrfHwG3jYj6\n3L2b+URm1odPSpK2UWZ2IuLZFCP2uiNRfw44JSKen5mf6O4bESdQTHPyIuBA5TRfoPd7jzQzMvPv\nI+IDFFPvdD0NOC0ifhf4YGauTkcYEScBTwZ+BzihdroXZGZ7shVLhYj4PmBfn033q7X3bvA9/GuZ\neckGv+ZlFJ/53ZF6pwIfiYhzgXd2156MiDtRTAH0jNrxfzDAOk/SOpO8zsv930jvC82XAm8Fzt5k\nAo6666vfiaRBbNPnubSh2Np60lJ/ZZBxIfDo2qY2cBXFGzCnAifWth+mmArowxMvUhpCRIzzw/Fh\nmXnxGM8nTUVEnEXv2kxXZeZdp1ONNJyIeB7wP/ps+jpwNXAcxfSFi7Xt36T4PP/3+oHSrIiIkynW\n1ju1z+abKRYsPwycRLHmXr8nYH+Ymc+ZWJFSTURcCdxlxNO8MTOfvMnveQjFNIR7a5tuoPi7cSLF\ny3lzte0XAo9PH55oBJO8zstAuz7t2rA+mJlnjelc2mW26/N8qyLiYopZaLqekpkXjOPcml1OY6WR\nlHOW/gTFPKhVcxQ3UPdnfdDxTeCRBh2SJGm7ZeZLKaZ0WK5tOhl4IHAa64OOzwMPMujQrMvMr1Pc\n1F/cZ/MB4D7AGRSBXj3oWAaeDzx3giVKU5OZHwIeBdRHaJxIcd96KuuDjrcA/9WgQ5KkZjDs0Mgy\n80hm/hTwBODTG+x6C8UckvfyLXdJkjQtmfm/gftSTO9QDz2qrgB+BbhvZn5xO2qTRpWZXwHOBn6S\nIvTYbEHlG4HXAPfJzJf6UFc7WWb+E3Avimv+0Aa7fgr48cz86cw8ui3FSZKkkTmNlcauXOTwTOAU\nijcjbwA+B3w4M49MszZJkqSqiLgV8GDgOyjWLbgZuAb4ZGZ+fpq1SeMQEcdTjFq6G8Ub7HuBmyhG\nW38WuKQcrS3tKhGxj+Lz/zSKvxtLwFeBj2Xml6ZZmyRJGo5hhyRJkiRJkiRJajSnsZIkSZIkSZIk\nSY1m2CFJkiRJkiRJkhrNsEOSJEmSJEmSJDWaYYckSZIkSZIkSWo0ww5JkiRJkiRJktRohh2SJEmS\nJEmSJKnRDDskSZIkSZIkSVKjGXZIkiRJkiRJkqRGM+yQJEmSJEmSJEmNZtghSZIkSZIkSZIazbBD\nkiRJkiRJkiQ1mmGHJEmSJEmSJElqNMMOSZIkSZIkSZLUaIYdkiRJkiRJkiSp0Qw7JEmSJEmSJElS\noxl2SJIkSZIkSZKkRjPskCRJkiRJkiRJjWbYIUmSJEmSJEmSGs2wQ5IkSZIkSZIkNZphhyRJkiRJ\nkiRJajTDDkmSJEmSJEmS1GiGHZIkSZIkSZIkqdEMOyRJkiRJkiRJUqMZdkiSJEmSJEmSpEYz7JAk\nSZIkSZIkSY1m2CFJkiRJkiRJkhrNsEOSJEmSJEmSJDWaYYckSZIkSZIkSWo0ww5JkiRJkiRJktRo\nhh2SJEmSJEmSJKnRDDskSZIkSZIkSVKjGXZIkiRJkiRJkqRGM+yQJEmSJEmSJEmNZtghSZIkSZIk\nSZIazbBDkiRJkiRJkiQ1mmGHJEmSJJTXnJ4AAAAYSURBVEmSJElqNMMOSZIkSZIkSZLUaP8fXUHB\njbBJZwkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22497b766a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns \n",
    "\n",
    "fig, ax = plt.subplots(1,1, dpi=300)\n",
    "\n",
    "sns.kdeplot(np.array(ws), kernel='gau', bw=2, shade=True, ax=ax)\n",
    "ax.set_xlim([0,15])\n",
    "ax.set_frame_on(True)\n",
    "ax.set_title('Distribution of Edge Weights', fontsize=24)\n",
    "ax.vlines(2.3, 0, 1, linestyle='--')\n",
    "ax.set_yticks([0.05, 0.1, 0.15, 0.2])\n",
    "ax.set_yticklabels(['5%', '10%', '15%'])\n",
    "ax.set_ylim([0,0.2])\n",
    "ax.annotate(xy=(4, 0.15), s='Mean Shared Members\\nis 2.3', fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "602"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('data/member-to-group-edges.csv')\n",
    "len(df.group_id.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "groups = pd.read_csv('data/groups.csv')\n",
    "members = pd.read_csv('data/members.csv')\n",
    "events = pd.read_csv('data/events.csv')\n",
    "rsvps = pd.read_csv('data/rsvps.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "groups.loc[groups.group_id.isin(df.group_id.unique())].to_csv('kaggle/meta-groups.csv', index=None)\n",
    "members.loc[members.member_id.isin(df.member_id.unique())].to_csv('kaggle/meta-members.csv', index=None)\n",
    "\n",
    "ev  = events.merge(groups[['group_id', 'group_urlname']], on='group_urlname')[['event_id', 'group_id', 'name', 'time']]\n",
    "ev.loc[ev.group_id.isin(df.group_id.unique())].to_csv('kaggle/meta-events.csv', index=None)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rp = rsvps.loc[rsvps.event_id.isin(ev.event_id.unique()) & rsvps.member_id.isin(df.member_id.unique())]\n",
    "rp.merge(ev[['event_id', 'group_id']], on='event_id').to_csv('kaggle/rsvps.csv')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [py3]",
   "language": "python",
   "name": "Python [py3]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}