{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Grandenet, Internet with Steroids\n",
    "\n",
    "## The Great Slowdown"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As many countries and ICP providers show a tendency to optimize their \"internal\" data access by applying tools to control or monitor users, the overall network condition deteriorates and performance is reduced up to significant levels. This situation leads to considerable increases in the cost for companies who want to provide applications to end users.\n",
    "Our research has shown that the Internet speed - not only in China - varies more than expected on a global scale and quite often, the Internet does not use optimized routes leading to temporary or permanently slow access to some applications or for a group of users.\n",
    "[GrandeNet](http://www.grandenet.cn) can optimize up to 80% of the connectivity of certain servers by using [Re6st](https://lab.nexedi.com/nexedi/re6stnet) and maintaining optimized and stable routes between all connected servers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Can you re6st?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Re6st](https://lab.nexedi.com/nexedi/re6stnet) is a multiprotocol random mesh generator that uses <a href=\"https://en.wikipedia.org/wiki/Babel_(protocol)\"> Babel</a> routing protocol to discover optimizal routes between each point in the mesh. It supports IPv6 and IPv4 with <a href=\"https://en.wikipedia.org/wiki/Recursive_InterNetwork_Architecture_(RINA)\">RINA</a>  support coming soon. It is used commercially by [VIFIB](http://www.vifib.com) distributed cloud provider helping to solve the current lack of reliability of Internet connectivity for distributed enterprise applications: bugs in routers, packet inspection that breaks TCP protocol, government filters filtering too much, etc. Without re6st, it would have been impossible to deploy critical business applications used by large companies (Mitsubishi, SANEF, Aide et Action, etc.) on a decentralized cloud. It would also be impossible to manage the deployment of distributed cloud in Brazil, China or Ivory Coast where the Internet is even less reliable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IPython Notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[IPython Notebook](http://ipython.org/notebook.html) is a web-based interactive computational environment for creating Executable Notebooks with Embeeded Python Code. IPython Notebook is largely used by researchers to produce and share their scientific work. We chose to use IPython Notebook for this article to provide a transparent walkthrough of what we are doing.\n",
    "\n",
    "This article is fully reproducible by importing this notebook on your IPython Notebook Instance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to execute the this notebook we need some well-known python libraries, specifically, panda, numpy, scipy and matplotlib. Below are the imports required to initialize the necessary libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import sys\n",
    "from matplotlib import pyplot\n",
    "import matplotlib.pyplot as plt\n",
    "#from mpl_toolkits.basemap import Basemap\n",
    "from IPython.display import display, clear_output\n",
    "from IPython.core.display import HTML \n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from pandas import rolling_median\n",
    "\n",
    "np.set_printoptions(threshold=\"nan\")\n",
    "\n",
    "pd.set_option('display.max_rows', 2000)\n",
    "\n",
    "from pandas import Series, DataFrame, Panel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll define the core code - written as methods which will perform the Data Collection and the Calculation of the results for this article. If you are not interested in Code, you can move directly to the next section of this article."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import urllib2\n",
    "\n",
    "def load_json(url, average=\"internet_ipv4\", packet_lost=\"internet_ipv4_packet_lost\"):\n",
    "  \"\"\" Download JSON and normalize the data by:\n",
    "        - Replace failed by a number '0', so the column is a float and not string\n",
    "        - Replace 'average' and packet_lost by another name \n",
    "            for help concat 2 numpy array w/o recreate it.\n",
    "        - Remove latest empty line.\n",
    "  \"\"\"\n",
    "  req = urllib2.Request(url)\n",
    "  response = urllib2.urlopen(req)\n",
    "  content = response.read()\n",
    "  return '[%s]' % content\\\n",
    "    .replace('\"failed\"', \"0\")\\\n",
    "    .replace('\"average\"', '\"%s\"' % average)\\\n",
    "    .replace('\"packet_lost\"', '\"%s\"' % packet_lost)\\\n",
    "    .replace(\"\\n\", \",\")[:-1]\n",
    "\n",
    "def load_test(id, date_id):\n",
    "  \"\"\" Load Test results from Distributed Monitoring Tool\n",
    "      and transform into DataFrames \"\"\"\n",
    "    \n",
    "  # Load JSON for ICMPv6\n",
    "  ping6_as_jsonstring = load_json(\n",
    "    log_dict[id][\"grandenet_ipv6\"] % date_id, \n",
    "    average=\"grandenet_ipv6\",  packet_lost=\"grandenet_ipv6_packet_lost\")\n",
    "\n",
    "  # Load JSON for ICMPv4  \n",
    "  ping_as_jsonstring = load_json(\n",
    "    log_dict[id][\"internet_ipv4\"] % date_id, \n",
    "    average=\"internet_ipv4\", packet_lost=\"internet_ipv4_packet_lost\")\n",
    "\n",
    "  return pd.read_json(ping6_as_jsonstring, convert_dates=[\"time\"]), \\\n",
    "    pd.read_json(ping_as_jsonstring, convert_dates=[\"time\"])\n",
    "\n",
    "def get_computer_list(dframeA, dframeB ):\n",
    "    \"\"\" Extract all computer names at the DataFrames \"\"\"\n",
    "    return list(set([ computer_name[0] for computer_name in dframeA[[\"computer_name\"]].as_matrix()] + \n",
    "                  [ computer_name[0] for computer_name in dframeB[[\"computer_name\"]].as_matrix()]))\n",
    "\n",
    "def get_computer_destination_label(dframeA):\n",
    "    \"\"\" Determinate the Label Name for the computer which are receiving the ping\"\"\"\n",
    "    return getComputerLabel([computer_name[0] for computer_name in dframeA[[\"name_or_ip\"]].as_matrix()][0])\n",
    "\n",
    "def getComputerLabel(computer_name):\n",
    "    \"\"\" Translate hostname, ip addresses into meaningfull names for better understanting\"\"\"\n",
    "    return server_label.get(computer_name, computer_name)\n",
    "\n",
    "# Initiallization function which are going to be used for \n",
    "# collect the logs and transform them on Data Frames.\n",
    "def plot_ping_comparation(df_ping6, df_ping):\n",
    "  \"\"\" Function to load, plot and compare 2 Data Frames \n",
    "  \"\"\"\n",
    "  computer_list = get_computer_list(df_ping, df_ping6)\n",
    "\n",
    "  computer_destination_label = get_computer_destination_label(df_ping6)\n",
    "\n",
    "  measured_average = []\n",
    "  packet_lost = []\n",
    "    \n",
    "  for computer_name in computer_list:\n",
    "    \n",
    "    if getComputerLabel(computer_name) == computer_destination_label:\n",
    "      continue\n",
    "\n",
    "    df6 = pd.DataFrame(df_ping6[df_ping6[\"computer_name\"] == computer_name][df_ping6[\"grandenet_ipv6\"] > 0][[\"time\", \"grandenet_ipv6\"]])    \n",
    "    df4 = pd.DataFrame(df_ping[df_ping[\"computer_name\"] == computer_name][df_ping[\"internet_ipv4\"] > 0][[\"time\", \"internet_ipv4\"]])\n",
    "\n",
    "    # Use Moving average in order to eliminate noise spikes on the chart and measurement.\n",
    "    df6['grandenet_ipv6'] = rolling_median(df6['grandenet_ipv6'], window=3, center=True)\n",
    "    df4['internet_ipv4'] = rolling_median(df4['internet_ipv4'], window=3, center=True)\n",
    "    \n",
    "    label = \"'%s' to '%s'\" % (getComputerLabel(computer_name), computer_destination_label)\n",
    "\n",
    "    if 0 in [len(df6), len(df4)]:\n",
    "      print \"Found one empty array for %s\" % label\n",
    "      continue\n",
    "    \n",
    "    df = pd.DataFrame(pd.concat([df6, df4]))\n",
    "\n",
    "    if SHOW_ALL_CHARTS:\n",
    "      df4.plot(x=\"time\", title=label + \" (lower is better)\", \n",
    "               sort_columns=[\"time\"], figsize=(20,6))\n",
    "      df6.plot(x=\"time\", title=label + \" (lower is better)\", \n",
    "               sort_columns=[\"time\"], color='r', figsize=(20,6))\n",
    "    \n",
    "    df.plot(x=\"time\", title=label + \" (lower is better)\",\n",
    "            marker='o', color=[\"b\", \"r\"], figsize=(20,6))\n",
    "    \n",
    "    # Ignore 0 entries as it represents a full failure (so no average).\n",
    "    ipv6_mean = df6[\"grandenet_ipv6\"].mean()\n",
    "    ipv4_mean = df4[\"internet_ipv4\"].mean()\n",
    "\n",
    "    grandenet_ipv6_packet_lost = df_ping6[df_ping6[\"computer_name\"] == computer_name][\"grandenet_ipv6_packet_lost\"].mean()\n",
    "    internet_ipv4_packet_lost = df_ping[df_ping[\"computer_name\"] == computer_name][\"internet_ipv4_packet_lost\"].mean()\n",
    " \n",
    "    if ipv6_mean < ipv4_mean:\n",
    "      improvement_ratio = float(ipv4_mean - ipv6_mean)/ipv4_mean\n",
    "      state = \"OPTIMIZED in %sms (%.2f%%)\" % ((ipv4_mean - ipv6_mean), improvement_ratio*100)\n",
    "    elif ipv6_mean < (ipv4_mean + max(20, ipv4_mean*0.15)):\n",
    "      state = \"OK (in acceptable range %s < %s < %s)\" % (ipv4_mean, ipv6_mean, (ipv4_mean + max(20, ipv4_mean*0.15)))\n",
    "    else:\n",
    "      state = \"BAD (%sms slower)\" % (ipv6_mean - ipv4_mean)\n",
    "\n",
    "    measured_average.append({\"name\" : \"'%s' to '%s'\" % (getComputerLabel(computer_name), computer_destination_label),\n",
    "                             \"grandenet_ipv6\": ipv6_mean,\n",
    "                             \"internet_ipv4\": ipv4_mean,\n",
    "                             \"state\": state})\n",
    "\n",
    "    \n",
    "    if grandenet_ipv6_packet_lost < internet_ipv4_packet_lost:\n",
    "      loss_state = \"OPTIMIZED (Better Packet Lost rate)\"\n",
    "    elif grandenet_ipv6_packet_lost == internet_ipv4_packet_lost:\n",
    "      loss_state = \"OK (Same Packet Lost rate)\"\n",
    "    elif (grandenet_ipv6_packet_lost - internet_ipv4_packet_lost) < 1:\n",
    "      loss_state = \"OK (less them 1% diference is considered same)\"\n",
    "    else:\n",
    "      loss_state = \"BAD (Worst Packet Lost rate)\"\n",
    "\n",
    "    packet_lost.append({\"name\" : \"'%s' to '%s'\" % (getComputerLabel(computer_name), computer_destination_label),\n",
    "                             \"grandenet_ipv6_packet_lost\": grandenet_ipv6_packet_lost,\n",
    "                             \"internet_ipv4_packet_lost\": internet_ipv4_packet_lost,\n",
    "                             \"state\": loss_state})\n",
    "\n",
    "  return pd.DataFrame(measured_average), pd.DataFrame(packet_lost)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measuring Performance with SlapOS Distributed Monitoring"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The core of [GrandeNet](http://www.grandene.cn) Infrastructure is based on servers distributed on multiples cloud providers (Amazon, Qincloud, OVH, Rackspace, UCloud...) as well as standalone machines distributed on companies offices and/or people's home. Customers may add their servers located on their premises or even at their homes to be used as their main production servers.\n",
    "\n",
    "This hybrid and heterogenious infrastrucuture of [GrandeNet](http://www.grandene.cn) uses [SlapOS](http://community.slapos.org/) to manage and monitor all distributed servers around the globe.\n",
    "\n",
    "In this article we used a small set of servers (12) with public IPv4 running [SlapOS](http://community.slapos.org/) Distributed Monitoring. Each server tries to contact (using [ICMP Protocol](https://en.wikipedia.org/wiki/Internet_Control_Message_Protocol)) all others 12 servers using IPv4 and IPv6 addresses. Tests are performed 10 times (10 pings) every 10 minutes and we get the average and packet loss for test.\n",
    "\n",
    "The image bellow ilustrates the tests with 3 servers:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "<img src=http://www.nexedi.com/P-NXD.Document.Simple.Re6st.Image?format=png>\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we initialize the location for each servers' logs along with labels to improve the readability of the charts and results.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "server_label = {\n",
    "  'i-j0dshts2': \"Guanghouz - Qincloud\",\n",
    "  '10-13-16-6': \"Guanghouz - UCloud\",\n",
    "  'i-wbs0d67i' : \"Hongkong - Qincloud 1\",\n",
    "  'i-vutfghrs': \"Hongkong - Qincloud 0\",\n",
    "  'i-hf0f7ocn': \"Beijing - Qincloud\",\n",
    "  'vps212661.ovh.net': \"Strasbourg - OVH\",\n",
    "  'ip-172-31-30-97': \"Singapour - Amazon\",\n",
    "  'ip-172-31-6-206': \"Tokyo - Amazon\",\n",
    "  'ip-172-31-8-66' : \"Virginia - Amazon\",\n",
    "  'ip-172-31-7-155': \"US West - Amazon\",\n",
    "  'cloud-server-grandenet' : \"Hongkong - Rackspace\",\n",
    "    \n",
    "  'COMP-9': 'US West - Amazon',\n",
    "  'COMP-8': 'Singapour - Amazon',\n",
    "  'COMP-7': 'Tokyo - Amazon',\n",
    "  'COMP-6': 'Hongkong - Qincloud 1',\n",
    "  'COMP-4': 'Hongkong - Qincloud 0',\n",
    "  'COMP-2': 'Beijing - Qincloud',\n",
    "  'COMP-3': 'Guanghouz - Qincloud',\n",
    "  'COMP-10': 'Guanghouz - UCloud',\n",
    "  'COMP-11': 'Strasbourg - OVH',\n",
    "  'COMP-12': 'Virginia - Amazon',\n",
    "  \"COMP-13\": 'Beauharnois - OVH',\n",
    "\n",
    "  \"frontend0.grandenet.cn\": \"Beijing - Qincloud\",\n",
    "  \"2401:5180::1\": \"Beijing - Qincloud\",\n",
    "  \"frontend1.grandenet.cn\": \"Guanghouz - Qincloud\",\n",
    "  \"2401:5180:0:6::1\": \"Guanghouz - Qincloud\",\n",
    "  \"2401:5180:0:9::1\" : \"Hongkong - Qincloud 0\",\n",
    "  \"frontend3.grandenet.cn\" : \"Hongkong - Qincloud 0\",\n",
    "  \"2401:5180:0:8::1\" : \"Hongkong - Rackspace\",\n",
    "  \"frontend4.grandenet.cn\" : \"Hongkong - Rackspace\",\n",
    "  \"2401:5180:0:7::1\": \"Hongkong - Qincloud 1\",\n",
    "  \"frontend5.grandenet.cn\": \"Hongkong - Qincloud 1\",\n",
    "  \"2401:5180:0:c::1\": \"Tokyo - Amazon\", \n",
    "  \"frontend7.grandenet.cn\": \"Tokyo - Amazon\",\n",
    "  \"2401:5180:0:d::1\": \"Singapour - Amazon\",\n",
    "  \"frontend6.grandenet.cn\": \"Singapour - Amazon\",\n",
    "  \"2401:5180:0:10::1\": \"US West - Amazon\",\n",
    "  \"frontend8.grandenet.cn\": \"US West - Amazon\",\n",
    "  \"2401:5180:0:13::1\": \"Guanghouz - UCloud\",\n",
    "  \"frontend9.grandenet.cn\": \"Guanghouz - UCloud\",\n",
    "  \"2401:5180:0:16::1\": \"Strasbourg - OVH\",\n",
    "  \"frontend10.grandenet.cn\": \"Strasbourg - OVH\",\n",
    "  \"2401:5180:0:15::1\": \"Virginia - Amazon\",\n",
    "  \"frontend11.grandenet.cn\": \"Virginia - Amazon\",\n",
    "  \"2401:5180:0:17::1\": \"Beauharnois - OVH\",\n",
    "  \"frontend12.grandenet.cn\": \"Beauharnois - OVH\",\n",
    "\n",
    "}\n",
    "\n",
    "\n",
    "log_dict = {\n",
    "  \"Hongkong - Qincloud 0\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-314/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-314/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Virginia - Amazon\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-322/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-322/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Strasbourg - OVH\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-321/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-321/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Guanghouz - UCloud\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-320/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-320/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Tokyo - Amazon\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-317/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-317/ping/log.%s.log\",\n",
    "      },\n",
    "  \"US West - Amazon\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-319/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-319/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Singapour - Amazon\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-318/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-318/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Hongkong - Qincloud 1\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-316/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-316/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Guanghouz - Qincloud\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-313/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-313/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Beijing - Qincloud\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-312/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-312/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Hongkong - Rackspace\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-315/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-315/ping/log.%s.log\",\n",
    "      },\n",
    "  \"Beauharnois - OVH\": {\n",
    "      \"grandenet_ipv6\": \"https://softinst303.node.grandenet.cn/SOFTINST-625/ping6/log.%s.log\",\n",
    "      \"internet_ipv4\": \"https://softinst303.node.grandenet.cn/SOFTINST-625/ping/log.%s.log\",\n",
    "      }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also limit the scope of this article to the tests performed on a certain date range, showed below by the variable \"DAY\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Define here if you want more or less charts verbosity. Show all charts can\n",
    "# make this report quite big.\n",
    "SHOW_ALL_CHARTS = False\n",
    "\n",
    "# Generate Report for the Jan, 28, 2016\n",
    "DAY = \"20160128\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Collecting Data from Distributed SlapOS Monitoring"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to produce results for this article, we use the methods defined above, crawl the logs and turn them into dataframes. These dataframes contain the test results for the indicated period (DAY above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "hq0_df_ping6, hq0_df_ping = load_test(id = \"Hongkong - Qincloud 0\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "va_df_ping6, va_df_ping = load_test(id = \"Virginia - Amazon\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gu_df_ping6, gu_df_ping = load_test(id =  \"Guanghouz - UCloud\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sa_df_ping6, sa_df_ping = load_test(id = \"Singapour - Amazon\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "hq1_df_ping6, hq1_df_ping = load_test(id = \"Hongkong - Qincloud 1\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "hr_df_ping6, hr_df_ping = load_test(id = \"Hongkong - Rackspace\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "wa_df_ping6, wa_df_ping = load_test(id = \"US West - Amazon\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "go_df_ping6, go_df_ping = load_test(id = \"Strasbourg - OVH\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ta_df_ping6, ta_df_ping = load_test(id = \"Tokyo - Amazon\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gq_df_ping6, gq_df_ping = load_test(id = \"Guanghouz - Qincloud\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bq_df_ping6, bq_df_ping = load_test(id = \"Beijing - Qincloud\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bho_df_ping6, bho_df_ping = load_test(id = \"Beauharnois - OVH\", date_id=DAY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Internet IPv4 vs Grandenet IPv6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the dataframes we can plot a comparison of the response time (in miliseconds) between using Internet IPv4 and Grandenet IPv6. As we are using ICMP Protocol to measure the response time, the charts below use the name \"ping\" for IPv4 and ping6 for IPv6 and highlight the differences between the Internet IPv4 and the IPv6."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/slapgrid/slappart8/srv/runner/software/9a8d67b31671ba36ac107c65a141c073/develop-eggs/pandas-0.16.2-py2.7-linux-x86_64.egg/pandas/core/frame.py:1825: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"DataFrame index.\", UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiIiIvrc/wfsiFL9QbEd6AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f5e48e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3d31fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6wD/H6eASkvAYqHLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3d604d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH0AAAF8CAYAAABScse2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3c2a490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMzMyaMCd/zMzMzMzMzMyasP8HHrY6Me6YiTMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b59bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3a31dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nduF9kyYn/EwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39bd1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38f1ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlwRQRERERERERMQo9398HhJC6g7uKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38eb410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH0AAAF8CAYAAABScse2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIgYgJL0iYiIiIiIiIgYgP4fgknyPrYg1WwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f37d0e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8Y3Wd//H3Z1pouA3DZbgpwyUsK8gC3nAXoa2uk9Qt\nIKwKzCiiIC4/Janr+lNppzDKDLCI+3MSRfDCooDjIqtcJu40s6wzZXERFcVFF1wjMMAAchlwRkyw\n5fv745yGpE1y0iZp0vT1fDz6mPb7Ped7vuf0JJPz6ff7+ZpzTgAAAAAAAJjbFjS7AwAAAAAAAKgd\nQR4AAAAAAIA2QJAHAAAAAACgDRDkAQAAAAAAaAMEeQAAAAAAANoAQR4AAAAAAIA2QJAHANAUZvay\nmR3a7H6g9ZnZSjO7vtn9qAczu9/Mumts4wNmdme9+jSp7YfN7K8b1PZaMzvF/75h5zBTZvZlM1sx\ng/1a6r3MzPY1s1+Z2Y7N7gsAYPYR5AEAzIiZPWRmB5nZv5nZNv/rJTPLFfx8VbP7WQ0z22hmz821\nhyIz6zWzH5SpO9h/+JzR//WT2y71IDuLwRc3C8eomZkt8gMFT5jZH8zsF2b2/sJtnHNHOedGm9XH\nKjhVuN5m9o9m9oz/dXlB+cFm9lCF/Y6WdLRz7rb6drd+nHP/xzm3ajaPOfl15b/uHq2lTefcU5J+\nIOnDtfYPADD3EOQBANTCOefe4ZzbzTm3m6QbJf3jxM/OuY80u4NBzOxgSSdKelnSKU3tTGNYA9ue\nreBLI8+hLvwA4b9LOlDSX0paKOn/SrrCzGLN7Fu9mNnfSXqnpKP9r5P9smr8naQbGtW36TKzjmb3\noUDd7m8z6/S/vVHeNQcAzDMEeQAA9ZZ/YDGz88zsf83sWTO71cz2L7mD2QlmttnMlvrbHlVQt48/\nKmKv6bQ5De+X9F+SviHp7En9us7MrjKz7/sjk/7TnwrxBX/kz/+Y2bEF23/azH5jZr83s1+a2akF\ndfcVjHDa5v8Fv9uvO8XffquZ/cDMXlOw38Nm9g/+/s+b2bfNrMuvrjTqYmK0yPP+8d5snhV+m0+Z\n2TfMbGGZ/SuO6CjFzI43sx/7/bzHzP6qoG6jmX3Wv4a/N7ORid+pX/9+M3vEHyEy0ce3lTjGDuZN\n+7nZ//4Iv+2t5k2FOrlg2+vM7Etmts4/5t2TRk1EzOxBv79fMrNNZnbudM65wFnyAjzvcc494pwb\nd86NSIpLWmVmO/vHzJ+XeSOhbvJ/D7/3+/+Ggv4daGbfNbPf+dclOYPrXjT9yiaNvjKzswqu+2DA\nOZ4t6Urn3Bbn3BZJn5f0gYL6SvdLn6RN5SrLnYOZvdXMflGw3QYzu6fg5zvtlSlgB5jZv/rX67dW\nEFzzz/tmM7vezF7QpNe6v811ZnaJ//3e/n2z1bz3mlEzqxSM6TezjJk9bWZXFG5rZueYN33qOTNb\nb2ZL/PKJ1+h9/u///ZK+L+kA/zX7ezPbz3/dTry3PGNm/2Jme/htTIzYO8fMHpEXaJSkeyQdamYH\nVugzAKANEeQBAMyIc+4Q59zmcvX+g+ylkt4jaX9Jj0j6dont+iR9S9LfOuc2+Nu8r2CTZZL+3Tn3\nbLVtTtP75Y0wuFFS1Mz2mVT/HklDkvaWlJMXEPqJpL0k3Szpnwq2/Y2kE5xzCyV9RtINZrafJDnn\njikY8fQPkh6QdK+ZHe6ff9w/xvcl3W6v/EXe+X2ISjpE3giKD/htbnLOTQmE+E70/93dP+6PJH1Q\n3sNtr6RDJe0q6Yuldi7T9uSH3MIH2T0lpSR9QdKe/nVJTTyM+pb5fd9H0o6SPuHve6SkL/n1+0va\nXdIBk/tkZiFJt0j6o7xrIkm3S1ovabGkmKQb/Ws64QxJKyXtIe/3s9pva29J35H0Kb+/D0r6K818\ndNJSSd93zv1xUvl3Je3st60S7Z8saa28c75N/u/DvJEm6yQ9JOkgSa/ytytSxXWfHKxzBfseKekq\nSe+Vd733kvTqCud4pKT7Cn7+haTXSpJz7mHnXMm8NGa2i7x798Ey9ZXO4W5Jf2Zme5rZDvLu//3N\nbBcz20nSGyTdad60xNsl/cw/l7+W9DEzixQc6hRJ33HO7S7vNTdZ4bX6B0mPyntN7iPpQudcpXvj\nVL8vr5c32ukc/9zeKelCSaf5bd0p//fonJvIzXS0c26hc+6bkt4haYv/ml3onHtS3nvDKZK65b0+\ntsp7vRTqlvQaecE0OefG5N3vxwoAMK8Q5AEA1NvEg9B7JX3dOfdz59xL8h50/mrir9i+MyRdLanP\nOfcTv+wb8h72J5wlaWLkQTVtVs3MTpC0RNJNzrl7JWUkLZ90Lt91zv3MOZeT9D1Jf3TO3eA/8N0k\n6XX5jZ272X8ok3PuJkn/K+m4Ese8RNIpzrnt/jVY55y7wzk3LulKSTtJOr5gt4Rz7knn3FZ5D7LV\nPLiVGnXwXkmf9x/I/yDv+p1p1eftudcf2bDVzLbKC5BM/L77JT3onLvROfeyc+7b8gJZE1PgnKR/\nds79xjmXlXftJs7j3ZJuc8790Dn3J0kXaWpgYqGkEUn/65w7x7/+fylpF+fc5c65MefcD+QFRgrv\nn+86537iX9sbC475N5Lud87d4vc3IenJKq9DKXtJemJyof+w/Yy8IFQpdzrn1vvnc4OkY/zy4+Q9\n0P9f59wfnXM559wPS+xf7rqfXGJbqfi+eLek251z/+m/noblTVssZ1dJLxT8/IJfFmSR/++2MvVl\n7x0/aPZjST3ygig/l3SXpBPk/f7/139dvEnS3s65Vf698JCkr0k6s+A4P5zICeTfg5W8JO/6H+yP\nyrorYPt/dM4975x7VF6wauIePF/SZc65B51zL0u6TNKxFUbYlHrd/p2kFf4Iqj/JCyC/e9LrdqV/\nnxSe1zZ5wUMAwDxCkAcA0CgTI20kSX5Q4Vl5IxImxCX9i3PuVwXb3SPpRfMSkL5GUljeCIdq25Qk\nmdnV9srUqE+X6ePZktLOuef8n9dq6jSO3xV8n5308x9V8JBr3pSjnxUEQY6S9/A/UX+gpH+R9H7n\n3G8Kzik/Isp/2H900jkVBh+KjjlNRdfPP26npH2r3P91zrk9Jr4kXa5XHkoPUMF5+B5R8Yiccudx\ngKTHJir8B/tnC7Y1eQ/0R0n6x4LyA+Rdq3LHdJKequaYvsk/v9IBs+0FU2hKjXZ5RqVHH3XKG8Hx\nTJmmC/v3oqSQ//B+oKRH/MBAJeWu+5TXRJl9C6/7iyq+7pNtlxdsm7DQLwvyvP/vbhX6Uene2SRv\n9NmJ/veb5AV9uiVt9Lc5SN40p8Ig5IXyRuFMKPv7LTBxP39O3kiYtD8N61MB+xXeh5sL+n6QpDUF\nfZq4vtX8fiYcLOl7BW38StKYil+3pZI176ZXrj0AYJ4gyAMAaJQt8h5OJOWnbOwl6fGCbd4j6TQz\ni0/a9xvypmydJW96xUvTaFOS5Jw7vyAB9OWT6/2pHqdL6jFvNaQnJH1M0jHmrQQ0LWZ2kKSvSPqo\npD39IMj98h8a/ePdIun/+blaJmyR9yA40Y7Je8Cfck4Tp1Zll0ptV3T95I1iGlNxoGE6CkcdPK6C\n8/AdpPLnMblf+cCJf632Kqh3ktLygkp3FEyp2yLpwEm5UmZ6TFOFqUrOuV0LptCUChb8u6R3mJ97\np8C75I0K+VEVfSr0qKQlFpwgOOi6/0HSLgV1++mVe2OLvHtNkuT3vfC6T/ZLFY8iO0bePV6RH4zN\nSPrzMpsEncMmSW/VK0GdiaBPj17J8/OopIcKg5D+7+qkiW5oGlPxnHPbnXOfcM6F5Y1G+7iVyBFV\nYMmk7yf6vlnShyf1axfn3N3lDl2ibLO80Y6FbezsnHui3H5+cPEwFU+vAwDMAwR5AAD1ZHrlwX+t\npA+a2THmJQq+VNLdrjiPzxZ5uTMGzOz8gvIbJP2tvOlF3ywor6bNap0qL8BxhLyH1WP87++Ul6dn\n4nyqtYu8B61nJC0wsw/KG3ky4VpJ/+Ocu3LSfjfJS9r6Nj/nyD/IGzFUamrOdPr0tLypN+GCsrWS\n/t5P1rqrvOv37SpGi1Tj3yQdbmbLzKzTzM6QlyNkXRV9/1d5KzX9lXmrVK2ctK1JknPuc/Jyqdxh\nXtLmH8kb/fJJ85Iw90o6Sa/kaap0rb4v6S/M7J3+A/FH5QVAZup6eSNFvmNmB/n9iUpaI+kK51y5\nqUrl3CNv+tflZrazmYXM7PgS2wVd95/Lm5LXaWZvlBd0mvCvkk4ys7f41/2zqvzZ8Jvygh0HmNkB\nkj4u6boqz+f78oIypQSdww/lBYjeJOkef+TfQZLerFcSjP9I0jYz+6SZ7WRmHWZ2lH/OUnWvm8Ic\nUyeZ2WF+8O/3ksb9r3I+YWaL/NF6cXkj9iRvOuqgn/9IZra7mb2nYL+nVPwafUrSXlacEP1qSZfa\nKwmbF5ufbLqC4yQ97E8fAwDMIwR5AAD1lP9ruXPuDnk5Pv5VXjDnEBXnx5jY7lF5gZ5Pm9k5ftlj\nkn4q6WXn3H/mdwhuczreL+la59xjzrnf+V9PyUt8u9wfQVEqae3kv7RPnMev5K029F/ypiUdJek/\nC7Y7Q9KpVrzC1lucc7+WN2opKS8w0y/pZD+XSylVjUjwp96slnSXP83jOHmBpuvlPRj/Vl6ApNrl\nvUsds/D3/ay8AMs/yAt0fULSSQVT4Sa3UbjvL/1+fFve73WbvGlxuRLbrpI3Iurf5SU0Pllestqn\n5f3uzvKvadF+k/vgnHtG3kiyK/z+HiEvoXZOM+CPNnu7vBElE8Gnf5P0/+QFT0ruVqF/4/65HSZv\nJMej8kaeFe1XxXUflhdE2CoveHZjQZ9/KS+49S151/05lZ72M7H9NfJyQv23/7XOOfeVcttP8hV5\nQdsp5x50Dv69/FNJvyx4XfxQXhDjGX+bl/02jpV3bz/tH3Ph5ONVULjNYZI2yLsXfyjpS865squD\nSbrV7+PP5AWnrvX7dYu8KYbfNm9Vr/+Wl0R9wkpJ3/Bfo+92zj0gLxj7W/NW49pPXqDwNnlTx34v\n7z2mMNdXqfN6r6QvB5wvAKANmauwUICZ/bmKVy05VN6HhRvk/YXiIEkPSzrdOcecXwBA3ZjZtZIe\nc85d1Oy+YHb5o4y2SjrMOfdI0PZ1OuYCeQGO5QEP89W21ykvyPO4c+4DtbbXDszsRnlJzm9tdl/a\nmT+dcaOkYwumugIA5omKQZ6iDb0PP4/L+8tBTNIzzrkr/ER0ezjnyiW1BABgWszsEEn3yntImZWH\nfDSXmZ0s6Q55U2Y+L+lNzrk3NPiYEXnTov4o6f9K+j+SDnXeSmr1aH+hpAF5gY2Sy4cDAADU03Sm\na71d0m/8YfWnyEuKKf/fU+vdMQDA/GRml0j6hbw8JgR45o9T5P0x6XF504tmOg1vOv5K3gpKE9Pk\nTq1XgEeSnHO/d85dQoAHAADMlumM5LlW0k+cc1eZ2VZ/1ZCJ1Siem/gZAAAAAAAAs6+qII+/4sLj\nko50zj1dGOTx659zzu1ZYr+ql6oEAAAAAABAdZxzU1aP7Kxy33dI+qlz7mn/56fMbD/n3JNmtr+8\nFTDKHXT6PcWctXLlSq1cubLZ3cAcw32DmeC+wUxw32AmuG8wU9w7mAnuG1TDm1Q1VbU5eZbJW85x\nwm2Szva/P1veUqYAAAAAAABoksAgj5ntIi/p8ncLii+XtNTMfi3pbf7PAAAAAAAAaJLA6VrOuT9I\n2ntS2XPyAj9Akd7e3mZ3AXMQ9w1mgvsGM8F9g5ngvsFMce9gJrhvUIuqV9eaUeNmjpw8AAAAAAAA\n9WNmNSVeBgAAAAAAdVQueS5QaDqDZwjyAAAAAADQJMx+QSXTDQRWu7oWAAAAAAAAWhhBHgAAAAAA\ngDZAkAcAAAAAAKANEOQBAAAAAABoAwR5AAAAAABASzn44IN1xx13NLsbeTfeeKOi0WizuxGIIA8A\nAAAAAGgpZtbwJeYffvhhLViwQC+//HLgtu9973s1MjJSl+O++OKL+shHPqLFixdr0aJF6unpqUu7\nEkuoAwAAAADQclKpUSUSaeVynerqGlM8HlF/f/est1GNsbExdXbO3fDCbC9j/+EPf1gvv/yyHnjg\nAe255576+c9/Xre2GckDAAAAAEALSaVGNTAwonR6lTZtWql0epUGBkaUSo3Oahv33nuvXve612nh\nwoU6/fTTdcYZZ2h4eFgbN27Uq1/9al1xxRXaf//9de655+r555/XSSedpH322Ud77rmnTj75ZD3+\n+OP5tnp7e3XRRRfphBNO0MKFCxWNRvXss8/m66+//noddNBB2nvvvXXppZcW9cM5p8svv1yHHXaY\n9t57b51xxhnaunWrpFdG43zzm9/UQQcdpMWLFxftX2nf7m4v4LVo0SLttttu+tGPflT2Wlx33XU6\n8cQT8z8vWLBAyWRS4XBYixcv1ic/+Uk555TL5bRo0SL98pe/zG/79NNPa+edd9YzzzyjBx54QLff\nfru+8pWvaK+99pKZ6XWve13Vv5MgBHkAAAAAAGghiURamczqorJMZrWSyQ2z1sZLL72k0047Teec\nc462bt2qZcuW6ZZbbslPo3rqqae0detWbd68Wddcc41efvllnXvuudq8ebM2b96snXbaSRdccEFR\nm2vXrtV1112n3/3ud3rppZd05ZVXSpJ+9atf6SMf+YhuvPFGbdmyRc8++6wee+yxgnNJ6LbbbtPo\n6KieeOIJ7bHHHvroRz9a1PZdd92lX//617rjjjv02c9+Vg8++GDgvnfeeack6YUXXtC2bdv05je/\nuerrK0m33HKLfvrTn+ree+/VrbfeqmuvvVZdXV1617vepbVr1+a3u+mmm9Tb26u9995b99xzjw46\n6CBddNFFWrx4sY4++mh997vfndZxKyHIAwAAAABAC8nlSk99GhnpkJmq+kqnS7eRzXZU1Ye7775b\n4+PjisVi6ujo0GmnnabjjjsuX79gwQJ95jOf0Q477KBQKKQ999xTp512mkKhkHbddVcNDg5q06ZN\n+e3NTB/84Ad12GGHKRQK6fTTT89PU7r55pt18skn64QTTtCOO+6oSy65RAsWvBKuuOaaa7Rq1Sod\ncMAB2mGHHXTxxRfr5ptvLsqlc/HFF6urq0tHH320jjnmGN13332SpKuvvrrsvrVO0/rUpz6lRYsW\n6cADD9THPvaxfGBn+fLl+va3v53f7lvf+paWL18uSXrsscd0//33a9GiRXriiSf0xS9+UWeffbYe\neOCBmvoyYe5OmgMAAAAAoA11dY2VLI9Gx7V+fXVtRKNjSqenlodC41Xtv2XLFr3qVa8qKjvwwAPz\ngZHFixdrxx13zNe9+OKL+vu//3uNjIzkp0Nt375dzrl8AuX99tsvv/1OO+2k7du354/16le/Ol+3\n8847a6+99sr//PDDD+u0004rCvx0dnbqqaeeyv9c2PbOO++cb/uRRx4J3HemDjzwwPz3S5Ys0ZYt\nWyR5U9NefPFF3XPPPdpnn31033336bTTTsuf9w477KAVK1ZowYIF6u7u1lvf+lal02m95jWvqblP\njOQBAAAAAKCFxOMRhcNDRWXh8KBisaWz1sb+++9flFNHkjZv3pwP2Exe+erzn/+8fv3rX+uee+7R\nCy+8oE2bNsk5V9VomQMOOECPPvpo/ucXX3yxKF/PkiVLtH79em3dujX/9eKLL2r//fcPbLvSvrWu\n3rV58+ai7yeCYh0dHTr99NO1du1arV27VieffLJ22WUXSdLRRx8taWqy53qtJEaQBwAAAACAFtLf\n3601a6KKRofV07NS0eiw1qzpm9bKWLW2cfzxx6ujo0Nf/OIXNTY2pltvvVU//vGPJZVejWr79u3a\naaedtPvuu+u5557TZz7zmSnblAv4vOtd79K6det011136aWXXtJFF11UNBXr/PPP1+DgYD6o8vTT\nT+u2226r6jwq7bt48WItWLBAmUymqrYmu/LKK/X888/r0UcfVSKR0BlnnJGvm5iyVThVS5J6enq0\nZMkSXXbZZRobG9Ndd92ljRs3KhqNzqgPkzFdCwAAAACAFtPf313zcue1tLHDDjvou9/9rj70oQ/p\nwgsv1Dve8Q6ddNJJ2nHHHfPJlwt97GMf0/Lly7X33nvrVa96lT7+8Y9PCcQU7lPYxmtf+1p96Utf\n0vLly/WHP/xBH//4x4umQg0MDMg5p0gkoi1btmifffbRmWeeqVNOOWVKu5NV2nfnnXfW0NCQ3vKW\nt+hPf/qTRkZGivIOTe775OO8853v1Bve8Aa98MIL+uAHP6hzzjknX3fcccdp11131RNPPKF3vOMd\n+fLOzk7deuut+tCHPqTLL79cBx98sK6//nodfvjhZc9hOqyR68GbmZvt9eYBAACAmUilRpVIpJXL\ndaqra0zxeKTo4ajWegCYzMxqTv47m9785jfrIx/5iM4+++xmd6XpFixYoN/85jc69NBDG3qccveI\nXz4lusVIHgAAAMwLlYIwqdSoBgZGipYbzmS8XBb9/d011wcdHwBa0ejoqA4//HDtvffeuvHGG3X/\n/ferr6+v2d1CBQR5AAAAUDdBgZRmBTmCgjCJRLqozqtfrWRyuC711QSBAKDVPPjggzr99NP1hz/8\nQeFwWDfffLP23XffZnerYc4//3zdeOONU8rPOussXXXVVUVl9UqUXG8EeQAAAFAXlQIZkpoa5AgK\nwuRypT8WZ7MdklRzfdDxAaAVnXfeeTrvvPOa3Y1Zc/XVV+vqq6+uatvx8eqWop9tBHkAAABQF5UC\nGc65qoIcteS9qVQXFITp6horWR8KjdelPuj4AADUA0EeAAAA1MVMAhmFdbXkvZEqjxQKCsLE4xFl\nMkNF+4fDg4rF+upSH3R8AADqgSAPAAAA6qJSIKPc6jGFQY5a8t4EjRQKCsJMjPhJJoeVzXYoFBpX\nLNaXL6+1Puj4AADUA0EeAAAA5NWSODkokBEU5Kg1702luqAgzMQ2lfLj1FJfzfEBAKgVQR4AAABI\nqj1xcjWBjEp1teS9qWakUFCQptGafXwAQPuzcv8h1qVxM9fI9gEAAFA/0egKpdOrSpR706HK1a1f\nf0ldjl8qyBQOD2rNmr6yOXkm6qWpQajCfQGgFZlZ2SB1sx111FG66qqr1N3dHu+hd955p8477zw9\n8MADze7KtJS7R/zyKeu4M5IHAAAAkmpPnFyrWvPeBNUBAKp3//33V7XdwQcfrGuvvVZve9vbGtyj\n0hYsWKDf/OY3OvTQQytud+KJJ9Y9wPPNb35TH/jAB/TVr35V5557bl3bnimCPAAAAJBU+3Soeqg1\n7w1BHQDtYjSVUjqRUGcup7GuLkXicXX39896G0FqGY00sZ/ZlAEpM2pnNm3dulWXXnqpjjrqqJr7\nX08Lmt0BAAAAtIZ4PKJweKiozEuOvLRiHQCgvkZTKY0MDGhVOq2VmzZpVTqtkYEBjaZSs9bGwQcf\nrDvuuEMrV67U6aefrrPPPlsLFy7UUUcdpZ/+9KeSpLPOOkubN2/WySefrN12201XXnmlJOnuu+/W\n8ccfrz322EPHHnusNm3alG+3t7dXK1as0Fve8hbtuuuu+u1vf6sFCxbommuu0eGHH6499thDF1xw\nQVFfrr32Wh155JHac8891dfXp82bN0tSfirZMccco912203f+c53yp7Pxo0bdeCBBxad3+WXX67X\nvva12nPPPXXOOecol8tJko444gilCq7T2NiYFi9erJ///Of5sgsvvFADAwPaa6+9qrqes4UgDwAA\nACR5I2HWrIkqGh1WT89KRaPD+Zw2leoAAPWVTiS0OpMpKludyWhDMjlrbRSOTrn99tu1bNkyvfDC\nCzrllFPyQZjrr79eS5Ys0bp167Rt2zZ94hOf0OOPP66TTjpJF110kbZu3aorr7xS73rXu/Tss8/m\n27vhhhv0ta99Tdu2bdOSJUskSalUSj/5yU/0i1/8QjfddJNGRkYkSbfeeqsuu+wyfe9739Mzzzyj\nE088UcuWLZMkjY6OSpJ+8YtfaNu2bXrPe95T9fWRpG9961tKp9PKZDL69a9/rVWrvNxzy5cv19q1\na/PbjYyMaJ999tGxxx4rSbrnnnt077336vzzz5/W8WYD07UAAACQx3QoAGi+Tn9EyWQdIyNSlVOD\nyj3sd2Sz0+qLmenEE09UX5+X5P5973ufvvCFL5Td/oYbbtDf/M3f5Ld/+9vfrje+8Y1KpVJ6//vf\nLzPTBz7wAR1xxBGSvJw6kvTpT39aCxcu1MKFC/XWt75V9913n6LRqK6++mpdeOGF+vM//3NJ3gia\nSy+9VI8++mjRyJzpMjNdcMEFetWrXiVJGhoaUiwW0yWXXKJly5bp9a9/vbLZrEKhkL71rW/lA0vj\n4+P66Ec/qi996UstNU1rAiN5AAAAAABoIWNdXSXLx6NRybmqvsYikdJthELT7s++++6b/37nnXdW\nNpvVyy+/XHLbRx55RN/5zne0xx575L/uuusuPfnkk/ltSgVn9ttvv6JjbN++Pd/ewMBAvq2J6VGP\nP/74tM9jssJ+LFmyRFu2bJEkHXbYYTriiCN022236cUXX9Ttt9+u5cuXS5KuuuoqHX300TruuOPy\n+7bSCmmM5AEAAAAAoIVE4nENZTJF060Gw2H1xWKz2kY1Jo9mWbJkic466yx95StfqXqfSpYsWaLh\n4eH8SJp6msjtM/H9AQcckP952bJlWrt2rcbHx3XkkUfmV+/6j//4D23atEnf//73JUnPPfecfvaz\nn+m+++5TIpGoex+niyAPAAAAAAAtZGIFrOFkUh3ZrMZDIfXFYtNaGasebUjBo1T23XdfZTKZ/BLq\n73vf+/SmN71J6XRaf/3Xf60//elPuvvuu/Vnf/Zn+alRQW065/LbnH/++RoeHtYxxxyjI488Ui+8\n8ILS6XQ+/87E8YOWUC91jKuuukonnXSSdtppJ61evVpnnnlmvv7MM8/U4OCgnnvuOb33ve/Nl193\n3XX5BM3OOf3t3/6t3vOe97CEOgAAwHyUSo0qkUgrl+tUV9eY4vEIeW4AAFN09/fXvNx5rW2YWf5r\ncvmECy9j0z5FAAAgAElEQVS8ULFYTJ/85Cc1PDysj3/847r11lv1yU9+UsuWLVNHR4fe/OY368tf\n/nLJ/cv9PFF26qmnavv27TrzzDP1yCOPaPfdd1ckEskHeVauXKmzzz5bf/zjH/XVr35V7373uyue\nT+H3y5cvVyQS0ZYtW3TqqadqxYoV+fr99ttPxx9/vEZHR4tW7dp9992L2txxxx21cOFC7bbbbmWP\nO5uskXPHzMy10tw0AACAZkqlRjUwMKJMZnW+LBwe0po1UQI9ADAPmVlL5XOZTw455BB9/etfz49A\nalXl7hG/fMq8N0byAAAATEPQSJxK9YlEuijAI0mZzGolk8MEeQAAQM0I8gAAAFSp1EicTGZIkre8\neFB9Llf6o1c229HAXgMAMD9ceumluuyyy6aUd3d3K5VKNaFHs48l1AEAAKpUfiTOhqrqu7rGSrYb\nCo03oLcAAMwvg4OD2rZt25SvUgGehx56qOWnas0EQR4AAIAqBY3ECaqPxyMKh4eK6sLhQcViS+vY\nSwAAMF8xXQsAAKBKQSNxguon8u4kk8PKZjsUCo0rFusjHw8AAKgLgjwAAABViscjymSGJq2ONahY\nrK+qeskL9BDUQTMEJQ0HAMx9BHkAAACqFDQSh5E6aFVBScEBNI/ZlFWwgRmzUuut161xM9fI9gEA\nAAAEi0ZXKJ1eVaJ8WOvXX9KEHgEAamFmcs5NiRCSeBkAAABoc0FJwQEA7YEgDwAAANDmgpKCAwDa\nA0EeAAAAoM3F4xGFw0NFZV5S8KVN6hEAoBHIyQMAAADMA6nUqJLJDQVJwZeSdBkA5qhyOXkI8gAA\nAAAAAMwhJF4GAAAAAABoYwR5AAAAAAAA2kBgkMfMFpnZzWb2P2b2KzP7SzNbaWaPmdnP/K++2egs\nAAAAAAAASgvMyWNm35C0yTl3rZl1StpF0sckbXPO/VPAvuTkAQAAAAAAqKNyOXk6A3baXdKJzrmz\nJck5NybpBTOTpCmNAQAAAAAAoDmCpmsdIulpM/tnM7vXzL5qZjv7dReY2X1m9nUzW9TgfgIAAAAA\nAKCCiiN5/PrXS7rAOfdjM/uCpE9LSkr6rL/NJZI+L+ncUg2sXLky/31vb696e3tr6zEAAAAAAMA8\nsnHjRm3cuDFwu4o5ecxsP0n/5Zw7xP/5BEmfds6dVLDNwZJud879RYn9yckDAAAAAABQR+Vy8lSc\nruWce1LSo2Z2uF/0dkm/9IM/E06T9N916ykAAAAAAACmrZrVtY6R9DVJO0rKSDpHUkLSsZKcpIck\n/Z1z7qkS+zKSBwAAAAAAoI7KjeQJDPLUeFCCPAAAAAAAAHU0o+laAAAAAAAAmBsI8gAAAAAAALQB\ngjwAAAAAAABtoLPZHQAAAACaaTSVUjqRUGcup7GuLkXicXX391ddDwBAqyDIAwAAgLZWKUgzmkpp\nZGBAqzOZ/PZD/vfd/f2B9QAAtBJW1wIAAEBDNXMkTMkgTTis6Jo16u7v14poVKvS6Sn7DUejumT9\n+sB6AACaodzqWozkAQAAQEXVBGnKbVPNSJhap0tVqk8nEkXHlqTVmYyGk0l19/erM5crec4d2awk\nBdYDANBKCPIAAACgrGqDNOW2CQqy1DpdKqg+KEgz1tVVsn48FKqqnnw9AIBWQpAHAACgBTRyNEtQ\nfS0jYYK2CQqyBLVfa31QkCYSj2sokylqYzAcVl8sFlhPvh4AQKshyAMAANBkjR7NUqleUk0jYaTK\nU5qCgiy1TpcKqg8K4kwEY4aTSXVksxoPhdQXi+XLK9WviEYDA2AAAMwmgjwAAABN1ujRLJXqnXM1\njYSRKk9pisRiFYMstU6XCqoPCuJMbFMpKFOunnw9AIBWQ5AHAACgyRo9mmUmwYhqR8IEbRMUZKll\nulS1/QsK4sxUNQGwRqt1Gh8AoL0Q5AEAAGiyRo9mqVTvnKu4b7UjYSptUynIUst0qWr71yjVBJik\n2gItQbmUapnGBwBoQ865hn15zQMAAKCSTevWucFw2Dkp/3VhOOw2rVvX8PqgfVHZpnXr3Ipo1F3c\n0+NWRKNTrlup6ztY5fUN2ncoEimqm/haEY1WVQ8AmLv8eMuUOAwjeQAAAJqs0aNZqhnt0oyRMO0g\naCpYNUvIz3Rls0ZM0wMAzG0EeQAAAGZB0JSdmSb/rUd9o3LWoHKgJWg6VVCQptZpfACA9kOQBwAA\noMHIjTJ/VQq0BI3UCQrS1CMpNQCgvRDkAQAAaLCgh3m0r0qBlv/43OdK7lPtymatnJQaANAcBHkA\nAAAajNwo81elQEs6kSi5z3RXNqtlGh8AoL0Q5AEAAGgwcqPMb+UCLdVMpyJIAwCYDoI8AAAADUZu\nFJTCdCoAQL2Zt7x6gxo3c41sHwAAYK4YTaW0oeBhfikP8wAAYIbMTM45m1JOkAcAAAAAAGDuKBfk\nWdCMzgAAAAAAAKC+CPIAAAAAAAC0AYI8AAAAAAAAbYAgDwAAAAAAQBsgyAMAAAAAANAGCPIAAAAA\nAAC0AYI8AAAAAAAAbYAgDwAAAAAAQBvobHYHAAAAMHtSqVElEmnlcp3q6hpTPB5Rf393s7sFAADq\ngCAPAADAPJFKjWpgYESZzOp8WSYzJEkEegAAaAPmnGtc42auke0DAAC0itFUSulEQp25nMa6uhSJ\nx9Xd39/sbhWJRlconV5VonxY69df0oQeAQCAmTAzOedscjkjeQAAwJwTNOVotqckjaZSGhkY0OpM\nJl825H/fSoGeXK70R79stmOWewIAABqBIA8AAJhTgqYcNWNKUjqRKArwSNLqTEbDyWRLBXm6usZK\nlodC47PcEwAA0AisrgUAAOaURCJdFMCRpExmtZLJDVXVN0JnLleyvCObbdgxZyIejygcHioqC4cH\nFYstbVKPAABAPTGSBwAAzClBU46aMSVprKurZPl4KNSwY87ExEimZHJY2WyHQqFxxWJ9JF0GAKBN\nEOQBAAAtp1JOnaApR82YkhSJxzWUyRRN2RoMh9UXizXsmDPV399NUAcAgDZFkAcAALSUoJw68XhE\nmcxQUb035ahPkgLrG5G0eSLvznAyqY5sVuOhkPpisZbKxwMAANofS6gDAICWUs0y36nUqJLJDQVT\njpZOCdSUqi8VQAqHh7RmTbSqegAAgFZQbgl1gjwAAKCl9Pau1KZNK6eU9/Ss1MaNU8unIyiAVE2A\nCQAAoNnKBXlYXQsAALSURubUacWkzQAAAPVCkAcAALSURi7z3YpJmwEAAOqFxMsAAKClNHKZ71qS\nNo+mUkonEurM5TTW1aVIPE5iZQAA0FLIyQMAAOaVmSRt3k3bNDIwULRE+lA4rOiaNQR6MKcRvASA\nuYnEywAAADO0IhrVqnR6SvlwNKpL1q9vQo+A2o2mUgQvAWCOIvEyAADADHXmciXLO7LZWe4JUD/p\nRKIowCNJqzMZbUgmm9QjAECtCPIAAAAEGOvqKlk+HgrNck+A+iF4CQDthyAPAABAgEg8rqFwuKhs\nMBzW0lisST0CakfwEgDaD6trAQAABJjITzKcTKojm9V4KKS+WIy8JZjTIvG4hjKZoilbg+Gw+ghe\nAsCcFZh42cwWSfqapNdKcpI+KOl/Jf2LpIMkPSzpdOfc8yX2JfEyAAAA0KJGUyltKAheLiV4CQBz\nwoxX1zKzb0ja5Jy71sw6Je0iaUjSM865K8zsU5L2cM59usS+BHkAAAAAAADqaEZBHjPbXdLPnHOH\nTip/QFKPc+4pM9tP0kbn3GtK7E+QBwAAAAAAoI5muoT6IZKeNrN/NrN7zeyrZraLpH2dc0/52zwl\nad869xcAAAAAAADTEJR4uVPS6yVd4Jz7sZl9QVLRtCznnDOzssN1Vq5cmf++t7dXvb29M+4sAAAA\nAADAfLNx40Zt3LgxcLug6Vr7Sfov59wh/s8nSLpQ0qGS3uqce9LM9pf0A6ZrAQAAAAAANN6Mpms5\n556U9KiZHe4XvV3SLyXdLulsv+xsSbfUsa8AAAAAAACYpmpW1zpG3hLqO0rKyFtCvUPSTZKWiCXU\nAQAAAAAAZs2Ml1Cv8aAEeQAAQEsYTaWUTiTUmctprKtLkXhc3f39VdcDAAC0inJBnqDEywAAAHPe\naCqlkYEBrc5k8mVD/vfd/f2B9a0klRpVIpFWLteprq4xxeMR9fd3V10PAADaF0EeAADQ9tKJRFEA\nR5JWZzIaTibV3d8fWN8qUqlRDQyMKJNZnS/LZIYkSf393YH1AACgvVVMvAwAANAOOnO5kuUd2WxV\n9a0ikUgXBXAkKZNZrWRyQ1X1AACgvRHkAQAAbW+sq6tk+XgoVFV9q8jlSg/CzmY7qqoHAADtjSAP\nAABoe5F4XEPhcFHZYDispbFYVfWtoqtrrGR5KDReVT0AAGhv5OQBAABtbyKvznAyqY5sVuOhkPpi\nsXx5UH2riMcjymSGiqZkhcODisX6qqoHAADtjSXUAQDAnMEy6F7y5WRyg7LZDoVC44rFlk5ZXatS\nPQAAmPvKLaFOkAcAAMwJJZc5D4cVXbOm/DLoBfUAAADtolyQh5w8AABgTii3zPmGZLKq+rkilRpV\nNLpCvb0rFY2uUCo12uwuAQCAOYKcPAAAYE5ol2XQK0mlRjUwMFKUUyeTGZIkplwBAIBAjOQBAABz\nQrssg15JIpEuCvBIUiazWsnkhib1CAAAzCUEeQAAwJzQLsugV5LLlR5knc12zHJPAADAXMR0LQAA\nMCe0yzLolXR1jZUsD4XGZ7knAABgLmJ1LQAAgBZRKidPODyoNWv6yMkDAADyWEIdAABgDkilRpVM\nblA226FQaFyx2FICPPNEKjWqRCKtXK5TXV1jiscjRb/7oHoAwPxRLsjDdC0AAIAW0t/fzYP7PBS0\nshorrwEAqkHiZQAAAKDJglZWY+U1AEA1GMkDAAAANFnQympB9bVO5WIqGAC0B4I8AAAAQJMFraxW\nqb7WqVxMBQOA9sF0LQAAAKDJ4vGIwuGhorJweFCx2NLA+lqncjEVDADaByN5AAAAgCabGDGTTA4X\nrKzWly+vVP+5z/1HyTYnpnIFCZoKBgCYOwjyAAAAAC0gaGW1cvVBU72C1Lo/AKB1MF0LAAAAmMOC\npno1en8AQOsw51zjGjdzjWwfAAAAgJc8OZncUDCVa+m0V9eqZX8AwOwyMznnbEo5QR4AAAAAAIC5\no1yQh5w8AAAAACpKpUaVSKSVy3Wqq2tM8XiEkT4A0III8gAAgJYxmkopnUioM5fTWFeXIvG4uvv7\nm90tYF5LpUY1MDBStMx6JuPl8CHQAwCthSAPAABoCaOplEYGBrQ6k8mXDfnfE+gBmieRSBcFeCQp\nk1mtZHKYIA8AtBhW1wIAAC0hnUgUBXgkaXUmow3JZJN6BECScrnSfxfOZjtmuScAgCAEeQAAQEvo\nzOVKlndks7PcEwCFurrGSpaHQuOz3BMAQBCCPAAAoCWMdXWVLB8PhWa5JwAKxeMRhcNDRWXh8KBi\nsaVN6hEAoBxy8gAAgJYQicc1lMkUTdkaDIfVF4s1sVcAJvLuJJPDymY7FAqNKxbrIx8PALQgc841\nrnEz18j2AQBAexlNpbQhmVRHNqvxUEhLYzGSLgMAAExiZnLO2ZRygjwAAAAAapFKjSqRSCuX61RX\n15ji8QgjfQCggcoFeZiuBQAAAGDGUqlRDQyMFC2znsl4OXwI9ADA7CLxMgAAAIAZSyTSRQEeScpk\nViuZ3NCkHgHA/EWQBwAAAMCM5XKlJwdksx2z3BMAAEEeAAAAADPW1TVWsjwUGp/lngAACPIAAAAA\nmLF4PKJweKioLBweVCy2tEk9AoD5i9W1AAAAANQklRpVMrlB2WyHQqFxxWJLSboMAA3EEuoAAAAA\nAABtoFyQh+laAAAAAAAAbYAgDwAAAAAAQBsgyAMAAAAAANAGCPIAAAAAAAC0gc5mdwAAAMw/qdSo\nEom0crlOdXWNKR6PsBIPAABAjQjyAACAWZVKjWpgYESZzOp8WSYzJEkEegAAAGrAdC0AADCrEol0\nUYBHkjKZ1UomNzSpRwAAAO2BIA8AAJhVuVzpgcTZbMcs9wQAAKC9EOQBAACzqqtrrGR5KDQ+yz0B\nAABoLwR5AADArIrHIwqHh4rKwuFBxWJLm9QjAACA9mDOucY1buYa2T4AAJibUqlRJZMblM12KBQa\nVyy2lKTLAAAAVTIzOedsSnlQEMbMHpb0e0njkv7knDvOzFZK+pCkp/3NLnTOrS+xL0EeAAAAAACA\nOioX5KlmCXUnqdc599yksn9yzv1TvToIAAAAAACAmas2J8+U6FCZMgAAAAAAADRBNUEeJyltZj8x\ns/MKyi8ws/vM7OtmtqhB/QMAAAAAAEAVqpmu9Rbn3BNmtljSBjN7QNKXJX3Wr79E0uclnVtq55Ur\nV+a/7+3tVW9vby39BQAAAAAAmFc2btyojRs3Bm43rdW1zOxiSdudc58vKDtY0u3Oub8osT2JlwEA\nmIdSqVElEmnlcp3q6hpTPB5h9SwAAIA6mVHiZTPbWVKHc26bme0iKSLpM2a2n3PuSX+z0yT9d917\nDAAA5qRUalQDAyPKZFbnyzKZIUki0AMAANBAQTl59pV0p5n9XNKPJK1zzqUlXWFmvzCz+yT1SPr7\nBvcTAADMEYlEuijAI0mZzGolkxua1CMAAID5oeJIHufcQ5KOLVH+/ob1CAAAtLxK07FyudIfL7LZ\njtnsIgAAwLxTTeJlAACAvKDpWF1dYyX3C4XGZ6V/AAAA81U1S6gDAADkBU3HiscjCoeHiurD4UHF\nYktnrY8AAADzESN5AADAtARNx5qYtpVMDiub7VAoNK5YrI+kywAAAA1GkAcAAExLNdOx+vu7CeoA\nAADMMqZrAQCAaWE6FgAAQGsy51zjGjdzjWwfAAA0Ryo1qmRyQ8F0rKWM3AEAAJglZibnnE0pJ8gD\nAACqNZpKKZ1IqDOX01hXlyLxuLr7++tWDwAAgGDlgjzk5AEAAFUZTaU0MjCg1ZlMvmzI/767v7/m\negAAANSGnDwAAKAq6USiKEAjSaszGW1IJutSDwAAgNoQ5AEAAFXpzOVKlndks3WpBwAAQG2YrgUA\nAKoy1tVVsnw8FKpLPYD2lUqNKpFIK5frVFfXmOLxCMnaAaABCPIAaAtBHx75cIlWVOt9O9v3dSQe\n11AmUzTlajAcVl8sVpd6AO0plRrVwMCIMpnV+bJMZkiS+L8YAOqMIA+AOS/owyMfLtGKar1vm3Ff\nTyRHHk4m1ZHNajwUUl8sli+vtR5Ae0ok0kXvVZKUyaxWMjnM/8MAUGcsoQ5gzotGVyidXlWifFjr\n118SWA80Q633bTX3dS0jfRj9BqBeentXatOmlVPKe3pWauPGqeUAgGAsoQ6gbeVypd/KstmOquqB\nZqj1vg2qr2akT7lADqPfANRTV9dYyfJQaHyWewIA7Y8gD4A5L+jDIx8u0YpqvW+D6oOmR1QK5DC1\nAkA9xeMRZTJDRe8r4fCgYrG+JvYKANoTS6gDmPPi8YjC4aGiMu/D49Kq6oFmqPW+DaoPGulTPpCz\ngdFvAOqqv79ba9ZEFY0Oq6dnpaLRYa1Z00fQGAAagJE8AOa8iQ+JyeSwstkOhULjisVe+fAYVA80\nQ633bVB90EifSoEcRr8BqLf+/m7+3wWAWTBvEy+32rK0AADUU6npWOHwYP6v55USN8diSyvuCwAA\ngOYi8XKBVlyWFgCAegoa6VMpRwaj3wAAAOameTmSh+WWAQDw/uiRTG4oCOQsJZADAAAwBzCSpwDL\nLQMAZkOrT/0lRwYAAEB7mdNBnkofnivV1WO55Vb/4N7KuHZzE783NMpM38vrsX8j65n6CwDV43MG\nANTHnA3yVPrwLKniB+tKeQikynkKgo49H/4zquU/4WquXbMfymr5gDHXP6CU63+193wjE5rP9Wvb\nSI1+zTS67zN9L691/1rzswXVl1+ifJh7FwAKzPfP1gBQV865hn15zTdGJDLkJDflKxpdUbFuwrp1\nm1w0usL19FzsotEVbt26TUXtV6qvtv1IZMj19FzsIpGhku03qj5o31r2X7dukwuHB4vOOxwerHr/\noGsX1H4j62s9t1r3b3Z9pf5Xe8/X+rup5do2W6u+Jmutb/S1qfW9vJb9G13f03Nxyfqenovrdm0B\noNE2rVvnhiIRd3FPjxuKRNymdevqfox6fLYGgPnGj7dMjcOUKqzXVyODPJU+PDf6g3VQ+3MhUDHT\n/WsN0gRdu2Y+lNV6bq0cwKq1/9W8pmq59rVe23poVICs2a/JWusbeW2cq/29vJb9G10/G/ctADTS\npnXr3GA4XPQmNhgO1z3QU+tnawCYj8oFeRY0cxRRLSrlzakmp06jji2pwhD9DQ2vD9q31v2DklIH\n7R907WpNil1Lfa3nVuv+za6v1P9qXlO1XPtar22tJoaJp9OrtGnTSqXTqzQwMKJUarSq+lZ+TdZa\n38hrI9X+Xl7L/o2uj8cjCoeHiuq8qb9LS+4HAK0mnUhodSZTVLY6k9GGZLKux6n1szUA4BVzNshT\n6cNzoz9YB7XfyoGKWvevNUgTdO2a+VBW67m1cgCrmvpK/a/mNVXLta/12taqkQGyZr8ma61v5LWR\nan8vr2X/Rtf393drzZqootFh9fSsVDQ6rDVr+sgvAWDO6MzlSpZ3ZLN1PU6tn60BAK+Ys4mXJz4k\nJ5PDymY7FAqNKxYr/vBcqa6Rx25moMIbtVV+31r3D0pKHdT3oGtXa1LsWutrObdar02z6yv1v5rX\nWy3XPpFIz7hv9dDIAFmzX5O11jfy2ki1v5fXsn/QvrXWT2xDUAfAXDXW1VWyfDwUqutxav1sDQAo\nUGoOV72+vObnn9Lzhi8MyI1Sn/qgfeu1f7mk1NXsX831m2lS7Frraz23WvZvdn01165Rv7vZ6Fsl\nteataeXXZK31jbw2AIDWVionz4UNyMkThP9LAGAqlcnJY67MX4nrwcxcI9tvZanUqJLJDQV/jVg6\nZcniRtUH7VuP/Ws597ms0dem2fXN1My+lVq6NRwezE+tCaoP6n+zX5O1aPS1AQC0ttFUShuSSXVk\nsxoPhbQ0FlN3f/+s94P/SwCgmJnJOWdTygnyAMDcDpA1GtcGAAAAaC0EeQAAAAAAANpAuSDPnF1d\nCwAAAAAAAK8gyAMAAAAAANAGCPIAAAAAAAC0AYI8AAAAAAAAbYAgDwAAAAAAQBsgyAMAAAAAANAG\nCPIAAAAAAAC0AYI8AAAAAAAAbYAgDwAAAAAAQBsgyAMAAAAAANAGCPIAAAAAAAC0AYI8AAAAAAAA\nbYAgDwAAAAAAQBsgyAMAAAAAANAGOpvdAQAAAABz02gqpXQioc5cTmNdXYrE4+ru7292twBg3iLI\nAwAAAGDaRlMpjQwMaHUmky8b8r8n0AMAzcF0LQAAAADTlk4kigI8krQ6k9GGZLJJPQIAEOQBAAAA\nMG2duVzJ8o5sdpZ7AgCYEDhdy8welvR7SeOS/uScO87M9pT0L5IOkvSwpNOdc883sJ8AALSNoBwW\nlerJfwGgVYx1dZUsHw+FZrknAIAJ1eTkcZJ6nXPPFZR9WtIG59wVZvYp/+dPN6KDAAC0k6AcFpXq\nJZH/AkDLiMTjGspkit6TBsNh9cViTewVAMxv5pyrvIHZQ5Le6Jx7tqDsAUk9zrmnzGw/SRudc68p\nsa8Lah8AgPlkRTSqVen0lPLhaFSXrF9fsd45V3FfAJhto6mUNiST6shmNR4KaWksRtAZAGaBmck5\nZ5PLqx3JkzYzJ+ka59xXJe3rnHvKr39K0r716yoAAO0rKIfFTHJckP8CQLN09/cT1AGAFlJNkOct\nzrknzGyxpA3+KJ4855zzA0AlrVy5Mv99b2+vent7Z9hVAADmvqAcFpXqy42OJf8FAABAe9u4caM2\nbtwYuF3gdK2ijc0ulrRd0nny8vQ8aWb7S/oB07UAAPAEJU6enFdnMBxW35o1ZXPyTNRLU3PyFO4L\nAACA+WFG07XMbGdJHc65bWa2i6SIpM9Iuk3S2ZL+0f/3lvp3GQCAuScosfJEMGa4IIdFX0EOi6D6\noDoAAADMXxVH8pjZIZK+5//YKelG59xl/hLqN0laogpLqDOSBwAw3wQlVgYAAABqNaORPM65hyQd\nW6L8OUlvr1/3AABoDzNJnAwAAADUw4JmdwAAgHYSlFgZAAAAaBSCPAAA1FEkHtdQOFxUNhgOa2ks\n1qQeAQAAYL6Y1upa026cnDwAgHloNJXShoLkyEvnUHLkSiuDAQAAoDWUy8lDkAcAAEgqszJYOKwo\nS7QDAAC0lHJBHqZrAQAASVI6kSgK8EjS6kxGG5LJJvUIAAAA01FxdS0AADB/sDIYAABAY6VSo0ok\n0srlOtXVNaZ4PKL+/u66tU+QBwAASGJlMAAAgCC1BGlSqVENDIwok1mdL8tkhiQp30atQSCCPAAA\nQJK/MlgmUzRlazAcVh8rgwGYIZK5z2+NHrHQaEH9r7V+Lve92fXNuja1BmkSiXTRvt7+q5VMDqu/\nv7uq9oMQ5AEANEWlD/5BDwXNfmho9vEbZeIchgtWBuubQyuDAWgtJZO5+9/X+32Fh+nm1DfyYbjZ\n9UH9r7W+lmvb7L43u76Wa1frsWsN0uRypUMw2WyHpOAgUFWccw378poHAKDYpnXr3GA47JyU/xoM\nh92mdesq1gXtW8/+DUUi7uKeHjcUiRS1PRvHr1VQ/8vVAUA9DUUiRe+VE18rotG6Hmfduk0uHB4s\nOkw4POjWrdtUtE0kMuR6ei52kchQUV1QfVBdpWO3c33QvpHIUKlfv4tGVzS979XUB/W/1vparm2z\n+97s+kbel0H1PT0Xl6zv6bl4Vtov5MdbNPlrSkE9v8oFeWr5gNnsD6dBx6+1Hq2J3xtmopr7Zr7e\nW5U++Ac9FFTz0FDLe3FQEGe2HlpmqpYAGgDU08U9PSXfLy/u6clvU0tQeqL+1EVL3BsVcbtqXdGh\nusYyZPkAAB+MSURBVF93hhuKRNwFRx3jTtzpkKL6cHjQfe7iywPrP/y6N7m+0IFF7c+nh+lK9ZXq\nNq1b55bucajrUc+U301Pz8Vu07p1LrrXISXrJ/avVD8b517uYfsvX7vMDUUi7p27H1TyvguqryYY\n0OhAwUzraz33aq9NLYGURl+bWtsvHYS6sOr3lELlgjyzPl2rlmGb1exb6xD/oOkDlY5fa309+teo\nc2/3+lp+783ue7Pvm0a3P1frq71vgt4zWvHc6lE/k1WcJuqC9q31vbjcMuLDyaS6+/tbfgWqSv13\nzlU8NwCop6Bk7pXejyVN8718s85QRt+XtF392lUpHfw/aa362db8/mdoIF//VOZ4/fKKs/TPf6y2\n/tF8+xNTJ3bTNrkfr1WP/lN/UJceUFzb5b2XZrMdGk2lyta/8FhGK6JR7fSjB/VG/biorh77z0b9\nblt+VLZvIwNrld76W0m/9a/tK78b9/sHNDJwg9Y/+5Ckh6bUT+xfrj7o2vz/9u48zu753uP4650E\nSZBILRU7gyK2KLGVeNgmEkvd23JJS1RbdSuoWoPSoqq4aqvWflE7vSqu9GqvUHv1xlq70qqltlpj\nSz73j+/3cIyZOTPnzJnfmXPez8cjDzPne34z399vPn7n+/t8t766dqPuf5R1ufNT5QtwA6s8PYNj\nHy7FxbOfibvuygHizUervrY9PfehD13EeGZ+pnzo0DlVl9d67r25Np1d+766dl2de6XfXbo2y738\nP0wYehGvvLfqx+9pa5vGlhuM7FHdh7z/PluMeJclxz6FRqzC0KFzmDp1AgvyFke0t7Py8y8xe9il\nzJp9+sfHt7VNY+rUCfRYZ5mfvvqXfvyn1dIDWunYWof419p7W2t5LfWr97k3c3mtf/dGPrd6x43j\nsuvyntzruntPI59bve+n9b7XViqv1PPc6CN5uqt/T3rVzcz6SmefBYfV+bNgXdoDItalvuUbjNnl\nM+e2E20fj0zYdOzOXZYvwPSYMmxUl8fWenzR5RMWXqHLa9fWdlh8e+x63V7b7o6vdG3qfe02GbZ8\nt3WrVL7S4l+J/RZfourfX8u5t7UdFice9ZOqy2s991qvTT2vXaWf3dW12W3oqNh07M7dXreu6l6p\n3Txl2KjYYMwu0d5+xGeml5bkfAsd/33mhb7811mSp5YGZq0N73o3/Gstr6V+RT8UDeTyej/wNXJ5\nX0yLcVx2Xt6Te11372nkc+uL8u4a/pUeCiqV1/teXOn3F62W/yfNzPraLdOnf/y5WOrEKKklKd1V\n+XjGB0RMGLp0t+Xj6f74SuW1JDIqPezWenyR5W1th8U+q6/VafmOo5aJ6dNv6fZv193xpfLurk29\nrt3Wo9qivf2ILuu2w8hle1ReKcFV6dpWe+4TFl4hpk+/pct2QE/Kaz33aq9N6drX69pNWHiFir+7\nu2vTXfuqUt1788zVma6SPIN6Puanb1QatlnLsZWG0NdaXun311peS/3qfe7NXF7r372Rz61Sea0/\nu94/fyCX9+Re1917Gvnc+qJ800mTaD/1VI5sb+fo8eM5sr2dCaeeyqaTJnVbVulYqP1evPW++3J4\nW9unyqa1tbFV3ka80u8vWnf1r3RuZmZ9bdNJkzhmxgyOnjmTY2bM+NS9srv7cbX38vlGPUd7+5Es\ns+rinZa/Qzp+7rC/Vl3e1jaNFUcv2Gn50qMe4dRTJzB6xPAuy9dqG9Fp2ZIjH6W9/ciajy+qvHTu\nI5f4fKflY8atyqRJm3b5txu28N+6Pb5U3t21qde123DNpZgx45gu67bGBqv0qLyruvX02lZ77uuv\nvjSTJm3aZfusJ+W1nnu116Z07et17dZffemKv7u7a9PdM0+luvfmmas3+j3JU0sDs9Kx9U7CVPr9\ntZbXUr96n3szl9f6d2/kc6tUXuvPrvfPH8jlPbnXdfeeRj63viiH7hv+3ZVVKq/1XtyTJE6l+hWp\nlgSamVl/qiUp3VX54RefyowZxzD5mKM+Uz5l2CiGjPkc7e1Hsv3Be/W6fPehoxg+dqGaEhljxq1a\n8WG31uOLKi+de7V/u8P+87Rujy+Vd3dt6nXt+up5sKu69fTaVnvu/dG2LepZuNZr15Nnlkr16492\nc690Nrynr/6lH9+7YZuVdHdsrUP8ezIEv1LdaymvpX71PvdmLq/1797I51bvuHFcVi6vdK/r6j2N\nUPd630/rqdZ7tZmZ9Y9Kbax6tbtrLe+PtudAbV8N5Gtf73Mr+m9T77btQL02jf7/ZFdyvoWO/5TK\n6kNS1PPnd+bWG27gptNPZ/B77zFn6FC2mjr1M7u91FLeyPWv97k3c3mtf/dGPrdaz70n18ZxWZ97\nRtF1b+RrY2ZmVrR6tz0Hcvuq3opu+xZV90Yor6dGfiaq9fh6XHdJRIQ+83qzJXnMzMzMzMzMzJpZ\nV0mefl+Tx8zMzMzMzMzM+p6TPGZmZmZmZmZmTcBJHjMzMzMzMzOzJuAkj5mZmZmZmZlZE3CSx8zM\nzMzMzMysCTjJY2ZmZmZmZmbWBJzkMTMzMzMzMzNrAk7ymJmZmZmZmZk1ASd5zMzMzMzMzMyagJM8\nZmZmZmZmZmZNwEkeMzMzMzMzM7Mm4CSPmZmZmZmZmVkTcJLHzMzMzMzMzKwJOMljZmZmZmZmZtYE\nnOQxMzMzMzMzM2sCTvKYmZmZmZmZmTUBJ3nMzMzMzMzMzJqAkzxmZmZmZmZmZk3ASR4zMzMzMzMz\nsybgJI+ZmZmZmZmZWRNwksfMzMzMzMzMrAk4yWNmZmZmZmZm1gSc5DEzMzMzMzMzawJO8piZmZmZ\nmZmZNQEneczMzMzMzMzMmoCTPGZmZmZmZmZmTcBJHjMzMzMzMzOzJuAkj5mZmZmZmZlZE3CSx8zM\nzMzMzMysCTjJY2ZmZmZmZmbWBJzkMTMzMzMzMzNrAk7ymJmZmZmZmZk1ASd5zMzMzMzMzMyaQI+S\nPJIGS5ol6fr8/YWSns6vzZK0Zn2raQPFzJkzi66CDUCOG6uG48aq4bixajhurFqOHauG48Zq0dOR\nPPsBfwYifx/AgRExNv97oC61swHHNySrhuPGquG4sWo4bqwajhurlmPHquG4sVpUTPJIWgqYCJwL\nqLyoXpUyMzMzMzMzM7Pe6clInlOAg4C5HV4/TtL9kv5D0rx9XzUzMzMzMzMzM+spRUTXhdK2wDYR\n8V1JmwHfj4jtJC0eES/m5M7ZwFMRcUwnx3f9w83MzMzMzMzMrCoR8ZkZVkMqHLMRsL2kicBQYISk\niyJit/wDP5B0AXBgT3+hmZmZmZmZmZn1vW5H8nzqjdJ40mLL20kaHREvSBJpOte7ETGtnhU1MzMz\nMzMzM7OuVRrJU058srvWJZIWza/NApzgMTMzMzMzMzMrUI9H8piZmZmZmZmZWePqye5aZh+TNEzS\nopIcO9ZjkoZLWlFSb0YPWotz3Fg18lRys15z7FitHEPWU5LmlzRO0tCi62LNxw/q1mOSvgU8C5wJ\nnFFwdWyAkDSFFDcnA+dJGllsjWwgcNxYNSQdCpwladei62IDi2PHqiHpUEnH5h2JCU+RsB6QNBn4\nC/AD4HxJqxdcJWsyTvJYj0haEtgRGAfsBqwq6TuSFi62ZtbIJC0EbANsHBE75Jf3lbRigdWyBue4\nsWpI2h+YAEwHviPp4PzZ5d5165Zjx3pL0mBJRwNbAQ8BJ0naRdKoYmtmjU7SfMCmwDYRsS3wBPAt\nSesVWzNrJk7yWJc6JHD+CXwOGBYR7wHHkRI+6xZRN2tckhYrTa+JiH8CqwGL5uLTgJHAlgVVzxqU\n48ZqkacQbw4cGRHTgUOBhYBdwb3r1jXHjlVpEDAe2C8iLgcOI7WLtyq0VtaQJI0ujUiOiPeBDYHF\nc/F/Ai8BXymoetaEnOSxz5A0SNJJwO2SjpO0bUS8A9wNrAQQEb8D/g6sL2l4gdW1BpHj5kRSnJwl\nac9cdBWwHkBE/Al4BFhO0vLF1NQaiePGqiFpHkknSPqGpNUjYi7wALBTfsud5M8sSWMLq6g1HMeO\nVSPHzY8kbSepLSI+BO4jjQADuI40xXgtScsVVE1rMEp+CvwRuEDSgbnoF6QRy0TE06R7znBJGxRT\nU2s2TvJYZ3YBxpB6KO4DfpmnT/wdWKdsysS1wL8CHxVSS2s0WwNrACsDvwIOlrQGac7xEpI2zO+7\nDdgAeLeQWlqjcdxYr0haFPg1qRd0ceBSSasBvwfml7ReHn3xEPAKMLqwylpDcexYNXLS5iagDVgf\nuELSgqTk4CKSVs7Jwj8AiwDu/LSS9YDVI2Ip4IfAJEk7AI8D5K8BHgMWAz4opJbWdJzksY+VzTsf\nBNwTES9FxFXAfwNHAdeQGjybA0TELFLiZ+UCqmsNoixu5gCvAnMjYiZwObAHaQTGW8D2kuaNiMeA\n2YDXV2lhjhurwQhgsYjYPSJ+DNwI7Ez67HoYmAwQEU8BywNLgNdWMcCxY9UZCbwfEZMj4gjgGWBv\n4EkggHb4eNTpKqSOUmthZfeM2cBISfNHxP3AZaT1eATcC3xN0oiIeA6YFyeWrY84yWPlSjekEcDn\nJA3O3x8IbA/MB5wDbCbpQklXAkNJH3bWYso+wEr/HUbq+Vwqf38isCapcXQxsDSp9+tqYEHSQnPW\nYhw31htdPFy/AfxZ0sb5+zNJD+OLkHrSl5J0lKT5ST3qb4DXVmk1jh3rQ/MCfykbyT4N2Iw06uIu\nYJykfXK7+Q3ghUJqaYXrpI0zBLgHWDt/fzGwAOm+cx3wJmlE4X/l1x7pv9paM3OSp4VJ2qB8F4A8\n1BTSlInxpCGpRMQbwEXA0RFxL7APKft8T0RsHhFv92/NrUiSJkpavNToLYub3wPLAetKGpbjYjpw\nSEQ8A3yDFFu3RsSXIuIf/V97K4rjxqpR/nCdF8gFGEwa5dUmaXhE/BWYBWwWEfeQtqRdgTTF78k8\nItVajGPHalUWN6+QptIsKWlIRDwO3A/sERHXkZKFW5OWOHgiIm4rpMJWGEmTJa1AuseUt3EeJiV8\nxkpaNCJmkxLKUyLideCbwAnAjIhYP6/PY1YzuXOi9UjaDLiU1LAZAhweEfdKWpO0ZfFZkr4PfAn4\nbkQ8n9fF2IG0+8SHkuSerdYiaSPSMNOHgQ+ByyLi8rwQ7s7Af+T/bgX8IiLukPR54CTg3yPirYKq\nbgVy3Fg1JO1OSvD9AbghIu7Mr28MPAhMJO1OcmVE3C5pKGmNg00i4lmlndrmy5sGWAtx7Fg1JH2D\nNGr9LuBXEfG3/Po6pPbyQaSRpSflOFkYuBXYMiJekDQCICLeLOQErBCSvkhq4zwJvA48EhHH5vW/\nvgecAqxDiq3bI+LSfNxvgckR8UoxNbdm55E8LSb3SmwB7B8Rk4Cbga9L2oTUU3ErQEScnL//gaRv\nAz8D3s67CXjocmtaBzg+IiaSRlZsKWln4EXg1xHxQURcDPwZ+J6kQ0hDUZ/3g3pLc9xYr0gaBxwA\nHE2a+nCApG3yVIh1SFOHp+ey3fJC3cuThsS/CRARH/khvfU4dqwakrYA9gVOJy2ufGge7f550jqU\n8wNnk6YRT5E0mrQe5R9JbWUi4k0neFrS8qTOq4nAycDqkvaPiJeBcyPi5Yj4LXALsIekn0i6k5QU\neq24aluz80ieFpB7F+YBXouIkDQD+G1EnJI/wHYCvgBMi4g3JQ2OiDmSFgPGArsDN0fEOYWdhPU7\nSSNJ6xQ8k+PhV8BTEfGDvKvEVsCewG4R8WpZ3MwHrAXsCjzsuGktjhurhqRBpeHtkiYDq0TEkZKG\nk0aR7hsRG3Y4ZlHgq8CXSVNsTnDctB7HjtVK0hHA7Ig4WdJSpFEXG0fE5A7vWwPYjjQ1a0nguIi4\nsL/ra8VR2m14ZWBWntlwPGnk3wE5mbwecB6wRUS8WGrj5GNXIcXPaxFxXlHnYK3BSZ4mJ2k/4HBg\nJvBCROwn6V9IDZu9I+Kd3PO1MzAzIq7Px61Omo/+XkFVtwJJ+i6pJ/RO4B8R8U1J65NGdLXnZOAS\npEW5n4iIs/JxGwEPuTerNTlurBqSjgI+T/oMujJPKT4/IlbI5YNIuzveHhEnlR2n3HGxLPBcqSFt\nrcOxY9XIcTMIuCsibszt4kMjYlwuX4G03fVNEXFRJ8evSeqMcNy0kDyz4VjSCK5XgUNIG9DcAayW\n19hB0inAuxFxeP5+AmkdU4/csX7j6VpNLK95sQ2wOrAXsLakr5OGlr5E6jEHeIy0o5bycTsCG5C2\nhbQWI2kR0vDktUjJwPkkTSNtA3kraY4xwD+Bl8n3EUlfIm0d6kZPC3LcWDVyD/pGwAxgH0kHkha9\nvV/SwWVvPQtYS9JwSQvl2NoYICKe9cNW63HsWG9JGiLpRGAcaafGkyV9ldQx8bikPfJb/wH8DlhR\n0jySlpJ0YO4AJSIecNy0FknDSGt5bZKXu3iW1Ik+l7Q5zU/z++YhJX0G59hZmbQtuuPF+pWTPM3t\nTWAUMDxnl08mNYgWAO4GtpY0JtLuWbOBZfJxv4mIcyPi/SIqbYV7HVgVWDQPgT+LFEfjgCuB7SSt\nHxHvkrYVXSgfd0dEnO+1DFqW48Z6RWmB202AgyLiN8CRpMbwHqQRYXtLWijH0wfAP3P8zAEuDu9g\n07IcO1aleUgJvr0j4hLgGNKD+5dIi+d+XdKISLs8zgMskNeifB+4LiIeKqjeVrBIu2JtSNplDdJW\n6K8AuwEnAhMlbZHjZbF8zIekUcsX5Gcts37jJE8TynNCARYkZZNXBcgNobdJveY3Aw8A50m6EGgn\n7SiAeydaR1mslH89FLiaT3o67wD+Qlpc7ilSj8Vxkq4AJvNJ3MzFWo7jxqqhtA3xR6Rd13bJL99O\n6lFfH/g7cC1wQZ7OtwswIk+zeSvyzjfWehw7Vo28Nsps4P+AbfPL1wIvAGNIi/8/DJybF1ZeH/gI\nIC+e+0T/19qKJmlQnvYJcD5pnS8i4nFSh/kSuewgYC9J00mLeN+d3+dZEVYIJ3magKSdJK2vT7Zv\nnJP/+wxpasQ6kpbLb/8N8LWIeDUijiFNobgLWDci7u3vultxJB0AnC6pDT4VN++QhjGvoLR1KKQG\n9CbARxFxGvAd4AbgixHx+36vvBVG0o6S1igldxw31hNK21SXvh6cH9IhTbVZMo8q/Qh4iPS5tRJp\nvYPppDWcBpF6391gbjGS1s2LtgNp96v8pWPHuiRpdOlzKicG5+SpNA8By0haNo9Yv4M0CuwD0oP6\n48CFpBGnRxVSeSuMpC+Ufx8Rc8s6o24DFpK0Zf7+MdKaYAtH2hp9b+ACUhvn1/1VZ7POOMkzgEna\nTNKtwDdJa+4cluecLyhpWp47/F/AUqRt04mIPwCvlG5iEXFnRPwivFVxS1Ayv6RfAhNJOwA8m8uG\nSfphXrjyVuAd4F8BIuJ+4EPSKDAi4smIuMhx0zokrSzpXuDbpIbM4Uq7TCDpWMeNdUZSu6QbSQnl\n3SAlBpW2J96MNPriadKQdyLiUdJD+vKRtrI+D9g1Ir6Vp9tYi5C0paTbSLvxzS17fZxjx7pSFjdn\nAj+HlBiU9EXSyPb/BYYAE3LZ7aSdZMdGxHsRcQTwLxGxex75Yy1A0tqSngWm5zVNy8uOz2s3PQzM\nAr6ZE4dPk0YxLwWQO9CvydP9zArlJM8AJGlwXgDs68BpEbE1aZrECOA90gLKV0TEQ/kh6wbS+ju/\nlPQb0tzivxZUfSuIpHlyT+YQYFFgm4j4E+kDqjTf+OyImBkRz5J2JFlJ0mWSric1sp8qqPpWkNzz\nCWnNgisjYhvgBGBZUm85wC8cN1aSk8lDJB0C/Bg4gzRFeIKkL+e3LUja4fMt0oiL1SUdIGkUaS2M\nj9cvCO/y2DJy7AxW2qnvEuCMiNi7w5pdI3HsWCdyB+ZxpB0d9waWlrR5HtGzPGmr68dJuyONlzRF\n0nDSZgAvln6O14hrHWVTztcAjifNbthB0nxlb/tpRFyV19W5lLQxzeW5A2MB0oges4YypOgKWM/l\nG9EJpIfyy4B/j08WR/4qsDSwDvBURDyVH+o/jIjpuQd+Z+CRiPhZEfW3YpTFzbySruOTxsxgST8G\nxuT4uCYi7i+LmwckfYM04mfRiDizsJOwflcWN/PldbvGAsMh7UgjaTbwVUlXRsSs0joZjpvWltcu\nUO45/xuwS0Q8nqfbjCVNgQD4XWn6TETcK+lwYH/gFtICpzcUUX8rTlnszJH0Dulh6uZcNpE0cuft\niLipdIxjx0rrpeQpNWsDf4yIq/MSBu+Spl8pIq4uO+xq0lo83wcOJrV/vGRBC8ltnGOBIZJuAG6K\niBcl3U/qnLiFNGqHyFujl76WtDtpF+JVIuLs/q+9WWXyFOWBIX+InUkarXMjsDtwHXA28F1SBvou\n0lDUIRExNR+3KfB8RDwpSZ6T3lo6xM0M0gKU/wtMJc05Hwz8Kr/+5YhYMx83Afh7RDxYQLWtYB3i\n5rek6Vd3k9bw2ovUc7UxaWrWvBGxTz6unXS/cdy0oJzcOw64ICKm5R7y94DBEfGhpMtIDenzOxw3\nIiLelDRvfq+nSLSYTmJnMWAfUmKwjfSg/j5pp5ojyo5z7LSwTuJmVdI09IeBrUnT0f9GWv/2a2XH\nzR8R7+TRXx945E5rkTQeOJWUOP4TaRr6QRFxSy4/hTQK+dic1FFEhKQdSW2cu4uqu1lPeSTPwLEg\nqYdi64h4S9IrpN0Bto2IU0pvkrQuME3SMqRF5NpIc9a9wntr6hg3r5N2kXietJbT5Ih4BPiBpO3z\nB99tpK2vHy+q0la4jnHzGrAaaYHKZYEtgR+SFhwcC6nRTIob70DSgiQtQNp15ARgd0nnR8STuXhu\nfgifjzRNovy4qaSk4fER8UF/1tkaQyexc2Ee/XU78DngiDzKdA3gEklXRMSDeUrXCBw7LamTuLko\nIh7JU0KnALMi4udKi74/J2mjiLgj33PeA84pH6FhLSWAkyPiYgBJa5LWaLoll59M6gBdjbSBxEjS\nou6DgDf7vbZmVXCSZ4CIiDckPQPsAZxGehAfDWwp6c6IeCG/dRHgjYgorblzQb9X1hpGJ3FzK6nR\nfBuwKykJOFPSEqQ5xQ9H2i3psmJqbI2gi7hZhLQ18WWlxLKkvUijwUprGFxeSIWtcBHxtqSpEfFX\nSYsDPwJ2LRtBOgoYnh/OlwQ2zNMnzvXoi9bWRez8G3ATcGdElB6qHiVNn1D+/nzHTuvqJG6OIo1K\nfhX4Amm0MhHxnqTLgYXyoZdHxMtF1Nkaxh+Be5R2epxDGtFT6rAaEhHPSToHOCRP63oZmBIR1xRX\nZbPe8cLLA8u1wNqSRkdauf0B0vDl0ZKWy/PSTyTdrJCkrn+UtZDyuHmTNELnNeAY0oKVl5Cmcj0c\nEa8UWE9rLB3j5kHS/WYJSQtL+iFp4eXbiqykNY6yzoWfkRbfbi8bQbo8aevZ/UmbASyej/FDunWM\nnbYcO3NJU0JLDiatPfhcPsax0+I6xM2Kkibmh/YngXMkfUHSNGATUpIQJ3gsImZH2kltTn6pnU/u\nKx/l18YA2wD3R8SU/q+lWW2c5BlYbgNeIQ1DJdLOSONIww53AdYCJpYWAfP0LMs6xs1dwHbAvRHx\nPeAc0k5bPyqshtaIurrfDAI2JPWKbl6+CKoZQES8CJwLHF728gbAusAqwPYRcUYRdbPG1jF28iLM\n20q6lfTQtVtEvFZkHa3xlMXNYfn740nJ5KOANUlLGzxdXA2tESntAjmYNPX8v/Nrq0r6IinBvFJE\nTCuyjmbV8sLLA4ykjUjzj08nDTe8gLSI7p/LMtJmn9JJ3JwHTMsJH7NOdRI35wPfi4j7Cq2YNbSy\nRSqvIe3k9yppqt8jEXFrsbWzRtYhdl4A3gbuAx6PiP8rtnbWqDrEzUvAbOAK4KGIeLfY2lkjy2s2\nnQP8GtiT9Jl1kJPJNtB5JM8AExF3AMeThhDeCFwdEQ86wWPd6SRurnWCxyrpJG6ucYLHKskPW8OB\nxYCdgVcj4pdO8FglHWLn34AXIuJyJ3isOx3iZifg2Yi4xwke64GxwGTgAFLbeE8neKwZeCTPAJV3\nKpnj5I71huPGquG4sd6S9H1gGeDgiHi/6PrYwOHYsWo4bqwakpYCdgNO8i591kyc5DEzM7M+JWlQ\nXjjXrFccO1YNx42Z2Sec5DEzMzMzMzMzawJek8fMzMzMzMzMrAk4yWNmZmZmZmZm1gSc5DEzMzMz\nMzMzawJO8piZmZmZmZmZNQEneczMzMzMzMzMmoCTPGZmZta0JI2UtHf+erSkq4quk5mZmVm9eAt1\nMzMza1qSlgOuj4g1Cq6KmZmZWd0NKboCZmZmZnX0E6BN0izgCWDViFhD0hTgy8BwYCXgJGA+4GvA\n+8DEiHhdUhtwBrAo8C7wrYh4rP9Pw8zMzKwyT9cyMzOzZnYI8FREjAUO6lA2BtgRWA84Dng7ItYB\n7gR2y+85G5gaEevm43/eL7U2MzMzq4JH8piZmVkzUxdfA9wcEe8A70h6A7g+v/4gsKak+YGNgKuk\njw+dt56VNTMzM6uFkzxmZmbWqt4v+3pu2fdzSW2kQcDreRSQmZmZWcPzdC0zMzNrZm8BC/byGAFE\nxFvAXyR9BUDJmn1cPzMzM7M+4ySPmZmZNa2IeBW4XdKDwE+B0raiUfY1nXxd+n4ysKek+4CHgO3r\nW2MzMzOz6nkLdTMzMzMzMzOzJuCRPGZmZmZmZmZmTcBJHjMzMzMzMzOzJuAkj5mZmZmZmZlZE3CS\nx8zMzMzMzMysCTjJY2ZmZmZmZmbWBJzkMTMzMzMzMzNrAk7ymJmZmZmZmZk1gf8HAVP0cpsEoXkA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3707e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hq0_average_dataframe, hq0_packetloss_dataframe = plot_ping_comparation(hq0_df_ping6, hq0_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f6436250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8nGWd///3pwcSkALlfGqpBBCQ5eABXJQmupIploMs\nCrSACLguXySpuvxY26S0SIus4moT1gMuLAJSF9DlkGibLtoG2QVcpLAIiAShQAEFCkvFBtJevz/u\ne8Ikmcxck1y5Z+bO6/l4zIPpPdfc93UfZpj7k+vzucw5JwAAAAAAAKTXhHJ3AAAAAAAAAGOLABAA\nAAAAAEDKEQACAAAAAABIOQJAAAAAAAAAKUcACAAAAAAAIOUIAAEAAAAAAKQcASAAQNUzszfMbEb8\n/Ltm1ho/P8bMHi9n3woxs+lx322U67nOzC4L1a+c9c4wsy1mVlG/F8xsvpn9YBTv/5mZnRW6LYYy\ns+VmdmL8/LNmdne5+5Qr9/uixPdtMbN9x6JPI2Fmu5nZo2a2Vbn7AgCoXBX1gw4AMH6Y2dNmNj1+\nfp2Z9cbBkP8zs/8xs5m+63LOTXHOPR0//3/OuSXx87udcweOyQ54MLODzewOM3st3q+7zOyo7OvO\nuXVx390oN+Xix5gys9VmVj/Ma6MKQmXXbWanm9kf8rw+ycz+aGafcM59zTn3dyPdlnPuE865G0K3\nHan42L1tZruP5XZCiwOEQ85VzuuHSjrUOXdHgt0qSe73RVIGB4/MrMHMnh3NOp1zL0n6paTPj7Z/\nAID0IgAEACgXN+j5P8XBkO0kfVfST0c7MqaczKxO0j2SHpI0Q9Iekm6TtMrMPjgWmxyDdQ42loGm\n7Lr/Q9IOeQJNsyRtlrSi0ErMbNLYdG9smNm7JJ0i6TVJZ5a5O6H9vaQby92JLDObWO4+5Aj2ec25\n5n+k6JgDAJAXASAAQCVaLmlHSbtlF5jZuXGKw6tmtiI7eih+rf8v6rkjUQb/ZT0edfQPZvZQPCrn\nx2ZWk/P6xWa23syeM7PPjTLNY7Gke5xzC51zrznn/uyca1d0Q/xP8fYGpFjFo2C+ama/ikcMrTSz\nnXL69xEz+y8z22Bm68zsM/k2bGZ/Z2a/N7NXzOx2M9sj3/Zytnle/HyimV1pZn8ysx5Js3121Mw+\nL2mupIvjUVy3x8sPite/wcweMbMTiq3LOdcr6WZJg/ftM5Jucs5tMbPFZnbDoH0618yekfSfZjbB\nzL4Z78dTZnZhnuOc3efPxsf7G/G19ZSZzRrm+NSZ2S/M7OV43Tea2fY+x6iAUyRtkHSZpLNzX4j3\n8xYzuyG+Hh42s/0tSoF7Kb4Gjs1pf078Gfk/M+uJz0v2tTvjc5N9bM5eP2Z2tJn9Ov5M3G9mfz1o\n/4e9JlU4IDhL0prhXhxuu2b2UTN7OKfdKjO7P+ffd9s7aWV7mtlPLBod9pSZNQ06frfGx+/1wcc3\nbpP7fbGzmXXE1+srZtZtVjAIPTs+zn8ys6/ntrVhvq/MrDtu8lB8PD8j6WeS9rR3RkDubpGvmNmT\n8fX272Y2NV7HkGs+Xuf9kvY1s2kF+gwAGMcIAAEAysI5927n3LqcRSb1/5X+M5KekvRSvOwkSfMl\nnSxpZ0l3KwoS5V21hr8pdZI+LSkj6d2SDpX02XgbsyR9SdLfSNpfUkOB9fj4uKRb8iy/RdIxNnyt\njjlxn3aVtJWki+L+7aPoRnGZomNwuKLRRQOY2cckXa5oP/eQ9IykHxfoZ+7x+jtFQZ/DJX1A0qdy\nXpNz7qPOue4hK3DuakWjD7KjuE4ys8mS7lQ0YmcXSU2SfmRmB+TtxMB1/1DSp8ysNt6n7SUdHy/P\n9nmwmZIOVBR0+Hz838MkvU/SJzV0xFnuv4+U9LiknSR9XdI1BdouVXRcD5I0TVGgbzTOlnSTonN0\noJm9b9Drx0u6XtJUSQ9KWhkv31PSVyV9P6ftS5Jmx6PozpH0LTM7QpKccyfE52aKpFMlvSDpLjPb\nUVKnpG8rCrr+s6TObLAhlveadM497ZzLGyC1aGTTuyX9bpjXC233Xkn7m9mO8XV0qKQ9zOxdZra1\npPdLutuigN6d8XHZU9Fn94tm1pizqRMl3eKc217RcR4s9/z+g6RnFX2+dpU0v0h65ifjvrxP0kmS\nzo33bdjvK+dcNrX1UOfcds656yUdJ2l9dgSkc+5FSc1x32cqut42SPqXQdvPveblnOuT9KSizy8A\nAEMQAAIAVAKTdJGZbZD0hqKbwUtybr7Ol/Q159zvnHNbJH1N0uEF/tJd6K/2bc65F51zGxTdPGZv\nlk6VdK1z7jHn3F8kLSqynmJ2VnSTPdgLkiYquukdzEn6N+fck865TYpGwmT7N1fSKufcvzvnNjvn\nXnXOPTTovZJ0hqRrnHNrnXNvKboR/WvLGTFVwKmSvuWcez4+PpertGOQ2/ZDkt7lnLvCOdfnnPul\npA5FwYSCnHP/pSiYcXJOv37nnMuOCsnXp8XOub/Ex+1USd92zq13zr2m6HoptB/POOeuia+36xUF\nG3bN068e59xdzrm3nXMvS/qWpLw1kXzE56RB0cimP0q6S0NHPnU751Y55zZLulVRMO2K+N//LmmG\nmW0X9+9nzrk/xM+7JXVJOmbQNg+QdJ2kU51zzysK+P3OOfcj59wW59yPFQXDTszutoa/JgvZIf7v\nG8O8Pux248/frxUd2/dLWqsonfIjiq6r38fX5wcl7eycWxJfY3+Q9K+STs/Zzn9laxDF/S/kLUXB\nlhnxZ+yeIu3/KR7d96yiQFb22g7xffX3klrja/htSZcqCorm/nbPveaz3pA02lFpAICUIgAEAKgE\nTtI3nHNTnXPbKLqx+4a9k4qzj6RlcWrGBkmvxMv3GsG2Xsx5/hdJ74qf76Hor/9Zzw23AotmF8um\n0vzvMM1eVjQqYbA9FO3vK3ley9e/bePn0xSNiiomO+pHkuSc+3O8LZ9jNfgYrBuuoYc9B61Lcb98\nz9n1eicYclb870Jyt+V9LmP9x9w592b8dNvBjSyaaenHFqUIvi7pBkWjhoYwswU518h3htnuWZIe\nywls3SRprg2sVfPHnOd/kfRyTmD0L7l9NbPjzOzeOH1pg6RP5PYvHkl1u6SWOMgmRedp8Hl+RgOv\n3eGuyUJei/87ZZjXi213jaLg2DHx8zWKAkIzJa2O2+yjKHVqQ853w3xFo3eyip176Z0AzDcUjaDp\nilO7/rHI+wZ/VrJ9D/F9NUPSf+Ss41FJfcpJi9XQz5cUHe/X8iwHAIAAEACg8jjnfqvoL/6fiBet\nk/T5OECUfbzLOXdvwM2+oCjIkjVsHQ0XzS42JX781TDN/lNRGtZgp0r67/iv+qVYJ6nOo916RTeP\nkvpTcXaS9LykP8eLt8lpnzvz1AuSckcK+YwayhqcKrNe0rRBNVT2kd8NuRTVSvqbuC7MUYpSzIbb\n1uBl3ueyRJcrKkR9SJxSdJaG+S3lnLs85xq5YJj1fUZRzZYXzOwFSd9UNHLMq/ZSLotqWf1EUQrb\nrs65qYpSBrOplRMUBZjucs79a85bn1d0XnLtEy8fsTjw2CPpPcM0KbbdNZI+qncCPtmAUL3eqSv0\nrKQ/DPpe2M45d3y2GyohjdM5t9E5d5Fzrk7RCKgvxymVwxn8Wcn2vdTvq3x9XCdp1qB1bOOce2G4\n91lUDHo/5UkNBQBAIgAEAKgMppw0CDM7UFG6x2/jRd+TtMDMDo5f397M8gVXRrptKUptOcfMDjSz\nbSQtHOV6L5V0tJktMbOpZjYlLlD7WUmXePRnsJskfdzMPm3RlOg7mdlhOe/Jvm95vB+HxUGByyXd\n66Ip5/+k6Cb1LIsKPp+rgUGlmyU1m9lecS2Wr5Swvy9Jyq0Hc6+kNxUVhp5sZg2K6tkUqkfUzzn3\ntKRfxfvTFadIZRVLS7tZ0jyLCgTvIOkfFWb2sm0VBdH+z8z2kvT/jXRFcWBrX0Wj3Q6LH4coOs95\ni3sXsVX8eFnSFjM7TlJuLZyligJ/Xxz0vp9JOsDM5sTX1WmK6sp05HZ3BP3Jrnu4FLmfF9nufykK\nHn1Q0v3OuUcVBYiOkpStFXWfpDcsKt6+dXxNH2JmHyih37nfO8eb2X5x0PL/FAX7Nhd470VmtkOc\n2tWsKCVPKv599ZIGfu5ekrRTNpUvZx2X2zvFo3exuPB1AUdKejpOSQMAYAgCQACASuD0zgxSGxUV\nur1W0tWS5Jy7TdHMWT+OU2/+V1Eh59z3D17fcK8NbufibayQ1Cbpl5KekPTfcZveEe2Qc08qCmId\nJulpRUVcvyrpk865X5TQ92z/1ikaEfUPilJKHlRUHHdwu7sUBa9+omgUzrs1sCbK3ykKXLws6WBF\nI62yfqDo2D8k6X/idfgGTq6RdHCcsvLTeITTCYoK3P5J0lWSznLOPeG5Pikq+jxNQ9O/Bo/sGNzH\nHyiqf/OwpAcUFRveHNdjGSzfKJHh9vlSRQV/X1dUP6qU4zPYZyTd5pz7rXPuj/HjJUVFvmfHATif\nvmXP+xuKghA3S3pVUT2a23Pana4oeLIhJzVtjnPuVUWBuX9QdE1cJOn4eHm+bZYyquZqRTWphrzX\nOfdKoe3GqXgPSPqti4obS1FQ6Om4/pLi83m8oppETym6zq6WtN3g7RWQ22Y/SasU1dH5L0n/4pwb\ndhYzRcf3AUWfxQ5F31k+31eLJf0w/qx8yjn3uKJA51MWzRq2u6Lr4A5F6Wj/p+j76MhB/R7sDEnf\nLbK/AIBxzFyByQ3iv2hcryiX2km62jnXZmb/Lik7i8cOkl5zzh0Rv2e+olkQNktqds51jWH/AQAY\nwMx+qKhI7JJRrucgRTduWw0TOCh1fXspGhWzyDl37WjXB3/xaJjvOudmlLsv442Z/UjSzc6524s2\nxojFRctXSzrcRcXfAQAYYlKR19+W9CXn3Foz21bSA2a2yjl3WraBmV2puNhcPNT1NEV/UdxL0n+a\n2QEhfjgDAFBMXAPjPYpGf4zk/ScrSlvZRtFf8O8I9f8w59zzcSDiJDN7V1wjBWPAounjP6boOthN\n0YxuPy1rp8Yp59wZxVthtOIUyYPL3Q8AQGUrmALmomly18bPN0p6TDmzQsQ50qcqGrYqSSdJWu6i\n6VGfVjSTwpECACAZLypKtfrJCN//eUX1OJ5U9EeQ/xeoX5Ik59wjzrmlBH/GnClKs3lV0m8U1ZIq\nVHcJAAAg9YqNAOpnZjMkHaGo4F7WMZJecs71xP/eU9Hw9qznNLIpegEAKJlzbudRvv+4UH1B+Tjn\n/iL+AAUAADCAVwAoTv+6VdK8eCRQ1hxFs1UUMqTIkJmFmIkDAAAAAAAAOZxzeWfCLDoLmJlNVjSU\n/sZ4VoPs8kmSTtY7U15K0dSy03L+vXe8LF+HKuaxaNGisveBB+dsPDw4b9X34JxV54PzVn0Pzll1\nPjhv1fngvFXfg3NWnQ/OW3kehRQMAMU1fq6R9Khz7tuDXv64pMecc+tzlt0h6XQz28rM3i1pf0n3\nF+wBAAAAAAAAxlSxFLAPSzpT0sNm9mC8bL5zboWi2b6W5zZ2zj1qZjdLelRSn6QLXLEQFAAAAAAA\nAMZUwQCQc+5XGmaUkHPunGGWXy7p8tF3LTkNDQ3l7gJKxDmrTpy36sM5q06ct+rDOatOnLfqxHmr\nPpyz6sR5qzxWjgE6ZsbAIAAAAAAAgIDMTG6YItDe08ADAAAAAIBkRCV5geGVOrCGABAAAAAAABWI\nzBkMZyQBwqLTwAMAAAAAAKC6EQACAAAAAABIOQJAAAAAAAAAKUcACAAAAAAAIOUIAAEp1tnZrUym\nVQ0Ni5XJtKqzs3tEbQAAAACgEsyYMUN33XVXubvR70c/+pEymUy5u+GFWcCAlOrs7Na8eSvV07O0\nf1lPT4skafbsmd5tAAAAAKBSmNmIZsAqxdNPP619991XfX19mjCh8LiZM844Q2eccUaQ7b755pu6\n6KKLdMstt+jtt9/WYYcdpjVr1gRZt0QACEittrauAYEdSerpWar29oX9wR2fNgAAAAAqR2dnt9ra\nutTbO0k1NX1qbm4s+bd7iHX46Ovr06RJ1Rt2cM4lur3Pf/7z2rJlix5//HHtuOOOWrt2bdD1kwIG\npFRvb/4v2k2bJpbUBgAAAEBlyI7g7+paojVrFqura4nmzVtZUhmHEOv4zW9+oyOOOELbbbedTj31\nVJ122mlauHChVq9erb333ltf//rXtccee+i8887Ta6+9puOPP1677rqrdtxxR51wwgl6/vnn+9fV\n0NCgSy65RB/5yEe03XbbKZPJ6JVXXul//YYbbtA+++yjnXfeWZdffvmAfjjndMUVV2i//fbTzjvv\nrNNOO00bNmyQFI3imTBhgq6//nrts88+2mWXXQa8v9B7Z86MgmE77LCDpkyZovvuu2/YY3Hdddfp\nmGOO6f/3hAkT1N7errq6Ou2yyy66+OKL5ZxTb2+vdthhB/32t7/tb/unP/1J22yzjV5++WU9/vjj\nuvPOO3X11Vdrp512kpnpiCOO8D4nPggAASlVU9OXd3lt7eaS2gAAAACoDMOP4F+V2DreeustnXzy\nyTr33HO1YcMGzZkzR7fddlt/atZLL72kDRs2aN26dfr+97+vLVu26LzzztO6deu0bt06bb311rrw\nwgsHrHP58uW67rrr9Mc//lFvvfWWrrzySknSo48+qgsuuEA/+tGPtH79er3yyit67rnncvalTXfc\ncYe6u7v1wgsvaOrUqfrCF74wYN333HOPnnjiCd1111366le/qt/97ndF33v33XdLkl5//XW98cYb\nOuqoo7yPryTddttteuCBB/Sb3/xGt99+u6699lrV1NTolFNO0fLly/vb3XzzzWpoaNDOO++s+++/\nX/vss48uueQS7bLLLjr00EP105/+tKTtFkMACEip5uZG1dW1DFhWV7dATU3HltQGAAAAQGUYbgT/\nypUTZSavR1fX6LIA7r33Xm3evFlNTU2aOHGiTj75ZB155JH9r0+YMEGXXnqpJk+erNraWu244446\n+eSTVVtbq2233VYLFiwYUNfGzHTOOedov/32U21trU499dT+1Kdbb71VJ5xwgj7ykY9oq6220mWX\nXTagJs/3v/99LVmyRHvuuacmT56sRYsW6dZbb9WWLVv62yxatEg1NTU69NBDddhhh+mhhx6SJH3v\ne98b9r2jTf36x3/8R+2www6aNm2avvjFL/YHfebOnasf//jH/e1uuukmzZ07V5L03HPP6ZFHHtEO\nO+ygF154QVdddZXOPvtsPf7446PqS67qTcYDUFA2h7e9faE2bZqo2trNamqaNSC316cNAAAAgMow\n3Aj+TGazVqzwW0cm06eurqHLfbMA1q9fr7322mvAsmnTpvUHTXbZZRdttdVW/a+9+eab+tKXvqSV\nK1f2p1ht3LhRzrn+Ys677757f/utt95aGzdu7N/W3nvv3f/aNttso5122qn/308//bROPvnkAUGh\nSZMm6aWXXur/d+66t9lmm/51P/PMM0XfO1LTpk3rfz59+nStX79eUpTu9uabb+r+++/Xrrvuqoce\nekgnn3xy/35PnjxZra2tmjBhgmbOnKmPfvSj6urq0oEHHjjqPkkEgIBUmz17ZtFgjk8bAAAAAOXX\n3Nyonp6WASlc0Qj+WYmtY4899hhQw0eS1q1bp/3220+ShszQ9c1vflNPPPFEf9Bj7dq1et/73jcg\nADScPffcU4899lj/v998880B9YGmT5+uf/u3f9Nf//VfD3nv008/XXDdhd77zDPPFHxvMevWrdNB\nBx3U/zwbMJs4caJOPfVULV++XLvuuqtOOOEEvetd75IkHXrooZKGFp4OOeMZKWAAAAAAAFSB2bNn\natmyjDKZhaqvX6xMZqGWLSttBP9o13H00Udr4sSJuuqqq9TX16fbb79dv/71ryXlnzVr48aN2nrr\nrbX99tvr1Vdf1aWXXjqkzXApV6eccoo6Ojp0zz336K233tIll1wyIL3r/PPP14IFC7Ru3TpJUVHl\nO+64w2s/Cr13l1120YQJE9TT0+O1rsGuvPJKvfbaa3r22WfV1tam0047rf+1bBpYbvqXJNXX12v6\n9On62te+pr6+Pt1zzz1avXq1MpnMiPqQDyOAAAAAAACoEiFG8I9mHZMnT9ZPf/pTfe5zn9P8+fN1\n3HHH6fjjj9dWW23VXwg61xe/+EXNnTtXO++8s/baay99+ctfHhKkyX1P7jre+9736l/+5V80d+5c\n/fnPf9aXv/zlAelV8+bNk3NOjY2NWr9+vXbddVedfvrpOvHEE4esd7BC791mm23U0tKiD3/4w3r7\n7be1cuXKAXWOBvd98HZOOukkvf/979frr7+uc845R+eee27/a0ceeaS23XZbvfDCCzruuOP6l0+a\nNEm33367Pve5z+mKK67QjBkzdMMNN+iAAw4Ydh9KZUnPay9JZubKsV0AAAAAAKqBmY26GHFSjjrq\nKF1wwQU6++yzy92VspswYYKefPJJ7bvvvmO6neGuj3h53sgXKWAAAAAAAMBbd3e3XnzxRfX19emH\nP/yhHnnkEc2a5V+HCOVBAAgAAAAAAHj73e9+p8MPP1xTp07Vt771Ld16663abbfdyt2tMXP++edr\nypQpQx4XXHDBkLYhizaHRgoYAAAAAAAVpppSwJA8UsAAAAAAAAAwBAEgAAAAAACAlCMABAAAAAAA\nkHIEgAAAAAAAAFKOABAAAAAAAEDKEQACAAAAAABeDjnkEHV3d5e7G8HcfffdOvDAA8vdjUQQAAIA\nAAAAAF4eeeQRzZw5s2i7GTNm6Be/+EUCPcpvwoQJeuqpp4q2O+aYY/T4448H3fb111+vCRMm6Jpr\nrgm63tGaVO4OAAAAAAAAP92dnepqa9Ok3l711dSosblZM2fPTnwdxZiZnHMjem/2fWY2qj6MdPuj\nsWHDBl1++eU65JBDRt3/0BgBBAAAAABAFeju7NTKefO0pKtLi9es0ZKuLq2cN0/dnZ2JrWPGjBm6\n6667tHjxYp166qk6++yztd122+mQQw7RAw88IEk666yztG7dOp1wwgmaMmWKrrzySknSvffeq6OP\nPlpTp07V4YcfrjVr1vSvt6GhQa2trfrwhz+sbbfdVk899ZQmTJig73//+zrggAM0depUXXjhhQP6\ncu211+rggw/WjjvuqFmzZmndunWS1D9C6bDDDtOUKVN0yy23DLs/q1ev1rRp0wbs3xVXXKH3vve9\n2nHHHXXuueeqt7dXknTQQQepM+c49fX1aZdddtHatWv7l82fP1/z5s3TTjvt5HU8k0QACAAAAACA\nKtDV1qalPT0Dli3t6dGq9vbE1pE7quXOO+/UnDlz9Prrr+vEE0/sD9DccMMNmj59ujo6OvTGG2/o\noosu0vPPP6/jjz9el1xyiTZs2KArr7xSp5xyil555ZX+9d14443613/9V73xxhuaPn26JKmzs1P/\n8z//o4cfflg333yzVq5cKUm6/fbb9bWvfU3/8R//oZdfflnHHHOM5syZI0n9NYoefvhhvfHGG/r0\npz/tfXwk6aabblJXV5d6enr0xBNPaMmSJZKkuXPnavny5f3tVq5cqV133VWHH364JOn+++/Xb37z\nG51//vklbS8pBIAAAAAAAKgCk+KRKINNXLlSMvN6TOrqyr+OTZtK6ouZ6ZhjjtGsWbNkZjrzzDP1\n0EMPDdv+xhtv1Cc+8QnNmjVLkvTxj39cH/jAB/pH1JiZPvvZz+qggw7ShAkTNHnyZEnSV77yFW23\n3XaaNm2aPvrRj/Zv43vf+57mz5+v97znPZowYYLmz5+vtWvX6tlnny1pP/Lt14UXXqi99tpLU6dO\nVUtLS3/QZ86cObrjjju0KT5WN910U3/QafPmzfrCF76gq666quJSv7IIAAEAAAAAUAX6amryLt+c\nyUjOeT36Ghvzr6O2tuT+7Lbbbv3Pt9lmG23atElbtmzJ2/aZZ57RLbfcoqlTp/Y/7rnnHr344ov9\nbXJTsbJ23333AdvYuHFj//rmzZvXv65sytXzzz9f8n4MltuP6dOna/369ZKk/fbbTwcddJDuuOMO\nvfnmm7rzzjs1d+5cSdJ3vvMdHXrooTryyCP731uOGkSFUAQaAAAAAIAq0NjcrJaengEpXAvq6jSr\nqSnRdfgYPApm+vTpOuuss3T11Vd7v6eQ6dOna+HChf0jcELK1hLKPt9zzz37/z1nzhwtX75cmzdv\n1sEHH6x9991XkvSLX/xCa9as0c9+9jNJ0quvvqoHH3xQDz30kNra2oL3cSQIAAEAAAAAUAWyM3Ut\nbG/XxE2btLm2VrOamkqawSvEOqTio1t222039fT06GMf+5gk6cwzz9QHP/hBdXV16W/+5m/09ttv\n695779X++++vvfbay2udzrn+Nueff74WLlyoww47TAcffLBef/11dXV19df7yW4/G6ApZb++853v\n6Pjjj9fWW2+tpUuX6vTTT+9//fTTT9eCBQv06quv6owzzuhfft111/UXi3bO6W//9m/16U9/Wued\nd15J2x9LBIAAAAAAAKgSM2fPHvWU7aNdh5n1PwYvz5o/f76ampp08cUXa+HChfryl7+s22+/XRdf\nfLHmzJmjiRMn6qijjtJ3v/vdvO8f7t/ZZZ/85Ce1ceNGnX766XrmmWe0/fbbq7GxsT8AtHjxYp19\n9tn6y1/+oh/84Af61Kc+VXB/cp/PnTtXjY2NWr9+vT75yU+qtbW1//Xdd99dRx99tLq7uwfMLrb9\n9tsPWOdWW22l7bbbTlOmTBl2u0mzcuSkmZmrtFw4AAAAAAAqhZlVXA2Z8eDd7363rrnmmv6RS5Vq\nuOsjXp43l44i0AAAAAAAAClHAAgAAAAAAKTW5ZdfrilTpgx5zB5lKl21IQUMAAAAAIAKQwoYCiEF\nDAAAAAAAAEMQAAIAAAAAAEg5AkAAAAAAAAApN6ncHQAAAAAAAEOZ5S3lAowIASAAAAAAACoMBaAR\nGilgAAAAAAAAKUcACAAAAAAAIOUIAAEAAAAAAKQcASAAAAAAAICUIwAEAAAAAACQcgSAAAAAAAAA\nUo4AEABVZVI0AAAgAElEQVQAAAAAQMoVDACZ2TQz+6WZ/dbMHjGz5pzXmszssXj5P+Usn29mvzez\nx82scSw7DwAAAAAAgOImFXn9bUlfcs6tNbNtJT1gZqsk7S7pREmHOufeNrNdJMnMDpZ0mqSDJe0l\n6T/N7ADn3Jax2wUAAAAAAAAUUnAEkHPuRefc2vj5RkmPKQrsnC/pa865t+PX/hS/5SRJy51zbzvn\nnpb0pKQjx6jvAAAAAAAA8OBdA8jMZkg6QtJ9kg6QNNPM7jWz1Wb2gbjZnpKey3nbc4oCRgAAAAAA\nACiTYilgkqQ4/etWSfOcc2+Y2SRJU51zHzKzD0q6WdK+w7zd5Vu4ePHi/ucNDQ1qaGgoodsAAAAA\nAADj2+rVq7V69WqvtuZc3vjMOw3MJkvqkPRz59y342U/l3SFc25N/O8nJX1I0uckyTl3Rbx8haRF\nzrn7Bq3TFdsuAAAAAAAA/JmZnHOW77Vis4CZpGskPZoN/sRuk/SxuM0BkrZyzr0s6Q5Jp5vZVmb2\nbkn7S7o/wD4AAAAAAABghIqlgH1Y0pmSHjazB+Nl8yVdK+laM/tfSW9J+owkOeceNbObJT0qqU/S\nBQz1AQAAAAAAKK+iKWBjslFSwAAAAAAAAIIacQoYAAAAAAAAqh8BIAAAAAAAgJQjAAQAAAAAAJBy\nBIAAAAAAAABSjgAQAAAAAABAyhEAAgAAAAAASDkCQAAAAAAAAClHAAgAAAAAACDlCAABAAAAAACk\nHAEgAAAAAACAlCMABAAAAAAAkHIEgAAAAAAAAFKOABAAAAAAAEDKEQACAAAAAABIOQJAAAAAAAAA\nKUcACAAAAAAAIOUIAAEAAAAAAKQcASAAAAAAAICUIwAEAAAAAACQcgSAAAAAAAAAUo4AEAAAAAAA\nQMoRAAIAAAAAAEg5AkAAAAAAAAApRwAIAAAAAAAg5QgAAQAAAAAApBwBIAAAAAAAgJQjAAQAAAAA\nAJByBIAAAAAAAABSjgAQAAAAAABAyhEAAgAAAAAASDkCQAAAAAAAAClHAAgAAAAAACDlCAABAAAA\nAACkHAEgAAAAAACAlCMABAAAAAAAkHIEgAAAAAAAAFKOABAAAAAAAEDKEQACAAAAAABIOQJAAAAA\nAAAAKUcACAAAAAAAIOUIAAEAAAAAAKQcASAAAAAAAICUIwAEAAAAAACQcgSAAAAAAAAAUo4AEAAA\nAAAAQMoRAAIAAAAAAEg5AkAAAAAAAAApRwAIAAAAAAAg5QgAAQAAAAAApBwBIAAAAAAAgJQjAAQA\nAAAAAJByBQNAZjbNzH5pZr81s0fMrDlevtjMnjOzB+PHcTnvmW9mvzezx82scax3AAAAAAAAAIWZ\nc274F812l7S7c26tmW0r6QFJn5R0qqQ3nHP/PKj9wZJukvRBSXtJ+k9JBzjntgxq5wptFwAAAAAA\nAKUxMznnLN9rBUcAOededM6tjZ9vlPSYosCOJOVb4UmSljvn3nbOPS3pSUlHjrTjAAAAAAAAGD3v\nGkBmNkPSEZLujRddaGYPmdk1ZrZDvGxPSc/lvO05vRMwAgAAAAAAQBlM8mkUp3/dKmmec26jmX1X\n0lfjly+T9E1J5w3z9ry5XosXL+5/3tDQoIaGBr8eAwAAAAAAQKtXr9bq1au92hasASRJZjZZUoek\nnzvnvp3n9RmS7nTO/ZWZfUWSnHNXxK+tkLTIOXffoPdQAwgAAAAAACCgEdcAMjOTdI2kR3ODP2a2\nR06zkyX9b/z8Dkmnm9lWZvZuSftLun80nQcAAAAAAMDoFEsB+7CkMyU9bGYPxssWSJpjZocrSu/6\ng6S/lyTn3KNmdrOkRyX1SbqAoT7p0dnZrba2LvX2TlJNTZ+amxs1e/bMktsAAAAAAIBkFQwAOed+\npfyjhH5e4D2XS7p8lP1Chens7Na8eSvV07O0f1lPT4sk9Qd4fNoAAAAAAIDkec8ChvGtra1rQGBH\nknp6lqq9fVVJbQAAAAAAQPIIAMFLb2/+wWKbNk0sqQ0AAAAAAEgeASB4qanpy7u8tnZzSW0AAAAA\nAEDyCADBS3Nzo+rqWgYsq6tboKamY0tqAwAAAAAAkmflmKTLzBKbHIxZqcLp7OxWe/sqbdo0UbW1\nm9XUdGzeWcCKtQHGK9/vI763AAAAAIyEmck5Z/leKzYNfEUrdpNUyqxU3HAVN3v2zKLHxKcNMB75\nfh8xmx4AAACAsVC1ASCfm6ThZ6VayA0XgET5fh/5tgMAAACAUlRtDSCfKcd9Z6Vi+nIAY833+4jZ\n9AAAAACMhaoNAPncJPnOSsUNF4Cx5vt9xGx6AAAAAMZC1QaAfG6SfGel8r3h6uzsVibTqoaGxcpk\nWtXZ2T3kPaHaAEgX3+8jZtMDAAAAMBaqtgZQc3OjenpaBqRuRTdJs/r/na2X0d6+MGdWqllD6mj4\nrMunTlCoNgDSx/f7yLcdAAAAAJSiqqeBDznleLF1ZTKt6upaMuR9mcxCrVhxWdA22f4wKxkAAAAA\nAPCV2mngQ045XmxdPnWCQrVhlFB1Chm081kXQcLxjfMPAAAAoBRVHQBKkk+doFBtmAa6+oQM2pFK\niGI4/wAAAABKVbVFoJPmU5g1VBtmJas+wwftVo3JukJuD9WH8w8AAACgVIwA8uRTmDVUG6aBrj4h\ng3ahUgmRXpx/AAAAAKUiAFQCn5pDIdr4zErmqxJryVRin0YrZNAuVCoh0ovzDwAAAKBUBIAqUKhp\noCuxlkwl9imEkEE7n3WF3B6qD+cfAAAAQKmqehp4FBZyWvpq7VOo0Ua+bdrbV+UE7Y4d1SxgxdYV\ncnuoPpx/AAAAAIOldhp4FFaJtWSS7FOo0Ua+I5J80v98hUo3RHpx/gEAAACUglnAUqwSa8kk2adQ\ns2kx4xIAAAAAoNoRAEqxUNPSV2ufQo02YsYlAAAAAEC1IwUsxUJNS1+tfQo12ogZlwAAAAAA1Y4i\n0FWs2qZKT1q+2j11dQu0bNmsgvV9RtIGAAAAAIByowh0ClXjVOlJCzXaKOlRUgAAAAAAhMYIoCqV\n9PTtAAAAAABUKjJkIowASiEKEwMAAAAAQIaML2YBq1IUJgYAAAAAQGpr6xoQ/JGknp6lam9fVaYe\nVSYCQFUq6enbAQAAAACoRGTI+CEFrEpRmBgAAGB88alvQQ0MAOMRGTJ+Ki4A1N3Zqa62Nk3q7VVf\nTY0am5s1c/bsMWlT7WbPnjmu/4fOD5zkhPzByXkDAKB0PvUtqIEBYLxqbm5UT0/LgO+/KENmVhl7\nVXkqKgDU3dmplfPmaWlPT/+ylvh5NngTqg2qGz9wkhPyByfnDQCAkRm+vsXC/v+H+rQBgDQiQ8ZP\nRdUA6mprGxC0kaSlPT1a1d4evI0UBYpaMxktbmhQayaj7s7OULuCMUaRr+T4HGvf88F5AwBgZHzq\nW1ADA8B4Nnv2TK1YcZlWr16sFSsuI/iTR0WNAJrU25t3+cRNm4K3YZRQdeMHTnJC/uDkvAEAMDI+\n9S2ogQEAKKSiRgD11dTkXb65tjZ4G99RQqhM/MBJTsgfnJw3AABGxmcGWGaJBQAUUlEjgBqbm9XS\n0zMgMLOgrk6zmpqCt/EZJYTKRZGv5Pgca9/zwXkDAGBkfOpbUAMDAFCIOeeS36iZG2673Z2dWtXe\nrombNmlzba2ObWrKO8PXaNu0ZjJa0tU1ZPsLMxldtmJFgL3EWOvs7FZ7+6qcHzjH8gNnjPgca9/z\nwXkDAAAAgLFhZnLOWd7XKi0AlJR8NYAW1NVp1rJl1AACAAAAAABVhwDQMHxGEgEAAAAAAFQDAkAA\nAAAAAAApVygAVFGzgAEAAAAAACC8ipoFrBJ1d3aqq61Nk3p71VdTo8bmZtLEAAAAAABAVSEAVEC+\nQtEt8XOCQAAAAAAAoFqQAlZAV1vbgOCPJC3t6dGq9vYy9QgAAAAAAKB0BIAKmNTbm3f5xE2bEu4J\nAAAAAADAyBEAKqCvpibv8s21tQn3BAAAAAAAYOQIABXQ2Nyslrq6AcsW1NXp2KamMvUIAAAAadTZ\n2a1MplUNDYuVybSqs7O73F0CAKQMRaALyBZ6XtjerombNmlzba1mNTVRABoAAADBdHZ2a968lerp\nWdq/rKenRZI0e/bMcnULAJAy5pxLfqNmrhzbBQAAACpNJtOqrq4leZYv1IoVl5WhRwCAamVmcs5Z\nvtcYAQQAAACUUW9v/p/kmzZNHLNtdnZ2q62tS729k1RT06fm5kZGGwEVzOczy+caxRAAAgAAAMqo\npqYv7/La2s1jsj1SzoDKUixw4/OZ5XMNHwSAAAAAgDJqbm5UT0/LgBu3uroFamqaNSbba2vrGrAt\nSerpWar29oVlu1FkdAPGK5/Ajc9nthI/16g8BQNAZjZN0vWSdpXkJF3tnGvLef0fJH1D0s7OuVfj\nZW2SjpP0pqTPOuceHKO+AwAAAFUve3PW3r5QmzZNVG3tZjU1zRqzm7ZypJwVEnJ0A0EiVBufwI3P\nZ9b3c81npLhQAelKPNbFRgC9LelLzrm1ZratpAfMbJVz7rE4OHSspGeyjc3sE5L2c87tb2ZHSfqu\npA+NVecBAACANJg9e2ZiNwZJp5wVE2p0AykwqEY+gRufz6xPGz4jxYUKSFdq0HpCoRedcy8659bG\nzzdKekzSnvHL/yzp4kFvOVHSD+P290nawcx2C9pjAAAAACPW3NyourqWAcuilLNjy9KfUKMbhg8S\nrRryvs7ObmUyrWpoWKxMplWdnd0jaoPCfI/heD7WPoEbn8+sT5tSPiPjlc8xCtUmGyTq6lqiNWsW\nq6triebNWzmm1793DSAzmyHpCEn3mdlJkp5zzj1sNmB2sb0kPZvz7+ck7S3ppVH3FAAAAMCoJZ1y\nVkyo0Q2lpMBQUHfslTICIq3H2md0h08NMJ/PrE+bSkv/LEWokTLF1hMqID26oPXY1W3yCgDF6V+3\nSponaYukBYrSv/qbDPNcimoHDbF48eL+5w0NDWpoaPDpCgAAAIBRSjLlrBifG2CfNr6pbUkX1E3q\nxrXS+B7DtBYv9g1s+QZkfT6zxdpUWvqnr1BBQp/1hApIhwxaF7N69WqtXr3aq23RAJCZTZb0E0k3\nOuduM7O/kjRD0kPx6J+9FdUGOkrS85Km5bx973jZELkBIAAAACCtqu3GPWmhRjf4zqYW6q/3vkVg\nk7pxLWVdoYrXFmrne3MbsnhxJRXmLSWwlVRANukZB30VOyehgoQ+6wkVkA4ZtJYKH6PBA2ouvfTS\nYY9BsVnATNI1kh51zn1bkpxz/ytpt5w2f5D0fufcq2Z2h6QLJf3YzD4k6TXnHOlfAAAAGJeqOb0l\nyRvuEKMbfEdShPjrve959b1xTeoGOHTx2kLtfG9uQxUvDp3aV+ychEglSlqlpX9Kfuck1LH0WU+o\ngHTIoHXQ/48454Z9SPqIopSvtZIejB/HDWrzlKQdc/59laQnJT0k6X3DrNcBAAAAadfY2OIkN+SR\nybSWu2sFdXSscXV1Cwb0ua5ugevoWBO8TdLy92m+R7/faeN7XuvrF+VtV1+/qMi2Bh4jn/Vk19XY\n2OLq6xe5xsaWIcfZp9+++1asnc9x9m0Xqt+++1bsnPics2r97Cct5HkLsa2kdXSscZlMq6uvX+Qy\nmda8342l9juOt+SN8RQcAeSc+5WKzxS276B/X1haCAoAAABIp0ocBeAjVJ2cSqzvEuKv977n1Wd0\ni88xCjVKJlT6m0+7UmrbFGuXZGFeqfg5CZVKlHY+o/98zkmoY1mJ58Rn9GPI/494zwIGAAAAYKBi\nNzjVWnQ16RvupI025cz3vPrccIa6AQ4VSAqZuuVb2yZE8eKQ+1bsnIRKJUoz37Ql3+tIGv2xrNZz\nEvL/IwSAAACoEBSKBaqLzw1OJf7F2UfSN9zVxve8+txwhroBDhVI8t23JK/tJAvzSsXPie91XUmz\n7SXNd/RfKZ+lEMeyGs9JyM8aASAAACpANReKBcYrnxucav2Lc9I33NWmlPNa7IYz1A1wqEBSyNSt\nUJIszCsVPydpva5D8h39V63fkUkKeYwsqhGULDNz5dguAIwnjCapLplMq7q6luRZvlArVlxWhh4B\nKKahYbHWrFk8ZHl9/WKtXj10ebXp7OxWe/uqnBuOY/POlBSizXgX4hjl+0NCXd0CLVvGzfRIFDsn\nab6uQ8zux++a8jEzOecs32uMAAKAFGI0SThJTYNcqXUyAAwvrelNWSGmZvdtM96FOEaMpAir2DlJ\n63Xt8xsyzemvaUcACABSqBJnXalGoX4E+bQp5UYyqaAUgMK4wUGlSWtQAskJNbsfAcnKRAAIAFKI\n0SRhJDkNsu+NZJJBKQCFcYMDIG1Czu5HQLLyEAACgBRKe1qCjxCjW5KcBtn3RjLJoBSA4rjBAZAm\n43l2v/GAABCAMdfd2amutjZN6u1VX02NGpubNXP27JLbwN94T0sINbol6WmQfW4kkwxKAQCA8WU8\nz+43HhAAAjCmujs7tXLePC3t6elf1hI/zwZ4fNqgNNWclhCidk2o0S2VOA1y0kEpAAAwfvj8hqzm\n35njHQGgKsRoClSTrra2AYEdSVra06OF7e3916RPG5SuGtMSQtWuCTW6JdSPoJA/lCoxKAUAANKD\n2f3SiwBQlWE0ReUh2FbYpN7evMsnbtpUUhuMjUqbBSpU7ZqQo1sqbRrkpINSlXaNAAAAYGQIAAWQ\nZACA0RSVhWBbcX01NXmXb66tLakNwqvEWaBC1a5J++iWpIJSlXiNAAAAYGQIAI1SKQGAEKlbjKao\nLATbimtsblZLT8+A47Sgrk6zmppKaoPwKnEWqFC1a8hND6MSrxEAAACMDAGgUfINAIRK3WI0RWUh\n2FZc9tpd2N6uiZs2aXNtrWY1NQ34fPi0QXhJzwLlk0oUsnYNuemj53uNhCjcDQAAgLFFAGiUfAMA\noVK3GE1RWQi2+Zk5e3bRYI5PG4SV5CxQvqlEzDxRWXyukVCFuwEAADC2CACNkm8AIFTqFqMpKotv\nsC3kzG2h1hWqdhVFsKuX70iapKdlT7KgMqNSCvO5RkIV7pY4H6g8XJMAgDQhADRKvgGAkKlbjKao\nHD7BtpAzt4VaVynbKxTcoQh2OOUIpPmMpKm0adlDYlRKcT7XSKjC3ZwPVBquSQBA6jjnEn9Em02P\nNR0drjWTcYvq611rJuPWdHTkbbOgrs45qf8xv65uQFufNqg+LY2NA85p9tGayZTUJuS6fNrkux4X\nDLoeffsdypqODtfS2OgW1de7lsbGYT8bvu0qhc+xLpfGxpZ8p9hlMq3B2yStEvtUjdJ8jWB845oE\nAFSjON6SNxbDCKAAfEfkSKRujUchZ24LtS6fNj41qZIsgh1ylFSlqeTZ5NI8LXsljkqqRqEKd3M+\nUGm4JgEAaUMAKEGVlrpVabVk0ipk+l+odfm08QnuJFkE2zdIUsnBlOGUEkjzScsL+XlM87TsSRbB\nTrNQhbs5H6g0XJMAgLQhADROVVotmXJIqk8hZ24LtS6fNj7BnSRnnAs5SkqqrGvSN5BW7PM2FqOf\n0jwteyWOSqpWIQp3cz5QabgmAQBpQwBonAo1Lb1Pm9BBohCjkpIMXIVM/wu1Lp82PsGdJNMWQ46S\nCnn+Q7TxDaQV+7yNxeinNE/LXq39TivOByoN1yQAIHWGKw40lg+lrAh0NVpUX5+3eO+i+vrgbUIV\nHPZtF6p48VgV5u3oWOMaG1tcff0i19jY4jo61oxqfWPJp8B5kn3xKZLu0y7U+Q/VJtuu2LEu9nnz\n+TwC1a6avkMBAACSJopAY7BKqyUTsr5LqOLFYzGaotqmlE2yJlUxIUdJhTr/odpk+13sWBf7vCVZ\nkwkoh2r7DgUAAKgkBIDGqUqrJZP0LFgh+1SKtrauATcuktTTs1Tt7Qu5efHgG5Aq1i7U+Q85w5uP\nYp+3JGsyAeWQ9u/Qzs5utbV1qbd3kmpq+tTc3Dhkv3zalNIuKSH3DQAAjAwBoHGq0mrJJD0LVsg+\nlYIpZStDqPMfcoY3H8U+b0nWZALKIc3foT6jm3xHQFXaSKnQ+0aQCACAERouN2wsH6IG0LhTrL5J\nyPoupawrRJ9K0djYkq9Ei8tkWke8ToxMiPMf8noEUFyav0N99s13/33bhaqnVGw9ofato2ONq6tb\nMOD1uroF1IECACCHqAGEciuWkpP0LFgh+1QKppT1k8RfeEOc/5DXI4Di0vwd6jO6yXcElE+7UKOE\nfNYTat/SngIIAMBYIwCEihGqvksp6wrVJ19MKVtc0mkAhdaTPf/ZNnd/49eqafvvEbcBMDpp/g6t\nqenLu7y2dnNJbXzbhQqm+Kwn1L6lOQUQAIAkEAACEjZ79sxU3KyMFZ+biST/ch2ydgWA0Uvrd6jP\n6CbfEVA+7UIFU3zWE2rffANgAAAgPwJAACpKkmkAPusJ1QYACvEZ3eQ7AsqnXahgis96Qu1bmlMA\ni+nu7FRXW5sm9faqr6ZGjc3NQ0aW+rQBAIxvBIAAVJQk0wBC1aUgLQEY30KlpPqMbvIdAVWsnW8w\npdi++a4nxL75BsDSNuV8d2enVs6bN2Dmypb4eTbA49MGAAACQAAqSsg0gGI/8EPVpSAtARi/qjUF\n1CeY4rNvSddlKhYkSmPabldb24DAjiQt7enRwvb2/uCOTxsAAAgAAagoodIAfH7gh6pLMZ7TEoDx\nzjcFtBJHnBQLpvjuWyXVZUpj2u6k3t68yydu2lRSGwAACAABqDgh0gB8fuCHqkuR5pmJABSW5JTr\nSavG9NY0pu321dTkXb65trakNgAAEAACUJWKBYl8f+CHqrlRSX8BB5CcJKdcT1o1premMW23sblZ\nLT09A1K8FtTVaVZTU0ltAAAgAAQglartBz6A6pTklOtJq8b01jSm7WZr+Cxsb9fETZu0ubZWs5qa\nBtT28WkDAAABIACpVG0/8AGEFWomqGJtkpxyPWnVmN6a1rTdmbNnFw3m+LQBAIxv5pxLfqNmrhzb\nBTC+dHZ2q719Vc4P/GMr+gc+gDDy1dypq2vRsmWZgjNBjaTNyPuzQMuWVXbQAWOvu7NTXW1tmtTb\nq76aGjU2NxPEAQCMipnJOWd5XyMABAAA0iSTaVVX15I8yxdqxYrLgrbxRUAag3V3dmrlvHkD6va0\n1NUps2wZQSAAwIgVCgCRAgYAAFIl1ExQIWv3UCgeg3W1tQ0I/kjS0p4eLWxvJwAEABgTBIAAAECq\nhJoJqlpr96AyFEvvmtTbm/d9EzdtSqqLAIBxhgAQAABIlVAzQVFMHiOVN70rfp4NAvXV1OR97+ba\n2rHvIABgXKIGEAAASB2fmjuh2gCDtWYyWtLVNWT5wkxGl61YISl/kGhBXZ1mUQMIADAKFIEGAAAA\nErK4oUGL16wZury+XotXr+7/d3dnp1a1t2vipk3aXFurY5uaCP4AAEaFItAAAABAQnzTu2bOnk3A\nBwCQmAnl7gAAAAAqS3dnp1ozGS1uaFBrJqPuzs5yd6mqNDY3q6WubsCyBXV1OrapqUw9AgCAEUAA\nAADI4VPAGIVlj9PCnPSuWaR3AQDKjBpAAAAA6OdTwBgAAFSmQjWASAEDAABAv0m9vXmXT9y0KeGe\nAACAkAoGgMxsmpn90sx+a2aPmFlzvPwyM3vIzB40s5VmtkfOe9rM7Pfx60eM9Q4AAAAgHN8CxgAA\noLoUqwH0tqQvOefWmtm2kh4ws1WSvu6cWyhJZtYk6RJJ/8/MPiFpP+fc/mZ2lKTvSvrQGPYfAAAA\nATU2N6ulp2dADaAFdXWaNaiAcXdnp7ra2jSpt1d9NTVqbG4eUuPGpw0AAEhGwQCQc+5FSS/Gzzea\n2WOS9nTOPZbTbFtJW+LnJ0n6Ydz+PjPbwcx2c869FL7rAAAACM2ngLFPoWiKSY9vvsE/goQAkBzv\nWcDMbIakIyTdF/97qaSzJL0uqSFutqekZ3Pe9pykvSURAAIAAKgSM2fPLngT3tXWNiCwI0lLe3q0\nsL29/30+bZBOvsE/goQAkCyvAFCc/nWrpHnOuY2S5JxrkdRiZl+R1CRpcbb5oLfnne5r8eLF/c8b\nGhrU0NBQQrcBAABQLj6FoikmPX75Bv8IEgLA6K1evVqrV6/2als0AGRmkyX9RNKNzrnb8jS5SVKn\nogDQ85Km5by2d7xsiNwAEAAAAKqHT6FoiklXnlDpVsXW4xv8I0hYeUjJA6rP4AE1l1566bBtCwaA\nzMwkXSPpUefct3OW7++c+338z5MkZWsC3SHpQkk/NrMPSXqN+j8AAADp4lMoOmQxaYxeqHQrn/X4\nBv8IElYWUvKA9Cs2AujDks6U9LCZPRgvWyDpPDN7j6Liz09LOl+SnHM/M7NPmNmTkv4s6Zwx6TUA\nAAAGSHJWLp9C0aGKSSOMUOlWPuvxDf4RJKwspOQB6VdsFrBfSZqQ56WfF3jPhaPtFAAAAPyVY1au\nYoWifdpww5mcUOlWPuvxCf75tiNImBxS8oD0854FDAAAAJWpWmfl4oYzOaHSrXzX4xMg9GlXiddt\nWpGSF06SIzJRncp1jRAAAgAAqHLVOisXN5zJCZVu5bueUCrxuq1Woc4tgYvCQo7I5FinUzlG7WYR\nAAIAAKhy1TorV9LBhPEsVLqVb3pXKJV43VajUOeWlLziQo3IJEiUXuUctUsACAAAoMqFnJUrSUkH\nE8a7UOlWvuldIYQclTKe03JCnVtS8opfI6FGZIYMEvn0O6Tx/FnzUc5RuwSAAAAAqlyoWbnKIclg\nAgqrxHSrUKNSxntaTpJFwCtViKCEzzUSakRmqCCRb79DKWd6U6Uodh2VddSucy7xR7RZAAAA+FjT\n0eFaGhvdovp619LY6NZ0dJS7S0ihlsZG56Qhj9ZMptxdK8in36HarOnocAvq6ga8vqCuruI/k6HO\nbTmuEZ/vv2JtfM6bT5uRXiPzPbY1uI3PthbV1+dts6i+fsD+J3neQn3WyqGc19pIrpHhxPGWvLEY\nRuA5t3sAAB20SURBVAABAABUsLT/pRSVoxLTBH2ESqcIOeIiaUkV7y5HSl6I0SShaq74XCOhRmT6\nHGvfUSJJjtyq1kkJkrzWyjlqlwAQAABABavUG06kT6WmCRYTKp0iVFpOaCHSkkKd2yRT8qRkAzc+\nbXwDLj6prcXahAoSldLvEEKmN/mmW/p8RoqtJ8lrTQpzjYwEASAAGGeqsXYBMJ5V4l9KkV7VWJMp\nVBH0kCMuQgk14iDbPsS5DVEo2rfPSQZufNokPUouRJAo6X6H+qyVUpOrUDvf9SQdJCwXAkAAMI6Q\nSgJUnhDFItOOGZ5QSKh0ipAjLqQw12TIEQdJCZkClGTgxqdNJY6S8x1JIhXvd4hrNtRnzTdIWKyd\n73qqNUhYKgJAADCOkEoCVBafoGyl/5gca0nP8ITqFCqdItSIi1DXZDWOOAiZApRk4Mb33FbjKDmp\neL9Dfo+G+Kz5BgmLtfNdT5qDhAMMVx16LB9iFjAAKAvf2SIAJMN3JpQ1HR2uNZNxi+rrXWsmU/Ez\nDoWU5AxPQCjlnpnMd7agsRB6hiOf77/x/B0ZSqV9j/puq1i7UvqclmtNzAIGAJAq76+ESF6ogooI\nI2SxyLRKcoYnIJRQ12Q1jjgIPcNRuYrljjeV9j3qO/q1WLtSRtGOh2uNABAAjCPjPZVkvAtVUBH+\nqO8zeknO8CRRSwhhhLomqzUtaTzcSKdNyO/REEq59gu1q7QAadkNNzRoLB8iBQwAyqYahq5ibIQa\nTg0/+VIcFowiDWK8CpVOMtI2PudscBsgdBoUMNa4ZtNDpIABALL4i9v4FaqgIvz4FF3nL5PFJTnD\nU8jpqzG+hU6DAsYa1+z4QAAIAIBxwnfoNmlJYVDfJ5ykZniqtBoYqG6kQaHacM2m34RydwAAACSj\nsblZLXV1A5YtqKvTsfkKKnq0q1bdnZ1qzWS0uKFBrZmMujs7x2Q9BNKqT6XVwAAAICRGAAEAME6E\nKqiYlWQh3FCFeX0KXIdaD0XXq4/POeO8AgCqlUU1ghLeqJkrx3YBAEAYeQMgdXXKLFsWPAjksy3f\n/rRmMlrS1TVkGwszGV22YkWw9eT2fVVOIO1YaiVUPJ9zxnkFAFQqM5NzzvK9xgggAMC4wzTPo5dk\nIdyQhXmL1W8JtZ4saiVUH2pgAADSigAQAKDsQgZkirXzTQEq1iZplRa08g2AhOh3yMK8xeq3hFoP\nAABApSEABAAoq5ABGZ92lTjNczUGrXwCIKH6HbIwb7H6LaHWAwAAUHGcc4k/os0CAOBcS2Ojc9KQ\nR2smU1Ib33aL6uvztllUX19SG+ecW9PR4VoaG92i+nrX0tjo1nR0DNm/Ym3WdHS4BXV1A7azoK5u\nQLuQxyiUfP2eP0b99tmWT5vctq2ZjFtUX+9aM5kxWQ8AAEA5xPGWvLEYRgABAMoqZHqPT7tQo0lC\njW7xGW0U8hiF4jNTWKh++2zLd+aybNvhRkWFWg8AAEClIQAEAMgr5LTbhdqETO/xaRdqmudQqWRJ\nBq1CKxYACdnvJAvzEtgBAABpRAAIADBEqNEtPm1CBWR824UaTRJqdEuSQaukVWu/AQAA0ogAEABg\niFCjW3zahEzvKaXdaEeThBrdkmTQKmnV2m8AAIA0IgAEABgi1OgW37o0IdN7kkrfCTW6JcmgVTlU\na78BAADShgAQAGCIUKNbylGXJimhRy4RAAEAAMBYsmiWsIQ3aubKsV0AgJ98tXsW1NVp1rJlBev7\njKQNAAAAgDDMTM45y/saASAAQD7dnZ1alTNy5dg8I1dCtQEAAAAwegSAAAAAAAAAUq5QAGhC0p0B\nAAAAAABAsggAAQAAAAAApBwBIAAAAAAAgJQjAAQAAPD/t3ff4ZJVddbHvwu6aWIDI6BEySNZWmyi\nyovEHowMkiSPAwiiKAKCAQMjDKAMQRQQEckKDhjQEYUhNTjMSNSRIEGQIEgWoYE1f+xd3WW99zaN\n2nXq1F2f5+HpSqd7X9bdVad+Z4eIiIiIIZcCUERERERERETEkEsBKCIiIiIiIiJiyKUAFBERERER\nEREx5FIAioiIiIiIiIgYcikARUREREREREQMuRSAIiIiIiIiIiKGXApAERERERERERFDLgWgiIiI\niIiIiIghlwJQRERERERERMSQSwEoIiIiIiIiImLIpQAUERERERERETHkUgCKiIiIiIiIiBhyKQBF\nRERERERERAy5FIAiIiIiIiIiIoZcCkAREREREREREUNupgUgSUtLulzSbZJulbR/ffxoSb+SdJOk\niyQt2HXMJyTdIel/JW0+u3+Av4Urrrii6SbEq5TM2im5tU8ya6fk1j7JrJ2SWzslt/ZJZu2U3AbP\nK40AmgYcYHs1YD1gX0mrAP8BrGZ7LeB24BMAklYFtgNWBbYEviJp4EcZ5RezfZJZOyW39klm7ZTc\n2ieZtVNya6fk1j7JrJ2S2+CZaXHG9kO2b6y3nwF+BSxh+ye2X64vux5Yqt5+F3Cu7Wm27wHuBCbP\nlpZHRERERERERMQsmeXROZKWBdamFHy67QH8sN5eAri/67n7gSX/8uZFRERERERERMRfS7Zf+UXS\n/MAVwBds/3vX44cBk2xvU++fAFxn++x6/zTgh7Yv6vn7XvkfjYiIiIiIiIiIV8W2Rnp83CsdKGk8\ncCFwVk/xZzdgCvD2rpc/ACzddX+p+tgsNSYiIiIiIiIiIv72ZjoCSJKAbwKP2T6g6/EtgWOBt9l+\ntOvxVYFzKOv+LAlcBqzoWRlmFBERERERERERs8UrFYA2Aq4EbgY6LzwUOB6YC/hDfWyq7Q/WYw6l\nrAv0IvBh2z+ePU2PiIiIiIiIiIhZMUtrAEVERERERERERHvN8i5gbSZpXkkrSnrFNY9iMEiaR9Ki\nksbE7+iwSF9rn2TWTsmtnerU+mip5Nceyap9klk7Jbf2Gfov13Wx6nspaxZ9XdKCzbYoXomkD1Ay\nOwk4seHmxCxKX2ufZNZOya2dJB0CnCxpx6bbErNG0iGSviBpa4CsadkO6Wvtk8zaKbm101AXgCQt\nBGwFbGj7XfXh/SWt2GCzYiYkLQm8h7KQ+C7AKpL2lvSaZlsWM5O+1j7JrJ2SWztJ+giwJfB9YG9J\nB9XPu1w9HUCS5pR0OLAZcCtwjKQdJC3cbMvilaSvtU8ya6fk1l5DVwCStFhnSLztJ4BVgUXr08cD\nCwKbNtS8GEFPcecJ4O+AeWz/CTiCUgxap4m2xejS19onmbVTcmu3OpV5E+BTtr8PHAIsBOwIGVUy\noOYA3kbZzOQ84BOUc5HNGm1VzFT6Wvsks3ZKbu02NAUgSXNIOhq4njIUbc/61LeBNwPY/m/gV8Cy\nkpZrpqXRUTM7BrhG0hGStrb9LCXDlQBsXwY8AKwrad4GmxtV+lr7JLN2Sm7tJGm8pKMk7SFpddsv\nU3ZTfV99yVTq55yktRtraExXM/ucpHdIWsH2NOBGytVtgIsp0y7XkrRsQ82MHulr7ZPM2im5DZeh\nKQABmwNrACsDZwMHSVoDuBtYQtL69XVXA+sBf2ykldFtB2A1ylW2G4Gv1ekNDwCTuqY0XARsA7zY\nSCujV/pa+ySzdkpuLSNpUeC7wOvqf+dIWhX4KTCfpDfXK6O3Ao8CizfW2ACgFnR+AqwArAucL2kB\nypebRSStXL/sXAUsAuRi1ABIX2ufZNZOyW34tL4A1DXH8CXgMeBl21cA5wG7U66MPg28U9Jctn8N\nPAdkvYSGdGU2B/Bz2w/b/jbwQ+AzwIWUN49NAGz/glIUWrmB5kaVvtY+yaydklurTQQWs72r7X8B\nLgW2o3ze3QbsBGD7LmA5YAnIegkNWxB43vZOtj8J3APsA9wJGNgCpo+2ewPlwlU0L32tfZJZOyW3\nIdPaAlDXL1Xnz3koVcel6v2jgTUpH+zfApamXNX5DrAAcEf/Whs9OplNBP5O0pz1/oHAO4EJwKnA\nxpLOkHQBMDflpCz6LH2tfZJZOyW3dhnl5PZJ4JeSNqz3T6KcDC9CGUGylKTPSJqPMpLkSch6CQ2b\nC7i7a9TxocDGwAvAdcBkSfvVc5UngQcbaeUYlr7WPsmsnZLb2NC6ApCkKZJe1/mlqsNyoQxDWxZY\nR9I8tp+hrEp+sO17gD0oQ+ivtL2R7Uf63/qxSdJ66to5oyuzsynTv9atjz8JnAkcbvsGYD/gBsoo\noU1qptEn6Wvtk8zaKbm1U/fJrcqCmABzUkZnrSBpXtv3Ab8ANrb9c+DTwPKUaXt31tGv0YCuzB4F\nFgOWlDTO9u3ATcDuti+mfNnZnDJV/Q7bVzfS4DEsfa19klk7JbexQW0pzknaADiXMtRsGnCu7fNU\nFr3cDvhS/XMz4Ku2r5X0WuAY4IO2n26o6WOWpI2BcyhvEuOAw2zfIGlNyhbGJ0v6GLARsK/t39U1\nLd5FWVV+miSlgtxf6Wvtk8zaKbm1k6RdKcW3q4Af2J5aH98QuAWYAqwPXGD7GklzA7cDb7F9r8qO\nbhNcNj2IPpC0B2WE8XXA2bZ/Wx+fRDlH+ThlRN0xNaPXAFcCm9p+UNJEANtPNfIDjFHpa+2TzNop\nuY0tbRoBNAn4ou0plCuem0raDngI+K7tF2x/C/glcICkgym7NvwuJ8n9V6vGbwc+YvsfgMuBnSW9\nhXK17UoA28fW+5+W9M/AccAzLjtwZPhgM9LX2ieZtVNyaxlJk4GPAodThrl/VNJWdXrQJMoU5u/X\n53ZRWbR7OeDnwFMAtl/MSXL/SHo7sD9wAmWh50PqyOTXUtYanA84hTK1cjdJi1PWHPwvyvkJtp9K\n8ae/0tfaJ5m1U3IbewZ2BJCkBSlzC++x/ZKks4G7bH9aZXeGzYA9gV1sPyZpzvq6CcBawI7AbbZP\nbeyHGGPqFbLxwB9sW9KPgB/b/nI90Xof8PfAobaf6spsMWBtYFfg8mTWX+lr7ZPM2im5tZOkOTrT\n8iTtBLzB9qckzUsZsbq/7fV7jlkU2BZ4N2Vo/FHJrRmSPgk8Z/tYSUtRRgJtaHunntetAbyDMt1r\nSeAI22f0u71jWfpa+ySzdkpuY9tAFoAk7UupQk4FHrH9T5LWpYwO2aIWD5agLBp8h+2T63EbALfm\nKk3/SfowcBhwBfCg7Q9Lei/lTWIf28/WCvN2wBW2v1ePW50yX/RPDTV9TEtfa59k1k7JrZ0kfQZ4\nLeVz6wKVqc2n216+Pj8HZefKa2wf03Wc6oWQ1wP3236pgeaPSTWzOYDrbF9az0UOsT25Pr888Fng\nJ7bPHOH4NSmF1mTWR+lr7ZPM2im5xcBNAZO0CGVI7lqU4sEESYdStri9EjigvvQJ4PfUn0HSRpTt\nOfPL2Gcq61VsBawO7AW8UdLOlKHTD1OuWgP8mrLzl+px7wHWo2yzGn2WvtY+yaydkls71ZEjGwA/\nAvaTdCBlkcubJB3U9dKTgbUkzStpoZrthgC2781Jcn9IGifpaGAyZUe8YyVtSym63i5p9/rSR4DL\ngBUljZe0lKQD6wUpbN+czPorfa19klk7JbeAASwAAY8DqwCL1qFpJwMLUz7QLwDeIWld23+kbN25\nUD3uWtunZ/5hI56iZDSv7ceBYylvLvMD1wObS1rNZZev54Bl6nGX2D7N9vNNNDrS11oombVTcmsZ\nlQUt3wJ83PYlwKeAxYHdKSO59pG0UM3zBeCJmt9LwLecnaKaMJ7yBWUf22cBn6csWroRZbH1nSVN\ndNlNbzwwv8t6g88DF9u+taF2j2npa+2TzNopuUXHwBSANGOrubmB7zCjyngtcDdlsam7KNuEHyHp\nfGAnyo4O3dvmRp+oLA4GsABwLeULDvVN5RnKlevLgZuBr0s6A9iCGZmletyA9LV2kDS+6/a4ejOZ\ntUjXe2RyaxGVrcBfpOzOtkN9+BrKSJJ1gQeAi4Bv1Cl6OwAT6/D4p113mIr+UVkv6zngf4Ct68MX\nAQ8Cq1EWUr8NOE1lked1gRcBbP/e9h39b3Wkr7VPMmsHSeq5n9xiusYKQHWtg+lfRjsnuvVK5x3A\n8irbc0L5BX0L8KLt44G9gR8Ab7L90363fayS9D5J62rGdqgv1T/voUxdmCRp2fryS4D3237M9ucp\nUxyuA9axfUO/2z6WSfqwpL06RYT0tcGnsiPeVElbQtldof6ZzAaYpPdIWqNT+Ol6j0xuLdLpb5Qh\n8kvWEawvArdSPutWAg6m7IpyIOVcah97ABdVHFIqi6Z3bncWSx9PyWgZSa+vo4uvpVzhfoGy1fvt\nwBmUkXaf6XvDxzhJ63Rnl742+CR9QNJb6+05k1lrzN25obLgc3KL6fpeAJI0WdIDwM9gxpdRSXNL\n+qzKQlRXAs8C29TX3ARMo4wowfadts90tsHtC0kbS7oS+CfKGj+fqHNCF5B0aJ03/+/AUpSt37F9\nFfCopL+v96fa/moy6x9JG9bcNgOu7rz5S5pH0uHpa4NH0haSfgxsDzxN3V6z9re8Pw4oSStLugH4\nZ2Af4DBJC9XnvpDcBpOkrSWdqLJGU/fjk2tmU4HfALsA2P5fyknyci5b3n4d2NH2B+ow+ZjNJG0m\n6TLgOJXNJ6jFnzdRRiH/DBgHdIrn11B2GV3b9p9sfxJ4r+1d64ih6ANJm0q6mrLL4ctdj6evDShJ\nb6997QjKOp+dvrZuMhtcXe+RR0vaHsp3bUnrJ7fo6FsBSGVxPgFvpcwzfLRe5e6YBnzN9hW276Ws\nPr6SpHMlfY/ygXFXv9obpdIvaR5gZ+B425tTpjFMBP5EWcz5fNu31i8zP6Cs9/M1SZdQ5tXf11Dz\nx6ya2wTgEOCXtre2fVt9DEpfOzV9bXDUzBakZPZV25sA91AWDIYyVSHvjwOma5reRsAFtrcCjgJe\nT7mSBiXP5DYgVMwh6d3AvwLvBTbRjOl6UDcrqMW47wOrS/qopIUpa8c82Xmhs4PlbFczGy/pYMq6\nPicB5wCbStqgZrccMMH27cB/AW+TtJvKlsa/Bx7q/H3Omlp9UXObU2UHxLOAE23v0/P/f0HS1wZG\nfW+cIOlEyk55/wYcSVnWoWMBktlAkrQi8AXgBOB0yvqCh9an09diutm+DXz9YD4KmACcT9k27h5J\nmwPHA+vZfmKUY+cHplAWzjxptjY0puvKbG7Kwok31KHUSPoGsDTli+pdth+XNN5lIUUkvY6y1bts\nH9fIDzBG9eR2OrAG5aT4P4DNKW/+VwDX235IM+YDp681pCuzeYCzbE/teu69wLbAHiNdqU5mzen5\nXDsD2I2yCP6e9fkTKSMQtrX9i/S1waAy5Vz1KvYkygWKDSmjEvZ3mc480nFvBD4CTKIsFvypPjV5\nzOvJbH3K+cg0lenmRwF7u2w+0X3MnJRcP0a5sn1hMuuvntx2A9YEjrL9sKQplFEIz3TOHbuOS19r\nSE9mm9q+rD6+OXCS7ZVGOS6ZNUhdS6lIej+wge0P1uf2BL4ErGz74Z7jktsYNlsLQPWX8iTK1bRL\nKcPNLgFOsf2CpIuA39g+UGV+Ymc62BbA72zfMtsaFyMaIbNdgYuBU4B9KUWF6yhDrcfZ/lA97q2U\nzO6UpMwZ7a+e3H5MKcL9lLLL0CqUk62b6v0/2t63Hpe+1pAR+tpuwHeBb9p+RtL7KIW7fYFpeX8c\nDCP0tW0oux0eQJkiOz/ly+ezwFy296vHJbcGSdqDMpXhdNuHSZrQdWHjPOAG4AT37EqpsmvUU5Lm\nAjoLDUcfjJBZZ62fDYGvUEazXgM8aPvIruPms/1svbL9Qkb89FdXbt+wfaikxYD9KFPxVqCsw/Q8\ncEedktc5Ln2tIb2ZdT0+HliUcsH+aNvX9xyXzBo0Ql9bE/hPYJLtuyXtRZmafpvtXbqOS25j3Oye\nArYA8EbKFZqzqFVIyi4nAAcB/yhpmVq5nFgfX4Ry8hz915vZsZQ1Kra2/WXbe9g+BTibsojYMnXU\nzwqUaWGk+NOI7tzOpJwcT6Ss6r+T7b1tn1wfX0zS0irT+xYmfa0pvX3tGMr74zb1+euBdwILdxV/\nklnzevvaqZQpetdSpn5tB3ydsgPiI1C+kJLcGlNHXb2LMmJkiqQVbT9fT34BjqOMylqj57gPUQqw\n2H4hJ8n9M0pmnZ1DHwW2sb0O5TNtZ0lr1eP2A3YEsP14ij/91ZPbVpJWtv0IpVB3L7CD7XdTpqm8\nQ9Ia9bh9SV9rxAiZrVgf74zuHwfMy4w1CVX//CDJrDEj5PYG2zcD3wS+KOkayrIruwGL1O9qyS2A\n/kwBOxeYavv4+su6LfBm4Ejb90k6hLJw8IPAfd1XA6IZM8ns87YfrK/ZEtjO9u4NNjW69OS2AKWQ\nMJk/z20KZVpKchsAM+lr/2L7fklnAD+rhYYYED25TaSsIzMZ+Jzth+pr9gKWsJ2dhgZAvdB0n6Qj\ngWVs71i/yKhegDqasvD6+cD/s/1VSfPk5Lg5I2U2wmvGUYqw/0YZ5bqI7d/3uanRpSe3ZW1vX0dO\nzm+7U0QYT8ntS7ZvTl9r1kzeH7FtSZdSNhM5ojNjI5k1rye35WxvV6fALgSsavsqScsAnwP2qhc+\nklv0ZRHoi4A3Slrc9jPAzZShn51dNxYENqEM4U3xZzCMltnikpaVdBhwNGVa0fSrAdG47tyeBm6h\n5PZaSYvV3I6ijFRIboNh1PdHSXNTRnG9NLO/IBrRndtTzOhrS0h6jaTPUhaBvrrJRsYMtjsbEhxH\nWYh7izpatbOQ97GUbcKvAl5XH8tCmA0aKTOYvsZPx8GUkXe/dZHiT8N6cluh9rWX+fMRkAdR1pO8\nvx6TL6QNmsn7Y2eU5HnAUpLm6oxITmbN68lt+ZrbS8ATLrsxQ5ma/hz1XDK5BfSnAHQ1ZbjubgC2\n/5typXQulW07JwDL2z541L8h+m20zAzsAKwFTKlTwTLla3CMltscwPuB1Sm5nVqfT27NGy2zBVx2\nYTgT+FFjrYvRzKyvrU+5+raJ7Z801cAYWR2hdRpwWL3/vKSlgS9Tpqm8yfbh9bm8Rw6AETJ7SdL2\nkqYCqwE7236syTbG/2+U3LaWdCUlt11s/6HJNsafG+n9sT41H+UCVS5IDaBR+tpklR2Z16aMTn6x\nyTbGYJntU8AAJG1AGXlwAmV7ztOBj9n+n9n+j8dfZITMvgF8iLKteD4ABlRya58RMjsN+KS7dgSL\nwTPK59oBtm9stGExU1LZpEDShcDvKF9oLgbutP3bZlsXI+nJ7EHKWiS3ArfbvqHZ1sVoRsjtGeBG\nSm45/x9APZk9QBkh+RVyDjnQRvhcewG4jLLQ+p3Nti4GUT9GAGH7WuCLwFaU3W4uzJv/YBshs+/Y\nviUfAIMtubXPCJl9N8WfwTfK51qKPwOuniTPCyxGGdH6G9uXp/gzuHoy2x542PY5Kf4MthFye9D2\neTn/H1w9me0I/CrnkINvhM+1+2xfmuJPjKYvI4Cm/2Nlx42X8kbSHsmsnZJb+ySzdkpu7SPpY8Ay\nwEHu2fY9BlMya6fk1j7JrJ2SW7wafS0ARURERDSps4tN0+2IWZfM2im5tU8ya6fkFq9GCkARERER\nEREREUOuL2sARUREREREREREc1IAioiIiIiIiIgYcikARUREREREREQMuRSAIiIiIiIiIiKGXApA\nERERERERERFDLgWgiIiIGHMkLShpn3p7cUnfbrpNEREREbNTtoGPiIiIMUfSssD3bK/RcFMiIiIi\n+mJc0w2IiIiIaMCRwAqSfgHcAaxiew1JuwHvBuYFVgKOASYA7weeB6bYflzSCsCJwKLAH4EP2P51\n/3+MiIiIiFmTKWARERExFh0M3GV7beDjPc+tBrwHeDNwBPCM7UnAVGCX+ppTgA/ZXqce/5W+tDoi\nIiLiL5QRQBERETEWaZTbAJfbfhZ4VtKTwPfq47cAa0qaD9gA+LY0/dC5ZmdjIyIiIv5aKQBFRERE\n/Lnnu26/3HX/Zcq50xzA43X0UEREREQrZApYREREjEVPAwu8ymMEYPtp4G5J/wigYs2/cfsiIiIi\n/qZSAIqIiIgxx/ZjwDWSbgH+Fehsi+qu24xwu3N/J2BPSTcCtwLvnL0tjoiIiPjrZBv4iIiIiIiI\niIghlxFAERERERERERFDLgWgiIiIiIiIiIghlwJQRERERERERMSQSwEoIiIiIiIiImLIpQAUERER\nERERETHkUgCKiIiIiIiIiBhyKQBFRERERERERAy5/wPAVyuZbUxCBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3468090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efb0bc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1OdMAEmSJEmSJPW5/w8r1mFFMAgLkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efb1dd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XHWd//H3pxcSkBYKLZdiS2UQFflxcVfYVWjjus0U\nAwiiXCqKgOuPH5JE0UXbtBCkRVbZ1SbeQHG5CHWRVS4dbaeLJnFxgZXrIqLrIBQoRS6ltpYEkn5+\nf5yTYZLOLZlMzszk9Xw88uj0fM/le85858zMZ77fz9fcXQAAAAAAAKhdk6KuAAAAAAAAAMqLABAA\nAAAAAECNIwAEAAAAAABQ4wgAAQAAAAAA1DgCQAAAAAAAADWOABAAAAAAAECNIwAEAKhqZjbPzHaY\nWdW/p5nZEjP77hjsZ4eZHTQWdRq233Yzu3Gs9zueSr3GZvZTM/vYWK+LnZnZajM7KXz8CTP7ZdR1\nymRm3zazZaPYriyvz9Eys33N7DEz2yXqugAAyqvqPywDAKJhZk+a2dzw8XVmdvmw8poJzIyV8Evs\n/5jZX8zsOTP7pplNHyx39y+7+z9EWccCPF+hmb3fzB4Pz+/ng+0jLOsyswU5ttup/YzE4L7N7Awz\n+2OW8ilm9icz+0Cp19jdP+DuRQXBRrLuaIXX7nUz26+cxxlr4f1hp+cqo/xwSYe7+x3jWK0Rcff/\n5+4rxvOYw4NHZtZgZk+Xsk93f17SLyR9qtT6AQAqGx/KAQCj5cMe5w0OTHRm9jlJV0r6nKTpkv5G\n0jxJSTObEmHVxoSZzZT075LaJM2Q9GtJ/5axSjnbyOC+fyJpzyyBpkWSBiStzbeTansezOxNkk6V\n9IqksyKuzlj7v5J+EHUlBpnZ5KjrkMHGbEdvtPmbFFxzAEANIwAEABgXZraHmd0Q9sR40szazMzC\nsk+Y2X+a2VfN7GUze8LMFmVs+xYz6zGzP5vZ+rDnTNaeFWZ2qpn90cwONbM6M/u6mT0b/n1tcJhD\n+Mv5M2Z2kZk9b2YbzewTGfvZ28zuNLMtZnafma0Y7RCUsJdPu6QL3T3p7gPu/pSk0yQdJGlxuF56\niFVGD6qPm9lTZvaCmS3N2OckM1tqZn8Ir8uvzeyAEV73IUO6hvfaCq97d7j/pKSZeU7zQ5Iedfd/\nd/fXwvM9wswOKXBtPhWe/8VmttXMbg+XvyPs2bPZzB41sxPzX2XJ3fsk3SLp48OKPi7pZnffkeMa\nn2tmT0n6j/C6/nN4vZ8wswuHXZMuMzsvfFyo3WauG7OgV9SL4b5/YGZ7FDqnAk6VtFnS5ZLOziwI\nz/NHZnZj+Pw9YmZvtWAI3PNmtsHMFmasf44Fw4D+bGap8HkZLLszfG4G/wbM7ONh2XvM7L/N7JXw\ndfK3w87/S+E1+rOZrTOzvTOqmS8guEhSd67CXMc1s/eZ2SMZ6603s/sy/v9Le2NY2Wwz+/fwtfGE\nmTUPu363htdvy/DrG66T7rlmZjPNbE3YXl+y4H6VL1DTFF7nF8zsK5nrhu3xsbBNrbU3elr2hKs8\nHF7Pj0v6qaTZ4fPyZzPbzwJftODe8KKZ/ZuZzQj3sVObD/d5n6SDzGxOnjoDAKocASAAwKi4+1vc\nfUPGokK/SndKmibpLZIWKPhSfk5G+dGSHpe0t6SvSLo2o+xmSfdI2ktBYOEs7fzl0czsHAW9bN7v\n7o8p6I1ytKQjwr+jJWXm7NhXQW+c2ZLOk/TNjC/l35S0NVzn7LC+o+3B8h5J9ZJ+nLnQ3f+i4Atc\nY55t3yvpEEnvl3SJmb0tXP45SWdIOt7dp0s6V9KrWbbPd90Lnc/Nkv5bwXMyGGTItc07JT2ccW7b\nJaUkHRb+/33u3jN8I3e/RkHvg39y92nu/kEzmyrpTgU9dmZJapZ0k+UIJg3b9/WSPmxm9VIQAJN0\nQrg81znPl/R2BUGHT4X/HiHpXZJOVv7ebvna7fB1V0raX9I7JM1R0JZLcbaC5+iHkt5uZu8aVn6C\npBsU9Mh6UNK6cPlsSV+SdHXGus9Lagrb0jmSvmZmR0mSu58YPjfTFAQtn5N0l5ntJSkh6esKXpv/\nIikxGGwInSnpE5L2kbSLpM+H+3zS3bPmwbGgZ9NbJP0uR3m+494j6a1mtlfYjg6XtL+ZvcnMdpX0\nV5J+aUFA787wusxW8Pr6jJllvhZPkvQjd99DwXUeLvP5/ZykpxUESfeRtMTd872+Tg7r8i5JH1Tw\n+pWZfVDSEkmnhPv6paTVkuTu88NtD3f36e5+g6TjJW0Mn5/p7r5JUktY9/kK2ttmBfezTJltXu7e\nL+kPko7MU2cAQJUjAAQAGAsm6fPhr9+bzWyzgmCAS+nhE6cr+FL0l7D3yz9LykyQ+5S7Xxt+abpB\nwZe2fcJfv/9a0iXu3u/ud0u6QzsHnD6r4MvlAnd/Ily2WNKX3P1Fd39R0mXDjvl6WD7g7j+TtE3S\n28L6fkjSpe7e6+6/VRBAGO3Qi5mSXnT3HVnKNikIcuRymbv3ufsjCq7pEeHyT0pqc/f/lSR3f8Td\nX87csIjrnvN8Mq77cnd/3d1/qeALc65t3iTpz8OWbZG0e55zG3LIjMd/I+lN7n5l+Jz/QtIaBcGE\nvNz9VwqCGaeEi06T9Lvw+g0/zqB2d3/V3XvD9b/u7hvd/RVJX86xzaCs7TZLvVLufld4LV+U9DUF\nAblRCZ+fBgU9m/4k6S7t3POpx93Xu/uApFsVtLMrw///m6R5Fuagcvefuvsfw8c9kpKSjht2zEMk\nXSfpNHd/VlKTgmt7k7vvcPcfKgiGnTR42pL+1d3/EF7bW1RcgGHP8N+tOcpzHtfdX1UQtFygIMDy\nkKS7JR2roF39r7tvlvRuSTPdfUXYxv4o6XsKgqqDfjWYgyisfz6vKQi2zAvvJ3cXWP+f3P0Vd39a\nQSBrsG2fL+nL7v678H7xZUlH5umZk61t/l9Jy8I2/LqC+96HbWg+tsw2P2irpFJ7pQEAKhgBIADA\nWHBJX3X3GYN/Cn55H/xyMlPSVElPZWyzQVLmkKVN6Z0FvUekIHgwW9LLw76oZEt6+jlJ33T3jRnL\nZmc55uyM/780LCizPTzmLElThh3nmSzHlCSZ2Xcyhsd8McsqL0qaadkTYu8v6YVc+1bGdcmonyS9\nWUEPm3yKue65zJa0OfxCPeipXCsrCJ5NH7ZsunJ/iS907OHP8VMqrt5SEIgZDIZ8LPx/PpnH2l9F\nPu+hXO12CAtmWvqhBcMOt0i6UUGvoZ1YMLRvsD19K8dxPybptxmBrZslLbahuWr+lPH4VQVBSM/4\nf7quZna8md0TDl/aLOkDmfULe1LdriDo+Ktw8WwF7SnTUxr6Gstsv6+quIDgK+G/03KUFzput4Lg\n2HHh424FAaH5krrCdQ5UMHQqM2i9REHvnUGFnnvpjXvcVxX0oEmGQ7u+UGC7zDaWeV86UNKqjDq9\nFC4vtu1LQW6xn2Ts4zFJ/Qp6M2Y7/qBpeuPaAwBqEAEgAMBYGf5LdOb/X1TQ22ZexrK5Ku4L1nOS\n9gqHb2RuO1yjpGVm9qGMZRuzHDMzQJTLCwq+MGX+6p4zN4a7nz84RMbdr8yyyn9J6lOQsyXNzHZX\nMISjq4g6Dfe0pIMLrFPouv9F0m4ZZZkzST0naYaZZZYfqNxDwH6jN3onDQ7jiYXLCxm+z42S5gzL\noXKgimsvUpA8+P1hXphjFAwxy3Ws4cueU5HP+whdoSAR9WHhkKKPKcfnMHe/IqM9XZBjfx9XkLPl\nOTN7TkHPrpkKeseMiJnVKUjg/RVJ+4QB3J8qfA2HgcubJd3l7t/L2PRZBc9LpgPD5aMWDo1MSXpb\njlUKHbdb0vv0RsBnMCC0QG/kFXpa0h8zg9bhEKoTBquhEQz5dPdt7v55d48p6AF1kZn9XZ5N5g57\nPFj3DZI+Naxeb3L3e3IdOsuyDZIWDdvHbu7+XK7tLEgGfbAyhnECAGoPASAAwFjIOzQqHHJyi6SV\nZra7mR2oYMhWwVl+wmFLv5bUbmZTwy/1J2jnLz6/UZDP4pv2RsLg1QqCQjMtmKXqEgU9Lwodc0BB\nvp52M9vVzN6u4Av7qHIAufsWBcMwOs0sHp7HPAXX5E8aGqAo1vckXW5mB4dJXw8Pc6MMP4981/1B\nSfPNbE7Yw2NJxraD1/2ysL7HKrjuufxE0mFm9qEw/84lkh52998XcS7PK0iGPegeBb2dLg6P3RAe\n+4dF7Evu/qSk/1Tw/CfDIVKDCg3ju0VSqwUJgveU9AWNzexluysIuP3ZgmTd/zjaHYWvgYMUDGMa\nzG91mIIgzfBhYMXYJfx7UdIOMzteQ/NSrVQQKPzMsO1+KukQMzvTzKaY2ekK8sqsyazuKOozuO9c\nQ+R+VuC4v1IQPHq3pPs8yAd2oIJg4GCuqHslbTWzi8PX+GQzO8zM/noE9c5M3HzC4GtRwVDIgfAv\nl8+b2Z7h0K4WvTFj3nckLTWzQ8P97mFmH8nY7nkFgdXM/+89OJQvYx9X2BvJo2dZmPg6j6MlPRkO\nSQMA1CgCQACAsZDr1/LMZc0KvgA/oSCx6U2S/jXP9pn//6ikv1UwHOJyBV+WXhu+bjgc5gRJ3zWz\nuKQVCoIYj4R/vw6XZTvGcBcqyIexSUH+n9XDjjki7v5VSUslXaXgC+ITknaV9PcZw6yGX4d89fsX\nBcGKpIJcO99VkGh6+HY5r7u7/4eCa/mIgrwpdw7bdrGCL80vKwjoXK8cwrw2pyoIFrys4Mv3GbnW\nH+ZaSYeGQ1Z+HOYtOVFB76gXJH1D0seKDCYNul5B753hw78KXePvKrimj0i6X0Gy4YEc+ZsKtdtM\nlylI+LtFwXX+9zzrFvJxSbe5+2/c/U/h3/OSVimYXWpGkXUbfN1sVRCEuEXBc3emguFeg85Q0A42\nZwxNOzPMOXWCguGXLyrIwXXCsFxU+RJo53ONgtf9Ttu6+0v5jhsOxbtf0m88SG4sBUGhJ8N2qvD5\nPEFBTqInFLSza/TGMMZi6pq5zsGS1isY8vgrBcNRc85ipuD63q8gCLtG0vfDet0m6Z8k/TAcKvg/\nkuIZ27VLuj58rXzY3R9XcG96woJZw/ZT0A7uUDAc7c8KeiAePazew31U0rcLnC8AoMqZ55mgIPxV\n4gYF46Fd0jXu3mHBlJcnSdqh4JfLTwx2KzWzDgUf2LaHyx8s7ykAACYaM/s3SY+5+2XjeMx/UjA8\n5pyCKxe3v08omInpvfzqXrnC3jDfdvd5UddlojGzmyTd4u63F1wZo2ZB0vIuSUe6+6iD3ACAylco\nALSfpP3c/aEwT8H9CqatfCb8tUhm1izpUHf/f2b2AUkXuvsHzOwYSavc/W/KfxoAgFoWDsvYLOmP\nCn4N/7Gkv3H3suWrsGC69ToFv8C/W0FPkPMGZwUao2OcJel1d/+3gitjXITD1/5OQS+gfRX01PmV\nu18UacUAAABKNCVfobtvUjh7g7tvM7PfSprtwXS4g3ZX0BNIkj6osHu4u98bjm3eN+yWDADAaO2n\nIOizt4LkreeXM/gTmqZgaMVsBXk2rhrL4I8kuXvBHEgYd6ZgmM0PFcxatUbB8DcAAICqljcAlClM\nVnmUgqR5MrOVChJiblEws4K087StzyiYppYAEABg1Nx9jYYmlh2PY/5a0lvH85iIXpiP6eiCKwIA\nAFSZogJA4fCvWyW1uvs2SXL3NkltZvZFBQkm2wdXH7b5TmPMzGwsZtMAAAAAAABABnfPOptlwQCQ\nmU1VMP79B+HMBMPdrCAvQrukZxXMuDHozeGybBUqdGjUmPb2drW3t0ddDVQZ2g1Gg3aD0aDdYDRo\nNxgt2g5Gg3aDQsyyxn4kFZgG3oItr1Uw08rXM5Zndon/oKTBnEB3KJiaVGb2N5JeIf8PAAAAAABA\ntAr1AHqvpLMkPWJmg9O5L5V0Xjg7yg5JT0o6X5Lc/adm9gEz+4Okv0gak6lyAQAAAABAtBKJHnV0\nJNXXN0V1df1qaWlUU9P8qKuFIhWaBew/lb2X0M/ybHNhqZVCbWpoaIi6CqhCtBuMBu0Go0G7wWjQ\nbjBatB2MRpTtJpHoUWvrOqVSK9PLUqk2SSIIVCUsilw8ZubkAAIAAAAAoDrE48uUTK7Isny51q69\nPIIaIRszG30S6PGUL1kRIJE8HAAAAACi0NeXPXzQ2zt5nGuC0aqoAJDEF3zkRoAQAAAAAKJRV9ef\ndXl9/cA41wSjlXcWMAAAAAAAgJaWRsVibUOWxWJL1dy8MKIaYaQqKgdQOFZt3OuD6kD7AAAAAIDo\nJBI96uxcr97eyaqvH1Bz80ISQFeYfDmACAChatA+AAAAAADILV8AiCFgAAAAAAAANY4AUBWYN2+e\n7rrrrqirkXbTTTcpHo9HXQ0AAAAAAFAkAkBVwMzKPgPWk08+qUmTJmnHjh0F1/3oRz+qdevWjclx\nt2/frgsuuECzZs3SnnvuqQULFozJfgEAAAAAwBsqbhr4bBKJHnV0JNXXN0V1df1qaWkccaKpsdhH\nMfr7+zVlSlVc1qzGO8fOpz71Ke3YsUOPP/649tprLz300EPjenwAAAAAACaCiu8BlEj0qLV1nZLJ\nFerublcyuUKtreuUSPSM6z4eeOABHXXUUZo+fbpOO+00nX766Vq+fLm6urr05je/WV/5yle0//77\n67zzztMrr7yiE044Qfvss4/22msvnXjiiXr22WfT+2poaNAll1yiY489VtOnT1c8HtdLL72ULr/x\nxht14IEHaubMmbriiiuG1MPddeWVV+rggw/WzJkzdfrpp2vz5s2S3ujFc8MNN+jAAw/UrFmzhmyf\nb9v584Ng2J577qlp06bp3nvvzXktrrvuOh133HHp/0+aNEmdnZ2KxWKaNWuWLr74Yrm7+vr6tOee\ne+o3v/lNet0XXnhBu+22m1588UU9/vjjuvPOO3XNNddo7733lpnpqKOOKvo5AQAAAAAAxan4AFBH\nR1Kp1Mohy1KplersXD9u+3jttdd0yimn6Nxzz9XmzZt15pln6rbbbksPzXr++ee1efNmbdiwQVdf\nfbV27Nih8847Txs2bNCGDRu066676sILLxyyz9WrV+u6667Tn/70J7322mu66qqrJEmPPfaYLrjg\nAt10003auHGjXnrpJT3zzDMZ59KhO+64Qz09PXruuec0Y8YMffrTnx6y77vvvlu///3vddddd+lL\nX/qSfve73xXc9pe//KUkacuWLdq6dauOOeaYoq+vJN122226//779cADD+j222/X97//fdXV1enU\nU0/V6tWr0+vdcsstamho0MyZM3XffffpwAMP1CWXXKJZs2bp8MMP149//OMRHRcAAAAAABRW8QGg\nvr7sw6nWrZssMxX1l0xm30dv7+Si6nDPPfdoYGBAzc3Nmjx5sk455RQdffTR6fJJkybpsssu09Sp\nU1VfX6+99tpLp5xyiurr67X77rtr6dKl6u7uTq9vZjrnnHN08MEHq76+Xqeddlp66NOtt96qE088\nUccee6x22WUXXX755Zo06Y2n6eqrr9aKFSs0e/ZsTZ06VZdeeqluvfXWIbl7Lr30UtXV1enwww/X\nEUccoYcffliS9J3vfCfntqUO/frCF76gPffcU3PmzNFnPvOZdNBn8eLF+uEPf5he7+abb9bixYsl\nSc8884weffRR7bnnnnruuef0jW98Q2effbYef/zxkuoCAAAAAACGqvhkNXV1/VmXx+MDWru2uH3E\n4/1KJndeXl8/UNT2Gzdu1AEHHDBk2Zw5c9JBk1mzZmmXXXZJl23fvl2f/exntW7duvQQq23btsnd\n08mc99tvv/T6u+66q7Zt25Y+1pvf/OZ02W677aa99947/f8nn3xSp5xyypCg0JQpU/T888+n/5+5\n79122y2976eeeqrgtqM1Z86c9OO5c+dq48aNkoLhbtu3b9d9992nffbZRw8//LBOOeWU9HlPnTpV\ny5Yt06RJkzR//ny9733vUzKZ1Nvf/vaS6wQAAAAAAAIV3wOopaVRsVjbkGWx2FI1Ny8ct33sv//+\nQ3L4SNKGDRvSwZzhM3T98z//s37/+9/rvvvu05YtW9Td3S13L6qXzezZs/X000+n/799+/Yh+YHm\nzp2rtWvXavPmzem/7du3a//99y+473zbljrL2IYNG4Y8HgyYTZ48WaeddppWr16t1atX68QTT9Sb\n3vQmSdLhhx8uaefE0+We8QwAAAAAgImm4gNATU3ztWpVXPH4ci1Y0K54fLlWrVo0ohm8St3He97z\nHk2ePFnf+MY31N/fr9tvv13//d//LSn7rFnbtm3Trrvuqj322EMvv/yyLrvssp3WyRUMOvXUU7Vm\nzRrdfffdeu2113TJJZcMGd51/vnna+nSpemAywsvvKA77rijqPPIt+2sWbM0adIkpVKpovY13FVX\nXaVXXnlFTz/9tDo6OnT66aenywaHgWUO/5KkBQsWaO7cufryl7+s/v5+3X333erq6lI8Hh9VHQAA\nAAAAQHYVPwRMCgI4pU7ZXso+pk6dqh//+Mf65Cc/qSVLluj444/XCSecoF122SWdCDrTZz7zGS1e\nvFgzZ87UAQccoIsuuminIE3mNpn7eOc736lvfvObWrx4sf7yl7/ooosuGjK8qrW1Ve6uxsZGbdy4\nUfvss4/OOOMMnXTSSTvtd7h82+62225qa2vTe9/7Xr3++utat27dkDxHw+s+/Dgf/OAH9Vd/9Vfa\nsmWLzjnnHJ177rnpsqOPPlq77767nnvuOR1//PHp5VOmTNHtt9+uT37yk7ryyis1b9483XjjjTrk\nkENyngMAAAAAABg5KzX576gOaubZjmtmJScjHi/HHHOMLrjgAp199tlRVyVykyZN0h/+8AcddNBB\nZT1ONbUPAAAAAADGW/i9OWvPkIofAlYpenp6tGnTJvX39+v666/Xo48+qkWLFkVdLQAAAAAAgIII\nABXpd7/7nY488kjNmDFDX/va13Trrbdq3333jbpaZXP++edr2rRpO/1dcMEFO61L0mYAAAAAACob\nQ8BQNWgfAAAAAADkxhAwAAAAAACACYwAEAAAAAAAQI0jAAQAAAAAAFDjCAABAAAAAADUOAJAAAAA\nAAAANY4AUBEOO+ww9fT0RF2NMfPLX/5Sb3/726OuBgAAAAAAGCcEgIrw6KOPav78+QXXmzdvnn7+\n85+PQ42ymzRpkp544omC6x133HF6/PHHx/TYN9xwgyZNmqRrr712TPcLAAAAAABKNyXqChSjJ5FQ\nsqNDU/r61F9Xp8aWFs1vahr3fRRiZnL3UW07uJ2ZlVSH0R6/FJs3b9YVV1yhww47rOT6AwAAAACA\nsVfxPYB6Egmta23VimRS7d3dWpFMal1rq3oSiXHbx7x583TXXXepvb1dp512ms4++2xNnz5dhx12\nmO6//35J0sc+9jFt2LBBJ554oqZNm6arrrpKknTPPffoPe95j2bMmKEjjzxS3d3d6f02NDRo2bJl\neu9736vdd99dTzzxhCZNmqSrr75ahxxyiGbMmKELL7xwSF2+//3v69BDD9Vee+2lRYsWacOGDZKU\n7qF0xBFHaNq0afrRj36U83y6uro0Z86cIed35ZVX6p3vfKf22msvnXvuuerr65MkveMd71Ai4zr1\n9/dr1qxZeuihh9LLlixZotbWVu29995FXU8AAAAAADC+Kj4AlOzo0MpUasiylamU1nd2jts+Mnu1\n3HnnnTrzzDO1ZcsWnXTSSekAzY033qi5c+dqzZo12rp1qz7/+c/r2Wef1QknnKBLLrlEmzdv1lVX\nXaVTTz1VL730Unp/P/jBD/S9731PW7du1dy5cyVJiURCv/71r/XII4/olltu0bp16yRJt99+u778\n5S/rJz/5iV588UUdd9xxOvPMMyUpnaPokUce0datW/WRj3yk6OsjSTfffLOSyaRSqZR+//vfa8WK\nFZKkxYsXa/Xq1en11q1bp3322UdHHnmkJOm+++7TAw88oPPPP39ExwMAAAAAAOOn4gNAU8KeKMNN\nXrdOMivqb0oymX0fvb0jqouZ6bjjjtOiRYtkZjrrrLP08MMP51z/Bz/4gT7wgQ9o0aJFkqS///u/\n11//9V+ne9SYmT7xiU/oHe94hyZNmqSpU6dKkr74xS9q+vTpmjNnjt73vvelj/Gd73xHS5Ys0dve\n9jZNmjRJS5Ys0UMPPaSnn356ROeR7bwuvPBCHXDAAZoxY4ba2trSQZ8zzzxTd9xxh3rDa3XzzTen\ng04DAwP69Kc/rW984xsM/QIAAAAAoIJVfACov64u6/KBeFxyL+qvv7Ex+z7q60dcn3333Tf9eLfd\ndlNvb6927NiRdd2nnnpKP/rRjzRjxoz03913361Nmzal18kcijVov/32G3KMbdu2pffX2tqa3tfg\nkKtnn312xOcxXGY95s6dq40bN0qSDj74YL3jHe/QHXfcoe3bt+vOO+/U4sWLJUnf+ta3dPjhh+vo\no49ObxtFDiIAAAAAAJBfxSeBbmxpUVsqNWQI19JYTIuam8d1H8UY3gtm7ty5+tjHPqZrrrmm6G3y\nmTt3rpYvX57ugTOWBnMJDT6ePXt2+v9nnnmmVq9erYGBAR166KE66KCDJEk///nP1d3drZ/+9KeS\npJdfflkPPvigHn74YXV0dIx5HQEAAAAAwOhUfABocKau5Z2dmtzbq4H6ei1qbh7RDF5jsQ+pcO+W\nfffdV6lUSn/3d38nSTrrrLP07ne/W8lkUu9///v1+uuv65577tFb3/pWHXDAAUXt093T65x//vla\nvny5jjjiCB166KHasmWLkslkOt/P4PEHAzQjOa9vfetbOuGEE7Trrrtq5cqVOuOMM9LlZ5xxhpYu\nXaqXX35ZH/3oR9PLr7vuunSyaHfXhz70IX3kIx/ReeedN6LjAwAAAACA8qr4AJAUBHBKnbK91H2Y\nWfpv+PJBS5YsUXNzsy6++GItX75cF110kW6//XZdfPHFOvPMMzV58mQdc8wx+va3v511+1z/H1x2\n8skna9u2bTrjjDP01FNPaY899lBjY2M6ANTe3q6zzz5br776qr773e/qwx/+cN7zyXy8ePFiNTY2\nauPGjTovV2lCAAAgAElEQVT55JO1bNmydPl+++2n97znPerp6Rkyu9gee+wxZJ+77LKLpk+frmnT\npuU8LgAAAAAAGH8WRc4WM/NsxzUzcshE4C1veYuuvfbadM+lSkX7AAAAAAAgt/B7c9ZcMxWfBBoA\nAAAAAAClIQBUo6644gpNmzZtp7+mEofSAQAAAACA6sMQMFQN2gcAAAAAALkxBAwAAAAAAGACIwAE\nAAAAAABQ4/IGgMxsjpn9wsx+Y2aPmllLuPyrZvZbM3vYzH5sZnuEy+eZ2atm9mD4963xOAkAAAAA\nAADkljcHkJntJ2k/d3/IzHaXdL+kkyW9WdJd7r7DzK6UJHf/opnNk3Snu/+fvAfNkwMIyIccQAAA\nAAAAZJcvB9CUfBu6+yZJm8LH28zst5Jmu/v6jNXulXTqWFSUL/cAAAAAAABjr+gcQGHvnqMUBHwy\nnSvppxn/f4uZPWBmXWZ2bMk1BAAAAAAAQEny9gAaFA7/ulVSq7tvy1jeJuk1d785XLRR0hx332xm\n75J0m5m90923Dt9ne3t7+nFDQ4MaGhpGfRIAAAAAAAATTVdXl7q6uopaN28OIEkys6mS1kj6mbt/\nPWP5JyT9g6T3u3tvjm1/Ielz7v7AsOVZcwABAAAAAABgdPLlACo0C5hJulbSY8OCP4sk/aOkD2YG\nf8xspplNDh8fJOmtkp4o/RQAAAAAAAAwWoVmATtWUo+kRyQNrrhUUoekXSS9HC77L3e/wMxOlXSZ\npNcl7ZB0ibsnsuyXHkAAAAAAAABjKF8PoIJDwMqBABAAAAAAAMDYGvU08AAAAAAAALWqJ5FQsqND\nU/r61F9Xp8aWFs1vaiq6vJoQAAIAAAAAABNOTyKhda2tWplKpZe1hY/nNzUVLK82eZNAAwAAAAAA\n1KJkR8eQ4I4krUyltL6zs6jyakMACAAAAAAATDhT+vqyLp/c21tUebUhAAQAAAAAACac/rq6rMsH\n6uuLKq82BIAAAAAAAMCE09jSorZYbMiypbGYFjY3F1VebZgGHgAAAAAATEg9iYTWd3Zqcm+vBurr\ntbC5eadZwPKVV5p808ATAAIAAAAAAKgB+QJADAEDAAAAAACocQSAAAAAAAAAahwBIAAAAAAAgBpH\nAAgAAAAAAKDGTYm6AgAAAAAAoHL1JBJKdnRoSl+f+uvq1NjSstNMWaWUY3wQAAIAAAAAAFn1JBJa\n19qqlalUellb+Hh+U1PJ5Rg/DAEDAAAAAABZJTs6hgRvJGllKqX1nZ1jUo7xQw8gAAAAAACQ1ZS+\nvqzLJ/f2jkl5tcs3vK3ShsYRAAIAAAAAAFn119VlXT5QXz8m5dUs3/A2SRU3NI4hYAAAAAAAIKvG\nlha1xWJDli2NxbSwuXlMyqtZvuFtlTg0jh5AAAAAAAAgq8HeKMs7OzW5t1cD9fVa1NycXl5qeTUb\nzfC2KIfGEQACAAAAAAA5zW9qyhuwKbW8WuUb3ubuOcsKbVsuDAEDAAAAAAAYoXzD2ypxaBw9gAAA\nAAAAAEaomOFtlTQ0znJ1SyonM/MojgsAAAAAAFCrzEzubtnKGAIGAAAAAABQ4wgAAQAAAAAA1DgC\nQAAAAAAAADWOABAAAAAAAECNIwAEAAAAAABQ4wgAAQAAAAAA1DgCQAAAAAAAADWOABAAAAAAAECN\nIwAEAAAAAABQ4wgAAQAAAAAA1DgCQAAAAAAAADWOABAAAAAAAECNIwAEAAAAAABQ46ZEXQEAAAAA\nAFD7EokedXQk1dc3RXV1/WppaVRT0/yoqzVhEAACAAAAAABllUj0qLV1nVKplellqVSbJBEEGicM\nAQMAAAAAAGXV0ZEcEvyRpFRqpTo710dUo4mHABAAAAAAACirvr7sA5B6eyePc00mLoaAAQBQJXoS\nCSU7OjSlr0/9dXVqbGnR/KamMSsHAAAol7q6/qzL6+sHxrkmE1feAJCZzZF0g6R9JLmka9y9w8y+\nKukESa9JSkk6x923hNsskXSupAFJLe6eLGP9AQCYEHoSCa1rbdXKVCq9rC18PL+pqeRyAACAcmpp\naVQq1TZkGFgstlTNzYsirNXEYu6eu9BsP0n7uftDZra7pPslnSzpzZLucvcdZnalJLn7F83sUEk3\nS3q3pAMk/YekQ9x9x7D9er7jAgCAoZbF41qR3Pk3leXxuC5fu7bkcgAAgHJLJHrU2blevb2TVV8/\noObmhWVPAD3RekCbmdzdspXl7QHk7pskbQofbzOz30qa7e6ZWZrulXRq+PiDkla7++uSnjSzP0g6\nWtI9JZ4DAAAT2pS+vqzLJ/f2jkk5AABAuTU1zR/XGb/oAT1U0TmAzGyepKMUBHwynStpdfh4toYG\ne55R0BMIAACUoL+uLuvygfr6MSkHAACIwkh66CQSPeroSKqvb4rq6vrV0tKYN6CU7OgYEvyRpJWp\nlI4/u0Vbr5824aafLyoAFA7/ulVSq7tvy1jeJuk1d785z+ZZx3q1t7enHzc0NKihoaGYqgAAMCE1\ntrSoLZUa8iFmaSymRc3NY1IOAAAw3kbSQyeR6FFr67ohOYRSqTZJyhnIydUD+tWX5qi1dV3ebatF\nV1eXurq6ilo3bw4gSTKzqZLWSPqZu389Y/knJP2DpPe7e2+47IuS5O5Xhv9fK+lSd7932D7JAQQA\nwAj1JBJa39mpyb29Gqiv18Lm5p1m+SqlHAAAYDyNJEdhPL5MyeSKndaNx5dr7drLR7T/dyuuX2tt\n3m2HG2nvo6iMOgeQmZmkayU9Niz4s0jSP0paMBj8Cd0h6WYz+xcFQ7/eKum+EusPAAAU/BKWL2BT\najkAAMB4GkmOwr6+7OGL3t7JOfefrQf0aYrpcTUX3DbTaHofVaJCQ8DeK+ksSY+Y2YPhsqWSOiTt\nIml9ECPSf7n7Be7+mJndIukxSf2SLqCrDwAAAAAAGG4kOQrr6vqzrltfP5Bz/4M/fB1/dotefWmO\n/qJ6Pa5mbVNTwW0zdXQkhwR/JCmVWqnOzuW1EwBy9/+UNClL0VvzbHOFpCtKrBcAAAAAAKhhI8lR\n2NLSqFSqbUggJhZbqubmRXmPMb+pSVuvn7ZTD57h2+Yb4lVM76NqGCJW9CxgAAAAwEgVmt1lJLO/\nAABqy+D9fnlGjsJFWXIYDr5PvH/6dh1wVEo2/e2qrx9Qc/MiTdNWLYvH876PDAZiOjuXq7d3cnrb\nweWFhngV6n1ULUPECiaBLstBSQINAABQ87LO7hKLKb5qleY3NRUsBwBMbOP1PlIowXS2AE8stlSr\nVgVBpNEkqC6XfEmgsw3vAgAAAEqW7OgY8qFcklamUlrf2VlUOQBgYhuv95FCQ7yamuZr1aq44vHl\nWrCgXfH48nTwp5jtKwVDwAAAAFAWhWZ3GcnsLwCAiWe83keKSTDd1DQ/53Cu0SSojgI9gAAAAFAW\nhWZ3GcnsLwCAiWe83kdaWhoVi7UNWRYkiV44LtuPF3oAAQAAoCwKze4yktlfAADlU6kJ+cfrfaRQ\nkuhybz9eSAINAACAsulJJLQ+Y3aXhVlmd8lXDgAor0pPyM/7yMjkSwJNAAgAAAAAgAlqWTyuFcnk\nTsuXx+O6fO3aCGqEUjALGAAAAAAA2AkJ+ScOAkAAAAAAAExQJOSfOEgCDQAAkEcxiTErNXkmAACF\nkJB/4iAABAAAkEPWxJjh48EATzHrAAAQpXw/VAz+uzwjkfKiCZ5IuVKM9Q9MJIHOkO/iFrrwpZaj\ncpXSLlC9yv2a554xeqVcu1J7ctT68z5Rzz3fsYtJjEnyzPKJ+jWB6PDcY6Ip5/topc/yNVYSiR51\ndCTV1zdFdXX9amlprLhp2EditM9bviTQcvdx/wsOW1m616zxpbGYu5T+WxqLefeaNXnLCm1bTDkq\nVyntYnD7tsZGv3TBAm9rbKy657xQ/av9/HIp92t+LO4Z1XztS6l7Kdeu2Osa1XtB1O8VtX7uudpd\noWNfumDBkLLBv0sXLEjvu5h1alm57kdRvyZQmlI+QxRzz6jmzyel1r/azx87K/f7aFtjY9b3qWXx\neGTnPNbWrOn2WGzpkFOMxZb6mjXdUVdt1Eb7vIXxluyxmFwF5fyrxABQvotb6MKXWo7KVUq7qPYP\nrpXwhS0q5X7Nl1pezde+1LqXcu2KuRdH+V4Q9XtFLZ97vnY3FnWL+rmLUjnvRxP5ula7cn5ZrfbP\nJ7UQUMfYK/f76ET4oaKxsS3bKXo8vizqqo3aaJ+3fAEgZgEL5Zv6rtC0eKWWo3KV0i6SHR1DuutJ\n0spUSus7O8e2kmVSqP7Vfn75lPs1X2p5NV/7UuteyrUr5l4c5XtB1O8VtXzu+dpdoWM3trSoLRYb\nUrY0FtPCjMSYxaxTq8p5P4r6NYHRK/UzRL7nvto/n5Ra/2o/f2RX7vfRiTDLV19f9vTGvb2Tx7km\nY6cczxtJoEP5Lm4QRMteVmjbYspRuUppF9X+wTXqL2xRKvU1Xe7yar72pda9lGtX6DVb6vblft7L\nrZbPPV+7K3TsYhJjTuTkmeW8H0X9msDolfPL6pQcbataPp9Ue0Ad5VHu99GJMMtXXV1/1uX19QPj\nXJPcRpqjqBzPGz2AQvl+vSv0y16p5ahcpbSLav/gGvUXtiiV+zVfank1X/tS617KtSu1J0fUz3u5\n1fK552t3xRx7flOTLl+7Vu1dXbp87dqsgZ1i1qlF5bwfRf2awOiNyZfVHM99tX8+ifpHJFSmcr+P\nzm9qUnzVKi2Px9W+YIGWx+NaVGMJoFtaGhWLtQ1ZFostVXPzwohqNFQi0aPW1nVKJleou7tdyeQK\ntbauUyLRk3ObcjxvFdUDKMoZQor59S5XWaFtJ/Ivg9WulHZR7ZH2QvWv9vPLp9TXdLnLq/nal1r3\nsbjfltqTI6rnvdxq+dzztbuor3u1K+f9iOemepX6GaLQc1/Nn09KvTYT+fNZLRuP99H5TU01ff8c\n7EnT2blcvb2TVV8/oObmRRUzC1hHR1Kp1Mohy1KplersXJ63jmP9vFXMNPCFpjgrZgq0Sp5itpCo\np9ct97SDlVq3YspL0ZNIaH3GjXjhsBtx1OdWTHmh+ucrR/mU0raivlfSbhAF2l35VPK1reTPfrWu\nnJ8hqv3zSan1r/bzL0Ulf+4vte6obQ0N7erubt9p+YIF7erq2nl5KapiGvhyz4pTyRnxo54NoJzl\nlVy3Yson8vM+VudYyhSwTGE6OuV8TQJAtRiL+1mp70XlfB+s9PKJjGuTW6mviUr/7JvvvPl8VZw1\na7q9sbHNFyy41Bsb26p6GvdM4zlLmfLMAlYxAaBCU5wVKo96itlSRD29bjnLK7luxZRP5Oe9VOUM\nHA5uzwfX7Mr5mnSf2NcW0anmdhf1F/GJer8s9X2u1PcifkCrXOUM7FXDtYkq8Fhquyr3Z99ynnsl\nfxetJGvWdHsstnTIZYrFltZEECj7uS0py7nlCwBVTA6gcs+KU8kZ8aOeDSCK2QYqpW5Rtouozy2q\naZeXd3ZqflNT3nJ3z7tt1iGh4eOxKK925XxNTvRri2hUc7sr9/0q6vKo5RtSUcy9MN/2hd7HCl2b\ncr4PlrLv8SivZMW06ULDqEt53qOWr/6Synq/KLVdlfOzb7nvlZX8XbSSjDZPTjWolBxFFTMLWLln\nxankjPhRzwZQzvJKrlsx5eUU9blFOe1yofJC2+b6gLC+s3NMyqtdOV+TE/3aIhrV3O7Kfb+KujxK\ng1+4ViSTau/u1opkUutaW9WTSEgqfD8rtH2p70XlfB+s9PJKVuh5K9QuSn3eo5av/uW+X5Tarsr5\n2bfc517J30UrSV9f9v4pvb2Tx7km5dHUNF9r116urq52rV17eSRBrYoJAM1vyj/FWaHyqKeYLUXU\n0+uWs7yS61ZMeTlFfW5RTrtcqLzcPf4q/cNZqcr5mpzo1xbRqOZ2F/UX8Vq+Xxb6wlXoflbqF7Zy\nflmN+kegqH9EKqdyB/Yq/dpEGXgstV2V87Nvuc+9kr+LVpK6uv6sy+vrB8a5JrWrYoaASYWnOMtX\nHvUUs6Uo97R/UZdXct2ibBdRn1u5z73UaUrzlU3kD67FKOdrcqJfW0Sjmttd1F/Ea/l+WegLV6H7\nWVFf2Ep4Lyrn+2DUU4lX81Tj5Q7sVfq1yVf/IHVI9rJC2xZTXmq7Kudn32RHR1nO/d5Hn1Yi0aOm\njGO/8uwm/eG5rXql/mjd3/Ff2qppQ3qCJBI96uhIqq9viurq+tXS0lj1w5+K1dLSqFSqbcgwsFhs\nqZqbF0VYqxqTKzlQOf+CwwKodd1r1viyeNwvXbDAl8XjWZPl5SovVDY8SeCSAkkER1KO3Li2iEI1\nt7ty36+iLo9SqUlVi016P9r3okLbF7P/0W5bCeWVqtDzNpqZh0f6vEcpX/3H435Rqe2qHOf+EcV8\nd60ZksS4UJLjWk6CXKw1a7o9Hl/mCxZc6vH4sgl17mNFeZJAm+eI9JaTmXkUxwVQO3oSCa3P+AVn\n4bAeLqWWIzeuLaJQze2u3PerqMujki3p6tJYbEiKgHJuP7iPSrw2yC/f81ZMu6j2573Q+dfi/aIY\nY3HuXz67Ra++NEd/Ub0eV7O2KSiPx5dr7drLFY8vUzK5YqdjF1sOFMPM5O6WtYwAEAAAAKpRqV82\nq/nLKsqHdoHRamhoV3d3+07LFyxoV1dXe8nl0sQeIobi5AsAVVQOIAAAAKBYhfJHlnt71CbaBUar\nUBLjUssTiR61tq4bkiMnlWqTJIJAKErFzAIGAAAAAEC1amlpVCzWNmRZkMR44ZiUd3QkhwR/JCmV\nWqnOzvVjeh6oXfQAAgAAAACgRIO9cDo7l6u3d7Lq6wfU3LwovbzU8r6+7F/fe3snl/W8RoIhapWN\nABAAAAAAAGOgqWl+3oBHKeWFhohFjSFqlY8hYAAAAAAAVLhCQ8SixhC1ykcPIAAAAAAAKlyhIWJR\nq4YhahMdASAAAAAAQNUolGemlPJS911uhYaQRanSh6iBABAAAAAAoEoUyjNTSrmkkvY90bW0NCqV\nahtyfYIhaosirBUymbuP/0HNPIrjAgAAAACqVzy+TMnkiizLl2vt2stLKnf3kvaNIEDX2bk+Y4ja\nQoJj48zM5O6WrYweQAAAAACAqlAoz0yp5WO97URTyUPUQAAIAAAAAFAlCuWZKaU81yiVYvddCSo9\nhxGiRQAIAAAAAFAVCuWZKbW8lG2jVmp+JNS+vDmAzGyOpBsk7SPJJV3j7h1m9hFJ7ZLeLund7v5A\nuP48Sb+V9Hi4i/9y9wuy7JccQAAAAACAESuUZ6aU8lL3HaVS8yOhNuTLAVQoALSfpP3c/SEz213S\n/ZJOVhAM2iHpakmfGxYAutPd/0+BChEAAgAAAABgjDQ0tKu7u32n5QsWtKurq71gOWrDqJNAu/sm\nSZvCx9vM7LeSZrv7XYM7BgAAAAAA0So1PxJq36RiVwx79xwl6d4Cq77FzB4wsy4zO7aEugEAAAAA\ngCK0tDQqFmsbsizIUbSwqHLUvqKSQIfDv26V1Oru2/KsulHSHHffbGbvknSbmb3T3beOQV0BAAAA\nAEAWg7mIOjuXZ+QoWpReXqgctS9vDiBJMrOpktZI+pm7f31Y2S+UkQMoy7ZZy83ML7300vT/Gxoa\n1NDQMKoTAAAAAAAAmIi6urrU1dWV/v9ll1026iTQJul6SS+5+2ezlP9C0ufd/f7w/zMlbXb3ATM7\nSFKPpMPc/ZVh25EEGgAAAAAAYAyVMgvYsQqCOI8omPlLkpZKqpPUKWmmpC2SHnT3483sVEmXSXpd\nwSxhl7h7Ist+CQABAAAAAACMoVEHgMqFABAAAAAAAMDYyhcAKnoWMAAAAAAAAFQnAkAAAAAAAAA1\njgAQAAAAAABAjSMABAAAAAAAUOMIAAEAAAAAANQ4AkAAAAAAAAA1jgAQAAAAAABAjSMABAAAAAAA\nUOMIAAEAAAAAANQ4AkAAAAAAAAA1jgAQAAAAAABAjSMABAAAAAAAUOMIAAEAAAAAANS4KVFXAAAA\nAAAAYCJLJHrU0ZFUX98U1dX1q6WlUU1N84suLwYBIAAAAAAAgIgkEj1qbV2nVGplelkq1SZJamqa\nX7C8WAwBAwAAAAAAiEhHR3JIcEeSUqmV6uxcX1R5sQgAAQAAAAAARKSvL/vgrN7eyUWVF4sAEAAA\nAAAAQETq6vqzLq+vHyiqvFgEgAAAAAAAACLS0tKoWKxtyLJYbKmamxcWVV4sc/fSajoKZuZRHBcA\nAAAAAKDSJBI96uxcr97eyaqvH1Bz88KdZgHLVz7IzOTulu0YBIAAAAAAAABqQL4AEEPAAAAAAAAA\nahwBIAAAAAAAgBpHAAgAAAAAAKDGEQACAAAAAACocQSAAAAAAAAAatyUqCsAAAAAAACil0j0qKMj\nqb6+Kaqr61dLS2PWqcZRnQgAAQAAAAAwwSUSPWptXadUamV6WSrVJkkEgWoEQ8AAAAAAAJjgOjqS\nQ4I/kpRKrVRn5/qIaoSxRgAIAAAAAIAJrq8v+wCh3t7J41wTlAsBIAAAAAAAJri6uv6sy+vrB8a5\nJigXAkAAAAAAAExwLS2NisXahiyLxZaquXlhRDXCWDN3H/+DmnkUxwUAAAAAANklEj3q7Fyv3t7J\nqq8fUHPzQhJAVxkzk7tb1rJqDAAVmpqOqesAAAAAAMBEky8AVHXTwBeamo6p6wAAAAAAAIaquhxA\nhaamY+o6AAAAAACAoaouAFRoajqmrgMAAAAAABiq6oaAFZqajqnrAAAAAKB6kdMVKI+qCwC1tDQq\nlWobMswrmJpuUVHlAAAAAIDKRE5XoHyqdhawfFPTMXUdAAAAAFSfeHyZkskVWZYv19q1l0dQI6C6\n1NQsYFIQ+c0X0ClUDgAAAEwEDKVBtSGnK1A+VRkAAgAAAJAfQ2lQjcjpCpRP3lnAzGyOmf3CzH5j\nZo+aWUu4/CPhsgEze9ewbZaY2f+a2eNm1ljOygMAAADIrqMjOST4I0mp1Ep1dq6PqEZAYS0tjYrF\n2oYsC3K6LoyoRkDtKNQD6HVJn3X3h8xsd0n3m9l6Sf8j6RRJV2eubGaHSjpd0qGSDpD0H2Z2iLvv\nGPuqAwAAAMiFoTSoRoO90zo7l2fkdF1ErzVgDOQNALn7JkmbwsfbzOy3kma7+11SkFxomA9KWu3u\nr0t60sz+IOloSfeMdcUBAAAA5MZQGlQrcroC5ZF3CFgmM5sn6ShJ9+ZZbbakZzL+/4yCnkAAAAAA\nxhFDaVCpEokexePL1NDQrnh8mRKJnqirBEwIRSWBDod/3Sqp1d23jfAYWed7b29vTz9uaGhQQ0PD\nCHcLAAAAIBeG0qASkZwcGFtdXV3q6uoqal1zzxqfeWMFs6mS1kj6mbt/fVjZLyR9zt0fCP//RUly\n9yvD/6+VdKm73ztsOy90XAAAAABAbYnHlymZXJFl+XKtXXt5BDUCaouZyd13ytcjFZ4FzCRdK+mx\n4cGfzNUyHt8h6Qwz28XM3iLprZLuG0WdAQAAAAA1huTkQHQKDQF7r6SzJD1iZg+Gy5ZKqpPUKWmm\npISZPejux7v7Y2Z2i6THJPVLuoCuPgAAAAAAieTkQJQKDgEry0EZAgYAAAAAE062HECx2FKtWkV+\nKmAs5BsCRgAIAAAAADBuEokedXauz0hOvpDgDzBGCAABAAAAAADUuFEngQYAAAAAAED1IwAEAAAA\nAABQ4wgAAQAAAAAA1DgCQAAAAAAAADWOABAAAAAAAECNIwAEAAAAAABQ4wgAAQAAAAAA1DgCQAAA\nAAAAADWOABAAAAAAAECNIwAEAAAAAABQ4wgAAQAAAAAA1DgCQAAAAAAAADVuStQVAIBqlkj0qKMj\nqb6+Kaqr61dLS6OamuYXXQ4AAAAA44EAEACMUiLRo9bWdUqlVqaXpVJtkqSmpvkFywEAAABgvDAE\nDABGqaMjOSS4I0mp1Ep1dq4vqhwAAKAWJRI9iseXqaGhXfH4MiUSPVFXCYDoAQQAo9bXl/0W2ts7\nuahyAACAWkMPaKBy0QMIAEaprq4/6/L6+oGiygEAAGoNPaCBykUACABGqaWlUbFY25BlsdhSNTcv\nLKocE1ehrvF0nQcAVCt6QAOViyFgADBKg92YOzuXq7d3surrB9TcvCi9vFA5JiaShwMAahk9oIHK\nZe4+/gc18yiOCwBA1OLxZUomV2RZvlxr115esBwAgEqW7YeMWGypVq3iRzBgPJiZ3N2yldEDCFUj\nkehRR0dSfX1TVFfXr5aWRt5EAFQdkocDAGoZPaCBykUACFWBIREAagXJwwEAta6paT6f0YEKRBJo\nVAVmEwBQK0geDgAAgCjQAwhVgSERAGoFycMBAAAQBQJAqAoMiUBUyD2FcijUNZ6u88DIFLpXcy8H\nAIAAEKpES0ujUqm2nWYTaG5eFGGtUAvyfSkg9xQAVL5C92ru5QAABJgGHlUjkehRZ+f6jCERC/ng\nhpJ+9c0+TWmbVq2Kq6lpPtNxA0AVKHSv5l4OAJhImAYeadXcRZohERiu1F99cycXX66mpvnkngKA\nKlDoXs29vDSV/Nlwoovycz3tAqhOBIAmELpIlxdvhOOvUACn1AAPuacAoPIVuldzLx89PhtWrig/\n19MugOrFNPATSKGp1Ms91Xoi0aN4fJkaGtoVjy9TItEzovJKNvhGmEyuUHd3u5LJFWptXVdV51CN\nSv3Vt9CXAqbjBoDKV+hezb189Mr92RCjF+XnetoFUL3oATSBRNlFutZ7HxXqaYLyKPVX30LJxZmO\nu7oVyv9Ejz2UA+1u/BW6VxdzL+e5yY7hc6UpdYhWvvIoP9fTLoDqRQBoAomyi3SpQ3UqHW+E0SgU\nwBmLAA+5p6pTvqCypKoOOKNy0e6iU+hena+82n+EKieGz41eqT9+FiqP8nM97QKoYu4+7n/BYTHe\n1qzp9lhsqUue/ovFlviaNd1FlZdiwYJLh+x38G/BgkuLKq90jY1tWesfjy+Lumo1b82abo/Hl/mC\nBaMz0+cAACAASURBVJd6PL5sp/ZaqBy1Kd9rktcryoV2V514bnIr52fDWleoXZVaHuXnetoFUNnC\neEvWWAw9gCaQsegiPVq1nqCxUE8TlE8pv/qido2mVx499lAq2l11ohdvbgyFHr1Sh2gVKo/ycz3t\nAqheBIAmmKi+LJc6VKfS8UYIVJZ8QeXgh5HsZUApaHfVqdp/hCo3fkgZnVJ//CymXUb5IxjtAqhO\nBIAwLqL8lWK88EYIVI5CQeVqDjijctHuqlO1/wiFylTqj5+0SwDlYLl+kSrrQc08iuOOB2aRAIDK\nkEj0qLNzfUZQeeGQ2ZhylQGloN1VJ54blEOhdlVqOQBkY2Zyd8taRgBo7GTL1h+LtWnVqjg3awA1\nh4A3AAAAUFnyBYAYAjaGqn0qcwAoFtMmAwAAANVlUr5CM5tjZr8ws9+Y2aNm1hIu38vM1pvZ780s\naWZ7hssbzGyLmT0Y/i0bj5OoFMwiEa1Eokfx+DI1NLQrHl+mRKIn6ioBNSt3wHt9RDUCAAAAkE+h\nHkCvS/qsuz9kZrtLut/M1ks6R9J6d/+KmX1B0hfDP0nqdveTylfl0hUatpCvPF9ZMdn6GTJRHvRG\nAMYXAW+g+pTy+QcAAFS/vAEgd98kaVP4eJuZ/VbSAZJOkrQgXO16SV16IwCUdaxZpSgUKMhXLinv\ntoWy9ROkKB+G3wHji2mTo8UX9ehU67Uv5fNPJZxftV531DbaJYBqU3QOIDObJ+koSfdK2tfdnw+L\nnpe0b8aqf2tmD0naKOnz7v7Y2FR1bBQKFOQrd/e82xaaypwgRfmMR2+EUt7k+YCAWsP0tNGp9C/q\n5Vbq/bTUe3m1XvtSPv9EfW7VfN1Ru2iXAKpRUQGgcPjXv0tqdfetZm908nF3N7PBKb3ulzTX3beb\n2fGSbpN0SLZ9tre3px83NDSooaFhNPUfsUKBgtEEEjLLMgNBIz02Rq/cvRFKeZPnAwJqUaGAN8qn\nkr+ol1sx99NCw7hL2b6ar305Pv+Ml2q+7qhdtEsAlaKrq0tdXV1FrVswAGRmUxUEf25099vCxc+b\n2X7uvsnM9pf0J0ly962D27n7z/5/e3ceJVdV7XH8+0sCCWEUmUEFWhBkDEKYxLAQ0hAQ5T0FIUpA\nnHiaiCiDCYgIiAg8hqCoCKioIIIKJk8EfUBkFmWWxxAFRQFlkDmBhP3+OKeh0nZ3dddN9b1V9fus\nlZXuunW7T1fvvnXuPufsI+kbklaMiKd6f93aBNBwqpcoGOh4f1vXDzbJ4CUTzdPs2QhF3uTdQbB2\nNVDC25qnyjfqzVbvelovwVP0/FZ+7Yv0f8rWyq+7tS/HpZlVRe8JNccee2y/z623C5iAc4E/RsTp\nNYcuB6bkj6eQZvogadV8DpLGA+or+VOmadMm0tU1Y5HHUqJgl7rH651b9Htb43bf/V2ccUY33d1H\nM2HCl+juPpozzlh8sxGKvMm7g2Bmi9NgNxwYaFfEMndNLNK2etfTervTFT2/ykmSeor0f8rWyq+7\ntS/HpZm1onozgLYHPgTcKem2/NgXgK8CF0s6CHgI2Dsfez9wsKQFwIvABxd7iwuqt2xhMMsaGl3y\nMJivXfVaMVXeQaSZsxGKvMm7g2Bmi1PRDQfKXJZatG31rqf1EjxFz2/l2leLo/9TllZ+3a19OS7N\nrCVFxLD/S9/Weps169ro6poeEK/96+qaHrNmXbvIcyZOnBETJhwTEyfOWOTYYI43s32DaX+Zirx2\nff9sXxjUz1bk3KooGnfNjEuzTjRr1rXR3X1UTJhwTHR3H7XI39TEiTMWud70/OvuPmpQx5upaNvq\nXU+bfX69174oXyv718zXver8HltdnRyXZlZdOd/Sdy6mvwPN/OcEUN8a67gOXwKmyjcV9SyO167I\nm3wrdxCKvnZFE5vu2JoNzYQJx/R5LZ4w4ZhBHa962wa6ng4m4V70/Gap+iCKlaPsvp+ZmbUeJ4Ba\nRL2Ob9kJmCrfVNRT9mvXyoq+dkUSm+7Ymg1dla93w9G2ogn3shL2g5195JkgnaXKf89mZlZNAyWA\nBrUNvA2PorUJml1suJ13EHGh5v4Vfe0aL7p6NBHhHdTMhqheXYoy61YMR9uK1oMra3e7etfKKtd2\nGqwq1xGsKvdfzMxscXICqELqdXzLTsBU+aainrJfu3qq3Okt+toVTWwO9ZhZp6tysd8qt61s9a6V\n9bawr3e8bO2QwCpD1fsvZmbWWpwAqpB6Hd+yEzCt3HEv+7UbSNU7vUVfuyKJzTSDse9jZta/erNY\n6h1vZlK6aNvaVb1rZavPBGmHBFYzB2r6+/rD0X8p+rN5ZpeZWetwAqhiBur4ViEB06od9yq8dv2p\neqe36GtXNLFZ1VllZu2q6knpdlXvWtnqM0FaOYHV7L+JwXz9ZvVfiv5sntllZtZi+isO1Mx/uAi0\n2WuqXDx7uNTbladVd1Aza0UuKltN9XYoK3MHs8Fo5WLGzS7QXeXC7EXPb/Zr58LnZmb/DheBNquu\nqo/aDod6M988Smg2fKo8E6OTVXkm62BUeSl2Pc0u0F3m31zR7110ZleR1w7w7CIzsyFyAsisZFXu\n9JpZ53FSurpadRk2tHYCq9kFusv8myv6vYsuTSzy2oV3CjUzGzIngMxKVuVOr5l1HielrVlaNYHV\n7ALdZf7NFf3eRWd2NaM2lGcrmpn1zwkgswqoaqfXzDqPk9Jmi2p2ge4y/+aKfu+iM7uKvHbhnULN\nzIZM/V08m/pNpSjj+5qZmZmZLU591anp6prOGWfs2m8dm9rjnazIawf/XgPIr6uZGUgiItTnMSeA\nzMzMzMwaN3v2HGbOvKpmlssuiyQh6h3vZEVeO7+uZmb/zgkgMzMzMzMze83s2XM488wrmT9/FKNH\nL2DatImLJNf6O2Zm1TZQAsg1gMzMzMzMzDpIX8vr5s6d8drH/R1zEsistXkGkJmZmZmZWQfp7j6K\nK688vo/HjyYi+j12xRXHDUfzzKwAzwAyMzMzM7OO4mVM/Zs/v+/bwHnzRvZ7zkDHzKw1OAFkZmZm\nZmZtZaAlTk4CwejRC/p8fMyYhfS3UmPMmIXNbJKZDQMngMzMrCnqjbwWHZn1yK6ZmfXnzDOvXCT5\nAzB37gnMnHm03yuAadMmMnfujEVeo66u6UyduivAgMfMrHU5AWRmZotdvZHXoiOzHtk1M7OBDGaJ\nU7MHKqqs5+eYOfNo5s0byZgxC5k6dddFfr6BjplZa3ICyMzM+lSk41tv5LXoyKxHds3MbCADLXGC\n5g9UtILdd39Xvz/LQMfMrHU5AWTWAtp5BMqqqWjHt97IayPFJ4fy9ReHIn93/ps1MytXvSVOzR6o\nMDOrIieAzCpuMDfiRacw+2a1PM3+3Q10fKBjRTu+9UZe6x0v+vWLKpIA64RRYzOzqqu3xKnZAxVm\nZlXkBJBZxdW7ES86hdk3q+Vp9u9uoOPAgOcW7fjWG3mtd7zo1y+qSAKsE0aNG00smpkNp4GWMTV7\noMLMrIqcADKruHo34kWnMHfCzWpVNft3N9DxiBjw3KId33ojr4MpPlnk6xdVJAHW7qPGRRKLZmZV\n0eyBCjOzKnICyKzi6t2IF53C3O43q1XW7N9dI7/bnmOLo+Nbr4Bk0QKTzSxQWSQB1u6jxkUSi9ba\nvJzY2kmzByrMzKrICSCziqt3I150CnO736xWWbN/dwMdj4gBz+30jm+RBFi7jxoXSSxa6/JyYmtH\nzR6oMDOrGieAzCqu3o140SnM7X6zWmXN/t3VO17v997JHd8iCbB2T54VSSxa6/JyYjMzs9bnBJBZ\nCxjoRrzoFOZ2v1mtsmb/7gbzu/XvvX9FEmDtnDwrmli01uTlxGZmZq1P/Y3WNfWbSlHG9zUzM7Pi\nZs+ew8yZV9UkD3dZZBew/o5Z6+ruPoorrzy+j8eP5oorjqt73MzMzIaHJCJCfR5zAsjMzMzMBtJX\njZ+urumcccau/dYAqj1uZmZmw8MJIDMzMzMrpN7sLs/+MjMzK58TQGZmZouRt7s2MzMzsyoaKAHk\nItBmZmZD4O2uzczMzKwVjSi7AWZmZq2k/+2uryqpRWZmZmZm9TkBZGZmNgTe7trMzMzMWpETQGZm\nZkMwevSCPh8fM2bhMLfEzMzMzGzwnAAyMzMbgmnTJtLVNWORx7q6pjN16i4ltcjMzMzMrD7vAmZm\nZjZE3u7azMzMzKrI28CbmZmZmZmZmbW5gRJAXgJmZmZmZmZmZtbmnAAyMzMzMzMzM2tzAyaAJL1J\n0tWS7pF0t6Rp+fEVJV0l6X5JV0paoeacMyU9IOkOSeOa/QNY67jmmmvKboK1IMeNNcJxY41w3Fgj\nHDfWKMeONcJxY0XUmwH0CvDZiNgI2Ab4lKQNgSOBqyJifeA3+XMkTQLeGhHrAR8Hzm5ay63l+GJl\njXDcWCMcN9YIx401wnFjjXLsWCMcN1bEgAmgiHgsIm7PHz8P3AusCewJfC8/7XvA+/LH7+15PCJu\nBlaQtGoT2m1mZmZmZmZmZoM06BpAktYGxgE3A6tGxOP50ONAT5JnDeCvNac9AqxVuJVmZmZmZmZm\nZtawQW0DL2kZ4FrguIj4uaSnI+INNcefiogVJf0C+GpEXJ8f/zVweET8odfX8x7wZmZmZmZmZmaL\nWX/bwI+qd6KkJYBLgQsi4uf54cclrRYRj0laHfhHfvxvwJtqTl8rPzaoxpiZmZmZmZmZ2eJXbxcw\nAecCf4yI02sOXQ5MyR9PAX5e8/j++dxtgH/VLBUzMzMzMzMzM7MSDLgETNI7gTnAnUDPE78A3AJc\nDLwZeAjYOyL+lc85C9gVeAE4sPfyLzMzMzMzMzMzG16DqgFkZmZmZmZmZmata9C7gJnVI2kpSStL\nclzZoEkaK+mtkurWJDPr4bixRuXl7WZD4rixohxDNliSlpY0XtKYstti7cc36rZYSPoY8DDwdeCs\nkptjLULSAaS4ORU4V9Ly5bbIWoHjxhol6UjgbEn7ld0Wax2OG2uEpCMlHS9pD4DwsgsbBEmTgT8D\nXwTOk7RxyU2yNuMEkBUmaU1gL2A8qQj4hpI+KemN5bbMqkzSCsBuwPYR8d788DRJby2xWVZxjhtr\nlKRDSDUKZwGflHR4fv/yyLz1y3FjQyVppKQvAbsAdwOnSNpX0hvKbZlVnaTRwLuA3SJiD+AB4GOS\ntiq3ZdZOnACyhvRK7vwLWBFYKiLmASeQkkFbltE2qy5Jq/Qs2cmF498OrJwPnwksD+xcUvOsohw3\nVlRemrwTcHREzAKOBFYA9gOPzFvfHDfWoBHABOAzEXERaQOd8aSEkNkiJK3eM5M5IuYD2wKr5cPf\nAx4H3l9S86wNOQFkQyJphKRTgOslnSBpj4h4AbgZWA8gIn4N/A3YWtLYEptrFZHj5mRSnJwt6aB8\n6CfAVgAR8XvgXmBtSeuU01KrEseNNUrSEpJOkvQRSRtHxKukHU33zk+5kfy+JWlcaQ21SnHcWCNy\n3HxZ0nskdUXEK8DtpJljAJeRli1vJmntkpppFaPka8DvgPMlfT4f+iZppjMR8SfSNWespG3Kaam1\nGyeAbKj2BTYijWzcDnwrL8n4G7BFzTKMnwL/CSwopZVWNROBTYD1gR8Ch0vahLTGeQ1J2+bnXQds\nA7xYSiutahw3NmSSVgZ+RhpBXQ34kaS3A78Blpa0VZ65cTfwBLB6aY21ynDcWCNyQucqoAvYGvix\npGVJicOVJK2fE4m/BVYCPDBqPbYCNo6ItYBjgd0lvRe4HyB/DHAfsArwcimttLbjBJANSs069xHA\nLRHxeET8BPgf4BjgUlJnaCeAiLiNlBRav4TmWkXUxM1C4Eng1Yi4BrgIOJA0c+M5YE9JS0bEfcBL\ngOu5dDDHjRW0HLBKREyJiK8AvwT2Ib1/3QNMBoiIucA6wBrgei7muLGGLA/Mj4jJEXEU8BBwMPAg\nEEA3vDZbdQPSIKp1sJprxkvA8pKWjog7gAtJ9X8E3Ap8SNJyEfEIsCROOtti4gSQDVbPxWo5YEVJ\nI/Pnnwf2BEYD5wA7SvqupIuBMaQ3QuswNW9uPf8vRRoxXSt/fjKwKanjdAHwJtKo2SXAsqSid9Zh\nHDc2VP3cfD8D/FHS9vnzr5Nu1lcijcKvJekYSUuTRuOfAddz6SSOG1uMlgT+XDMDfjqwI2m2xk3A\neEmfzv3mZ4BHS2mlla6PPs4o4BZg8/z5BcAypOvOZcCzpJmIP8+P3Tt8rbV25gSQ9UnSNrW7FeTp\nq5CWYUwgTXMlIp4Bvg98KSJuBT5NylrfEhE7RcTzw9tyK5OkSZJW6+kQ18TNb4C1gS0lLZXjYhZw\nREQ8BHyEFFtzIuKdEfGP4W+9lcVxY42qvfnOBXsBRpJmiHVJGhsRfwFuA3aMiFtIW+uuS1o6+GCe\nzWodxHFjRdXEzROk5TlrShoVEfcDdwAHRsRlpETiRFLZhAci4rpSGmylkTRZ0rqka0xtH+ceUjJo\nnKSVI+IlUrL5gIh4GvgocBJwRURsnesBmRUmD1xYLUk7Aj8idXpGATMi4lZJm5K2XT5b0ueAdwKf\nioi/5zoc7yXtkvGKJHlErLNI2o40dfUe4BXgwoi4KBfl3Qf47/z/LsA3I+IGSasCpwD/FRHPldR0\nK5HjxholaQopAfhbYHZE3Jgf3x64C5hE2knl4oi4XtIYUl2FHSLiYaVd5UbnTQysQzhurBGSPkKa\n7X4T8MOI+Gt+fAtSf/kw0ozUU3KcvBGYA+wcEY9KWg4gIp4t5QewUkh6B6mP8yDwNHBvRByf6419\nFjgN2IIUW9dHxI/yeb8CJkfEE+W03NqdZwDZa/JoxruBQyJid+Bq4MOSdiCNcMwBiIhT8+dflPRx\n4HTg+bzrgadDd6YtgBMjYhJpRsbOkvYBHgN+FhEvR8QFwB+Bz0o6gjS99e++ie9ojhsbMknjgUOB\nL5GWVBwqabe8xGIL0pLkWfnY/rlw+DqkqfbPAkTEAt/EdxbHjTVC0ruBacBMUqHnI/Ms+VVJdS+X\nBr5NWpp8gKTVSfUvf0fqKxMRzzr505HWIQ1sTQJOBTaWdEhE/BP4TkT8MyJ+BVwLHCjpq5JuJCWM\nniqv2dbuPAOow+VRiSWApyIiJF0B/CoiTstvbnsDbwOmR8SzkkZGxEJJqwDjgCnA1RFxTmk/hA07\nScuT6iI8lOPhh8DciPhi3v1iF+AgYP+IeLImbkYDmwH7Afc4bjqL48YaJWlEz7R5SZOBDSLiaElj\nSTNQp0XEtr3OWRn4APA+0tKdkxw7ncVxY0VJOgp4KSJOlbQWabbG9hExudfzNgHeQ1rutSZwQkR8\nd7jba+VR2hV5feC2vCLiRNKMwUNzonkr4Fzg3RHxWE8fJ5+7ASl+noqIc8v6GawzOAHUwSR9BpgB\nXAM8GhGfkfQfpE7PwRHxQh4x2we4JiJ+kc/bmLT+fV5JTbcSSfoUaQT1RuAfEfFRSVuTZoJ150Th\nGqQC4Q9ExNn5vO2Auz0K1pkcN9YoSccAq5Lehy7OS5XPi4h18/ERpJ0or4+IU2rOUx7YeAvwSE9H\n2zqD48YakeNmBHBTRPwy94uPjIjx+fi6pC27r4qI7/dx/qakgQrHTQfJKyKOJ838ehI4grQZzg3A\n23NNHySdBrwYETPy57uS6qZ6xo8NGy8B61C5xsZuwMbAJ4DNJX2YNF31cdJIO8B9pJ2/lM/bC9iG\ntLWldRhJK5GmPG9GShSOljSdtJXlHNKaZoB/Af8kX2MkvZO0/ak7RB3IcWONyqPv2wFXAJ+W9HlS\nEd47JB1e89Szgc0kjZW0Qo6v7QEi4mHfjHUWx40NlaRRkk4GxpN2lDxV0gdIgxb3SzowP/UfwK+B\nt0paQtJakj6fB0eJiDsdN51F0lKk2mE75BIaD5MG2F8lbZTztfy8JUgJoZE5dtYnbe3ueLFh5QRQ\n53oWeAMwNmelTyV1lpYBbgYmStoo0i5fLwFvzuddHhHfiYj5ZTTaSvc0sCGwcp5WfzYpjsYDFwPv\nkbR1RLxI2hp1hXzeDRFxnmsndCzHjQ2ZUsHdHYDDIuJy4GhSZ/lA0myygyWtkGPqZeBfOYYWAheE\nd9vpSI4ba9ASpOTfwRHxA+A40k39O0mFfD8sablIu1EuASyTa1/OBy6LiLtLareVLNLuXduSdoOD\ntJ37E8D+wMnAJEnvzvGySj7nFdJs5/PzvZbZsHECqMPkNagAy5Ky0BsC5E7S86TR9quBO4FzJX0X\n6CbtfIBHNTpHTazUfjwGuITXR0hvAP5MKnQ3lzTScYKkHwOTeT1uXsU6juPGGqW0nfIC0g5x++aH\nryeNxm8N/A34KXB+Xia4L7BcXr7zXORdeqyzOG6sEbkWy0vAH4A98sM/BR4FNiJtRHAP8J1c5Hlr\nYAFALuT7wPC32somaUReSgpwHqmuGBFxP2kwfY187DDgE5JmkQqK35yf59UUVgongNqcpL0lba3X\nt6BcmP9/iLTcYgtJa+enXw58KCKejIjjSMsybgK2jIhbh7vtVh5JhwIzJXXBInHzAmlq9LpK259C\n6lzvACyIiDOBTwKzgXdExG+GvfFWGkl7SdqkJ/HjuLHBUtpuu+fjkfkmHtISnjXzjNQFwN2k9671\nSDUWZpHqRo0gjdy7Q91BJG2ZC8gDaZeu/KHjxvolafWe96mcNFyYl+fcDbxZ0lvyTPcbSLPHXibd\nxN8PfJc0U/WYUhpvpZH0ttrPI+LVmoGq64AVJO2cP7+PVIPsjZG2dz8YOJ/Ux/nZcLXZrC9OALUp\nSTtKmgN8lFTj5wt5jfuykqbntco/B9Yibf1ORPwWeKLnAhcRN0bEN8PbLXcEJUtL+hYwibRTwcP5\n2FKSjs1FNOcALwD/CRARdwCvkGaPEREPRsT3HTedQ9L6km4FPk7q5MxQ2g0DScc7bqw/krol/ZKU\ncN4fUuJQaZvlHUkzN/5EmkpPRPwf6SZ+nUhbcp8L7BcRH8vLeKwDSNpZ0nWkXQNfrXl8vOPG+lMT\nN18HvgEpaSjpHaQZ8f8LjAJ2zceuJ+14Oy4i5kXEUcB/RMSUPGPIOoCkzSU9DMzKNVRrj52Ya0Xd\nA9wGfDQnFf9Emv28FkAeXL80LyE0K5UTQG1G0shcjOzDwJkRMZG09GI5YB6pmPOPI+LufAM2m1Tv\n51uSLietZf5LSc23kkhaIo+AjgJWBnaLiN+T3rx61jd/OyKuiYiHSTunrCfpQkm/IHXA55bUfCtJ\nHjGFVCPh4ojYDTgJeAtplB3gm44bq5WTzaMkHQF8BTiLtPR4V0nvy09blrRT6XOk2RobSzpU0htI\n9Tdeq5kQ3pGyI+S4Gam0o+APgLMi4uBeNcKWx3FjfciDmyeQdp48GHiTpJ3yTKB1SNt130/axWmC\npAMkjSVtTPBYz9dxTbrOUbOMfRPgRNKqiPdKGl3ztK9FxE9yHZ8fkTbJuSgPbCxDmglkVimjym6A\nLR75InUS6Yb9QuC/4vVCzR8A3gRsAcyNiLn5hv+ViJiVR+73Ae6NiNPLaL+VoyZulpR0Ga93dEZK\n+gqwUY6PSyPijpq4uVPSR0gzhVaOiK+X9kPYsKuJm9G5Ttg4YCyknXMkvQR8QNLFEXFbT10Ox43l\negnKo+5/BfaNiPvzMp5xpKUVAL/uWZYTEbdKmgEcAlxLKrg6u4z2Wzlq4mahpBdIN1pX52OTSDN+\nno+Iq3rOcdxYT32WvExnc+B3EXFJLovwImlJlyLikprTLiHV/vkccDip/+MyCB0k93GOB0ZJmg1c\nFRGPSbqDNGhxLWm2D5G3d+/5WNIU0m7JG0TEt4e/9Wb1ycueW19+g/s6aZbPL4EpwGXAt4FPkTLX\nN5Gmt46KiKn5vHcBf4+IByXJa+A7S6+4uYJUDPN/gamkNe4jgR/mx98XEZvm83YF/hYRd5XQbCtZ\nr7j5FWlJ182kmmGfII14bU9a7rVkRHw6n9dNut44bjpUTv6dAJwfEdPz6Po8YGREvCLpQlJH+7xe\n5y0XEc9KWjI/10svOkgfcbMK8GlSwrCLdBM/n7SjzlE15zluOlgfcbMhaWn7PcBE0hL3v5Jq8X6o\n5rylI+KFPGvsZc/46SySJgBnkJLKvyctbT8sIq7Nx08jzV4+Pid8FBEhaS9SH+fmstpuNlieAdQe\nliWNbEyMiOckPUHaxWCPiDit50mStgSmS3ozqaBdF2mNvCvRd6becfM0abeLv5NqR02OiHuBL0ra\nM78pXkfavvv+shptpesdN08BbycVy3wLsDNwLKn44ThIHWpS3HinlA4laRnSDiknAVMknRcRD+bD\nr+ab9NGk5Re1500lJRVPjIiXh7PNVr4+4ua7ecbY9cCKwFF5duomwA8k/Tgi7srLxJbDcdOR+oib\n70fEvXmJ6QHAbRHxDaXi849I2i4ibsjXm3nAObUzO6yjBHBqRFwAIGlTUk2oa/PxU0mDo28nbWax\nPKnA/Ajg2WFvrVkDnABqAxHxjKSHgAOBM0k36asDO0u6MSIezU9dCXgmInpq/Jw/7I21yugjbuaQ\nOtTXAfuREoTXSFqDtIb5nki7Ol1YToutCvqJm5VI2ytf2JN0lvQJ0iyynpoJF5XSYKuEiHhe0tSI\n+Iuk1YAvA/vVzD59AzA237yvCWybl2V8xzM3Olc/cfNB4CrgxojoueH6P9KSDOXPz3PcdK4+4uYY\n0mzmJ4G3kWY5ExHzJF0ErJBPvSgi/llGm60yfgfcorQb5ULSTKCewaxREfGIpHOAI/JSsX8CB0TE\npeU12WxoXAS6ffwU2FzS6pEqzN9JmhK9uqS18zr4k0kXMiSp/y9lHaQ2bp4lzex5CjiOVDzzB6Tl\nYfdExBMlttOqpXfc3EW63qwh6Y2SjiUVgb6uzEZatdQMPpxOKgbeXTP7dB3SFrqHkDYnWC2f45v4\nDtcrbrpy3LxKWmba43BSrcNH8jmOmw7XK27eKmlSvqF/EDhH0tskTQd2ICUQcfLHIuKlSDu+J9I3\naAAAA8pJREFULcwPdfP6dWVBfmwjYDfgjog4YPhbaVaME0Dt4zrgCdLUViLt4DSeNJVxX2AzYFJP\nQTIv+bKsd9zcBLwHuDUiPgucQ9oR7MultdCqqL/rzQhgW9Jo6k61BVnNekTEY8B3gBk1D28DbAls\nAOwZEWeV0Tarrt5xkwtC7yFpDumGbP+IeKrMNlr11MTNF/LnJ5KSzMcAm5LKJfypvBZaFSntVDmS\ntJz9f/JjG0p6Byn5vF5ETC+zjWaNchHoNiJpO9J655mkKYznkwr6/rEmk222iD7i5lxgek4GmfWp\nj7g5D/hsRNxeasOs8mqKZl5K2nXwSdISwnsjYk65rbOq6hU3jwLPA7cD90fEH8ptnVVVr7h5HHgJ\n+DFwd0S8WG7rrMpyjahzgJ8BB5Herw5zotlanWcAtZGIuAE4kTQt8ZfAJRFxl5M/NpA+4uanTv5Y\nPX3EzaVO/thg5JuxscAqwD7AkxHxLSd/bCC94uaDwKMRcZGTPzaQXnGzN/BwRNzi5I8NwjhgMnAo\nqW98kJM/1g48A6gN5d1UFjrxY0PhuLFGOG6sEZI+B7wZODwi5pfdHmsNjhtrhOPGGiFpLWB/4BTv\nJmjtxAkgMzMzG1aSRuRCvmaD5rixRjhuzMxe5wSQmZmZmZmZmVmbcw0gMzMzMzMzM7M25wSQmZmZ\nmZmZmVmbcwLIzMzMzMzMzKzNOQFkZmZmZmZmZtbmnAAyMzMzMzMzM2tzTgCZmZlZx5G0vKSD88er\nS/pJ2W0yMzMzayZvA29mZmYdR9LawC8iYpOSm2JmZmY2LEaV3QAzMzOzEnwV6JJ0G/AAsGFEbCLp\nAOB9wFhgPeAUYDTwIWA+MCkinpbUBZwFrAy8CHwsIu4b/h/DzMzMbHC8BMzMzMw60RHA3IgYBxzW\n69hGwF7AVsAJwPMRsQVwI7B/fs63gakRsWU+/xvD0mozMzOzBnkGkJmZmXUi9fMxwNUR8QLwgqRn\ngF/kx+8CNpW0NLAd8BPptVOXbGZjzczMzIpyAsjMzMxsUfNrPn615vNXSX2nEcDTefaQmZmZWUvw\nEjAzMzPrRM8Byw7xHAFExHPAnyW9H0DJpou5fWZmZmaLlRNAZmZm1nEi4kngekl3AV8DerZFjZqP\n6ePjns8nAwdJuh24G9izuS02MzMzK8bbwJuZmZmZmZmZtTnPADIzMzMzMzMza3NOAJmZmZmZmZmZ\ntTkngMzMzMzMzMzM2pwTQGZmZmZmZmZmbc4JIDMzMzMzMzOzNucEkJmZmZmZmZlZm3MCyMzMzMzM\nzMyszf0/hS5KV/AML+sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef9a0ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef8ca990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZmZmZmNff/Adq/4DQyU9fMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef819d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucHVWZ7//v0wl0gyQkQLgnII2MIIfL0cEzKEmrQ3ek\nCcogtygg4JlhkHQUEc0NGiHIzOA46WZQvCAIEgc4yiXtJI043c3wGwaV2w8ZZGgPBAgXgYDBmECS\ndf6o6s7uzt5V1V27dlXt+rxfr/1Kp9au2mvXbVc99ay1zDknAAAAAAAAFEND2hUAAAAAAABA7RAM\nAgAAAAAAKBCCQQAAAAAAAAVCMAgAAAAAAKBACAYBAAAAAAAUCMEgAAAAAACAAiEYBAAoLDN7xsw+\nloF6zDCzdWZmadcl78zsW2a2OMb8j5vZzGq/F9sys/vN7HD/704zuyntOpUys5+Z2RljnGd/M9ti\nZpm5xjazw8zs/rTrAQDIlsz8UAEAisMPwszw/77BzDb6wZA/mNmvaniD7fxXqpxzq51zk5xzVa+L\nmU3xAyQvmtkfzewxM/usX9ZkZm+Y2UfKzPdNM7vN/3uboJmZfdbM7iv5//A2LbOsPjM7N8Z3eMbM\n9jOzr5pZf5ny3czsbTM7xDn3t865K8b7Wc65Q51zA9V+73j56+51M9s+yc+pNjNrMbN/CyifI+lN\n59yj/qTUj8PRnHPHOedqFqAqF0gafZyNh3PuMUlvmNnxsSsJAKgbBIMAAGlwo/7+Oz8YMlnStyT9\nJE9ZMuZLux6j+QGEn0uaLul/SZos6cuSrjKzLzrnNkj6saQzR803QdJpkm7wJ0UJmgWVx73RH/r8\nmyQdbWb7jyo/TdKjzrknghZiZhNj1qOm/O95jKQtkk5ItTLVd5687Tkk1eMnS5k8quK68I9lSfqR\npL+p1nIBAPmXpR8+AAAkabmkXSTtMTTBzM4xsyf8DImVpRkoZrbMzFab2Zt+VtGHS8puMLPLS/7f\nYmbPjfq8I83sUT9D5sdm1ui/d4qZrTCzV/zPvdvM9ilZVp+ZXeE3v3hL0gH+U/2/MbOnzGytmV1T\n8n4zs8V+lsvLZnajmU32y0ZkBPjZAIN+ptTvzGzuONflGfICQSc75551zm12zq2S1CHpa2a2k6Qf\nSjrJzHYoma9N3jXCvwYsO1KAx8yWygtoXONnf3X50482s1/66/1BM/uLsGU5516Q9Av/e5U60/8e\nI7a5v72fN7OLzexFSd/3s6Fu9LfpE37Z8D7hb5+P+n93mtmt/vv/YF6zsPdXeO9RZvYf/nZfY2bd\nZrZdlHUU4ExJ/yHpRklnlRb43/Na85oyrTOzfzezPczsn/zv9l9mdkTJ+79qZk/73+M3ZvbJkrJH\n/WUMvbaYn51nZif4719rZv9mZu8d9f2/VO74UUAA0bwg5UckbZPlVfKesp9rZmeb2V0l7/tvM7u1\n5P/Pmdlh/t/vNbN7zOw1M3vSzE4etf6+5a+/tyS1lKnDcEabmR1oZv3+9/y9mf24Ut1955rZC/6+\n8KWSZVrJtnjVzP7FzKb6xUNZZm/42+l/Sfq2pL/wt8vr/jIazexqM3vWzF7yv0eTXzZ6n7/eX2a/\npI9VYZ8EANQJgkEAgJpzzr3bObe6ZJJJw0+xz5T0O0kv+9M+IWmBpBMl7SbpPnkBoyEPSjpc0lRJ\nt0i6zbY2qQnLaDFJJ8sLfrxb0mGSPuuXNUj6vqQZ/utPkq4ZNf9nJH1O0iRJQ9+nXdIH/GWdYmZt\n/vSz5d3Qt0g6QNJOZZYnM3uXpGWSZvuZUn8h6ZGA7xDkWEk/c879adT0n0hqkvQXzrn/T9KLkv6q\npPwMST9yzm0prdroqpb+p8w2HZq+SN42+7yf/dVhZrtI6pH0T/ICf/8oqcefvo1Ry75RJcEgM/sz\nedv/lqG3a+Q230PevjFDXmZEp//3u+Wtn89o20y1UnPk7W87S7pLI7dZ6Xs3SZovaVd52+xjks4v\n933G4ExJN8vL6mgzs91HlZ8saZG842KjvMDRr/w63C5vvQ55WtKH/X3qMkk3m9mekuScO9zfNpMk\nfUnSk5IeMrOD5K3XDv8zfibpbtuaYeVU4fhxzvU75z5a4Xu9R9IW59yacoUhn9svL7goM9tb0nby\nst5kZgdIepdz7jH/OLrHX3/T5GWPXWtmB5d81OmSLnfO7SSpXJ86pfvS5ZJWOuemSNpHUleF7zak\nRdKBklolfcW2NrPskJflNVPSXpLWSvpnv+wY/9+dnXOTnXMPyNtn/8PfPkPHx1X+sg/3/91H0iUl\nnz16nx8KpL4j6c9C6g0AKAiCQQCAtJmki8xsraR18m5gLynpP+c8SV93zv3WD058XdIRZjZdkpxz\nP3LOrXXObXHO/aOkRo284QlqcuEkdTnnXnLOrZV0t6Qj/OW+7pz7qXNug3PuLUlXSpo1at4bnHP/\n5X/2O/70q5xzf3DOPSfp3+TdsEnSpyV9wzn3jHPuj/ICXKdZ+eYpWyT9DzPbwTn3cljzpwC7ygv0\njPzSzm2S9Kq8G23Jy6o5U5LMy1Y6QV7QZYhJusPP0ljrb6t/1tiaf5Vuh3ZJv/W33Rbn3I/lBSDm\nRFjOHZL2sK2ZRGfKC3i9VuGztki61Dn3jt8s7mRJVzrn3vRvkJcpeB+5zzm30t8fb9bW7TmCc+4h\n59yD/vd5VtJ3NHJ/GRPzMtxmSLrVOfeQpEFJpRliTtJPnHMPO+c2SvqppD85527263qrpCNL6ne7\nc+4l/+9bJf23pKPKfOblkk7w9/lTJa1wzt3rnNss6WpJO0g6umS2ssdPiCnyjvVKKn6uc+53ktaZ\n2ZHyAiqrJK3xg4KztDW75nhJ/9c5d6O/TR6RFwQ9ueRz7nDO/Ye/TjaG1PltSfub2T7Oubf9IGqQ\ny5xzf3LOPS7pB/ICT5J3PlvsnFvjnzMuk/Qp/zxQbj8cMc3MTNL/lnShc+4Nfzt9XV6wa8jofX7I\nOnnrHgAAgkEAgNQ5Sf/gnJvqnNtR0p9L+gczm+2X7ydpWUkQYuimfx9JMrOLzGvu84ZfvrO2Bjmi\neKnk7z/Jy9iRme1oZtf5TWHelJeRsLN/MzZkdJOz0ctbP7Q8eVkAz5aUrZY0USXN4STJDxSdKu+m\ncY15TdXKPs03s7dsa8fb+5Z5y6uS9i4z30R56+hVf9LNkj5iZntJ+pSkp0s69pW8bfQJfxtNdc5N\nlZf1Mpa+TUoDR3traybVkGflb9PAhTi3XtJt2trP0aflNxGr4PfOubdHfXbpdns+5CNfLvl7vaSm\ncgE8MzvI31Yv+vvLUnnBuG2Y2bdta5Osr1b43LMk9TrnXvf/v1yjmopJeqXk7w2j/j+8L/ufeaaZ\nPVxyHB1aWj8/uPovks50zj3tT95LJdvJDzI9p5HbqezxE2KtvGy6SkbsH2U+t19e5s0x/t/98gJB\nM7W16dl+kj44KoA5V1uPt6FlRnWxvP39QfOaC54d8v7SZa/W1uNwP0k/LanTE/KyyvZQNNMk7Sjp\n1yXL+FeNPOeN3ueHTJL0RsTPAQDUOYJBAIBMcc79Rl6TjeP8Sasl/XVpIMI59y7n3ANmdoy8DpFP\nds5N8YMUb2prkOKP8m6chuw5hqp8SdJBko5yzu0s72bTNDIAMpbMmDWS9i/5/wx5N4Evj36jc67X\nOdfq1/dJSd8tt0Dn3E5+85HJzrlyQY2fS/q4me04avpJ8oIHD/jLeVZeU67P+K8bFW68gSBJekHe\nTXGp/RQemBlyo7wmeK3ygg93B3ze6M9+UV4/SkOmqzq+Je/G/kB/f1mkCtdZzrnzhpplOeeuGl1u\nXv9Np0ia5QeXXpT0BUmHm98fzliY2X7yMpU+L2kX/zh5XFubZ+4gL+Pqm87rU2rIGpVsJz8QOl3e\n9iv71SJW6Wl/cXtVKB+xf5T53H55fQ4dI6lPW4NDs7Q1GLRaUv+o88Yk59znI9ZxBD9D76+dc/vI\na3p1rd8srZIZo/4eqvtqeU1AS+u1o3PuRZVff6OnvSov6HZIyfxTnNf8r9I8Mq+/s+0l/TbwiwIA\nCoNgEAAgbSMCLOZ1FPthSb/xJ31b0kIzO8Qv39m2dgQ7SV5A5VUz297MLpE3YtaQRyQdZ2ZT/f5R\nvjCGeu0k76brTb8vm0sr1D3qd1su6YvmdRa9k7xmZz92I/vlkZntbmaf8Ps8eUdeQGvzGOpd6iZ5\nAZbbzBuafTu/D6Nlkjqdc6VNdW6UNE9eE6AfjfPzKnlZUnPJ/38m6SAzO93MJprZqZLeK2lFlIU5\n5+6Tl+FwnaTlfrO3IaMDdqPdKmmBeR2E7yPpAlVnWPOd5DXDWe/vw38bY1mflLdfHyyvWdrh/t/3\naWtG1FiCce+S9x1fldTgZ7UcWlJ+vaT/cs5dPWq+WyW1m9lH/Y6HvyQviFipiVSkOvlZKz9XmU6b\nfbeFfO5QMKjJef0O/buk2fL6n3rYf88KefvYZ/z9fjsz+3Pb2gH2mEbsMrOTS7Lv3pC3PrcEzLLY\nzHYws/fJ60fpX/zp35Z0pfmd4JvZNDMbGinu9/4yS4+VlyTt668H+eeL70r6JzOb5i9jHz8wGmSW\npHtLmrMCAAqOYBAAIG1O0sV+k5m35PUBcr28TAY55+6Q9HeSfuw3v/n/5XVYK0kr/ddTkp6RF7wp\nbX50k6RH/bKV8oZRDxsCfaj8n+T1U/KqvJvQfy0zb5T/D0273q/PgLwOstfLC76MnrdB0hflZRK8\nJi/7YVyBBf+m+y/lNVn5T3lZU1dLWuic+8aot/8feZ3O3uuc2yZbqdziFT2Iskxevyivm9k/+U2f\njpd3k/+qpIskHV/SJCqKH8rLuBjdRGx0vUbX8WvyAmT/V1KvvMBDuSY15ZZVbnlDLpLXDOkP8vbd\nsH0tyJmSrnfOPe+ce8V/vSyv8+q55nW0Xu57lq2r3+fUN+R1MP2SvEDQv5e871RJn7SRI4p9yDn3\nlLxMsW55gYp2SXNGBd9Gf17U73ydRo4KNzyvc+63QZ/rnPtveYG3+/z//0Fen0r3+03K5Pel0yqv\nL50X5GWEfV1edsxY6yp5ncI/YGbrJN0pqcM590yF9zp5Aaun5QW9/sE593O/bJm8jsh7zewP8rbJ\nUX6d18trXni/3wTsKHmj5/1G0ktmNtQM8Cv+sh/wz4n3yMtiLP380T4tLxAFAIAkyZwL/x30Lzp+\nJel559wcM7tBXrvsN/23nOWce6zMfGfJS5OWpCucc0Ft+gEAAGrKzP5W0inOuY+kXZeiMbN/lzfK\n3KOhb8a4+U0Lv+Wc+1DadQEAZEfUYNCFkt4vaZJz7gQz+4Gku51zPwmYZxdJv/Tnk6RfS3q/c46O\n6wAAQCr85oLN8jIy3iOvOVG3cy5sqHAAAIC6EdpMzG8ffZyk72lk++qwttZt8kbBeMMPAN0jrz03\nAABAWraX11zmD5Lulddx8rWp1ggAAKDGJkZ4zzfljdQyedT0pX5HnfdK+mqZISz31shRQZ5XhCFj\nAQAAkuKcWy3pf6RdDwAAgDQFBoPM7HhJrzjnHjazlpKiBc65l8xse3mdJH5F0uXjqYCZVWMEDwAA\nAAAAAJRwzpVt1RWWGXS0pBPM7DhJTZImm9kPnXNn+gt92+8/6KIy876gkUOGTpc3IkK5yoVUA/Wm\ns7NTnZ2daVcDOcS+g/Fgv8F4sN9gPNhvMB7sNxgP9huEMavcu09gn0HOuYXOuenOuXfLG5rzF865\nM81sL3/BJulEecP8jrZKUquZTTGzqZKO9acBAAAAAAAgJaEdSJcwSUMpPDeb2WOSHpO0i6QrJMnM\n3m9m35Uk59xaeU3HfinpQUmXMZIYAAAAAABAuqJ0IC1Jcs71Serz//5Yhff8WtL/Lvn/DyT9IFYN\nUZdaWlrSrgJyin0H48F+g/Fgv8F4sN9gPNhvMB7sN4jD0u6vx8xc2nUAAAAAAACoJ2Y27g6kAQAA\nAABAioI6AgaksQ/MRTAIAAAAAICMo0UNKhlPsHAsHUgDAAAAAAAg5wgGAQAAAAAAFAjBIAAAAAAA\ngAIhGAQAAAAAAFAgBIMAAAAAAEAu7b///rr33nvTrsawH/3oR2pra0u7GqEIBgEAAAAAgFwys3GN\npjUWzzzzjBoaGrRly5bQ937605/WqlWrqvK569ev1/nnn69p06ZpypQpmjVrVlWWKzG0PAAAAAAA\nudXTM6Curl5t3DhRjY2b1NHRqvb2mTWbfyw2bdqkiRPzG4ZwztX08/76r/9aW7Zs0ZNPPqlddtlF\njzzySNWWTWYQAAAAAAA51NMzoPnzV6m39wr193eqt/cKzZ+/Sj09AzWZf8hDDz2kI488UpMnT9Yp\np5yiU089VUuWLFFfX5/23Xdf/f3f/7322msvnXvuuXrjjTd0/PHHa/fdd9cuu+yiOXPm6IUXXhhe\nVktLiy655BJ9+MMf1uTJk9XW1qbXXnttuPymm27Sfvvtp912201XXnnliHo453TVVVfpwAMP1G67\n7aZTTz1Va9eulbQ1u+eHP/yh9ttvP02bNm3E/EHzzpzpBcemTJmiSZMm6T//8z8rrosbbrhBxxxz\nzPD/Gxoa1N3drebmZk2bNk0XX3yxnHPauHGjpkyZot/85jfD7/3973+vHXfcUa+++qqefPJJ3X33\n3frOd76jXXfdVWamI488ckzbJQjBIAAAAAAAcqirq1eDg0tHTBscXKru7ntqMr8kvf322zrxxBN1\nzjnnaO3atTr99NN1xx13DDffevnll7V27VqtXr1a1113nbZs2aJzzz1Xq1ev1urVq7XDDjvoggsu\nGLHM5cuX64YbbtArr7yit99+W1dffbUk6YknntD555+vH/3oR1qzZo1ee+01Pf/88yXfp0t33XWX\nBgYG9OKLL2rq1Kn6/Oc/P2LZ999/v5566inde++9+trXvqbf/va3ofPed999kqQ333xT69at0wc/\n+MHI60eS7rjjDv3617/WQw89pDvvvFPXX3+9GhsbddJJJ2n58uXD77v11lvV0tKi3XbbTQ8++KD2\n228/XXLJJZo2bZoOO+ww/eQnPxnT5wYhGAQAAAAAQA5t3Fi+ydWqVRNkptBXb2/5+TdsmBC5Dg88\n8IA2b96sefPmacKECTrxxBN11FFHDZc3NDTosssu03bbbaempibtsssuOvHEE9XU1KSddtpJCxcu\nVH9///D7zUxnn322DjzwQDU1NemUU04Zbh51++23a86cOfrwhz+s7bffXpdffrkaGraGNa677jpd\nccUV2nvvvbXddtvp0ksv1e233z6ir59LL71UjY2NOuyww3T44Yfr0UcflSR9+9vfrjhv3OZhX/nK\nVzRlyhRNnz5dX/jCF4YDQHPnztWPf/zj4ffdcsstmjt3riTp+eef1+OPP64pU6boxRdf1DXXXKOz\nzjpLTz75ZKy6DMlvYz0AAAAAAAqssXFT2eltbZu1cmX4/G1tm9Tbu+30pqbNkeuwZs0a7bPPPiOm\nTZ8+fTiAMm3aNG2//fbDZevXr9cXv/hFrVq1argZ1ltvvSXn3HBH0Hvuuefw+3fYYQe99dZbw5+1\n7777DpftuOOO2nXXXYf//8wzz+jEE08cESCaOHGiXn755eH/ly57xx13HF72s88+GzrveE2fPn34\n7xkzZmjNmjWSvCZx69ev14MPPqjdd99djz76qE488cTh773ddttp8eLFamho0MyZM/WRj3xEvb29\neu973xu7TmQGAQAAAACQQx0drWpuXjRiWnPzQs2bd2xN5pekvfbaa0SfP5K0evXq4cDO6JG+vvGN\nb+ipp57Sgw8+qDfffFP9/f1yzkXKvtl777313HPPDf9//fr1I/oTmjFjhlauXKm1a9cOv9avX6+9\n9tordNlB88YdrWz16tUj/h4Knk2YMEGnnHKKli9fruXLl2vOnDl617veJUk67LDDJG3baXW1Rk4j\nGAQAAAAAQA61t8/UsmVtamtbolmzOtXWtkTLls2OPBpY3Pkl6eijj9aECRN0zTXXaNOmTbrzzjv1\ny1/+UlL50bfeeust7bDDDtp55531+uuv67LLLtvmPZUCQyeddJJWrFih+++/X2+//bYuueSSEU3A\nzjvvPC1cuHA4+PL73/9ed911V6TvETTvtGnT1NDQoMHBwUjLGu3qq6/WG2+8oeeee05dXV069dRT\nh8uGmoqVNhGTpFmzZmnGjBn6+te/rk2bNun+++9XX1+f2traxlWH0WgmBgAAAABATrW3z4w1FHzc\n+bfbbjv95Cc/0ec+9zktWLBAH//4x3X88cdr++23H+5EutQXvvAFzZ07V7vttpv22WcfXXjhhdsE\nbErnKV3G+973Pv3zP/+z5s6dqz/+8Y+68MILRzTBmj9/vpxzam1t1Zo1a7T77rvrtNNO0wknnLDN\nckcLmnfHHXfUokWL9KEPfUjvvPOOVq1aNaJfpNF1H/05n/jEJ/T+979fb775ps4++2ydc845w2VH\nHXWUdtppJ7344ov6+Mc/Pjx94sSJuvPOO/W5z31OV111lfbff3/ddNNNOuiggyp+h7GwuB0hxa6A\nmUu7DgAAAAAAZJWZxe7EuJY++MEP6vzzz9dZZ52VdlVS19DQoKeffloHHHBAYp9Raf/wp5eNgNFM\nDAAAAAAAjNvAwIBeeuklbdq0STfeeKMef/xxzZ49O+1qIQDBIAAAAAAAMG6//e1vdcQRR2jq1Kn6\n5je/qdtvv1177LFH2tVKzHnnnadJkyZt8zr//PO3eW+1OnyuNpqJAQAAAACQYXlrJobaopkYAAAA\nAAAAAhEMAgAAAAAAKBCCQQAAAAAAAAVCMAgAAAAAAKBACAYBAAAAAAAUCMEgAAAAAAAwLoceeqgG\nBgbSrkbV3HfffXrve9+bdjUSRzAIAAAAAACMy+OPP66ZM2eGvm///ffXL37xixrUqLyGhgb97ne/\nC33fMcccoyeffLKqn/3DH/5QDQ0N+v73v1/V5cYxMe0KAAAAAACA8Rno6VFvV5cmbtyoTY2Nau3o\n0Mz29prNH5WZyTk3rnmH5jOzWHUY7+fHsXbtWl155ZU69NBDY9e/msgMAgAAAAAghwZ6erRq/nxd\n0durzv5+XdHbq1Xz52ugp6cm80texs+9996rzs5OnXLKKTrrrLM0efJkHXroofr1r38tSTrjjDO0\nevVqzZkzR5MmTdLVV18tSXrggQd09NFHa+rUqTriiCPU398/vNyWlhYtXrxYH/rQh7TTTjvpd7/7\nnRoaGnTdddfpoIMO0tSpU3XBBReMqMv111+vQw45RLvssotmz56t1atXS9Jw5tLhhx+uSZMm6bbb\nbqv4ffr6+jR9+vQR3++qq67S+973Pu2yyy4655xztHHjRknSwQcfrJ6SdbVp0yZNmzZNjzzyyPC0\nBQsWaP78+dp1110jr9NaIBgEAAAAAEAO9XZ1aeng4IhpSwcHdU93d03ml0Zm69x99906/fTT9eab\nb+qEE04YDtbcdNNNmjFjhlasWKF169bpoosu0gsvvKDjjz9el1xyidauXaurr75aJ510kl577bXh\n5d1888363ve+p3Xr1mnGjBmSpJ6eHv3qV7/SY489pltvvVWrVq2SJN155536+te/rp/+9Kd69dVX\ndcwxx+j000+XpOE+jR577DGtW7dOJ598cuTvJ0m33HKLent7NTg4qKeeekpXXHGFJGnu3Llavnz5\n8PtWrVql3XffXUcccYQk6cEHH9RDDz2k8847b0yfVwsEgwAAAAAAyKGJfobKaBNWrZLMQl8Te3vL\nz79hw5jrYmY65phjNHv2bJmZPvOZz+jRRx+t+P6bb75Zxx13nGbPni1J+su//Et94AMfGM60MTN9\n9rOf1cEHH6yGhgZtt912kqSvfvWrmjx5sqZPn66PfOQjw5/x7W9/WwsWLNCf/dmfqaGhQQsWLNAj\njzyi5557bszfZfT3uuCCC7TPPvto6tSpWrRo0XAA6PTTT9ddd92lDf76uuWWW4YDUJs3b9bnP/95\nXXPNNZlqHjaEYBAAAAAAADm0qbGx7PTNbW2Sc6GvTa2t5edvahpXffbYY4/hv3fccUdt2LBBW7Zs\nKfveZ599VrfddpumTp06/Lr//vv10ksvDb+ntLnWkD333HPEZ7z11lvDy5s/f/7wsoaaZb3wwgvj\n+i6lSusxY8YMrVmzRpJ04IEH6uCDD9Zdd92l9evX6+6779bcuXMlSddee60OO+wwHXXUUcPzptFn\nUSV0IA0AAAAAQA61dnRo0eDgiKZeC5ubNXvevJrMPxajs2NmzJihM844Q9/5zncizxNkxowZWrJk\nyXBmTjUN9T009Pfee+89/P/TTz9dy5cv1+bNm3XIIYfogAMOkCT94he/UH9/v372s59Jkl5//XU9\n/PDDevTRR9XV1VX1Oo4VwSAAAAAAAHJoaNSvJd3dmrBhgzY3NWn2vHmRRwOLO3+psKyXPfbYQ4OD\ng/roRz8qSfrMZz6jP//zP1dvb68+9rGP6Z133tEDDzyg97znPdpnn30iLdM5N/ye8847T0uWLNHh\nhx+uQw45RG+++aZ6e3uH+wca+vyhYM1Yvte1116r448/XjvssIOWLl2q0047bbj8tNNO08KFC/X6\n66/r05/+9PD0G264Ybijaeec/uqv/konn3yyzj333DF9flIIBgEAAAAAkFMz29tjDQUfd37Jy+AZ\neo2ePmTBggWaN2+eLr74Yi1ZskQXXnih7rzzTl188cU6/fTTNWHCBH3wgx/Ut771rbLzV/r/0LRP\nfvKTeuutt3Taaafp2Wef1c4776zW1tbhYFBnZ6fOOuss/elPf9J3v/tdfepTnwr8PqV/z507V62t\nrVqzZo0++clPavHixcPle+65p44++mgNDAyMGKVs5513HrHM7bffXpMnT9akSZMqfm4tWdpt1szM\npV0HAAAAAACyyswy1d9Mkbz73e/W97///eGMpiyqtH/408u2taMDaQAAAAAAgAIhGAQAAAAAAArj\nyiuv1KRJk7Z5tcdsLpcnNBMDAAAAACDDaCaGIDQTAwAAAAAAQCCCQQAAAAAAAAVCMAgAAAAAAKBA\nJqZdAQDMQDKiAAAgAElEQVQAAAAAEMysbNcvwLgQDAKQKT09A+rq6tXGjRPV2LhJHR2tam+fmXa1\nAAAAgNTQeTSqjWAQgMzo6RnQ/PmrNDi4dHja4OAiSSIgBAAAAABVQp9BADKjq6t3RCBIkgYHl6q7\n+56UagQAAAAA9YdgEIDM2LixfLLihg0TalwTAAAAAKhfBIMAZEZj46ay05uaNte4JgAAAABQvwgG\nAciMjo5WNTcvGjGtuXmh5s07NqUaAQAAAED9sbR7JTczl3YdAGRHT8+Aurvv0YYNE9TUtFnz5h1L\n59EAAAAAMEZmJueclS1LOxBDMAgAAAAAAKC6goJBkZqJmdkEM3vYzO4eNb3LzNZVmGd/M/uTP9/D\nZnbt2KsOAAAAAACAaio/dM+25kt6QtKkoQlm9gFJUyQFpfU87Zw7cvzVAwAAAAAAQDWFZgaZ2b6S\njpP0PUnmT5sg6e8lXTw0DQAAAAAAANkXpZnYNyV9WdKWkmkXSLrTOfdSyLzvNrOHzKzPzD483koC\nAAAAAACgOgKbiZnZ8ZJecc49bGYt/rS9JX1KUouZBWUFrZE03Tm31sz+p6Q7zOx9zrlt+hjq7Owc\n/rulpUUtLS1j/R4AAAAAAACF1dfXp76+vkjvDRxNzMyulHSGpE2SmiRNlrRR0gb/X0maIWnQOXdQ\n4AeZ/ZukLznnHho1ndHEAAAAAAAAqqgqQ8ub2SxJFznn5oyavs45N6nM+3eTtNY5t9nMDpA0IOlQ\n59wbo95HMAgAAAAAAKCKYg8tX6Jc1GZ4mpnNMbPL/P/OkvSomT0s6TZJfzM6EAQAAAAAAIDaipwZ\nlFgFyAwCAAAAAACoqmpmBgEAAAAAACDHCAYBAAAAAAAUCMEgAAAAAACAAiEYBAAAAAAAUCAEgwAA\nAAAAAAqEYBAAAAAAAECBEAwCAAAAAAAoEIJBAAAAAAAABUIwCAAAAAAAoEAIBgEAAAAAABQIwSAA\nAAAAAIACIRgEAAAAAABQIBPTrgAAjEVPz4C6unq1ceNENTZuUkdHq9rbZ0YuBwAAAICiIxgEIDd6\negY0f/4qDQ4uHZ42OLhIktTePjO0HAAAAABAMzEAOdLV1Tsi0CNJg4NL1d19T6RyAAAAAADBIAA5\nsnFj+WTGDRsmRCoHAAAAABAMApAjjY2byk5vatocqRwAAAAAQDAIQI50dLSquXnRiGnNzQs1b96x\nkcoBAAAAAJI559KtgJlLuw4A8qOnZ0Dd3fdow4YJamrarHnzjt1mNLGgcgAAAAAoAjOTc87KlqUd\niCEYBAAAAAAAUF1BwSCaiQEAAAAAABQIwSAAAAAAAIACIRgEAAAAAABQIASDAAAAAAAACoRgEAAA\nAAAAQIEQDAIAAAAAACgQgkEAAAAAAAAFQjAIAAAAAACgQAgGAQAAAAAAFAjBIAAAAAAAgAIhGAQA\nAAAAAFAgBIMAAAAAAAAKhGAQAAAAAABAgRAMAgAAAAAAKBCCQQAAAAAAAAVCMAgAAAAAAKBACAYB\nAAAAAAAUCMEgAAAAAACAAiEYBAAAAAAAUCAEgwAAAAAAAAqEYBAAAAAAAECBTEy7AgCA+tfTM6Cu\nrl5t3DhRjY2b1NHRqvb2mZHLAQAAAFQPwSAAQKJ6egY0f/4qDQ4uHZ42OLhIktTePjO0HAAAAEB1\n0UwMAJCorq7eEYEeSRocXKru7nsilQMAAACoLoJBAIBEbdxYPgl1w4YJkcoBAAAAVBfBIABAohob\nN5Wd3tS0OVI5AAAAgOoiGAQASFRHR6uamxeNmNbcvFDz5h0bqRwAAABAdZlzLt0KmLm06wAASFZP\nz4C6u+/Rhg0T1NS0WfPmHbvNaGJB5QAAAADGxszknLOyZWkHYggGAQAAAAAAVFdQMIhmYgAAAAAA\nAAVCMAgAAAAAAKBAIgWDzGyCmT1sZnePmt5lZusC5ltgZv9tZk+aWWvcygIAAAAAACCeiRHfN1/S\nE5ImDU0wsw9ImiKpbIc/ZnaIpFMlHSJpH0k/N7ODnHNbYtUYAAAAAAAA4xaaGWRm+0o6TtL3JJk/\nbYKkv5d08dC0Mj4hablz7h3n3DOSnpZ0VBXqDAAAAAAAgHGK0kzsm5K+LKk0o+cCSXc6514KmG9v\nSc+X/P95eRlCAAAAAAAASElgMzEzO17SK865h82sxZ+2t6RPSWoxs0pZQZWUbVLW2dk5/HdLS4ta\nWlrGuFgAAAAAAIDi6uvrU19fX6T3mnNl4zNeodmVks6QtElSk6TJkjZK2uD/K0kzJA065w4aNe9X\nJck5d5X//5WSLnXO/eeo97mgOqC4enoG1NXVq40bJ6qxcZM6OlrV3j4zcjkAIBznWgAAgPpkZnLO\nlU3iCcwMcs4tlLTQX8gsSRc55+aMWvi60YEg312SbjGzf5TXPOw9kh4cR/1RQD09A5o/f5UGB5cO\nTxscXCRJam+fGVoOAAjHuRYAAKCYIg0tX6JcCs/wNDObY2aXSZJz7glJt8obhexfJZ1PChCi6urq\nHXHzIUmDg0vV3X1PpHIAQDjOtQAAAMUUdWh5Oef6JfWXmT655O+7Jd1d8v8rJV0Zs44ooI0by++a\nGzZMiFQOAAjHuRYAAKCYxpoZBNREY+OmstObmjZHKgcAhONcCwAAUEwEg5BJHR2tam5eNGJac/NC\nzZt3bKRyAEA4zrUAAADFFDiaWE0qwGhidSvuCDU9PQPq7r5HGzZMUFPTZs2bd+yYygEA4TjXAgAA\n1Keg0cQIBiWsqEPylhuBprl5kZYta6s4Qk1pOQAAAAAAGD+CQSmp94BHUKCrrW2xenuv2GaetrYl\nWrny8tByAAAAAMi7uK0lgDiCgkGRRxPD2FUekndJ7g/wcoGuwUGvX4n29pmMUAMAAACg0MLumcLK\ngSTRgXSC6jngUTnQdY8kRqgBAAAAUGxh90xh5UCSch8M6ukZUFvbYrW0dKqtbbF6egbSrtKweg54\nhAW6GKEGAACg+rJ87QtgJFpLIMty3Uws62l1HR2tGhxcNKrPoIWaN292irWqjrBA19D67+5eUjIC\nzezh6WHlAAAAGCnr174ARqK1BLIs1x1I56ET4nodkrd859gLtWwZAZ08COqojk7sAADIpjxc+wLY\nKuyeiXsqJK1uO5DOQ1pde/vMujyQyezJr6CnipJ44ggAQEbl4doXwFa0lkCW5ToYVIS0ujhDESad\n4VGvga56FzTKnXOubkfAA5AMhswFaqca175xj0mOaWBswu6ZuKdCWnIdDKrnPnmkeEMRSuEZHlzA\nF9N4niryxBFAOQyZC9RW3GvfuMckxzQA1I9cB4PqPa0uKIOjvX1mrAwPLuCLK+ipYqX+u+op2y5N\nBFhRb+L8TrHvA2MX99o37jHJMQ0A9SPXwSApPK0u6zdfQfVLYijCoTIu4Isr7KliPWfbpYkAK+oR\nQ+YCtRenSUncY5JjGgDqR+6DQUFqcfMVJ9gUVr84QxGGZXhwAV/fgvbLKE8V6zXbTkovQFyEAGvW\ng++oPobMzS6OR5QT5ZgM2nfizs9+CQAZ4pxL9eVVIRmtrYuc5LZ5tbUtHn7PihX9rrV1kZs161LX\n2rrIrVjRP2IZQeUrVvS75uaFI5bd3Lxwm2WMt37ll79gePlB5WHzhn12lHWHbIq7X9azNNfNrFmX\nlj2mZs26NPHPrgX2u2KK8zuF5HA8opLxHbMLIx/TQfOzXwJA7fnxlrKxmLrODArLbonbb07cJ/1h\n9avGUISVysKaCtV759z1rAgZKOOV5rrJQ4ZEnE7l2e+KiSFzs4njEZWEHZNh+06c+R0jlgJAptR1\nMCjs5ituvzlxm1JFuTmMMxRhWJnEBXw9oolfZWmum6wHWOMGx9nviivukLk0G6k+jkeENRevdIxF\n2Xfizj+WMgBAcuo6GBR28xW335y4T/rTvjmMewFfZHEyKJIuz0MGSlqSXjdx+2pK86Y4bnA86/td\n0sckxoeO1ZOR9eMRyYpzXMXddxixFABypFL7sVq9lGCfQc55bZfb2ha7WbMudW1ti0e0S47bb041\n+kIIqh+yaXzt6dMup48O55JdN3H7Qki7L4WwPo3CyrO83yV9zEWtQ1D/dEVF/3TJyPLxiGjinDPi\nHFdx9504/VkCAKpPAX0G1X0wKEg1Or4kmFM8cYOISZc7x34ZJKl1E/emNu2b4nre72pxzAVJO9CX\nZfXesXqasno8Ilzcc0bc4yruvhM0f5RlEzwHgOoJCgbVdTOxMNXoN4emVMUTt3lh0uVS8vtlnoeN\nTWrdxO2jI8r8STZlqkan8lk9H9bimAtCZ76V0ZwpOVk9HhEu7jkj7nEVd98Zb3+WEk1HAaCWCh0M\nkug3p15FuSkeb0Aj7CIr7fKkBV2oSQq9iMt6sGi8kuxnQYrfwXOYeu5UvhbHXNB+TWe+laXddx7q\nV9zfmjR/q+KeM/J8XBE8B4AaqpQyVKuXUmwmhvoUJb066D1x++RJuzxpQU1mxtfPVraaywSlp4eV\nJdXPgnPVa8ZVxNT7dI7JhZG3XdHRnAnVVos+3MLOp+P9LXGuOueMvB5XNB0FgOoSzcRQJFGeKgW9\nxzkXOH/cDIqky5MWZ9jYrD/xi5P1FHe7hM0ftylTkVPvkz7mwvbrPD+lrwUycFFtcX9rwuaPk6kp\nhWfQVuOckdfjKu3sZwAoEoJBqDtRghVxAhpS/OaFSZcnKc6wsVlvLhMnSCgl289C3KZMWQ/EJS3J\nYy5svw4LJtVr00kgLUn34RZ2Pq3Gb4mUz2a5cRE8B4DaIRiEuhPlqVKcgEbRhV2oBZVl/Ylf3CBh\nkuJ28Jz1QFyeRdmvKwWTipyxBcQRp2+/uPMn0en86LK8ZvbEVeRAGADUGsEg1J0oT5XiBDSKLsqF\nWqWyrD/xy3KQMG5TpqwH4sIkOZJaXHH266JnbAHjERZEDTsm484fJ1Mz7d+SPChqIAwAao1gEOpO\nlGBFnIAGxj9sbNaf+GU9SBinKVPWA3FBkh5JLa44+zUZW8DYhQVR4/bzFTZ/3EzNvJ6LAQD1xSo9\noahZBcxc2nUAgCE9PQPq7r6n5Abg2BF9u1Qqy4O81r+tbbF6e68oM32JVq68PLQ8y/JcdyAtLS2d\n6u/v3Gb6rFmd6uvbdnq155fCz6f1/FsCAMgPM5NzzsqVkRkEACXGm/WUB3mtfxL9c2RFLTK26KAa\n9SZus9dqNJuNk6mZ13MxgPL4nUVeEQwCAGRa3JHUsizpppNpN6EDkhA3iJrnZrMAsoXfWeQZzcQA\nAJlW7kKruXmhli2bXbHPoNLyejDeDrRphoZ6FbepFU21AFQDv7PIOpqJAQByK+5IankXpwPtPDeh\nQ7GFBUDjNrWiqRaAauB3FnlGMAgAkHlx+ufIu7CRj4LKGxsZxhr5Q7MLAHmR56bqQEPaFQAAAJXF\n6UC7o6NVzc2LRkz3+kY5trqVBKqocoDznpRqBADl8TuLPCMzCACADIvTgXa9N6FDfaLZBYC84HcW\neUYwCACADAsb+SisvJ6b0KE+0ewCQJ7wO4u8IhgEAECGFb0DbRQPQ78DAJA8hpYHAADIobARt5Ka\ntxrCPp+h3wEAiI+h5QEAAOpInBG30h6tK8rn0+wCAIBkMZoYAABAzsQZcasWo3X19AyorW2xWlo6\n1da2WD09AzX9fAAAEIzMIAAAgJyJM+JWlHmjNOOqVB6W+cNoYQAApI9gEAAAyKQo/drEDVqk2W9O\nHHFG3AqbNyyYE1ZeOfNnidrbZzJaGAAAGUAwCAAAZE6UfmXiBC0kpdpvThRBwao4I26FzRsWzAkr\nD8v8YbQwAADSRzAIAABkTljAIcp7gsqdc6HLT1NYoGuojt3dS0pG3Jodqe5h84YFc8LKwzJ/4tQd\nAABUB8EgAACQOVH6lYkbtAgri9MELa4owbA4I24FzRsWzAkrj5L5w2hhAACki2AQAADInCj9ysQJ\nWjjnAueN229OXGl2shwWzAkrJ/MHAIDsIxgEAAAyJ0p2SdygRZL95sSVZifLYcGcKMEeMn8AAMg2\ngkEAACBzogYcgt4TZRlJ9ZsjxWtmlnYny2HBHII9AADkG8EgAACQSVECDnGCFkn2mxO3mRlNrQAA\nQJKsUpv5EW8ymyDpV5Ked87NMbPvS3q/JJP0lKTPOuf+OGqe/SX9l6Qn/Un/4Zw7v8yyXZQ6AAAA\n1Eq5YE1z80ItWza7YjCntLytbbF6e6/YZrltbUu0cuXloeUAAABxmZmcc1auLGpm0HxJT0ia5P//\nC865df7CvyHpAkl/V2a+p51zR46xvgAAAKmK2wQtiZHOAAAAqiU0GGRm+0o6TtJSSRdKUkkgyCTt\nKGlLgnUEAACouThN0OI2MwMAAEhSQ4T3fFPSlzUq4GNmP5D0oqSDJHVXmPfdZvaQmfWZ2Ydj1RQA\nACAnOjpa1dy8aMQ0rwPoYyOVAwAAJCkwM8jMjpf0inPuYTNrKS1zzp1tZg3yAkGnSbph1OxrJE13\nzq01s/8p6Q4ze99QVlGpzs7O4b9bWlrU0tIy+i0AAAC5UY2RzgAAAMair69PfX19kd4b2IG0mV0p\n6QxJmyQ1SZos6f84584sec9MSV92zs0J/CCzf5P0JefcQ6Om04E0AAAAAABAFQV1IB3YTMw5t9A5\nN90592552T+/cM6daWYH+gs2SSfIGzVs9Ifu5o9CJjM7QNJ7JP0u3lcBAAAAAABAHFFHE5O8YeSd\nHwC6wcwm+9MekfS3kmRmcyR9wDl3qaRZki4zs3fk9Tf0N865N6paewAAAAAAAIxJYDOxmlSAZmIA\nAAAAAABVNe5mYgAAAAAAAKgvBIMAAAAAAAAKhGAQAAAAAABAgRAMAgAAAAAAKBCCQQAAAAAAAAVC\nMAgAAAAAAKBACAYBAAAAAAAUCMEgAAAAAACAAiEYBAAAAAAAUCAT064AAAAAAKC+9fQMqKurVxs3\nTlRj4yZ1dLSqvX1maBmAZBAMAgAAAAAkpqdnQPPnr9Lg4NLhaYODi4b/rlRGQAhIjjnn0q2AmUu7\nDgAAAACAZLS1LVZv7xVlpi+Rc65i2cqVl9eiekDdMjM556xcGZlBAAAAAJCysKZSSZcnaePG8red\nGzZMqDhPUFmt0YwN9YhgEAAAAACkKKgZVXv7zMTLk9bYuKns9KamzarUSqSpaXOSVYos7XUHJIXR\nxAAAAABkXk/PgNraFqulpVNtbYvV0zOQdpXGJKj+XV29I4INkjQ4uFTd3ffUpDxpHR2tam5eNGJa\nc/NCzZt3bGBZFqS97oCkkBkEAAAAINPynp0RVv+wZlRJlydtaBt1dy/Rhg0T1NS0WfPmzR6x7YLK\n8tbELS/y3vwty00j84BgEAAAAIBMq5ydsSQXN3dh9Q9qRiUFN7OqRnmYatx0t7fPrLitgsrSDgTG\nXXdZlfZ6jSvrTSPzgGZiAAAAADIt79kZYfUPayqVdHmQoZvq3t4r1N/fqd7eKzR//qrhZm5h5XGl\n3Uwr683Yxqsa6zXNpptZbxqZB2QGAQAAAMi0vGdnhNU/rBlV0uVBwrKaks7aSjsQGGfdZVnc9Ro1\n8yYoayxOxlnWm0bmAcEgAAAAAJnW0dGqwcFFI248veyM2SnWKroo9Q9qKpV0eZZvumsRCAwLSoSt\n2zyKul4rrZsoQcCggJGkWM28km4aWQQEgwAAAABkWt6zM7Jc/6zfdCcdCKz3vmUqBXOirNegdRMl\nCBgUMHLOxco4C6t/3gPItUAwCAAAAEDm5T07I6v1z/pNd9KBtLx3Th4kSqAraL0GrZvGRlf2M0uD\ngOPJGouacZZk08iiIBgEAAAAAAWVh5vuJANp9dy3TFigK2y9Bq2bL3/5o6FBwKCsMeeCg0lRMs7i\nNp0sOoJBAAAAAFBQRb/prue+ZeIGuoLWTZQgYFjWGM280kUwCAAAAAAKqh5uuuOMSlUP37+SuIGu\nsHUTJUgoBQeMaOaVHquUnlWzCpi5tOsAAAAAAEXV0zOg7u57Sm66j83NTXe5fnGamxdp2bK2iqNS\nlZYPLSOv3z9I+e++UMuWRQ+q1Ou6kcKDiEkuO8nPLmVmcs5Z2bK0AzEEgwAAAAAA49HWtli9vVeU\nmb5EK1deHlqedXGDCvUczIkjapBwPOu+GgHKagkKBtFMDAAAAEBdSPJpfK2e5GNswvrFyXMH0WGj\ngUUZLSzP/TklKaxz7TjrPmzZUUawq8X5hmAQAAAAgNyrxo3zeJeN9IT1i5PnDqKrEVRAeWFBwjjr\nPm6Aslbnm4aqLQkAAAAAUlL55uyeSOVxlj2kp2dAbW2L1dLSqba2xerpGRjPV8EYdHS0qrl50Yhp\nXifHx0Yqz7J6znpKW1iQMM66jxugjHOuGgsygwAAAADkXpI3zlHmJXsoHWGjTuV5VKp6znpKW9hI\naXHW/bx5wcsO++xaBfkIBgEAAADIvbg3zkF9dES56abJTnqiDHGex20QFjQIK0dlYUHCOOs+boCy\nVkE+gkEAAAAAci/OzVtYVk+Um26a7KDa6jnrKQuCgoRx132cAGWtgnwMLQ8AAACgLoQNo12pPMrw\n42HLzvsQ5gCyI8q5LMpoY0FDyxMMAgAAAFBoLS2d6u/v3Gb6rFmd6uvbdno55bKLmpsXatkyMjUA\nVE/5c80iLVvWts25JigYRDMxAAAAAIVWjT46aLIDoBaq1T8ZwSAAAAAAhVatPjry2lExgPyoVv9k\nBIMAAAAAFBpZPQDyolqjjdFnEAAAAAAAQA6MpX8yOpAGAAAAAACoA2GjjQ0hGAQAAAAAAFAgQcGg\nhlpXBgAAAAAAAOkhGAQAAAAAAFAgBIMAAAAAAAAKhGAQAAAAAABAgRAMAgAAAAAAKBCCQQAAAAAA\nAAVCMAgAAAAAAKBACAYBAAAAAAAUyMS0KwAAAAAAQJYM9PSot6tLEzdu1KbGRrV2dGhme3va1QKq\nhmBQHQo7cXFiAwAAAIDyBnp6tGr+fC0dHByetsj/m/um5AXdr3IvWz2RgkFmNkHSryQ975ybY2bf\nl/R+SSbpKUmfdc79scx8CySdI2mzpA7nXG/Vao6ywk5cnNgAAAAAoLLerq4R90uStHRwUEu6u7ln\nSljQ/aok7mWrKGpm0HxJT0ia5P//C865dZJkZt+QdIGkvyudwcwOkXSqpEMk7SPp52Z2kHNuSzUq\nXmRB0dCwE1fWT2xRIr1EipPBugMAAACkiRs3lp0+YcOGGtekeILuV51zmb6XzZvQYJCZ7SvpOElL\nJV0oSSWBIJO0o6RyAZ5PSFrunHtH0jNm9rSkoyQ9UJ2qF1NYZk/YiSvLJ7YoWUtEipMRNWOMQBwA\nAADq3abGxrLTNzc11bgmxTOe+9Us3MvmUZTMoG9K+rKkyaUTzewHkj4u6TeSvlhmvr01MvDzvLwM\nIcQQltkTduLK8oktStYSkeJkRFn3BOIAAACyhb5Ck9Ha0aFFg4Mjrm0XNjdr9rx5kZcRZ90XebsF\n3a865yqWYewCg0FmdrykV5xzD5tZS2mZc+5sM2uQ1C3pNEk3RPi8sluvs7Nz+O+Wlha1tLSUexsU\nHikNO3FV48SWlChRYCLFyYiyXgnEAQDiKvINDlBt9BWanKH1s6S7WxM2bNDmpibNnjdvTMGc8a77\nom+3sPvVrN7LZkVfX5/6+voivTcsM+hoSSeY2XGSmiRNNrMfOufOlCTn3BYz+xd5mUM3jJr3BUnT\nS/6/rz9tG6XBIAQLy+wJO3HFPbElKUrWEpHiZERZ9wTiAABxFP0GB6i2vPcVmnUz29vHvZ7irPui\nb7co96tZvJfNitHJNZdddlnF9wYGg5xzCyUtlCQzmyXpIufcmWZ2oHPuab/PoBMk/VeZ2e+SdIuZ\n/aO85mHvkfTg2L4KRouS2RN24opzYktSlO9WjUhxmk8ls5rKG2XdE4gDAMRR9BuctMW9BiGrK3vy\n3FdovYuz7tluwferUe5lOV9FE3U0MckbRt75AaAbzGyyP+0RSX8rSWY2R9IHnHOXOueeMLNb5Y1C\ntknS+a7SHSMiy3JmT1SVDs4o3y1upDjNp5LVSOVN6kIuynolZRMAEAc3OOmJew1CVlc25bmv0HoX\nZ92z3eLhfDUGzrlUX14VttW/YoVb1NrqLp01yy1qbXX9K1aMqTzv6vX79a9Y4RY2NzsnDb8WNjfX\n7Pstam0d8dlDr8Vtbal/dlh52LqLWx5F/4oVbnFbm7t01iy3uK1txLxBZUPlcY7pej0mAKAo0vwN\nLrq41yBpb7usXwOkVb9y13YLQq79FtTwurvI4qx7tls8aZ+vssaPt5SNxYwlM6hmapFBkWX1HM1M\nO0U8zaeScVN547YLr8a6H2/KJk8kARQJzW3Ky/IgFvUu7jVImtdPWb8GSLN+eegrtKjnwzjrPgvb\nLc/SzkLN0z6fyWBQ3JvarP9ohEk7YBJ3Bw2aP+2DM820y7ipvHm+kMtCIAsAaiHt4HaWL0K5wUlW\n0LaNew2S5vVT1q8B0q5flvsKLfoD/jjrPqt9vOZBmuervO3zmQwGJZ1BkXV5fvoSNn/abWDjPpWM\nc5Ed9tlh5Xm+kMtzIAsAxiLN4HbagagouMFJRti2jXsNkmZWV9avAbJevzQl/YA/7U7R8xyoqmdp\nnq/yltSSyWBQ0hkUWZfnpy9h86edIh7nqWTci+y4qbx5vpDLcyALAMYizeB2PWRZZjmzKcvCtm3c\na5A0s7qyfg2Q9fqlKckH/JJS7YIgC8F1lJfm+aoWSS3V/B3MZDAo6QyKrMvz05ew+bOQIj7ep5LV\nuMiOk8qb5wu5PAeyAGAs0gxu5z3LMg+ZTWmK2ww/bnOitLK6sn4NkPX6pSnJB/xpd0GQh+B6kaV1\nvko6qaXav4OZDAYlnUGRBUE/6Hl++hJl/rymiGfhIjuvF3J5DmQBwFikGdzOe5Zl3jObkmyykvVm\n+EnK+jVANeoXtu3zmg2X5AP+iRWur2vVBUHWg+tIR9JJLdX+HcxkMEhKNoOiGpL8QQ/7fkmKe5Ga\nh7a1eBgAAB9NSURBVEDceOX9IjttSQey8nyxBKD60jonpBncznuWZRYeuoxX0qNmZr0ZvhQvoBFW\nnvUHiXHqF7TtpeCmUFmX5AP+3q6usp9Zqy4IuO7PrySvD5JOaqn672ClMedr9fKqkC/9K1a4hc3N\nzknDr4XNza5/xYpI5YtaW0eUDb0Wt7Wl+bWG9a9Y4Ra3tblLZ81yi9vahutdq/mzqtx2XRCy3UvL\nkZywYw5AsUT5nV7U2uounTXLLWpt3eZcEbc8TWG/wVHK0/ruYddHWb5+ilv3sPJLZ80qW37prFnD\ndUjz+ivomIt73VzvgrZ9lvf5Wqm0X8e9Lo973c51fz7l4XwTdC4fzznBj7eUj8VUKqjVK4/BoFr8\noCOb4l5kIxlcLAH1JW7AIeicEPfGNA8XkuOV9nevxs1bWoG6sGu7uOVZ/52LE9DI+ndLWtC2r8U9\nQ5aD22GqEfzmAXixRDnfZPmB0HiCkEHBoMw2E0tanHTVuGnMpBXmV1b75Cm6LDcdqAZG10E9qrTf\nRu0ccby/02l3OpplaX/3uOn1aXYwnfSomVloBhZkPL/DeWj+VwtB2967jytfVg1575Q97b406/m6\nP8k+0KKUJyVuB81pHzPVbmpeyGBQ3I1c7z/oRcZNdT7Vc4A16z9KwHgE7bdRh1Ud7+902p2OZlkW\nvnucm7c0A3VJj5qZ9U6U4wQ06vk3PIqwbZ/kPUM9B7cxfkn3gZblwH3aD0WiqGYQspDBoLgbud5/\n0IuKm+r8qucAax5+lOp1FJSiS/KpX9B+GyXgEOd3Ou1OR7Ms7989yhPfrHYaGuXaMMtZCHECGrX4\nDY878Euc/SZK59hS8LZP6p4hyvk2qxke9SDpfWu8ks6gzXLgPgsPRWqpkMGguBu53n/Qw9TrST8L\nN9UYn3oOsKb9oxTlIjDOKCh5TTOO+tlxbzDifL8kR72MWx6030YJOMT9nU4ygyOuNPf5tL97XEH7\nTi0e+KTdZCVNcQIa1fgNT+p8JsUbzSvqfhe07ZPcL8LOt1nO8Mi7uOsuyXUf99oz7WvXIGHnm7w/\nFBmzSp0J1eqlFDqQpiO78avnjjPp2BtZVI3z1Xg7wotyvMfpNDTPHflG+ew4o+vE/X5Jj3qZZHmU\nzhHj/k6n3eloUL3S3ufzPFBC0L6T905DUVmS57O455qs31OEnW+5Z0pO0vtWnPNZmtcAaUt6FLo0\n+PEWlXuVnVjLVxrBoHrcyLWS5YM3rnr+bsivJIZOjXpzGeWYiDMKSi0uJpK6eYvy2XFvMOJc6CU9\n6mXc8ij7bVhAoh5/p/N8AZ0Vlfad8eyTWQk+I1iS57O4Dwrz8KAx6Hwb91yPypLct5J42Bb32jNP\n99p5fihSTlAwqJDNxKrRzKuo6q2dZKmsp78jnjT7C4gj7vkqTrvtKMd7nE5Dk04zTjOFOup7xjt/\nnGZYUeqW9MhIUfbrsOY0QfPnVZZT66NKuyl5pX2nHjoNRXlJns/CfsfC5KFJSdD5tnBNZmoo7roL\nmj/u+SzpPtCy/htez016RytkMEgq1kaupno+6Wf9xITxS7O/gGqIc76Kc3MZ5XiP02lo0gGHqKNS\njSdIGGXdxL3BiHOhl/Sol9XoWybu72w9/k7n/cYry/2H0Glo/Ur6fBbnQWHeHzTmvR+xLIu77oLm\n/8U//EPZecZyPku6D7R6/A3Po8IGgzA+9X7S58RUn+I8IXHO5fppcJyby9Z58yLd0Evj6zQ06YBD\n3MyhoPIo58K4NxhxLvSSHvUy70/9sirvN15Zzp6h09D6lfT5LKwsSN7PhZzrkxN33QXNH3fUTBRI\npfZjtXp5VUCe5K2dJJBmfwFpq0a77iSP9yQ78k26T6Io6yboPXHmj9pfUj21eS+KPG+3PJ8v897H\nRdFl+bgAao3zGUopoM8gcxVS1WvFzFzadQBQ3xa3temK3t5tpi9pa9PlK1cGljvnAueV0u8jI8xA\nT4/uKXlydOyoJ09h5XlVLrNnYXOzZi9bppnt7epsaVFnf/8283XOmqXOvr7Q8jSFfTcgDWHn2qwr\n6rkSQP3hfIYhZibnnJUro5kYgLqXZH8BWe4jY0hR223Xc7MQUvORRVlvxhamqOdKAPWH8xmiIDMI\nQCHEeUISVBblSXickcyQnLDsGrJvgLHjaTMAANkRlBlEMAgAYghrSlQ2c6i5WW0BAYfSciSLNGoA\nAADUK4JBAJCQOP0RRSkHAAAAgPEICgY11LoyAFBPWjs6tKi5ecS0hc3NOjbi8OZh5QAAAABQbXQg\nDQAx1HMnxQAAAADqE8EgAIgpaESGuCOZAQAAAEC10WcQACSMTooBAAAA1BodSAMAAAAAABQIHUgD\nAAAAAABAEsEgAAAAAACAQiEYBAAAAAAAUCAEgwAAAAAAAAqEYBAAAAAAAECBEAwCAAAAAAAoEIJB\nAAAAAAAABUIwCAAAAAAAoEAIBgEAAAD/r707D7arKtM//n2SQCBAQCHIEJVBkClAEMIkDQXIkGbs\nbqUhyCDQSguKyGRAcQBpBH74UxBlbgaZUQQaLVQCAmGymUVmUBSUScYwJU//sdaF460bSE7i3Td3\nP58qK+ecvTeuW/XWOXu/613vioiIaJEkgyIiIiIiIiIiWiTJoIiIiIiIiIiIFkkyKCIiIiIiIiKi\nRZIMioiIiIiIiIhokSSDIiIiIiIiIiJaJMmgiIiIiIiIiIgWSTIoIiIiIiIiIqJFkgyKiIiIiIiI\niGiRJIMiIiIiIiIiIlokyaCIiIiIiIiIiBZJMigiIiIiIiIiokWSDIqIiIiIiIiIaJEkgyIiIiIi\nIiIiWiTJoIiIiIiIiIiIFpmhZJCkoZJul3R5fX+upN9LulvSaZKGTee6qfW62yX9dHYOPOZskyZN\nanoIMYdK7EQ3EjfRjcRNdCNxE91I3EQ3EjcxK2a0MuiLwO8A1/fn2F7B9hhgXmDP6Vz3qu2x9X/b\nzeJYYxDJF1d0K7ET3UjcRDcSN9GNxE10I3ET3UjcxKx4z2SQpNHAeOBUQAC2r+o45VZg9D9kdBER\nERERERERMVvNSGXQ8cCBwLTeByTNBewMXNX7WDWPpFslTZa0bffDjIiIiIiIiIiI2UG2p39Q2grY\n0vbnJW0EfNn21h3HTwFesr3/dK5f3PaTkpYGfg1sYvuRXudMfwAREREREREREdEV2+rr8z4bP3dY\nD9hG0nhgHmCkpLNs7yLpcGBh23u9y//pk/XfRyVNAsYCj/Q6p8+BRURERERERETE7PeulUF/d6K0\nIXCA7a0l7QnsTqn0eW065y8ETLH9uqRFgBuBbWz/fjaNPSIiIiIiIiIiZtKM7iYGpXl0T+boJGBR\nYHLdNv4wAElr1qVjACsBt0q6g7JE7KgkgiIiIiIiIiIimjXDlUERERERERERETHnm5nKoIgZJmle\nSaMkJcZihkkaIekjkt6rn1nE2xI30S1J6VsYMy1xE7MqMRQzStJ8ksZJmqfpscTgkwf1mO0k7QU8\nDpwInNDwcGIOIWk3StwcB5wmacFmRxRzgsRNdEvSIcBJknZqeiwx50jcRDckHSLpiLpTM87SjJgB\nkiYAjwJfA06XtErDQ4pBJsmgmK0kLQlsD4wDdgFWlPQ5SQs3O7IYyGrD+S2B9W1vWz/+gqSPNDis\nGOASN9EtSfsBWwBXAJ+TdFD9/cqMfUxX4iZmlqShkr4OfAK4BzhW0o6S3tfsyGKgkzQc+CdgS9tb\nAQ8Ce0laq9mRxWCSZFDMsl6Jnr8B7wfmrTvNHUlJDK3ZxNhi4JK0aM+yHtt/ozSdH1UPfw9YENi0\noeHFAJW4iVlVly9vDHzV9hXAIcBCwE6QGfvoW+ImujQE2BD4ou3zga9Q7os/0eioYkCStHhPhbPt\n14F1gcXq4f8G/gL8W0PDi0EoyaDomqQhko4FbpB0pKStbL8C3AwsB2D7l8CfgLUljWhwuDFA1Lg5\nhhInJ0naox66CFgLwPZvgfuApSQt3cxIYyBJ3ES3JM0l6WhJn5G0iu1pwF3Ap+opk6m/W5LGNjbQ\nGFASN9GNGjfflLS1pGVtvwncQakoA7iMsrR5NUlLNTTMGGBUfAe4FThD0gH10A8pFdDYfoTynTNC\n0jrNjDQGmySDYlbsCKxMmfG4A/hRXbbxJ2CNjqUalwL/CrzVyChjoNkMGAMsD5wLHCRpDGVN9BKS\n1q3nXQ+sA7zayChjoEncxEyTNAr4CWVmdTHgx5JWAn4FzCdprVrRcQ/wDLB4Y4ONASNxE92oyZ2r\ngWWBtYELJC1ASSIuImn5mlT8DbAIkEnS6LEWsIrt0cA3gH+WtC3wAEB9DXA/sCjwRiOjjEEnyaCY\naR3r4ocAt9j+i+2LgP8BDgcuodwYbQxg+3ZKgmj5BoYbA0RH3EwFngWm2Z4EnA/sTqnoeAnYRtLc\ntu8HpgDp/9JiiZuYRSOBRW3vavvbwFXADpTfr3uBCQC2HwaWBpaA9H+JxE10ZUHgddsTbB8GPAbs\nDTwEGNgc3q5iXYEyoRot1vGdMQVYUNJ8tu8EzqP0CxJwG7CzpJG2nwDmJgnomE2SDIpu9HxxjQTe\nL2lofX8AsA0wHDgF2EjSmZIuBOah/ChGy3T80PX8Oy9lJnV0fX8MsCrlJups4IOU2bSLgQUoDfOi\nZRI3MbOm8yD+AvA7SevX9ydSHtwXoczOj5Z0uKT5KLP0L0D6v7RJ4iZmo7mBRzsq4ycCG1GqOG4C\nxknap943vwA82cgoo3F93OMMA24BVq/vzwbmp3zvXAa8SKlQ/Gn97L7+G20MZkkGxXuStE7nrge1\nxBXKUo0NKaWw2H4BOAv4uu3bgH0o2exbbG9s++X+HXk0SdJ4SYv13Bx3xM2vgKWANSXNW+PiCuBg\n248Bn6HE1nW2P277r/0/+mhK4ia61fkgXpv9AgylVI4tK2mE7T8AtwMb2b6Fsl3vMpTlhQ/VKtdo\nkcRNzKqOuHmGsoRnSUnDbD8A3AnsbvsySlJxM0prhQdtX9/IgKMxkiZIWobyHdN5j3MvJTE0VtIo\n21MoiefdbD8P7AkcDfzc9tq1f1DELFMmMWJ6JG0E/JhyAzQMONT2bZJWpWzlfJKkLwMfBz5v+8+1\nb8e2lN023pSkzJS1i6T1KOWt9wJvAufZPr829N0B+H/1308AP7R9o6QPAMcC/2n7pYaGHg1K3ES3\nJO1KSQb+BrjS9uT6+frA3cB4yo4sF9q+QdI8lD4MG9h+XGV3uuF1A4RoicRNdEPSZyhV8DcB59r+\nY/18Dcr98oGUStVja5wsDFwHbGr7SUkjAWy/2MgfEI2Q9DHKPc5DwPPAfbaPqP3JvgQcD6xBia0b\nbP+4XvcLYILtZ5oZeQx2qQyKPtVZjk2A/Wz/M3AN8GlJG1BmPq4DsH1cff81Sf8BfBd4ue6ekJLp\ndloDOMr2eEqlxqaSdgCeAn5i+w3bZwO/A74k6WBKCeyf80DfaombmGmSxgH7A1+nLLvYX9KWdRnG\nGpRly1fUY7vUpuNLU8rxXwSw/VYe6NslcRPdkLQJ8AXg+5Qm0YfU6vkPUPpkzgecTFm+vJukxSn9\nMm+l3Ctj+8Ukglppacok13jgOGAVSfvZfho41fbTtn8BXAvsLum/JE2mJI+ea27YMdilMijeVmcr\n5gKes21JPwd+Yfv4+kP3KeCjwETbL0oaanuqpEWBscCuwDW2T2nsj4h+J2lBSh+Fx2o8nAs8bPtr\ndReNTwB7ALvYfrYjboYDqwE7AfcmbtolcRPdkjSkp7Re0gRgBdtflTSCUpn6Bdvr9rpmFPBJYDvK\n8p6jEzvtkriJWSXpMGCK7eMkjaZUcaxve0Kv88YAW1OWhC0JHGn7zP4ebzRHZXfl5YHb60qJoyiV\nhPvXpPNawGnAJraf6rnHqdeuQImf52yf1tTfEO2QZFAAIOmLwKHAJOBJ21+U9C+UG6C9bb9SZ9J2\nACbZvrxetwplvfxrDQ09GiTp85SZ1cnAX23vKWltSoXY5jVpuASlufiDtk+q160H3JPZsXZK3ES3\nJB0OfIDyO3RhXc58uu1l6vEhlB0tb7B9bMd1qpMcHwae6LnpjnZI3EQ3atwMAW6yfVW9Lz7E9rh6\nfBnKNuBX2z6rj+tXpUxaJG5apK6UOIJSEfYscDBlI50bgZVqDyAkHQ+8avvQ+n4LSp/VVAJFv8ky\nsaD25NgSWAX4LLC6pE9TSlr/QpmBB7ifsoOY6nXbA+tQtsuMlpG0CKUsejVK0nC4pImU7TGvo6yB\nBvgb8DT1+0bSxylbqubmqIUSN9GtOiu/HvBzYB9JB1Aa+N4p6aCOU08CVpM0QtJCNb7WB7D9eB7M\n2iVxEzNL0jBJxwDjKDtTHifpk5QJjAck7V5P/SvwS+AjkuaSNFrSAXWiFNt3JW7aRdK8lF5jG9Q2\nG49TJtunUTbZ+U49by5KcmhojZ3lKdvFJ16iXyUZFFDWv78PGFGz1cdRbpzmB24GNpO0sstuYVOA\nD9Xrfmb7VNuvNzHoaNzzwIrAqFp6fxIljsYBFwJbS1rb9quU7VYXqtfdaPv09FporcRNzDSVZr0b\nAAfa/hnwVcqN8+6UKrO9JS1UY+oN4G81hqYCZzu79rRS4ia6NBclEbi37XOAb1Ee8D9OaQL8aUkj\nXXa1nAuYv/bKfB24zPY9DY07GuayC9i6lF3loGwR/wywC3AMMF7SJjVeFq3XvEmpgj6jPmtF9Jsk\ng1qsrlkFWICSnV4RoN4wvUyZhb8GuAs4TdKZwOaUHRTIbEd7dMRK5+t5gIt5Z+b0RuBRSpO8hykz\nIEdKugCYwDtxM41oncRNdEtli+a3KDvN7Vg/voEyS7828CfgUuCMupRwR2BkXeLzkutuP9EuiZvo\nRu3dMgX4X2Cr+vGlwJPAypRNDO4FTq0NotcG3gKoTYAf7P9RR9MkDanLTQFOp/Qhw/YDlIn1Jeqx\nA4HPSrqC0oz85npeVllEI5IMahFJn5K0tt7Z1nJq/fcxypKMNSQtVU//GbCz7Wdtf4uydOMmYE3b\nt/X32KM5kvYHvi9pWfi7uHmFUj69jMqWqlButDcA3rL9PeBzwJXAx2z/qt8HH42RtL2kMT1JoMRN\nzCiVLbx7Xg+tD/RQlvksWStV3wLuofx2LUfpyXAFpc/UEMqMfm6uW0TSmrX5PFB2+6ovEzcxXZIW\n7/mdqgnEqXUJzz3AhyR9uFbA30ipKnuD8kD/AHAmpYL18EYGH42R9NHO97andUxaXQ8sJGnT+v5+\nSs+yhV22jN8bOINyj/OT/hpzRF+SDGoBSRtJug7Yk9IT6Ct1TfwCkibWtc0/BUZTtpPH9m+AZ3q+\n7GxPtv1DZwvnVlAxn6QfAeMpOx48Xo/NK+kbtQHndcArwL8C2L4TeJNSVYbth2yflbhpD0nLS7oN\n+A/KDc+hKrtqIOmIxE1Mj6TNJV1FST7vAiWJqLJ180aUio5HKOX22P495YF+aZdtvk8DdrK9V13q\nEy0gaVNJ11N2H5zW8fm4xE1MT0fcnAj8AEoCUdLHKJXyvwaGAVvUYzdQds4da/s124cB/2J711pJ\nFC0gaXVJjwNX1J6rnceOqr2l7gVuB/asCcZHKFXRowHqRPsldZlhRKOSDBrEJA2tjcw+DXzP9maU\n5RkjgdcojaAvsH1PfRi7ktIf6EeSfkZZ+/yHhoYfDZE0V50ZHQaMAra0/VvKD1nPeuiTbU+y/Thl\nB5blJJ0n6XLKzfjDDQ0/GlJnUqH0VLjQ9pbA0cCHKbPvAD9M3ESnmngeJulg4NvACZTlyVtI2q6e\ntgBl99OXKFUcq0jaX9L7KP063u6x4Oxs2Qo1boaq7Ex4DnCC7b179RRbkMRN9KFOdB5J2cFyb+CD\nkjauFUJLU7YAf4CyG9SGknaTNIKyqcFTPf+d9LBrj46l7mOAoyirJbaVNLzjtO/Yvqj2/fkxZYOd\n8+skx/yUCqGIAWVY0wOI2a9+YR1NeXg/D/hPv9Pk+ZPAB4E1gIdtP1wf/t+0fUWd0d8BuM/2d5sY\nfzSjI27mlnQZ79z0DJX0bWDlGh+X2L6zI27ukvQZSgXRKNsnNvZHRL/riJvhta/YWGAElB14JE0B\nPinpQtu39/TxSNxE7a+gOhv/R2BH2w/UpT5jKcsvAH7Zs3TH9m2SDgX2A66lNGu9sonxRzM64maq\npFcoD13X1GPjKZVAL9u+uueaxE309HOpS3lWB261fXFtnfAqZdmXbF/ccdnFlF5BXwYOotz/pFVC\ni9R7nCOAYZKuBK62/ZSkOykTGNdSqoBw3TK+57WkXSm7Lq9g++T+H33Ee1OWRg8u9cfuREr1z1XA\nrsBlwMnA5ykZ7ZsoJbDDbO9br/sn4M+2H5KkrJlvl15x83NKI81fA/tS1sQPBc6tn29ne9V63RbA\nn2zf3cCwo2G94uYXlGVfN1N6jH2WMhO2PmVJ2Ny296nXbU75vknctFRNBB4JnGF7Yp11fw0YavtN\nSedRbrpP73XdSNsvSpq7npvlGS3SR9wsCuxDSR4uS3mgf52yM89hHdclblqsj7hZkbL8/V5gM8oy\n+D9S+vju3HHdfLZfqdVkb6QSqF0kbQj8f0qC+beU5e8H2r62Hj+eUtV8RE3+yLYlbU+5x7m5qbFH\nzKhUBg0+C1BmPDaz/ZKkZyi7IWxl+/iekyStCUyU9CFKM7xlKWvq09G+nXrHzfOUXTP+TOk1NcH2\nfcDXJG1TfyCvp2wJ/kBTg47G9Y6b54CVKI02PwxsCnyD0jhxLJSba0rcZMeVlpI0P2WnlaOBXSWd\nbvuhenhafWAfTlmi0XndvpQE41G23+jPMUfz+oibM2sl2Q3A+4HDatXqGOAcSRfYvrsuJRtJ4qaV\n+oibs2zfV5eh7gbcbvsHKo3rn5C0nu0b6/fNa8ApnRUf0SoGjrN9NoCkVSk9pK6tx4+jTJSuRNkI\nY0FKc/ohwIv9PtqILiQZNMjYfkHSY8DuwPcoD+yLA5tKmmz7yXrqIsALtnt6Ap3R74ONAaOPuLmO\ncnN9PbATJVk4SdISlDXP97rsDnVeMyOOgWA6cbMIZcvm83oS0JI+S6ku6+mxcH4jA44BwfbLkva1\n/QdJiwHfBHbqqEp9HzCiPsgvCaxbl26cmoqO9ppO3Pw7cDUw2XbPw9fvKcs2VN+fnrhprz7i5nBK\nlfOzwEcp1c/Yfk3S+cBC9dLzbT/dxJhjwLgVuEVlV8uplAqhnomtYbafkHQKcHBdTvY0sJvtS5ob\ncsTMSQPpwelSYHVJi7t0qr+LUja9uKSl6rr5YyhfakjS9P9T0SKdcfMipeLnOeBblMab51CWkN1r\n+5kGxxkDS++4uZvyfbOEpIUlfYPSQPr6JgcZA0vHRMR3KY3EN++oSl2asi3vfpSNDRar1+SBvuV6\nxc2yNW6mUZai9jiI0hvxiXpN4qblesXNRySNrw/3DwGnSPqopInABpRkIkkEhe0pLjvHTa0fbc47\n3ytv1c9WBrYE7rS9W/+PMmLWJBk0OF0PPEMpf8VlJ6hxlHLHHYHVgPE9zcyyLCyq3nFzE7A1cJvt\nLwGnUHYW+2ZjI4yBaHrfN0OAdSmzrBt3NnON6GH7KeBU4NCOj9cB1gRWALaxfUITY4uBq3fc1GbS\nW0m6jvJwtovt55ocYww8HXHzlfr+KErC+XBgVUpLhUeaG2EMRCo7Xg6lLHn/n/rZipI+RklEL2d7\nYpNjjOhWGkgPUpLWo6yP/j6lzPEMSjPg33VkuCP+Th9xcxowsSaGIvrUR9ycDnzJ9h2NDiwGvI6G\nm5dQdi98lrLM8D7b1zU7uhioesXNk8DLwB3AA7b/t9nRxUDVK27+AkwBLgDusf1qs6OLgaz2lDoF\n+AmwB+X36sAknWNOl8qgQcr2jcBRlNLFq4CLbd+dRFC8mz7i5tIkguK99BE3lyQRFDOiPpiNABYF\ndgCetf2jJILi3fSKm38HnrR9fhJB8W56xc2ngMdt35JEUMyAscAEYH/KvfEeSQTFYJDKoEGu7soy\nNUmgmBmJm+hG4ia6IenLwIeAg2y/3vR4Ys6QuIluJG6iG5JGA7sAx2ZXwhhMkgyKiIiIxkgaUpsA\nR8ywxE10I3ETEfGOJIMiIiIiIiIiIlokPYMiIiIiIiIiIlokyaCIiIiIiIiIiBZJMigiIiIiIiIi\nokWSDIqIiIiIiIiIaJEkgyIiIiIiIiIiWiTJoIiIiGg1SQtK2ru+XlzSRU2PKSIiIuIfKVvLR0RE\nRKtJWgq43PaYhocSERER0S+GNT2AiIiIiIb9F7CspNuBB4EVbY+RtBuwHTACWA44FhgO7Ay8Doy3\n/bykZYETgFHAq8Betu/v/z8jIiIiYsZkmVhERES03cHAw7bHAgf2OrYysD2wFnAk8LLtNYDJwC71\nnJOBfW2vWa//Qb+MOiIiIqJLqQyKiIiIttN0XgNcY/sV4BVJLwCX18/vBlaVNB+wHnCR9Palc/8j\nBxsRERExq5IMioiIiJi+1zteT+t4P41yHzUEeL5WFUVERETMEbJMLCIiItruJWCBmbxGALZfAh6V\n9G8AKladzeOLiIiImK2SDIqIiIhWs/0scIOku4HvAD1brbrjNX287nk/AdhD0h3APcA2/9gRR0RE\nRMyabC0fEREREREREdEiqQyKiIiIiIiIiGiRJIMiIiIiIiIiIlokyaCIiIiIiIiIiBZJMigiIiIi\nIiIiokWSDIqIiIiIiIiIaJEkgyIiIiIiIiIiWiTJoIiIiIiIiIiIFvk/lwGnT/COZD8AAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f354aa50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f358c110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f37fcc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3631210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "va_average_dataframe, va_packetloss_dataframe = plot_ping_comparation(va_df_ping6, va_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b59f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkJmZmZmZmZlZi3MByMzMzMzMzMysxf1/l4BA8F1EdLkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3c2c490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIDvf/srWJUFOV0ZkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3d08f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERERERJf7//P8wJsR29o2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3aed510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERERERHSwFH8iIiIiIiIiIjrY/wNLnqeROAqQOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3a0c210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJEkaYv8LgZPdCvMmcI0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3977690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKO5QTWu3CmwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f390f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZmZmZmZiXyf6v8hyaVN3zUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef75b290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef6f8c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkJmZmZmZmZlZPfd/7PNLEUUv8N4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef646490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3970b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "go_average_dataframe, go_packetloss_dataframe = plot_ping_comparation(go_df_ping6, go_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZm1uWcADIzMzMzMzMz63L/D15utdn6QdezAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3970e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3511810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRpxJkAkiRJkiRJGnH/H1JYiFx/f7R0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f369edd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRJ/7/853rSAN4QxqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3d87350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f34cb590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8VPWd//H3J4CJVrwgqKig7air1nrZttqbEGvJoHjd\ntipUa7389ueqCa1tVQIoFlC3P7tdEqu2u3a9Y9VaL0wXwtqGWLfWesHWumqNVVTUKiIr0kQDn98f\n52SYhJk5k0xmJjPzej4eeTBzvufyPTPfGeZ8zuf7/Zq7CwAAAAAAAJWrptQVAAAAAAAAQGERAAIA\nAAAAAKhwBIAAAAAAAAAqHAEgAAAAAACACkcACAAAAAAAoMIRAAIAAAAAAKhwBIAAAAD6MbNvmNlD\npa5HoZnZPDO7pUD73mRmH8tx3QPM7Pcpz18ys6MKUa/BMLOJZvaemdkAtyvY6ztYZna1mZ1b6noA\nAIqPABAAYMiEF20Tw8ftZnZ2v/J6M3sl5fkJZrbSzNaZ2Vtm9qCZ7ZVmv581s/9Nvfgys3/LsOy6\nPOq/RZ3z3Nc7ZrbVUOyvWML36NcZyvYKL+oH9fsh3b7N7AIze8rM3jez183s12Z2ymD2X23M7EYz\nm99v2RbvkZnNMLPHwgDGajP7pZl9Piz2Itb1jCyrzJf0/1Keu4pUt1y4+yp3H+3uA63ToM8hXfBo\niL6jrpbUbGaj8twPAKDMEAACAAwl7/c448WPme0t6SZJ33L37SV9VNKPJG1Ms/pjCv7P+mTKsiMk\nvZJm2YpB1XxznfMWBrGOkLRJ0vFDsc9hZkBZEBl3YtYqaaakCyWNkbSbpDmSpg7F/qtAZJDEzC6U\n9ENJCyTtLGmCpGu1uV0OyXuZg2zfBeMl1Uu6t0h1ycrMRg7l7oZwX1Ke31FmVuPub0h6VpX53QQA\nyIIAEACgVA6R9Bd3/7Ukuft6d7/H3V/pv6K7fyjpEUmTJMnMdpY0StKd/ZbtK6nDApeY2Qtm9raZ\n/czMdgzXqzOzW8Pla83sUTPb2cwWKgjaXBNmSrTkcW5fl/RbBQGuPlkPYSbEtWEWxntm9hsz28XM\n/jXMGPofMzskZf3e8/hfM/uTmZ2YUvZUuI/ev01m1vt6HB+uvzbMqtkvZbuXzOzb4fbvmtkdZlbb\n+3Ir80VmR/jvu+HxDg9f6znhPt80s5vMbLsM2yf3bWb7SvonSae4+4Pu3u2Bh939zH51PSrleZ+s\nCDO7K8wcetfMVpjZAf1e6x+Z2ZLw9XvEUrokmVmDmT0XbvujcPv+WWv/L3xfXjSzqSnLdzOz+81s\njZn92czO6Xfc+SnPk5lvZnZKv/es2zJkXOUoY4DBzLaXdLmk89z9Xnf/m7tvdPcl7n5xhm2ytZs+\nXbrSnOd3LcgwetXMzkqz+0ztaoqkx939gwx1qg0/H6+Ffz+0MLMufM/+IXz8+bCOx4TPjzKzJ1P2\nc5aZPRO+n0stzFZMObfzzOzPkp5LU4c+mVUWdBHsDNvVi2Y2I8O5uaS68DP2v2b2uJkdlLLf3czs\n52b213A/jeHyqZJmSeptLyvNbIHSfEeZ2X5mtjxsi8+a2VdT9n+jmV1nwffNegWBNklqlzQtQ50B\nABWKABAAYMi4+0fdfVWOqz8haT8z+5fwAnnbiPU7FAZ7wn9/I+nhfstedPfVkpoU3N2eJGm8pLUK\nsoukICCznaQ9FGSd/F9Jf3P32ZIeknR+2NWjKcfzSOfrkm6VdJukuAXBqVRflTRb0lhJ3QqCRY9J\n2knS3ZL+JWXdFyR9wd23U3Axf6uZ7SpJ7n5wWNfRkr6t4K7+E2Fw5fbwdRgr6ZeSHrDNmQ0e1iGu\nIPPqIEnfCPe5wt2/mOG8jgj/3T487u8knangNa2X9DFJ20q6Jt3G/fb9RUmr3P2JDMdKbqYtM8tS\nJSTtLWmcgjZ1W7/yUyTNk7SjgtdyoSSZ2VhJd0m6WEE7eE7SZ/vt/3AFr+lOkr4v6YaUsjskrVLQ\nvr4i6QozOzJDnTdX3v1nKe/ZbpI6FbxXhfBZSXWSfpHLyjm0m/5SA3pTFbTBLykIxH6pz4ruZ7r7\nzRn28wmlCbqkmC3pMEkHh3+HKcgUk4JARn34eLKkF7X5O2FyWC4zO0FBQOWk8NwekrS433FOkPRp\nSQcoCzP7iKRFkqaGn8vPSlqZafVwv3cqaIO3S7rXzEaEwaQHJD2poC0cJembZtbg7kslXSHpjrC9\nHOLuc9TvOyqsy3IF3zfjJJ0q6Voz2z+lDtMlzXf3bRV8Z0pBuz4423kCACoPASAAQEm4+4sKLtx2\nV3Bx9JaZ/Ud4QZNOh6QvhI+PCJ//VtJnUpb1dv86V9Icd18dZg9dLukrZjZC0gcKLuj3CTNOnnT3\n91KOk1eXDTP7gqSJku4MgxudklKzA1zSPeFxuxVcnP/N3W8Nxxe5U9KhyZXd7w67bMjd75T0ZwUX\nwP2POV/S8e6+XkHQY0mYWbNRwZgfW0v6XMpmLe7+hruvVXAReoiipXttvibpB+7+kru/r+Ai+1SL\nHidorKQ3+53Hq2Hmyd/MbEIO9ZG73+ju76e8zweb2ejeYgWv9WPh63CbNp/nMZKeDjNjNrl7i6Q3\n+u3+ZXe/IXxfbpY03oJssQkKXsuL3f0Dd39K0r8rCPwlTydbvcPXZ7GkX7v7v+VyroOwk6S33X1T\njuvn0m4yOVnST939GXffIOmyAdRze0nrs5TPkPQ9d3/b3d9W8D6fHpZ1KAj0SMF3wJUpzyer73fC\nle7+XPh6XCnpkH7t7Ep3fzf8XEbZJOkTZra1u7/p7s9kWfexMLtxo4Lgbp2CoNGnJY119wXu3uPu\nf1HQjk4NtzOlb0epy45VkEl5U9iOV0q6R0GAt9e97v5bSUo5t/ck7ZDDeQIAKggBIABAofQo6KaV\napSkD3ufuPvv3P0Ud99ZwcXbJAV3+9N5RNK2ZnZguO5DYcDhlXDZJG3uorSnpF+EwYS1kp4J67Oz\npFskLZN0R9id5J/7ZThkG6vk+pSuO5dkWO0MSW3u/k74fLH6dQOT9NeUx139nv9NQRZN7zG/bmZP\nppzLgQou7HvLJ0j6maSvu/sL4eLxCrJTghMKAhivKAi29UoNdvQ55gCNl/RyyvNVkkZK2iViuzXh\ntknuvoeCwFCtcgjEhVkUV1nQRW6dpL+ERWNTVksNMqWe526SXu23y/7Pk69RGNRQuP1ukt4J21+v\nVer7+kZZKOkjCrJttmBmR6S0tT9m2Eemz9imMMixRtLYHIJxvXZTdLvJZHy4bq9cMwGlIENvdJby\n3bRlG9stfPxbSfuGWXaHKAjUTTCznRQEWFK/ExalfI7WhMtTz22L7qfphO/7KQqCSqst6GL4d1k2\nSbar8DV9Naz/REm79dYprNcsBd9TWauQ8nhPSYf328cMbf789b6H/Y2W9G7EcQAAFYYAEACgUFYp\n6F6U6qOSXkq3srs/piAb5sAM5V2Sfq+ga9d4d38+LHooXPYJbb7YW6Wge8aOKX/buPvr4Z3277n7\nxxVkNhyrzZkbWQdYdfdze7vvuPtV/cvNbGsFmRCTLRiX5nVJ31SQlXJQ//WjmNmekn4i6XxJY9x9\nR0lPKwyOhMe7V9IP3X1ZyqarFVwY9u7HFAz++1qmU8uxSunWWy1pr5TnExUEJt5Ms26qX0naw8w+\n2W95/8DP+woCJb3Gp9RjhoL3/ijfPJB4un2ks1pBN8Bgg+A12iPz6ltsO6Zft8WJ2nyh/76kbVLK\ndk3d2MxOVRBA+EqYFbIFd38opa19IkM9Vqnvay8Fr0HvBf9vFXQxPCn76SS9puztZoP6nldqAO91\nBa9Br9THUf6goNtYJuna2GopGZh7XMHn7I9hJth/K+iO9kJKIHaVpH/s953wEXd/JGW/OQ+w7O5t\n7t6g4L19VlK2LK5kllEYjNtDwWv6ioLsndQ6befux4arp8vc6l/HVZJW9NvHaHc/P+IU9lfmbmsA\ngApFAAgAUCg/k3SmmX3aAvsquEi7Q0oO2HqOmY0Ln+8n6TgFF62ZdCiYNerhlGW/CZetDrtQSNL1\nCsZk6Z2SfpyZHR8+rjezT4Tdwd5TkJHUexH+pqRYHud8ooLgx/7aPF7J/gqCVL1BpoF0MfuIggu+\ntyXVmNmZ6hsg+6mk/3H3q/ttd6ekaWb2RQumev62gkyj/85wnFzr9JaCi9LU12ixpG9ZMEjutto8\nbknWbkfu/pykHyvIxPqSmW0dvif9uxutVNClbKSZfUrSl1PKtlUQ4Hgn7Dp4xQDO65cKuvCcEGaA\nna9+gZosdX9FwWt5pQUDFB8k6SwF47D01vkYM9sxHK/pm8kKmR0qqVXSSe6+Rvn5uYL3eUqYDdU7\ni9risJ7rJF0q6UfheW5jZqPM7Ggz++c0+7tL2dvNSklfC481VZvH2pGCNvcNM9vfzLbRwLqA/Zek\nv7dwYOc0FkuaY2ZjLRi76VIFmXy9Vih4/3q7e7VLukB9ZwS8XsHU5wdIwQDZljJY8kCE3QBPCNvc\nhwoCfmkDeaFPmtlJYTv7poLX9BEFAe33zOyi3vZvZgeG7VwKvo/2CgNxSlmW+vlboiAD6rTwvR0V\nfuf2Dt6d6TMwWdJ/DuS8AQDljwAQAKAg3L1N0iWS/kNBV4OEpBu1+U75uwqyN/5oZu8puBi5R8Fg\nu5msUNC95zcpyx5WMPjpQynLFkm6X1Kbmf2vgqBS77g5uyq40F2noGtYuzZfTC5SMFbQO2b2rwM6\n4cDXFYyD8qq7/zX8e1PBoMgzwgBHukGN+9/Vd0kKxxX5QVj/NxQEf1LP/RRJJ1rfWaU+H2ZHnaYg\n0PCWgtl+jnP3ngz1jpxOPKzPBgVdlx4Ou5scpiAIdYuC4NyLCrJEGqP2Fe7vfEktCsZFWaMgI+J7\nCrKoerNY5iq44F2rYDDn1EGeb1bQNeg1BZlRv1Xur+3bCsZJ+b6CANv+Cgbi7o7aNjRdQVbKagXt\n9lJ3/1VYdoukpxRkuy1VEPTs3fYEBWOv/CblPUts8eLkIGwf0xWMZ7NGQaDmtwrGyOld518kXagg\nMPRXBRkj52nzwNDJ8wyDctnazUwFQdrebkbJwaU9GLT4XxVkdj0v6UHl0KbCbd8MtzsxwyoLFLw3\nfwj/HguX9VqhIBjYmwHYoSB42vtc7n6vpH9WEHBcJ+mPCgZBT66SS1XDf2skfUtBu1ujoEvqP2XZ\n5l4Fn9V3FIyZ9Q8ezMa2UUEG4iEKPjtvKcj4651F767w3zVm9lj4uM93lAdjfjUoGDfoNQWZWFdK\n6g2mbdGOzWy8gvZ+bw7nDACoIBZ0RY5YyewlSf+r4O7Gh+5+mJmNUXB3d08FP3BOdvd3w/VbJB2t\n4EfgN9z9yXT7BQAAGA7CrjmvSJrh7iui1sfQsmDWqpvc/bDIlZEXM7taQfe460tdFwBAceUaAPqL\npE+m9KOWmX1fwcwS3zeziyXt6O6XmNkxki5w92PM7HBJi9z9Mxl2DQAAUBJm1iDpUQWDQ39XQRbH\nx3KcBQoAAKCsDKQLWP8+xMdLuil8fJM2p+2e0Lvc3X8naQczi5oJBAAAoNg+K+kFbe7udCLBHwAA\nUKlyDQC5gnEUHjOz/xMu2yXssy0FA9L1Bnl2U9/pJl9V7rNqAAAAFIW7X+7uY8OZlz7r7r8vdZ0A\nAAAKZWSO633e3V8PZ2pZbmbPpha6u5tZal+y/tlC/Qefy3maTQAAAAAAAOTG3dPOAplTAMjdXw//\nfcvMfqFgJpU3zWxXd38jnE3gr+Hqr0makLL5HuGy/vscQPVR7ubNm6d58+aVuhooM7QbDBZtB4NB\nu8Fg0G4wGLQbDAbtBrkwSxv7kZRDFzAz28bMRoePP6Jgqsk/Kphe94xwtTO0eSrJ+xVMgysz+4yk\nd1O6igEAAAAAAKDIcskA2kXSL8Io0khJt7l7m5k9JulOMztb4TTwkuTuvzSzY8zsBUnvSzqzIDUH\nAAAAAABATiIDQO7+F0mHpFn+jqQvZdjmgvyrhkpSX19f6iqgDNFuMFi0HQwG7QaDQbvBYNBuMBi0\nG+TLSjEWj5k5YwABAAAAQF8diYTaWlo0srtbPbW1amhq0qRp03IuB1DdzCy/QaABAAAAAIXVkUho\n2cyZWtjZmVw2O3w8adq0yHJUlmyD+QLSwCfXIgMIAAAAAIaBOfG4FrS1bbF8bjyu+UuXRpajsoSZ\nHKWuBoapTO0jWwZQ5CxgAAAAAIDCG9ndnXb5iK6unMoBIBsCQAAAAAAwDPTU1qZdvrGuLqdyAMiG\nABAAAAAADAMNTU2aHYv1WdYci2lKY2NO5QCQDWMAAQAAAMAw0ZFIaHlrq0Z0dWljXZ2mNDZuMQtY\ntnJUDsYAQjaDGQOIABAAAAAAAMMMAaD09tprL91www066qijSl0VSdJtt92mm2++WcuWLSvqcRkE\nGgAAAAAAVCwzk1na+MaQeemll1RTU6NNmzZFrvu1r31tyII/GzZs0Hnnnadx48Zphx120OTJk4dk\nv71GDuneAAAAAABAwSQSHWppaVN390jV1vaoqalB06ZNKvo+ctHT06ORI8s37FDsDKx//Md/1KZN\nm/Tss89qzJgxWrly5ZDunwwgAAAAAADKQCLRoZkzl6mtbYFWrJintrYFmjlzmRKJjqLu44knntCh\nhx6q7bbbTieffLJOOeUUzZ07V+3t7dpjjz30/e9/X+PHj9fZZ5+td999V8cee6x23nlnjRkzRscd\nd5xee+215L7q6+t16aWX6gtf+IK22247xeNxrVmzJll+yy23aM8999TYsWN1xRVX9KmHu+uqq67S\n3nvvrbFjx+qUU07R2rVrJW3O4rn55pu15557aty4cX22z7btpElBMGyHHXbQ6NGj9bvf/S7ja3Hj\njTfqiCOOSD6vqalRa2urYrGYxo0bp4suukjuru7ubu2www7605/+lFz3rbfe0jbbbKO3335bzz77\nrB544AH95Cc/0U477SQz06GHHprze5ILAkAAAAAAAJSBlpY2dXYu7LOss3OhWluXF20fH3zwgU46\n6SSdddZZWrt2raZPn65777032TXrzTff1Nq1a7Vq1Sr9+Mc/1qZNm3T22Wdr1apVWrVqlbbeemtd\ncMEFffa5ePFi3XjjjfrrX/+qDz74QFdffbUk6ZlnntF5552n2267TatXr9aaNWv06quvppxLi+6/\n/351dHTo9ddf14477qjzzz+/z74ffvhhPf/883rwwQf1ve99T88991zktg899JAkad26dXrvvfd0\n+OGH5/z6StK9996rxx9/XE888YTuu+8+/fSnP1Vtba2+/OUva/Hixcn17rzzTtXX12vs2LF69NFH\nteeee+rSSy/VuHHjdNBBB+mee+4Z0HGjEAACAAAAAKAMdHen7061bNkImSmnv7a29Pvo6hqRUx0e\neeQRbdy4UY2NjRoxYoROOukkHXbYYcnympoaXX755Ro1apTq6uo0ZswYnXTSSaqrq9O2226r5uZm\nrVixIrm+menMM8/U3nvvrbq6Op188snJrk933323jjvuOH3hC1/QVlttpfnz56umZnMY48c//rEW\nLFig3XbbTaNGjdJll12mu+++u8/YPZdddplqa2t10EEH6eCDD9ZTTz0lSbr++uszbptv16+LL75Y\nO+ywgyZMmKBvfvObyaDPjBkzdMcddyTXu/322zVjxgxJ0quvvqqnn35aO+ywg15//XVdc801OuOM\nM/Tss8/mVZdU5dsZDwAAAADQR0ciobaWFo3s7lZPba0ampqYJr6C1Nb2pF0ej2/U0qW57SMe71Fb\n25bL6+o25rT96tWrtfvuu/dZNmHChGTQZNy4cdpqq62SZRs2bNC3vvUtLVu2LNnFav369XL35GDO\nu+66a3L9rbfeWuvXr08ea4899kiWbbPNNtppp52Sz1966SWddNJJfYJCI0eO1Jtvvpl8nrrvbbbZ\nJrnvl19+OXLbwZowYULy8cSJE7V69WpJQXe3DRs26NFHH9XOO++sp556SieddFLyvEeNGqU5c+ao\npqZGkyZN0pFHHqm2tjbtt99+eddJIgMIAAAAACpCRyKhZTNnakFbm+atWKEFbW1aNnOmOhKJUlcN\nQ6SpqUGx2Ow+y2KxZjU2TinaPsaPH99nDB9JWrVqVTKY03+Grh/84Ad6/vnn9eijj2rdunVasWKF\n3D2nLJvddttNr7zySvL5hg0b+owPNHHiRC1dulRr165N/m3YsEHjx4+P3He2bfOdZWzVqlV9HvcG\nzEaMGKGTTz5Zixcv1uLFi3XcccfpIx/5iCTpoIMOkrTlwNNDOeMZASAAAAAAqABtLS1a2NnZZ9nC\nzk4tb20tUY0w1KZNm6RFi+KKx+dq8uR5isfnatGiqQOawSvffXzuc5/TiBEjdM0116inp0f33Xef\nfv/730tKP2vW+vXrtfXWW2v77bfXO++8o8svv3yLdTIFg7785S9ryZIlevjhh/XBBx/o0ksv7dO9\n69xzz1Vzc3My4PLWW2/p/vvvz+k8sm07btw41dTUqLPf5ylXV199td5991298soramlp0SmnnJIs\n6+0Gltr9S5ImT56siRMn6sorr1RPT48efvhhtbe3Kx6PD6oO6dAFDAAAAAAqwMju7rTLR3R1Fbkm\nKKRp0yblPWV7PvsYNWqU7rnnHp1zzjmaNWuWjj76aB177LHaaqutkgNBp/rmN7+pGTNmaOzYsdp9\n99114YUXbhGkSd0mdR8f//jH9aMf/UgzZszQ+++/rwsvvLBP96qZM2fK3dXQ0KDVq1dr55131qmn\nnqrjjz9+i/32l23bbbbZRrNnz9bnP/95ffjhh1q2bFmfcY76173/cU444QR98pOf1Lp163TmmWfq\nrLPOSpYddthh2nbbbfX666/r6KOPTi4fOXKk7rvvPp1zzjm66qqrtNdee+mWW27Rvvvum/EcBsqK\nPa+9JJmZl+K4AAAAAFCp5sTjWpBmcJe58bjm5zpADIYNM8t7MOJiOfzww3XeeefpjDPOKHVVSq6m\npkYvvPCCPvaxjxX0OJnaR7g8beSLLmAAAAAAUAEampo0Oxbrs6w5FtOUxsYS1QiVqqOjQ2+88YZ6\nenp000036emnn9bUqVNLXS1EoAsYAAAAAFSA3tm+5ra2akRXlzbW1WlqYyOzgGHIPffcczr55JP1\n/vvvKxaL6e6779Yuu+xS6moVzLnnnqvbbrtti+Wnn366rr322j7LhnLQ5qFGFzAAAAAAAIaZcuoC\nhuKjCxgAAAAAAAC2QAAIAAAAAACgwhEAAgAAAAAAqHAEgAAAAAAAACocASAAAAAAAIAKRwAIAAAA\nAADk5MADD1RHR0epqzFkHnroIe23336lrkZREAACAAAAAAA5efrppzVp0qTI9fbaay/96le/KkKN\n0qupqdGLL74Yud4RRxyhZ599dkiPffPNN6umpkY33HDDkO43XyNLXQEAAAAAAJCbjkRCbS0tGtnd\nrZ7aWjU0NWnStGlF30cUM5O7D2rb3u3MLK86DPb4+Vi7dq2uuOIKHXjggXnXf6iRAQQAAAAAQBno\nSCS0bOZMLWhr07wVK7SgrU3LZs5URyJRtH3stddeevDBBzVv3jydfPLJOuOMM7TddtvpwAMP1OOP\nPy5JOv3007Vq1Sodd9xxGj16tK6++mpJ0iOPPKLPfe5z2nHHHXXIIYdoxYoVyf3W19drzpw5+vzn\nP69tt91WL774ompqavTjH/9Y++67r3bccUddcMEFfery05/+VAcccIDGjBmjqVOnatWqVZKUzFA6\n+OCDNXr0aN11110Zz6e9vV0TJkzoc35XXXWVPv7xj2vMmDE666yz1N3dLUnaf//9lUh5nXp6ejRu\n3DitXLkyuWzWrFmaOXOmdtppp5xez2IiAAQAAAAAQBloa2nRws7OPssWdnZqeWtr0faRmtXywAMP\naPr06Vq3bp2OP/74ZIDmlltu0cSJE7VkyRK99957+s53vqPXXntNxx57rC699FKtXbtWV199tb78\n5S9rzZo1yf3deuut+vd//3e99957mjhxoiQpkUjoscce0x/+8AfdeeedWrZsmSTpvvvu05VXXqlf\n/OIXevvtt3XEEUdo+vTpkpQco+gPf/iD3nvvPX31q1/N+fWRpNtvv11tbW3q7OzU888/rwULFkiS\nZsyYocWLFyfXW7ZsmXbeeWcdcsghkqRHH31UTzzxhM4999wBHa9YCAABAAAAAFAGRoaZKP2NWLZM\nMsvpb2RbW/p9dHUNqC5mpiOOOEJTp06Vmem0007TU089lXH9W2+9Vcccc4ymTp0qSfrSl76kT33q\nU8mMGjPTN77xDe2///6qqanRqFGjJEmXXHKJtttuO02YMEFHHnlk8hjXX3+9Zs2apb/7u79TTU2N\nZs2apZUrV+qVV14Z0HmkO68LLrhAu+++u3bccUfNnj07GfSZPn267r//fnWFr9Xtt9+eDDpt3LhR\n559/vq655pph1/WrFwEgAAAAAADKQE9tbdrlG+NxyT2nv56GhvT7qKsbcH122WWX5ONtttlGXV1d\n2rRpU9p1X375Zd11113acccdk38PP/yw3njjjeQ6qV2xeu266659jrF+/frk/mbOnJncV2+Xq9de\ne23A59Ffaj0mTpyo1atXS5L23ntv7b///rr//vu1YcMGPfDAA5oxY4Yk6dprr9VBBx2kww47LLlt\nKcYgyoZBoAEAAAAAKAMNTU2a3dnZpwtXcyymqY2NRd1HLvpnwUycOFGnn366fvKTn+S8TTYTJ07U\n3Llzkxk4Q6l3LKHex7vttlvy+fTp07V48WJt3LhRBxxwgD72sY9Jkn71q19pxYoV+uUvfylJeued\nd/Tkk0/qqaeeUktLy5DXcTByCgCZ2QhJj0l61d2PM7MbJU2StC5c5Rvu/lS4boukoyVtCJc/OeS1\nBgAAAACgyvTO1DW3tVUjurq0sa5OUxsbBzSD11DsQ4rObtlll13U2dmpL37xi5Kk0047TZ/+9KfV\n1tamo446Sh9++KEeeeQR7bPPPtp9991z2qe7J9c599xzNXfuXB188ME64IADtG7dOrW1tSXH++k9\nfm+AZiA0U3IXAAAgAElEQVTnde211+rYY4/V1ltvrYULF+rUU09Nlp966qlqbm7WO++8o6997WvJ\n5TfeeGNysGh31z/8wz/oq1/9qs4+++wBHb+Qcs0AminpGUmjw+cu6Tvufk/qSmZ2jKS93X0fMztc\n0nWSPjNUlQUAAAAAoJpNmjYt7ynb892HmSX/+i/vNWvWLDU2Nuqiiy7S3LlzdeGFF+q+++7TRRdd\npOnTp2vEiBE6/PDDdd1116XdPtPz3mUnnnii1q9fr1NPPVUvv/yytt9+ezU0NCQDQPPmzdMZZ5yh\nv/3tb/q3f/s3feUrX8l6PqmPZ8yYoYaGBq1evVonnnii5syZkyzfdddd9bnPfU4dHR19Zhfbfvvt\n++xzq6220nbbbafRo0druLCoCJuZ7SHpRkkLJV0YZgD9h6Ql7v7zfuteL+nX7v6z8Pmzkia7+5v9\n1vPh1hcOAAAAAIDhwsyG3Rgy1eCjH/2obrjhhmTm0nCVqX2Ey9P2pctlEOgfSvqupP4jOS00s6fM\n7F/MbKtw2e6SUofcflXSHjkcAwAAAAAAAAWSNQBkZsdK+ms4jk9qBGmWu+8n6dOSxki6OHWzfrsh\nZAkAAAAAAEriiiuu0OjRo7f4m5ZnV7pyk7ULmJldIel0ST2S6iRtJ+nn7v71lHXqJX077Bp2vaR2\nd78jLMvYBeyyyy5LPq+vr1d9ff1QnRMAAAAAAGWNLmDIprd9tLe3q729Pbn88ssvz9gFLHIMoJSd\nT1Yw8PNxZjbe3V+3YKSkH0ra4O7N4SDQF7j7MWb2GUn/6u5bDALNGEAD15FIqK2lRSO7u9VTW6uG\npqa8B/4CAAAAAAxPBICQzWDGAMp1FjAp6NrVu/dbzWxcuOxJSc2S5O6/NLNjzOwFSe9LOnMA+0cG\nHYmEls2cqYWdnclls8PHBIEAAAAAAECUnDOAhvSgZAANyJx4XAva2rZYPjce1/ylS0tQIwAAAABA\nIZEBhGwKnQGEAsrWxWtkd3fabUZ0deW0PQAAAACg/ASjrgBDgwDQMBDVxauntjbtdhvr6nLaHgAA\nAABQXsj+wVDLOg08iqOtpaVP8EaSFnZ2anlrqySpoalJs2OxPuXNsZimNDbmtD0AAAAAAKhuZAAN\nA1FdvHqzeOa2tmpEV5c21tVpamPjgLqIAQAAAACA6kUAaBiI6uIlBUGgTN25ctkeAAAAAABUL7qA\nDQNRXbwKvT0AAAAAAKhsTAM/THQkElqe0sVrSkoXr2JsDwAAAAAAylu2aeAJAAEAAAAAAFSAbAEg\nuoABAAAAAABUOAJAAAAAAAAAFY4AEAAAAAAAQIUjAAQAAAAAAFDhRpa6AtWiI5FQW0uLRnZ3q6e2\nVg1NTczSBQAAAAAAioIAUBF0JBJaNnOmFnZ2JpfNDh8TBAIAAAAAAIXGNPBFMCce14K2ti2Wz43H\nNX/p0hLUCAAAAAAAFFqxewNlmwaeDKAiGNndnXb5iK6uItcEAAAAAAAUw3DrDcQg0EXQU1ubdvnG\nuroi1wQAAAAAABRDW0tLn+CPJC3s7NTy1taS1IcAUBE0NDVpdizWZ1lzLKYpjY0lqhEAAAAAACik\n4dYbiC5gRdCb2jW3tVUjurq0sa5OUxsbGQAaAAAAAIAKNdx6AzEINAAAAAAAwBBLNwZQcyymqYsW\nFSwhJNsg0ASAAAAAAAAACqAjkdDylN5AUwrcG4gAEAAAAAAAQIXLFgBiEGgAAAAAAIAKRwAIAAAA\nAACgwhEAAgAAAAAAqHAEgAAAAAAAACocASAAAAAAAIAKN7LUFSgXHYmE2lpaNLK7Wz21tWpoauoz\ndVtUOQAAAAAAQKkQAAplC+B0JBJaNnOmFnZ2JtefHT6eNG1aZDkAAAAAAEApmbsX/6BmXorjZpI2\ngBOLKb5okSZNm6Y58bgWtLVtsd3ceFzzly6NLAcAAAAAACg0M5O7W7oyMoAktbW09An+SNLCzk7N\nbW3VpGnTNLK7O+12I7q6JCmyHAAAAACAwcp3SBKGLIFEAEhSdACnp7Y2bfnGurqcygEAAAAAGIx8\nhyRhyBL0qppZwDoSCc2JxzWvvl5z4nF1JBLJsqgATkNTk2bHYn3KmmMxTWlszKkcAAAAAIDByNRj\nZXlr65CUo3pURQZQVMSzoalJszs7+5Q3x2KaGgZweqOic1tbNaKrSxvr6jS1sTG5PKocAAAAAIDB\nyHdIEoYsQa9hFQAqVL/GqDF+cgngpK6XTlQ5AAAAAAADle+QJAxZgl45BYDMbISkxyS96u7HmdlH\nJd0haYykxyWd7u4fmlmtpJsl/b2kNZJOcfeXczlGIfs15hLxrOQADgN+AQAAAEB5iuqxkm85qkeu\nGUAzJT0jaXT4/J8l/cDd7zSz6ySdLen68N817r6PmZ0SrndqLgfImKVz2mma9KlPqW3lSi18++0t\ny8MsnmxZPl7FEU8G/AIAAACA8pXvkCQMWYJekQEgM9tD0jGSFkq6MFx8pDYHdm6SNE9BAOh4SZeF\ny38u6ZqcK5IpS2fPPaWLLtLIb31L6hcAknLr1/jF7363aiOeUd3fAAAAAADDW75DklRyjxfkLpcM\noB9K+q6k7STJzHaS9K67bwrLX5O0e/h4d0mvSJK795jZOjMb4+7vRB0kY7/EXXeVpkxRz+67S3/6\n05blOfRrrOaIZ64DftFNDAAAAACAypU1AGRmx0r6q7s/aWb1vYuH4sDz5s1LPq6vry94v8ZqjXjm\nMuAX3cQAAAAAACg/7e3tam9vz2ldc/fMhWZXSDpdUo+kOgVZQL+QFJe0i7tvMrPPSrrU3Y82s6WS\n5rn7I2Y2UtLr7j4uzX493XE7EgktT8nSmdIvSyff8mqULrjTHItp6qJFyddmTjyuBW1tW2w7Nx7X\n/KVLi1ZXAAAAAAAweGYmd0+buJM1ANRvJ5MlfSecBexOST9395+Z2fWSVrr79WZ2nqRPuPs/mdmp\nkk509y0Ggc4UAEJhRAXG5tXXa96KFVtsN2/yZM3LMZIIAAAAAABKK1sAKNdZwHr1Rm0ulnSHmS2Q\n9ISkG8LlN0i6xcz+rGAa+JxmAENhRXV/y6WbGAAAAFAs+YxPGbUtY18CqFY5B4DcfYWkFeHjv0g6\nPM063ZJOHrLaoSiixk8CAAAAiiWf8Smjts1l3/kGkAhAARiuBpoBhApUzbOkAQAAYHhpa2npE6CR\npIWdnZrb2hr5+zRq26jyfANIQxGAAoBCIQAESdU7SxpQjbgzCQAYzkZ2d6ddPqKrK+9to8rzDSDl\nW17tyK4CCosAEABUEe5MAgCGu3zGp4zaNqo83wBSvuXVjOwqoPBqSl0BAEDxZLrzuLy1NadyAAAK\nraGpSbNjsT7LmmMxTclhfMqobaPK8w0g5VtezQb9G+Xss6VzzlHbeefxGwaIQAYQAFQR7kwCAIa7\nfManjNo2qjxqcpRCl1ezQf9GGTNG+sxnNPLXv866PQACQABQVbgzCQAoB/mMTxm1bbbyfANI+ZYX\nQz7j6BRyjJ1B/0aZOFE65xz13HWX9OKLGbeXGCMIw1NRx7Zy96L/BYcFABTbiiVLvDkWc5eSf7Ni\nMV+xZElO5QAAoHyl+3++OeJ3QG951La9289uaPDLJk/22Q0NW/x+yFae72+UwZT3rz9QbPl8JjMJ\n4y1pYzEWlBeXmXkpjovBI1oOVI6ORELLU+48Tul35zGqHAAAlKc58bgWtLVtsXxuPK75S5dmLXf3\nrNumHYQ5FlN80aLMgzSnlEv5/0bJVh517kAp5POZzNRuzUzubunK6AKGSIyoD1SWfFLjAQBA+SrE\nWIC9ZVFT3EeVS/n/RslWzjiHGI6KPT4ns4AhErMCAQAAAOUvn7EAo7Yd7hNNMM4hhqNij89JAAiR\nSv1lDQAAACB/DU1Nmh2L9VnWHItpSuosZRnKo7Yd7hNNRNUfKIV8PpODQRcwRIr6smZ8IAAAAGD4\nG4pZyjKVRU1xH1VeaMNhBjagv2LPHMgg0IiUbgyg5lhMUxctkqTIwdwAAAAAVD4mmkAhFHWa9ALU\nr9iyDQJNAAg5yfRlzWj6AAAAAIBCGIrZ5UpZv1LIFgBiDCDkZNK0aZq/dKnmtbdr/tKlycbM+EAA\nAAAAgEKImpCo1BMWlfr4A0UACHkp9WBuAAAAAIDKNNxnlyv18QeKABDywmj6AAAAAIBCGO6zy5X6\n+APFLGDIC6PpAwAAAAAKYbjPLlfq4w8Ug0ADQIUZbjMRAAAAAIM13GeXK/Xx+2MWMACoEsNxJgIA\nAAAAxcEsYABQJcptJgIAAAAAxcEYQABQQcptJgIAAADQhR/FQQAIACpIuc1EAAAAUO3SduEPHxME\nwlCiCxgAVJCGpibNjsX6LGuOxTRlmM5EAAAAUO3owo9iIQMIACpI712iuSkzEUwt8UwEAAAAyIwu\n/IVF97rNCAABQIWZNG1a1f6nBgAAMFilChTQhb9w6F7XFwEgAAAAAEBVK2WgoKGpSbM7O/scuzkW\n01S68OctU/e6ua2tBIAAAAAAAKg2pQwU0IW/cOhe1xcBIAAAAABAVSt1oIAu/IVB97q+CAABAAAA\nZSZqrJJ8y4FqQ6CgMtG9ri8CQAAAAEAZiRqrJN9yoBpFBQoImpYnutf1Ze5e/IOaeSmOC2D4yOU/\nUf6jBQBgS3PicS1oa9ti+dx4XPOXLs27HKhWHYmElqcECqaEgYK0QdNYTPFFi/htimHHzOTulq6M\nDCAARZfLnUfuTgIAkF7UWCX5lgPVKtM4PMwkVVjc9C0eAkAAii6X/0T5jxYAgPSixirJtxxAXwRN\nC4ebvsVVk63QzOrM7HdmttLMnjazeeHyG83sRTN7Mvw7OGWbFjP7s5k9ZWaHFrj+AMpQLv+J8h8t\nAADpNTQ1aXYs1mdZcyymKeFYJfmWA+iLoGnhZLrpu7y1tUQ1qmxZM4DcvcvMjnT3DWY2UtJvzOw/\nJbmk77j7Panrm9kxkvZ2933M7HBJ10n6TKEqD6A85fKfKP/RAgCQXtSgpvmWA+iLmaQKh5u+xRXZ\nBczdN4QPt5I0SkHwR5LSDSp0vKSbwu1+Z2Y7mNku7v7mUFQWQGXI5T9R/qMFACCzTGOVDFU5gM0I\nmhYON32LK3IWMDOrkfSEpJika9x9lpn9h6TPSuqW9KCkS9z9AzN7QNKV7v7f4bb/Jelid3+83z6Z\nBQyocplmWRjoOgAAYOgxKCuAYkg3BlBzLKapzLA2aHnNAubumyQdYmbbS/qFmX1c0ix3f8PMtpL0\nE0kXS5rfe7z+u0i333nz5iUf19fXq76+PqoqACpILnceuTsJAEDxMSgrgGIhuyp/7e3tam9vz2nd\nyAygPiubzZW0wd1/kLKsXtK33f04M7teUru73xGWPStpcv8uYGQAAQAAAMPTnHhcC9ratlg+Nx7X\n/KVLS1AjAECuBp0BZGZjJfW4+7tmtrWkKZKuMrPx7v66mZmkEyX9MdzkfkkXSLrDzD4j6V3G/wEy\ni0qvJv0aAAAUG4OyAkBliuoCNl7STWY2QsGU8T9z91+a2YNmNk5Bd68nJTVLUlh2jJm9IOl9SWcW\nsO5AWYtKryb9GgAAlAKDsgJAZRpQF7AhOyhdwIDI9GrSrwEAQCkwKCsAlK+8BoEGMHjZunBFpVeT\nfg0AAEqBQVkBoDIRAAIKJKoLV1R6NenXAACgVJiJEwAqT02pKwBUqraWlj7BH0la2Nmp5a2tkqSG\npibNjsX6lDfHYprS2JhTOQAAAAAAuSIDCCiQqC5cUenVpF8DAIDhiplKgS0xwy+GOwJAQIHk0oUr\nKr2a9GsAADDcMFMpsCVm+EU5oAsYUCB04QIAAJUoqps7UI2iPhfV/rnpSCQ0Jx7XvPp6zYnH1ZFI\nlLpKVYkMIKBA6MIFAAAqUS4zldIVBtWGGX4zI/tp+CAABBQQXbgAAECliermTlcYVCNm+M0sU/bT\n3NZWPvNFRhcwAChDpNECAEolqps7XWFQjZjhN7Nqzn4absgAAoAyU+o7p/mm9ZP2DwDlLaqbO11h\nUI2Y4Tezas5+Gm4IAAFAmSllGm2+af2lDl4BAIZGtm7udIVBtWKG3/Qampo0u7Ozz++/5lhMU4dJ\n9lM13bwkAAREqKQPPCpDKe+cRgWf8i0HAJS/qIu94X4xCGBoDefsp2q7eUkACMii0j7wqAylvHOa\nb1o/af8AUPnoCgOgv+Ga/VRtNy8JAAFZVNoHHpWhlHdO803rJ+0fADar5G4HdIUBUA6q7eYlASAg\ni0r7wKMylPLOab5p/aT9A0Cg2rodAMBwVG03LwkAAVlU2gcelaNUd07zTesn7R8AAtXW7QAAhqNq\nu3lJAAgFV87py5X2gQeGQr5p/aT9A0D1dTsAgOGo2m5eEgBCQZV7+nKlfeABAMDwUG3dDgBguKqm\nm5fm7sU/qJmX4rgovjnxuBa0tW2xfG48rvlLl5agRgAAAKWX7iZZcyymqYsWZRwDKLUcAIZSOffa\nQF9mJne3dGVkAKGgSF8GAADYUrV1OwAwfJV7rw3kjgAQCor0ZQAAgPSqqdsBgOGLQeerR02pK4DK\n1tDUpNmxWJ9lzbGYpjCIMvLUkUhoTjyuefX1mhOPqyORKHWVAAAAgLJDr43qQQYQCor05epVyH7E\npKkCAAAAQyOXXhtRv+0ZQ6g8EABCwZG+XH0KHaAhTRUAMBxwQQSgEjQ0NWl2Z+eWg86HvTaifttz\nc7Z8EAACMOQKHaAhTRUAUGpcEAGoFFG9NqJ+23NztnwQAAIw5AodoGFwcQDDSS5ZHtnWIUukPHFB\nBKCSZOu1EfXbnpuz5YMAEIAhV+gATVSaKpAJF9oYarlkeWRbR1JVZ4mUcxcqLogAVIuo3/bcnC0f\nBIAADLlCB2gYXByDQXcMFEIuWR7Z1nH3qs0SKfcuVFwQAagWUb/tuTlbPggAAWUs3zunhbqzWowA\nDYOLY6DojoFCyCXLYzCZINWQJVLuXai4IAJQLaJ+23NztnwQAALKVL53Tgt9Z5UADYYbumOgEHLJ\n8si2jrtHbl+pyr0LFRdEAKpJ1G97fvuXBwJAQJnK987pcL+zCgw1umOgEHLJ8ohap1qzRCqhCxUX\nRACAckIACChT+d45He53VoGhRncMFEIuWR65rFONWSLDoQtVOQ9CDQDAQBEAAspUvndOc7mzyg/j\nzKr53MsV3TFQKLlkeWRbJ2r7Sv0uLnUXqlJ3lQYAoOjcveh/wWEB5GPFkiXeHIu5S8m/WbGYr1iy\npGDlzQMor2TVfO4Aiovv4sKZ3dDQ53Xr/ZsTj+dUDgDAcBTGW9LGYiIzgMysTtIKSbUKMobudvd5\nZvZRSXdIGiPpcUmnu/uHZlYr6WZJfy9pjaRT3P3lgkSvgCqW753TqHLGEMqsms8dQHHxXVw4dJUG\nAFSbyACQu3eZ2ZHuvsHMRkr6jZn9p6RvS/qBu99pZtdJOlvS9eG/a9x9HzM7RdI/Szq1gOcAVK18\nB5/MVs4P48yq+dwBFBffxYVTCYNQAwAwEDW5rOTuG8KHW0kaJcklHSnp7nD5TZJODB8fHz6XpJ9L\nOmpIagqgqPhhnFk1nzuA4uK7uHAampo0Oxbrs6w5FtOU1EGos5QDAFBuchoE2sxqJD0hKSbpGkmd\nkt51903hKq9J2j18vLukVyTJ3XvMbJ2ZjXH3d4a05gAKajjMzjJcVfO5AyguvosLp9SDUAMAUGwW\njBGU48pm20v6haS5km50933C5RMk/dLdP2Fmf5QUd/fVYdkLkg5LDQCZmV922WXJ/dbX16u+vn4I\nTgfAUOpIJLQ85YfvlH4/fKPKK1k1nzuA4uK7GAAAZNLe3q729vbk88svv1zubunWHVAASJLMbK6k\nv0m6WNIu7r7JzD4r6VJ3P9rMlkqa5+6PhGMGve7u4/rtwwd6XAAAAAAAAGRmZhkDQLnMAjZWUo+7\nv2tmW0uaomBg519L+qqkn0k6Q9J94Sb3h88fkfQVSQ/mfQZAHjoSCbW1tGhkd7d6amvV0NS0xZ3T\nbOWoTvm2C9oVCoF2BQAAgMHKZQyg8ZJuMrMRCgaN/pm7J8zsGUl3mNkCBeMD3RCuf4OkW8zszwqm\ngWcGMJRMRyKhZTNn9hkbYXb4eNK0aZHluR6DC7LKkm+7yGX7bO2GNoV08m1XUeW0u8wq/bWp9PMD\nAACBXKaB/6Okv0+z/C+SDk+zvFvSyUNSOyBPbS0tfS6WJGlhZ6fmtrZq0rRpkeVRhiKAhOEn33YR\ntX22diOJNpWHQmdulfJCOZ92NRTtrtRBglK9N5XwPR8V+CvnwOJw/swCADDc5DQLGFBI+f54y1Y+\nsrs77TFHdHXlVB4l30ABCqeQ7SZK1PbZ2o27V32bGux7V+jMrUJfKEeV59OuogLeUe2u1Odeyvem\n3L/no16bUgcWC3lulRC8AwBgSLl70f+CwwLuK5Ys8eZYzF1K/jXHYr5iyZIhKZ/d0NCnrPdvTjye\nU3mUyyZPTrv9ZZMnD/lrhdwVut1Eido+W7up9jaVz3tX6PctqrzU32dRbSefdjfcz72Q9Sv3z2S+\n7Saf1z7fz2S+51bo4wMAMByF8Ral+6spcfwJVS7Tncflra1DUt7Q1KTZsVif8uZYTFMaG3Mqj9JT\nW5t2+ca6upy2R2EUut1Eido+W7up9jaVz3tX6MytwWbgFOv7LKrt5NPuSn3upXxvyv0zGfXa5Pve\nZyvP9zMZpdBZvgAAVBq6gKGk8v3xFlXem+I9t7VVI7q6tLGuTlMbG5PLo8qjNDQ1aXZnZ58Lh+ZY\nTFNzDBSgMArdbqJEbR/Vbqq5TeXz3uV7oZ5PACWqbkNRnm+7yqfdlfrcS/nefPG73y3rz2TUaxPV\nLvJ57YObkJm3zVe+7QIAgGpDAAglle+Pt1x+3E2aNi3rhXtUeTb5BgpQGMVoN1GybZ9Lu6nWNpXP\ne9fQ2JjXhXq+AZRSf58NRcB7sMGlQp97Kd+bcv+ej3ptShlYLPS5cZMGAIB+MvUNK+RfcFgg/bgL\nsyLGZRhIOaoT7aZ8DcV3wpx43C+bPNnnxOMDfk+jts9WXunfZ6U+91K+N+Wu1J+LfI5dyLoBAFCJ\nlGUMIPMM6bmFZGZeiuNieOpIJLQ85c7jlH53VvMtR3Wi3ZSvcn7vqvn7bLife6mPDwAAUAxmJne3\ntGUEgAAAAAAAAMpftgAQs4ABAAAAAABUOAJAAAAAAAAAFY4AEAAAAAAAQIUjAAQAAAAAAFDhCAAB\nAAAAAABUOAJAAAAAAAAAFY4AEAAAAAAAQIUjAAQAAAAAAFDhCAABAAAAAABUOAJAAAAAAAAAFY4A\nEAAAAAAAQIUjAAQAAAAAAFDhCAABAAAAAABUOAJAAAAAAAAAFY4AEAAAAAAAQIUjAAQAAAAAAFDh\nCAABAAAAAABUOAJAAAAAAAAAFY4AEAAAAAAAQIUjAAQAAAAAAFDhCAABAAAAAABUOAJAAAAAAAAA\nFY4AEAAAAAAAQIUjAAQAAAAAAFDhCAABAAAAAABUOAJAAAAAAAAAFS5rAMjMJpjZr83sT2b2tJk1\nhcvnmdmrZvZk+Hd0yjazzOzPZvasmTUU+gQAAAAAAACQnbl75kKzXSXt6u4rzWxbSY9LOlHSyZLe\nc/d/6bf+AZJul/RpSbtL+i9J+7r7pn7rebbjAgAAAAAAYGDMTO5u6cqyZgC5+xvuvjJ8vF7S/ygI\n7EhSuh2eIGmxu3/o7i9JekHSYYOtOAAAAAAAAPKX8xhAZraXpEMlPRIuusDMnjKzG8xsh3DZbpJe\nTdnsVW0OGAEAAAAAAKAERuayUtj9625JM919vZldJ+l7YfF8ST+QdHaGzdP29Zo3b17ycX19verr\n63OrMQAAAAAAANTe3q729vac1s06BpAkmdkoSUsk/ae7/2ua8r0kPeDunzCzSyTJ3a8Ky5ZKuszd\nf9dvG8YAAgAAAAAAGEKDHgPIzEzSDZKeSQ3+mNn4lNVOkvTH8PH9kk41s63M7KOS9pH0aD6VBwAA\nAAAAQH6iuoB9XtJpkv5gZk+Gy5olTTezQxR07/qLpP8rSe7+jJndKekZST2SziPVBwAAAAAAoLQi\nu4AV5KB0AQMAAACAipVIdKilpU3d3SNVW9ujpqYGTZs2KedyAIOTrQtYToNAAwAAAACQi0SiQzNn\nLlNn58Lkss7O2ZKkadMmRZYDKIycp4EHAAAAACBKS0tbn+COJHV2LlRr6/KcygEUBhlAAICSIPUb\nAIDK1N2d/jKzq2tETuUACoMAEACg6Ej9BgCgctXW9qRdXle3MadyAIVBFzAAQNGR+g0AQOVqampQ\nLDa7z7JYrFmNjVNyKgdQGGQAAQCKjtRvAAAqV282b2vrXHV1jVBd3UY1Nk5NLo8qB1AYBIAAAEVH\n6jcAAJVt2rRJWQM6UeUAhh5dwAAARUfqNwAAAFBc5u7FP6iZl+K4AIDhI5HoUGvr8pTU7yncCQQA\nAADyYGZyd0tbRgAIAAAAAACg/GULANEFDAAAAAAAoMIRAAIAAAAAAKhwBIAAAAAAAAAqHAEgAAAA\nAACACkcACAAAAAAAoMIRAAIAAAAAAKhwBIAAAAAAAAAqHAEgAAAAAACACkcACAAAAAAAoMIRAAIA\nAAAAAKhwBIAAAAAAAAAqHAEgAAAAAACACkcACAAAAAAAoMIRAAIAAAAAAKhwBIAAAAAAAAAqHAEg\nAAAAAACACkcACAAAAAAAoMIRAAIAAAAAAKhwBIAAAAAAAAAqHAEgAAAAAACACjey1BUAAAAAAAC5\nSSQ61NLSpu7ukaqt7VFTU4OmTZtU6mqhDBAAAgAAAACgDCQSHZo5c5k6Oxcml3V2zpYkgkCIZO5e\n/IOaeSmOCwAAAABAuYrH56itbUGa5XO1dOn8EtRoYKKyl8huyp+Zyd0tXRkZQAAAAAAAlIHu7vSX\n8F1dI4pck4GLyl4iu6nwIgeBNrMJZvZrM/uTmT1tZk3h8jFmttzMnjezNjPbIWWbFjP7s5k9ZWaH\nFliQ4jUAACAASURBVPIEAAAAAACoBrW1PWmX19VtLHJN0kskOhSPz1F9/TzF43OUSHQky1pa2voE\ndySps3OhWluX51SO/OWSAfShpG+5+0oz21bS42a2XNKZkpa7+/fN7GJJl0i6xMyOkbS3u+9jZodL\nuk7SZwp1AgAAAACGJ7pzAEOrqalBnZ2z+wRKYrFmNTZOLWGtAlEZPFHZS+Wc3VQuIgNA7v6GpDfC\nx+vN7H8k7S7peEmTw9VuktSuIAh0Qvhc7v47M9vBzHZx9zeHvvoAAAAAhiO6cwBDr/ez09o6V11d\nI1RXt1GNjVOHxWcqcwbPXE2bNikye2m4ZzdVggGNAWRme0k6VPr/7d15mFxVmcfx7y8JBIIsKiCB\nqGALyiogO0LyICQQcJsZRYiyiI6igMrIlqBBBRkERiUoKpsjKoiAIomouITILopsokAUFARkkz0B\nwjt/nNNQ6enuqq7bt2913d/nefpJd926Xadv3rp17nvPeQ/XAo1JnQeAV+Xv1wT+3rDbPcCk/Bwz\nMzMzM6uBZheDZtae3XffsSPfQ81G8DQbvdTJo5u6RcsJoDz960Lg4xHxhPRSUemICEmNy3r1rTjt\nJb/MzMzMzGrE0znM6qXZCJ5mo5c6eXRTt2gpASRpGVLy55yI+FF++AFJa0TE/ZImAv/Mj98LvLph\n90n5saUcc8wxL34/ZcoUpkyZMuTGm5mZmZlZZ/J0DrN6aWUET7PRS506uqmTzZ8/n/nz57f0XEUM\nPjhHaajP/wIPR8QnGx7/Yn7sBElHAqtERG8R6IMiYrqkbYAvR8Q2fX5nNHtdMzMzMzMbvfqrAdTT\nM5OvfMV39M261bx5C5gz57KGETy7+P0+wiQREX1nZaVtLSSA3gIsAG7ipalcRwHXAecDrwHuAt4T\nEf/K+5wK7Ao8BewfEb/v8zudADIzMzMz63K+GDQzG1mFEkBlcALIzMzMzMzMzGx4DZYAGjPSjTEz\nMzMzMzMzs5HlBJCZmZmZmZmZWZdzAsjMzMzMzMzMrMu1tAy8mZmZmXW3efMWcMopP2fx4nGMH/88\nhxwydalivc22m5kNJ59zzIafE0BmZmZmNdffct0LF84CYPfdd2y63cxsOPmcY1YOTwEzMzMzq7lT\nTvn5UhdaAAsXHsecOZe1tN3MbDj5nGNWDo8AMjMzM6uBwaZTLF7cf5dw0aKxLW237ubpgdWo83H3\nOcesHE4AmZmZmXW5ZtMpxo9/vt/9lltuCUDT7da9PD2wGnU/7j7nmJXDU8DMrHTz5i1g2rSjmTLl\nGKZNO5p58xYMabuZmRXTbDrFIYdMpadn1lLbe3pmcvDBu7S03bqXpwdWo+7HfTjOOYP1L933tLry\nCCAzK1Xd72CZmXWCZtMpes+3c+Z8mkWLxrLccks4+OBdX3y82XbrXp4eWI26H/ei55zB+peA+55W\nW04AmVmpBr5D9Wl2333HptvNzKy4VqZT7L77joOed5ttt+5U9+mBVdXhqftxh2LnnMH6lxHhvqfV\nlhNAZlaYC4uamXW2Qw6ZysKFs5a66EnTKXatsFU2GjSLnbJjq2iCpUgCZzhGMbf7+lUf99Gunf6l\n+55WB04AmVkhI1FYtJNXuSh6Z7DM7WXftSz7/6XsY1elKi9ohuP1y9Tpf1uR91zR/YtsH4kpXJ18\nPix7eye3rej2sqcHFknAtPK7iyRwio5iHo4Ekqdltmew/mVEDLjNrOtFxIh/pZftTnPnXh5Tp86K\nyZNnx9Sps2Lu3MuHtN1stJk6dVZA/L+vadOOjogU8z09M5fa1tNz1Iux3972mR3x3mnWtiq3F/3d\nvc8Z6HxVdP+qj22rbRjs72/3XF/2sR+J//sin3Od/LcVaV+rr13We7bqc2Unnw/L3t7JbRuO7WVq\n9trN+hjNNNu/2fbJk2f3u33y5NktbS/6+ta+wfqXzfqeZqNdzrfQ31e/D5b91a0JoE7+gDUrS7PO\nT0SK/WnTjo7Jk2fHtGlH93vBNdD2Tu4cFe3Ylbm96O8u2ikver4r+9g1U+bFXtnHvsz/+7IvNKv8\n24q2r5WYK/M9W/W5spPPh2Vv7+S2Dcf2MhVNwDRTdQKn6OtbMYP1L5v1Tc1Gs8ESQJ4CNoxc7Lbe\nik4LKOu1y379sguLNpvDXeWw+KL1jcreXmTfZuerovs3U8WxaVSkeGTZx67sY1Pm397Jf9twtK/Z\ntjLfs1XXU6v6fFf19k5uWyfHTrPXLlrouOg09KJ1eFzIuVqD9S+7vah9mdOVbXRzAmgYdfIHbC/P\nfy/nRFblUpNVFiiE8osQDtY5Kvq3F91etGNX5vaU/G//dxftlBc935V97Jop82Kv7GNfdHuVF7pV\n/21F2tfsPVd0/06/kOzk82HZ28v+v6t6e5mKJmCaKZrAKVqHx4WcR6/RnAApel1StPaWdbiBhgaV\n+ZVetjxFahcU2X84htiO1toKVc9Pr7ouRNFpAUVev+opEb3PKWsY7WDztKseFt9sDnmV24v+7qJ/\nezlTsIbv2DUz8tPrhu/Yl/l/P9rfU2W2r5WYK/M9WzTmi+rk82HZ2zu5bcOxvUytvm+K9DGa7V9m\nH6bq1y/Stx2O7aNVK33fVn5HVce2zOnKRds2HKqM66rfU60e+5xvob+vfh8s+6vMBNBgb9hW3sxF\n9i/nA3h01Fao+kK86iTIYHO4W62R0+7rVz2/fSQM1Dkq+rcPx9z8oh27MrcX3bdIp3w4LijKPjbN\nPmDLutgr+9gPx7GpMklR1d82XP93zS7kynrPtvr6Zerk82HZ2zu5bcOxvUxVx223Kvu6otn20azo\nTfuqj23R65LBnlP1/3uVcV31e2oox75WCaAqCzRGFPuALTvJUebFcNUX4lUnQcrOtJeZfBvNBQqr\nThx2u6Kd8k7t1Lf6AVrmxV4rbezUC/nRfKE5GtpnZjYc3EdqX7O+b7N+RNXHturr4TJVGddVv6eG\ncuwHSwB1XQ2gKgs0QrnFbju5tkKKs3J+90hsL3psm83hbja/u8jrH3bYTrUtUFh0br3n5g+uaIHE\nTi2w2GqB6iLFI0f7sSvzb+/kv62V7WZmo0E3Fw8vW7O+b9ULGjRT9LpksP1PPPFXhdpWVCfG9Wgr\n2N91CaAqCzQWVXaSo+yL4SovxKtepaFZEcBm24q8fp0LFBb924tut9GpmzutZmZmUP3N1dGsWd+3\n6gUNmil6XTLY/qec8vNCbSvKBf8H3t6ygYYGlfmVXrYcg83fb3Vuf5H9y2r7cGzvfY7nv5dTF6KI\nTnh9T4mwuqh6+LKZmVnZyr6uKLtvWrUiZTu6+dhW3bYq47rq99RQjj2DTAFTDJDJKpOkKPN1581b\nwJw5lzVkLHdZalm7gbYN1/5ltX04ttvAqj62Vb++WV30t7xpT89MvvIVj+4yM7PuUfZ1RV37pq30\nI7r52Fbdtirjuur3VKvHXhIRof6OX1cmgMzMzAZTdefFzMzMRi/3I6yTOQFkZmZmZmZmZtblBksA\njRnpxpiZmZmZmZmZ2chyAsjMzMzMzMzMrMs5AWRmZmZmZmZm1uWcADIzMzMzMzMz63JOAJmZmZmZ\nmZmZdTkngMzMzMzMzMzMupwTQGZmZmZmZmZmXc4JIDMzMzMzMzOzLucEkJmZmZmZmZlZl2uaAJJ0\nlqQHJN3c8Ngxku6RdEP+2q1h21GS7pD0J0lTy2q4jS7z58+vugk2CjlurF2OHWuH48ba4bixdjhu\nrB2OGyuqlRFAZwO79nksgP+JiM3y16UAkjYA9gQ2yPt8TZJHGZlPVtYWx421y7Fj7XDcWDscN9YO\nx421w3FjRTVNzkTEb4BH+9mkfh57B3BuRDwXEXcBdwJbFWqhmZmZmZmZmZkVUmR0zkGSbpR0pqRV\n8mNrAvc0POceYK0Cr2FmZmZmZmZmZgUpIpo/SVobuCQiNs4/rw48mDd/HpgYEQdImgNcExHfzc87\nA/hJRFzU5/c1f1EzMzMzMzMzMxuSiOhvxhbj2vxl/+z9Pid5Lsk/3gu8uuGpk/JjLTXGzMzMzMzM\nzMyGX1tTwCRNbPjxXUDvCmE/Bt4raVlJ6wDrAtcVa6KZmZmZmZmZmRXRdASQpHOBycCqkv4OzAam\nSNqUtBrYX4EPA0TEHyWdD/wReB74aLQyx8zMzMzMzMzMzErTUg0gMzMzMzMzMzMbvYqsAmb2IknL\nS1pNkmPKWiZpgqTXS2qrHpnVl2PH2iHJNQhtyBw3VpRjyFolaQVJW0laruq2WHfyxboVJulDwN3A\nV4FTK26OjRKS9iPFzcnAmZJWrrZFNlo4dqwdko4ETpO0d9VtsdHDcWPtkHSkpGMl7QHgkhjWCkkz\nSOVVPgOcJWmjiptkXcgJICtE0lqkQuBbAfsA60v6iKRXVtsy62SSVgF2A7aPiHfkhw+R9PoKm2Wj\ngGPH2iHpE8CuwFzgI5IOz59fvjNvA3Lc2FBJGivpGGAX4BbgJEl7SXp5tS2zTidpPLAjsFtE7AHc\nAXxI0pbVtsy6jRNANmR9kjv/Al4BLB8Ri4DjSMmgLapom3UuSav3TteJiH8BGwCr5c2nACsDO1fU\nPOtgjh0rIk9N3gn4dETMBY4EVgH2Bt+Zt/45bqxNY0iL53w8Is4DjiL1i3eptFXWkSRN7B3FHBGL\ngW2BNfLm/wUeAP6jouZZl3ICyFomaYykk4ArJR0naY+IeAq4FlgXICJ+AdwLbC1pQoXNtQ6R4+ZE\nUpycJumAvOkHwJYAEfE74DZgbUnrVNNS6zSOHWuHpGUknSDpA5I2iogXgJuA9+SnXE3+3JK0WWUN\ntY7iuLF25Lj5nKS3SeqJiOeAP5BGjgFcTJqy/CZJa1fUTOswSr4I/BY4W9Kn8qavk0Y5ExF/IZ1z\nJkjappqWWjdyAsiGYi9gQ9KdjT8A38jTMe4FNm+YgnER8O/A85W00jrNVGBjYD3gu8DhkjYmzXFe\nU9K2+XlXANsAT1fSSutEjh0bEkmrAT8k3UFdA/iepA2AXwIrSNoyj9y4BXgImFhZY61jOG6sHTmh\ncxnQA2wNfF/SiqTE4aqS1suJxN8AqwK+MWq9tgQ2iohJwGeB3SW9A7gdIH8P8GdgdeDZSlppXckJ\nIGuqYZ77GOC6iHggIn4A/ASYDVxI6gztBBARN5CSQutV0FzrEA1xswR4GHghIuYD5wH7k0ZtPAG8\nXdKyEfFn4BnAtVxqzrFjBawErB4R+0bEF4BLgT1Jn1+3AjMAImIhsA6wJrieizlurC0rA4sjYkZE\nHA3cBRwI3AkEMA1eHKn6RtJNVKuxhnPGM8DKklaIiBuBc0n1fwRcD7xP0koRcQ+wLE462zByAsha\n0XuyWgl4haSx+edPAW8HxgOnA1MkfUvS+cBypA9Cq5mGD7fef5cn3TGdlH8+EdiE1HE6B3g16a7Z\nBcCKpKJ3VkOOHRuKAS6+HwP+KGn7/PNXSRfrq5Luwk+SNFvSCqS78Y+B67nUiePGhtGywF8bRsDP\nBKaQRmtcA2wl6aDcb34MuK+SVlrl+unfjAOuAzbNP58DvIx03rkYeJw0EvFH+bHbRq611u2cALL/\nR9I2jasV5OGrkKZgTCYNcyUiHgO+DRwTEdcDB5Gy1tdFxE4R8eTIttyqJGm6pDV6O8QNcfNLYG1g\nC0nL57iYCxwREXcBHyDF1oKIeEtE/HPkW29VcuxYOxovvnPBXoCxpNFhPZImRMTfgBuAKRFxHWlp\n3deRpg3emUezWo04bqyohrh5iDQ9Zy1J4yLiduBGYP+IuJiUSJxKKptwR0RcUUmDrTKSZkh6Hekc\n09i/uZWUDNpM0moR8Qwp2bxfRDwKfBA4AfhpRGyd6wGZDQv55oX1kjQF+B6p0zMOmBUR10vahLTk\n8mmS/gt4C/CxiPhHrsHxDtIqGc9Jku+I1Yuk7UhDV28FngPOjYjzckHePYH/yf/uAnw9Iq6S9Crg\nJOCjEfFERU23ijl2rB2S9iUl/34DzIuIq/Pj2wM3A9NJK6mcHxFXSlqOVFdhh4i4W2lFufF5EQOr\nCceNtUPSB0ij3a8BvhsRf8+Pb07qLx9GGo16Uo6TVwILgJ0j4j5JKwFExOOV/AFWCUlvJvVv7gQe\nBW6LiGNzvbFPAl8CNifF1pUR8b2838+AGRHxUDUttzrwCCADXryb8VbgExGxO/Br4P2SdiDd4VgA\nEBEn558/I+k/gS8DT+ZVDzwcup42B46PiOmk0Rg7S9oTuB/4YUQ8GxHnAH8EPinpCNLw1n/4Ar72\nHDs2JJK2Ag4FjiFNqThU0m55isXmpCnJc/O2fXLR8HVIQ+0fB4iI530RXy+OG2uHpLcChwBzSIWe\nj8yj5F9Fqnu5AvBN0rTk/SRNJNW//C2pr0xEPO7kTy2tQ7qpNR04GdhI0ici4kHgjIh4MCJ+BlwO\n7C/pvyVdTUoYPVJds60OPAKoxvJdiWWARyIiJP0U+FlEfCl/uL0HeAMwMyIelzQ2IpZIWh3YDNgX\n+HVEnF7ZH2EjTtLKpLoId+V4+C6wMCI+k1e/2AU4ANgnIh5uiJvxwJuAvYFbHTf149ixdkga0zts\nXtIM4I0R8WlJE0gjUA+JiG377LMa8G7gnaSpOyc4burFcWNFSToaeCYiTpY0iTRaY/uImNHneRsD\nbyNN91oLOC4ivjXS7bXqKK2KvB5wQ54RcTxpxOChOdG8JXAm8NaIuL+3f5P3fSMpfh6JiDOr+hus\nPpwAqilJHwdmAfOB+yLi45L+jdTpOTAinsp3zPYE5kfEJXm/jUjz3xdV1HSrkKSPke6gXg38MyI+\nKGlr0kiwaTlRuCapQPgdEXFa3m874BbfBasvx461Q9Js4FWkz6Hz81TlsyLidXn7GNJKlFdGxEkN\n+ynf2HgtcE9vR9vqwXFj7chxMwa4JiIuzf3iIyNiq7z9daQluy+LiG/3s/8mpJsUjpsayTMijiWN\n/HoYOIK0GM5VwAa5pg+SvgQ8HRGz8s+7kuqmesSPjShPAauhXF9jN2Aj4MPAppLeTxqu+gDpLjvA\nn0krfynv9y5gG9LSllYzklYlDXl+EylROF7STNJSlgtIc5oB/gU8SD6/SHoLaflTd4hqyrFj7ch3\n37cDfgocJOlTpCK8N0o6vOGppwFvkjRB0io5trYHiIi7fTFWL44bGypJ4ySdCGxFWk3yZEnvJt2w\nuF3S/vmp/wR+Abxe0jKSJkn6VL45SkTc5LipF0nLk2qH7ZBLaNxNusH+AmmhnC/m5y1DSgiNzbGz\nHmlpd8eLjTgngOrpceDlwISclT6Z1Fl6GXAtMFXShpFW+XoGeE3e78cRcUZELK6i0Va5R4H1gdXy\nsPrTSHG0FXA+8DZJW0fE06SlUVfJ+10VEWe5dkKtOXZsSJQK7u4AHBYRPwY+Teos708aSXagpFVy\nPD0L/CvHzxLgnPBqO7XkuLE2LUNK/h0YEd8BPk+6qH8LqZDv+yWtFGklymWAl+Xal4uBiyPilora\nbRWLtHrXtqTV4CAt5/4QsA9wIjBd0ltzvKye93mONNL57HytZTainACqkTwHFWBFUhZ6fYDcSXqS\ndKf918BNwJmSvgVMI618gO9q1EdDrDR+vxxwAS/dIb0K+Cup0N1C0p2O4yR9H5jBS3HzAlZLjh1r\nh9Jyys+TVofbKz98Jelu/NbAvcBFwNl5iuBewEp5+s4TkVfpsXpx3Fg7ci2WZ4DfA3vkhy8C7gM2\nJC1CcCtwRi7yvDXwPEAu5HvHyLfaqiZpTJ5KCnAWqa4YEXE76Wb6mnnbYcCHJc0lFRS/Nj/Psyms\nMk4AdTFJ75G0tV5agnJJ/vcu0lSLzSWtnZ/+Y+B9EfFwRHyeNCXjGmCLiLh+pNtu1ZF0KDBHUg8s\nFTdPkYZGv05p+VNInesdgOcj4hTgI8A84M0R8csRb7xVStK7JG3cm/hx7FgrlJbb7v1+bL6IhzSF\nZ608IvV54BbSZ9e6pBoLc0k1o8aQ7ty7Q10jkrbIxeOBtEpX/tZxYwOSNLH3MyonDZfk6Tm3AK+R\n9No80v0q0uixZ0kX8bcD3yKNUp1dSeOtMpLe0PhzRLzQcJPqCmAVSTvnn/9MqkH2ykjLux8InE3q\n3/xwpNpsNhAngLqQpCmSFgAfJNX4OSrPcV9R0sw8V/lHwCTS0u9ExG+Ah3pPcBFxdUR8PbzUci0o\nWUHSN4DppJUK7s7blpf02VxEcwHwFPDvABFxI/AcafQYEXFnRHzbcVMvktaTdD3wn6SOziylFTGQ\ndKxjx/ojaZqkS0kJ530gJQ2VllmeQhq58RfSUHoi4k+ki/h1Ii3JfSawd0R8KE/jsRqQtLOkK0gr\nBr7Q8PhWjhsbSEPcfBX4GqSkoaQ3k0bE/woYB+yat11JWvF2s4hYFBFHA/8WEfvmEUNWA5I2lXQ3\nMDfXUG3cdnyuFXUrcAPwwZxU/Atp5PMkgHxz/cI8hdCsck4AdRFJY3MxsvcDp0TEVNK0i5WARaRi\nzt+PiFvyxdc8Ur2fb0j6MWku898qar5VRNIy+Q7oOGA1YLeI+B3pw6t3fvM3I2J+RNxNWjllXUnn\nSrqE1AFfWFHzrUL5rimkOgnnR8RuwAnAa0l32gG+7tixXjnZPE7SEcAXgFNJU493lfTO/LQVSauU\nPkEarbGRpEMlvZxUf+PFmgnhFSlrIcfNWKXVBL8DnBoRB/apD7YyjhvrR765eRxp1ckDgVdL2imP\nBFqHtFz37aRVnCZL2k/SBNKiBPf3/h7Xo6uPhinsGwPHk2ZFvEPS+IanfTEifpDr+HyPtEjOefnG\nxstII4HMOs64qhtgxeWT1AmkC/ZzgY/GS4Wa3w28GtgcWBgRC/MF/3MRMTfftd8TuC0ivlxF+60a\nDXGzrKSLeamjM1bSF4ANc3xcGBE3NsTNTZI+QBoptFpEfLWyP8Iq0RA743OtsM2ACZBWz5H0DPBu\nSedHxA29tTkcO/WW6yUo33X/O7BXRNyep/FsRppaAfCL3mk5EXG9pFnAJ4DLSQVX51XRfqtGQ9ws\nkfQU6ULr13nbdNKInycj4rLefRw31lufJU/T2RT4bURckMsiPE2a0qWIuKBhtwtItX/+Czic1P9x\nGYQayf2bY4FxkuYBl0XE/ZJuJN20uJw02ofIy7v3fi9pX9JqyW+MiG+OfOvNWiNPfR7d8gfcV0mj\nfC4F9gUuBr4JfIyUub6GNLx1XEQcnPfbEfhHRNwpSZ4DXy994uanpGKYvwIOJs1xHwt8Nz/+zojY\nJO+3K3BvRNxcQbOtA/SJnZ+RpnRdS6ob9mHSXa/tSdO9lo2Ig/J+00jnHMdODeXE33HA2RExM99d\nXwSMjYjnJJ1L6mif1We/lSLicUnL5ud66kWN9BM3qwMHkRKGPaSL+MWkFXWObtjPcVNj/cTN+qSp\n7bcCU0lT3P9OqsX7vob9VoiIp/KosWc94qdeJE0GvkJKKv+ONK39sIi4PG//Emnk8rE54aOICEnv\nIvVvrq2q7WZD4RFAo9+KpDsbUyPiCUkPkVYx2CMivtT7JElbADMlvYZU0K6HNEfelejrqW/cPEpa\n7eIfpNpRMyLiNuAzkt6ePxSvIC3dfXtVjbaO0Dd2HgE2IBXMfC2wM/BZUgHEzSB1qkmx49VSakjS\ny0grpJwA7CvprIi4M29+IV+kjydNv2jc72BSQvH4iHh2JNts1esnbr6VR4xdCbwCODqPTt0Y+I6k\n70fEzXma2Eo4bmqpn7j5dkTclqeY7gfcEBFfUyo+f4+k7SLiqny+WQSc3jiyw2olgJMj4hwASZuQ\nakJdnrefTLo5ugFpIYuVSQXmxwCPj3hrzdrkBNAoFxGPSboL2B84hXSRPhHYWdLVEXFffuqqwGMR\n0Vvj5+wRb6x1jH7iZgGpQ30FsDcpQThf0pqkOcy3RlrR6dxqWmydYoDYWZW0xPK5vYlnSR8mjSTr\nrZtwXiUNtspFxJOSDo6Iv0laA/gcsHfD6NOXAxPyxftawLZ5WsYZHrlRXwPEzXuBy4CrI6L3gutP\npCkZyj+f5bipr37iZjZpNPPDwBtIo5yJiEWSzgNWybueFxEPVtFm6xi/Ba5TWo1yCWkkUO+NrHER\ncY+k04Ej8lSxB4H9IuLC6ppsNnQuAt0dLgI2lTQxUoX5m0hDoidKWjvPgz+RdCJDkgb+VVYjjXHz\nOGlkzyPA50nFM79Dmh52a0Q8VGE7rfP0jZ2bSeecNSW9UtJnSUWgr6iykdY5Gm4+fJlUCHxaw+jT\ndUhL6H6CtDjBGnkfX8TXXJ+46clx8wJpimmvw0m1Du/J+zhuaq5P3Lxe0vR8QX8ncLqkN0iaCexA\nSiDi5I9FxDORVnxbkh+axkvnlefzYxsCuwE3RsR+I99Ks+KcAOoOVwAPkYa2EmkFp61IQxn3At4E\nTO8tSOYpX5b1jZtrgLcB10fEJ4HTSSuCfa6yFlqnGuicMwbYlnRHdafGoqxmABFxP3AGMKvh4W2A\nLYA3Am+PiFOraJt1rr5xkwtC7yFpAemCbJ+IeKTKNlrnaYibo/LPx5OSzLOBTUjlEv5SXQutEymt\nVDmWNJX9J/mx9SW9mZR8XjciZlbZRrMiXAS6S0jajjTfeQ5pCOPZpIK+f2zIZJstpZ+4OROYmZNB\nZgPqJ3bOAj4ZEX+otGHW0RqKZl5IWnXwYdL0wdsiYkG1rbNO1Sdu7gOeBP4A3B4Rv6+2ddap+sTN\nA8AzwPeBWyLi6WpbZ50s14g6HfghcADp8+owJ5qtG3gEUJeIiKuA40nDEi8FLoiIm538scH0EzcX\nOfljregndi508seayRdjE4DVgT2BhyPiG07+2GD6xM17gfsi4jwnf2wwfeLmPcDdEXGdkz/Wgs2A\nGcChpL7xAU7+WLfwCKAuk1dTWeLEjw2F48ba5dixoZL0X8BrgMMjYnHV7bHRwXFj7XDcWDskTQL2\nAU7yaoLWbZwAMjMzsxEjaUwu5GvWMseNtcNxY2a2NCeAzMzMzMzMzMy6nGsAmZmZmZmZmZl162tb\ncQAAAdhJREFUOSeAzMzMzMzMzMy6nBNAZmZmZmZmZmZdzgkgMzMzMzMzM7Mu5wSQmZmZmZmZmVmX\ncwLIzMzMakfSypIOzN9PlPSDqttkZmZmViYvA29mZma1I2lt4JKI2LjippiZmZmNiHFVN8DMzMys\nAv8N9Ei6AbgDWD8iNpa0H/BOYAKwLnASMB54H7AYmB4Rj0rqAU4FVgOeBj4UEX8e+T/DzMzMrDWe\nAmZmZmZ1dASwMCI2Aw7rs21D4F3AlsBxwJMRsTlwNbBPfs43gYMjYou8/9dGpNVmZmZmbfIIIDMz\nM6sjDfA9wK8j4ingKUmPAZfkx28GNpG0ArAd8APpxV2XLbOxZmZmZkU5AWRmZma2tMUN37/Q8PML\npL7TGODRPHrIzMzMbFTwFDAzMzOroyeAFYe4jwAi4gngr5L+A0DJJsPcPjMzM7Nh5QSQmZmZ1U5E\nPAxcKelm4ItA77Ko0fA9/Xzf+/MM4ABJfwBuAd5ebovNzMzMivEy8GZmZmZmZmZmXc4jgMzMzMzM\nzMzMupwTQGZmZmZmZmZmXc4JIDMzMzMzMzOzLucEkJmZmZmZmZlZl3MCyMzMzMzMzMysyzkBZGZm\nZmZmZmbW5ZwAMjMzMzMzMzPrcv8HBDhVL+oe1IIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3bd1f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efa6b410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxBiQJE9ERERERERExBjwP8EvpOclROkuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efafc590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZmZh3u/wPNbTaWB6+i2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef89cb10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef9fd550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERERERERFdLgmgiIiIiIiIiIgu9/8BKUZ3LGfQcx8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef556250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gu_average_dataframe, gu_packetloss_dataframe = plot_ping_comparation(gu_df_ping6, gu_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efafc650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef861390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nR5IMioiIiIiIiIjokf8FZ46mRV2xR0AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef74a510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef807690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSNAL+Pwx6oqDTl1xXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3a62490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiJilPs/+tSqOhhptBsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39c1550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3bdde90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmXW4/w/Mp7YLEb2MzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3923f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMzKzFOQFkZmZmZmZmZtbi/h/shFbJodk7tAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef7829d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3abfbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIiC7wfyEW8QDcLnwoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef713f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ta_average_dataframe, ta_packetloss_dataframe = plot_ping_comparation(ta_df_ping6, ta_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZkOcO4DMzMzMzMzMzIa4/w/ipOU9+GpBmAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef878890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCrz/RQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef2b1b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XHWd//H3J0mZKdIbtFwKLeiwyk0uq8IuShrUJoUU\nFkSgVBQB9ccPyUTRH9qkhVQIsCv+XDKIosIiKFXgx320SRc2DcsuglwXXbwMQoFyp3SBOsGk398f\n52SYJHNLZs7MZPp6Ph55ZOb7Ped7vnPme87M+cz3+z3mnBMAAAAAAACmtrpKVwAAAAAAAADFI8gD\nAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAAADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAACqgpntZWZb\nzWzKfzaZ2Qoz+1EJytlqZu8rRZ3GlNtlZteXutxyMrMnzKyx0vVAsMxsnpn9t5mF/Of9ZnZmpeuV\nzszeNLO9JrjO583s3mBqNDlmdo6ZXVrpegAAijPlv0gDAIpjZk+b2UL/8bVmduGY/JoJvpSKf4H2\nX2b2tpm9YGbfM7OZI/nOuUucc1+sZB3zcNkyzGyamd1sZn/23/dFY/KvNbPTsqxbVPAovWwz287M\nvmNmz/oX0X82s++mXoBzBzjnBia7rVpiZjuY2Vtm9stK12Wi/DZzQY5FvinpX5xzg/5zpxzttxKc\nczOcc0+Xa3uZAkSZzt2T8CNJnzGzeUWWAwCoIL6wAwDcmMdVdQFVbczsa5IulfQ1STMl/Z2kvST1\nmVlDBatWSgOSTpX0osa3hyDbR3r7WyHpbyV9xDk3Q1KTpIcC3HZFFdl2TpCUlPRJM9ulRFUql1wB\nx5Ckz0n6afmqk10NHd/jmFm9H0j7lbx9DgCYogjyAAAmxMxmmdl1Zvay3wuo08zMz/u8mf27mX3b\nzF43s6fMbEnauu81swEz+x8zW+f3gMnY88PMTvB7b+xnZiEz+2cze97/+66Zbecv12Rmz5nZuWb2\nkpltNLPPp5Wzk5ndaWabzewBM7tossMk/N46XZLOcc71OeeGnXPPSDpJ0vskLfeXS/VoSesJ9Tkz\ne8bMXjGzjrQy68ysw8z+5O+X35jZ7hPc76N60IztfeXv9/V++X2S5mZ7jc65vzrnepxz90kazrZY\nhvotkReYOdnvefOInz7fzO4ws9fM7I9m9oUcuzjdhyXd5px70a/XM8651MW+vw8+nvb6bzSzn/iv\n8Qkz+1Dasn9rZo/4eTea2S9Gej2Y2Rwzu8vfr6/7bWX3tHX7zewSM/u134ZuM7M5afnHmtlvzWyT\nmf2bme2TljdquF16b4u0dnuemb0g6eoC90smp0n6gaT/khecS/H309fN7DHzevv82Mx2MbNfpR2H\ns9OWv8m83mlv+G1mPz99vv++jvxtMbOtfl6dma30t/WS/z7M9PNytn9ftkDPYZLecM5tzJRpnmzb\n/YmZnes/3t2vw9n+84iZvZZWzlIze9R/D+8zsw+O2X/nmdnjkt60DD0a099nMzvabw//47+/X8vy\n2kZeQszf1/890p79jFlmdrV557PnzOxCfz/vK+n7kv7efx82mdkX5Z17zvPTbvfLmG9m/89v20+Z\nWVta+V3m9di73sw2y2tDktQvqTVHnQEAVY4gDwBs45xz73XObUhLsjyrxCTNkPReSYvk/ep7elr+\noZKelLSTpH/S6IvXGyTdL2lHecGSUzX+As/M7HR5vWU+4Zz7naROv9yD/L9DJa1MW2cXeb1q5ks6\nU9L3zGyWn/c9SW/6y5zm13eyvVEOlxSWdEt6onPubUm/lNScY92PSnq/pE9IOt/MPuCnf03SMklH\nOedmSjpD0l8yrJ9rv+d7PTdIelDee3KhvP0wqX3gnDvdOXddhvS1ki6W9HN/+MohftbPJW2QtJuk\nT0u62MyOLKDs+yWda2b/28w+aGZj2+XY+h8jaY2kWZLukHSF5A37knSrpGskzfGXOS5tfZPXRhf6\nf38ZWTfNZ+Xt690kDUnq8ct+v7x9G5UXOPulpDste4+PsT3ldvHrtFDS/8qyTk5mtqe89vBTST/T\n+F4YTtKnJH1SXvs7xq/nNyXNk/ddMJq2fFzS3n7ew36Zcs5t9N/XGX7Pqlvk7UtJ+ry8NtUkL9i5\ng8bvw7Htfx+/3NXOuW9leXkflPT7HC//9Bzb7ffTJW//PCWpMe35gCSZ2SHy3v8vyjsvXSXpDjOb\nlradZZKOkjTbObc1R33kl/Ul/1jeX9I9OZY9TNKf5B2XF0i6JS3gdq2kdyRFJB0i79zyBefcf0s6\nS9J/+u/FHOfcj+S9T//op/2DH4y6U9Ij8s6Ln5D0FTNLP0cdK+km59wsee1Y8s7dB+V5jQCAKkaQ\nBwCQziR93f91eJOZbZL0mPwLUzOrl3SypBXOubf9XizfkXcRPOIZ59zVzjkn6TpJu5nZzubN+/Nh\nSec754b8niJ3aHxQ6auSvi5pkXPuKT9tuaRvOededc69Kmn1mG3+1c8fds79StJbkj7g1/dTki5w\nziX9C6SfZNhmoeZKejXLhd6L8i6Ms1ntnBt0zj0ub5+OXEh9QVKnc+6PkuSce9w593r6igXs96yv\nJ22/r/J76dwr7+JvsvsgF0sv18wWyAuMfcM5945z7jFJP1Zhw0EukfSPkj4jL0D1nJnlWu9e59xa\nv939VO/u37+TVO+ci/nt41ZJD4ys5Jx73Tl3q98+3pIXqEqfh8hJus459zvn3BZJqySd5F9Enyzp\nLufc3c65YUmXSZruv+Zs0vf7Vnlt86/OuWS+HZLFZyU95px7Ul5AbX8zO3jMMjHn3Ct+j5h7Jd3v\nnHvMH55zq7wggvdinbvWb2N/lXecHWRmM0a9ALNvSPqAvICk5L1H33HOPe0HPFdIWjam10u29p/L\nbHkB2mxybXdA0sf84OAR8gLOH/XXWyRpvf/4S5Kucs496DzXSRqU124k7/3vcc49nzYvUC7vyHsP\nZjrnNjvnHsmx7MvOucv9dnmjvIDWUvOG3B0l6avOub84516R9M/ygk1S9mM3Pf0jkuY65y7yz7d/\nlnfsLUtb5j+cc3dIUlr7e1NeoBQAMEUR5AEApHOSvu3/OjzHOTdH0oF69+JhrqRpkp5JW2eDpPTh\nRS+mCvMuiiXvF/b5kl4fczH7bIY6fE3S98YM0ZifYZvz056/NibwssXf5jxJDWO281yGbUqSzOwH\nacNRvplhkVclzc00ZENeL49XspWttP2SVj9J2kNSIsd6UmH7PZv5kjY559J7Bz2TbeESG3nP305L\nK6jezrmtzrkrnXMfk3fR2S3pmrQeUGO9lPZ4i6Sw/z7Nl/T8mGWfld+mzWx7M7vKH5azWd7F/6wx\nPYfS288Gee/FXHnveaoXnB9geraQ1+d7xTn3TrZMf9jPSHv8aJbFPie/F4Z/zAzo3aE3I9L3zV/G\nPE/Kb4tmVm9ml5o3dHCzpD/LOyekhveZ2VHyev4clxb02E3j22aDvJ5KI8a2//dkeT3pXpfXey2b\nrNt1ziUkvS3pYHlBnrskbfR7XzXq3SDPnpK+NiawvYdGn18ynaeyOUHS0ZKeNm+o39/lWHZsu3zG\n3+5CeW3shbQ6/UC5g8hj7Slp/pjXtULSzmnLZDoXzpC0eQLbAQBUGYI8AICxxv5KnP78VXm9ZvZK\nS1uoHIGTNC9I2tHMpo9Zd6xmSSvN7FNpaRszbDPjPB1jvCJveM2CtLQFWZaVc+6stCEpmW4l/J/y\nfuU/IT3RzHaQ98t7fwF1GutZecNjcsm339+WtH1a3q5pj1+QNMfM0vP3VDATKI/t4bRR3nu+Q1pa\noe0lxe8BcqWkTZL2m2CdXtD4oMtCvfv6vyZvGNGh/rCVRRrTI0mj2+lCee/FK/Je354jGX5gaIHe\nvXjfotHvy27SuInOs3LO7Z/WHu8bm29mh8trOyvMm0fnBXlDGZdnCUSmVs2SvlzeEJ5P+PvivUrb\nF36A7VpJJzrn0gMUmY7PIY0OJk3G4/Lem2zybXe9pBMlTfMDYOvlDS2bI+lRf5kNkrrTA9vOuR2c\nc79IK7fgY8U59xvn3HHyAjK3Sboxx+Jj2+We8trOs/LOMzul1WmWc25krqBM9RmbtkHSn8e8rpnO\nuaVpy2cqZ1+9u28AAFMQQR4AQLqcQ3j8ISk3Suo277bNe8obXpX37jf+EKPfSOoy7zbdfy9pqcZf\naPxW0hJ58+oc46etkRf4mWtmcyWdLynvrbr9+t7ib3O6Pw/IZzNssyDOuc3yhrDEzKzFfx17ydsn\nL8ufv2SCfizpQjPb2zwHmtmOGV5Hrv3+iKRGM1vgz0W0Im3dkf2+2q/vx+Tt96zMm+g67D9Nf5zP\nS5L2GukF45x7VtJ/SLrEL/NAeUN88rYXM2s3s0X++9Zg3q3Vd/Bf60T8p6RhMzvHL+cf5A1lGbGD\nvN4tm/39PvZ23ibpVDPb1w+UfUvePCZO0k2SWs3s4/4cLl+T1zPmP/x1H5V3S+p68yamblRpnSap\nT96F+ch8VQfIGzJ29CTK20FecOF1M3uPvKFrklKTjt8ub2jhf4xZb42kr5o3yfIOenduplzz1xQy\nXPBBSbPNbH6W/HzbXS/pHPnz78gLwp4jb2jfyDngR5LOMrND/ePvPWbWOiYwWRD/+PqMmc3yj9k3\nlX3yckna2cyi/nonStpH0i+dN9l4n6T/a2YzzJtwOWJmI+3nJUl72Oh5g16SNy/RiAfkTRR9nn8M\n1ZvZAWb24ZHqZqnTInl32AIATFEEeQAA6bL9upue1iav58hT8ub3+Jmkf8mxfvrzz0j6e0mvyZsA\n+Bfy5rAYtaw/b8dSST8ysxZJF8kLVDzu//3GT8u0jbHOkTfc50V58/GsGbPNCXHOfVtSh7z5V/5H\n3n6YLumTaUOixu6HXPX7v/ICOH3yhkn8SN7kzmPXy7rfnXP/Km9fPi7vwvjOMesulzfJ6+vyAmQ/\nyfMyfy+vF8p8Sb2S3jZvbp98bvL/v2Zmv/EfnyKvt8VGeQG3851zuSajHbFF3rxDL8jrNfO/JZ3g\nnHs6w7JZ250/HOpT8ibk3iSvDd6ld9vAP8t7/16VF5z5lca/d9fL68HygqTt5E9U7Jz7vbzJw2N+\nHVslHeOcG/LXbZc30fEmee/BrZnqOBl+4O1EefPtvJz297Rf31zzF419fSPPr5M3ZOh5SU/IC5CN\n5P2tvF41300bQvY/ft41/jYH5LXPLfLaa6bt5UobvYD33l2rMXcMS5NvuwPyAlcjQZ775L3XI8/l\nnHtI3qTLV8g7Pv6oiU/Onr7sqZL+7A93+5K89pZtnfsl/Y28tnOhvPa9yc//nLy29ju/Xjfp3R56\nd8sLhr9oZi/7aVdL2s8fmnWLH+haKm+42lP+Nn4ob4L6ke2Peo1+mzpK+c8PAIAqZu/+kJFjIW/C\nx99Ies45d4yZ/UzSh+R1V35A0v9K+0IDAEBBzOwXkn7nnFtdxm3+o6SdnXOn5124sPI+L693x0f9\nniuocmb2a0lXOufyXsya2b9Jut45d03wNcNYfs+9eyUdXODEx5gkMztH0h7OuUzzkQEApohCe/K0\ny/slYSQi9FPn3D7+2ODp8u4MAgBATmb2YX/YQZ0/geux8uatCHKbH/CHQJmZHSpvuNDYHhWT5py7\nVl7Pnlx3VEIFmVmjme2aNuzrAElrJ1JEQFVDHs67o96+BHiC55y7ggAPAEx9DfkWMLM95I3r7pZ0\nriQ57/a0Ix6UdxcCAADy2VXekJ2d5E0uepbzbqsdpBnyhmjNlzdvxWUjtw0uFedc3jlmUFEfkDck\n7j3y7mT2aefcRCYFDmKSagAAgJLLO1zLzG6SN5HdTElfd84dk5Y3Td544mimuz4AAAAAAACgPHL2\n5DGzpZJeds49YmZNGRa5UtL6bAEeM+OXLwAAAAAAgBJzzo0bUp5vuNbhko41s6Pl3eljppld55z7\nnJldIGkn59wX82x00hXG1NPV1aWurq5KVwNTEG0Hk0G7wWTQbjAZtBtMBu0Gk0G7QSHMMk8ZmHPi\nZedch3NugXPuvZKWSbrHD/B8QVKzvNuBAgAAAAAAoMIKvbuW5N1ZYqRbzvcl7SzpP83sETNbWfKa\nAQAAAAAAoGB57641wjnXL6nffzwtoPpgimtqaqp0FTBF0XYwGbQbTAbtBpNBu8Fk0G4wGbQbFCPv\n3bWKKtzMMScPAAAAAABA6ZjZpCZeDqwyQC4EBwEAAAAAmJiKBHkkLuKRHUFAAAAAAAAmbiITLwMA\nAAAAAKBKVawnDwAAAAAAQC2JxwfU09OnwcEGhUJDikab1draWHB+sQjyAAAAAAAAFGEgHtfPVq3W\nhv9+Ua8n99WTiuottSqR6JQktbY2Kh4fUHt7rxKJ7tR66fmlwHAtAAAAAACASRqIx9Xb3q6rHnlQ\nv0o+qwfVp6PVrh0UVyLRrVhsnSSpp6dvVIBH0qj8UiDIU0X22msv3X333ZWuRsrPfvYztbS0VLoa\nAAAAAABUrb6eHnUnEqPSfqGE9lFMkpRM1kuSBgczD6YayS8FgjxVxMwCv7PU008/rbq6Om3dujXv\nsp/5zGfU29tbku1u2bJFZ599tubNm6fZs2dr0aJFJSkXAAAAAIBKahgczJj+HiUlSeHwsCQpFBrK\nuNxIfknqUrKSSqAUExAFPYnRiKGhITU0VNXum5By38L+S1/6krZu3aonn3xSO+64ox599NGybh8A\nAAAAgCAMhUIZ099WWJFIh9ralkiSotFmJRKdo4ZspeeXQtX05BmZgKiv7yKtX9+lvr6L1N7eq3h8\noKxlPPzwwzrkkEM0c+ZMnXTSSTr55JO1atUq9ff3a4899tA//dM/abfddtOZZ56pN954Q0uXLtXO\nO++sHXfcUcccc4yef/75VFlNTU06//zz9bGPfUwzZ85US0uLXnvttVT+9ddfrz333FNz587VxRdf\nPKoezjldeuml2nvvvTV37lydfPLJ2rRpk6R3e+Ncd9112nPPPTVv3rxR6+dat7HRC3jNnj1bM2bM\n0K9//eus++Laa6/VEUcckXpeV1enWCymSCSiefPm6bzzzpNzToODg5o9e7Z++9vfppZ95ZVXtP32\n2+vVV1/Vk08+qTvvvFM//OEPtdNOO8nMdMghhxT8ngAAAAAAUK2ao1F1RiKj0k4Lz9H2h8zW5Zcv\nSXU8aW1t1OWXt6ilZZUWLepSS8uqUfmlUDVBnlJMQFRsGe+8846OP/54nXHGGdq0aZNOOeUU3Xbb\nbalhVC+99JI2bdqkDRs26KqrrtLWrVt15plnasOGDdqwYYOmT5+uc845Z1SZa9as0bXXXquXX35Z\n77zzji677DJJ0u9+9zudffbZ+tnPfqaNGzfqtdde03PPPZf2Wnp0xx13aGBgQC+88ILmzJmjL3/5\ny6PKvu+++/SHP/xBd999t771rW/p97//fd517733XknS5s2b9eabb+qwww4reP9K0m233aaHHnpI\nDz/8sG6//XZdc801CoVCOuGEE7RmzZrUcjfeeKOampo0d+5cPfDAA9pzzz11/vnna968eTrwwAN1\nyy23TGi7AAAAAABUo8bWVrVcfrlWtbSoa9EirWpp0Zk3X6/1D/98XACntbVRa9deqP7+Lq1de2HJ\nRx5VTZAn2wREvb31MlNBf319xU1idP/992t4eFhtbW2qr6/X8ccfr0MPPTSVX1dXp9WrV2vatGkK\nh8PacccddfzxxyscDmuHHXZQR0eH1q9fn1rezHT66adr7733Vjgc1kknnZQapnTzzTfrmGOO0cc+\n9jFtt912uvDCC1VX9+7bcdVVV+miiy7S/PnzNW3aNF1wwQW6+eabR82lc8EFFygUCunAAw/UQQcd\npMcee0yS9IMf/CDrusUO0/rGN76h2bNna8GCBfrKV76SCuwsX75cP//5z1PL3XDDDVq+fLkk6bnn\nntMTTzyh2bNn64UXXtAVV1yh0047TU8++WRRdQEAAAAAoBo0trbqwrVr1dXfrwvXrlVja2tF6lE1\nk8pkm4CopWVYa9cWVkZLy5D6+sanFzqJ0caNG7X77ruPSluwYEEqMDJv3jxtt912qbwtW7boq1/9\nqnp7e1PDod566y0551ITKO+6666p5adPn6633norta099tgjlbf99ttrp512Sj1/+umndfzxx48K\n/DQ0NOill15KPU8ve/vtt0+V/cwzz+Rdd7IWLFiQerxw4UJt3LhRkjc0bcuWLXrggQe0884767HH\nHtPxxx+fet3Tpk3TypUrVVdXp8bGRh155JHq6+vTPvvsU3SdAAAAAABAFfXkiUabFYl0jkrzJiBa\nXLYydtttt1Fz6kjShg0bUgGbsXe++s53vqM//OEPeuCBB7R582atX79ezrmCesvMnz9fzz77bOr5\nli1bRs3Xs3DhQq1du1abNm1K/W3ZskW77bZb3rJzrVvs3bs2bNgw6vFIUKy+vl4nnXSS1qxZozVr\n1uiYY47Re97zHknSgQceKGn8ZM9B30kMAAAAAIBtSdUEeUoxAVGxZRx++OGqr6/XFVdcoaGhId1+\n++168MEHJWW+G9Vbb72l6dOna9asWXr99de1evXqcctkC/iccMIJuuuuu3TffffpnXfe0fnnnz9q\nKNZZZ52ljo6OVFDllVde0R133FHQ68i17rx581RXV6dEIlFQWWNddtlleuONN/Tss8+qp6dHJ598\ncipvZMhW+lAtSVq0aJEWLlyoSy65RENDQ7rvvvvU39+vlpaWSdUBAAAAAACMVzXDtSQvSFPspEPF\nlDFt2jTdcsst+sIXvqAVK1boqKOO0tKlS7XddtulJl9O95WvfEXLly/X3Llztfvuu+vcc88dF4hJ\nXye9jP3331/f+973tHz5cr399ts699xzRw2Fam9vl3NOzc3N2rhxo3beeWctW7ZMxx577Lhyx8q1\n7vbbb6/Ozk599KMf1V//+lf19vaOmndobN3Hbucf/uEf9KEPfUibN2/W6aefrjPOOCOVd+ihh2qH\nHXbQCy+8oKOOOiqV3tDQoNtvv11f+MIXdOmll2qvvfbS9ddfr/e///1ZXwMAAAAAAJgYK3Yi3pyF\nm7lM5ZtZ0RMAl8thhx2ms88+W6eddlqlq1JxdXV1+tOf/qT3ve99gW5nKrUPAAAAAADKzb9uHtf7\no2qGa1WLgYEBvfjiixoaGtJPfvITPfHEE1qyZEmlqwUAAAAAAJATQZ4xfv/73+vggw/WnDlz9N3v\nflc333yzdtlll0pXKzBnnXWWZsyYMe7v7LPPHrcsEyUDAAAAAFC9GK6FqkP7AAAAAAAgO4ZrAQAA\nAAAA1DCCPAAAAAAAADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPGkOOOAADQwMVLoa\nJXPvvfdqn332qXQ1AAAAAABAGRDkSfPEE0+osbEx73J77bWX7rnnnjLUKLO6ujo99dRTeZc74ogj\n9OSTT5Z029ddd53q6up09dVXl7RcAAAAAABQnIZKVyDdQDyuvp4eNQwOaigUUnM0qsbW1rKXkY9/\nP/pJrTuyntm429lPqpxy2rRpky6++GIdcMABRdcfAAAAAACUVkE9ecys3sweMbM7/efnmNmfzGyr\nme1YiooMxOPqbW/XRX196lq/Xhf19am3vV0D8XjZythrr7109913q6urSyeddJJOO+00zZw5Uwcc\ncIAeeughSdJnP/tZbdiwQcccc4xmzJihyy67TJJ0//336/DDD9ecOXN08MEHa/369alym5qatHLl\nSn30ox/VDjvsoKeeekp1dXW66qqr9P73v19z5szROeecM6ou11xzjfbbbz/tuOOOWrJkiTZs2CBJ\nqZ5GBx10kGbMmKGbbrop6+vp7+/XggULRr2+Sy+9VPvvv7923HFHnXHGGRocHJQk7bvvvoqn7aeh\noSHNmzdPjz76aCptxYoVam9v10477VTQ/gQAAAAAAOVT6HCtdkm/kzTSfeTfJX1C0jOlqkhfT4+6\nE4lRad2JhNbFYmUrI713yp133qlTTjlFmzdv1rHHHpsKwlx//fVauHCh7rrrLr355pv6+te/ruef\nf15Lly7V+eefr02bNumyyy7TCSecoNdeey1V3k9/+lP9+Mc/1ptvvqmFCxdKkuLxuH7zm9/o8ccf\n14033qje3l5J0u23365LLrlEt956q1599VUdccQROuWUUyQpNWfQ448/rjfffFMnnnhiwftHkm64\n4Qb19fUpkUjoD3/4gy666CJJ0vLly7VmzZrUcr29vdp555118MEHS5IeeOABPfzwwzrrrLMmtD0A\nAAAAAFAeeYM8ZraHpKMl/ViSSZJz7lHnXMkCPJLU4PcoGau+t1cyK+ivoa8vcxnJ5ITqYmY64ogj\ntGTJEpmZTj31VD322GNZl//pT3+qo48+WkuWLJEkffKTn9SHP/zhVM8YM9PnP/957bvvvqqrq9O0\nadMkSd/85jc1c+ZMLViwQEceeWRqGz/4wQ+0YsUKfeADH1BdXZ1WrFihRx99VM8+++yEXkem13XO\nOedo991315w5c9TZ2ZkK7Jxyyim64447lPT31Q033JAKLA0PD+vLX/6yrrjiCoZpAQAAAABQpQrp\nyfNdSf9H0tYgKzIUCmVMH25pkZwr6G+ouTlzGeHwhOuzyy67pB5vv/32SiaT2ro18y545plndNNN\nN2nOnDmpv/vuu08vvvhiapn0YVMjdt1111HbeOutt1Lltbe3p8oaGR71/PPPT/h1jJVej4ULF2rj\nxo2SpL333lv77ruv7rjjDm3ZskV33nmnli9fLkm68sordeCBB+rQQw9NrVuJOYEAAAAAAEB2OSde\nNrOlkl52zj1iZk2T2UBXV1fqcVNTk5qaMhfTHI2qM5EYNdyqIxLRkra2grdVijIKMbY3y8KFC/XZ\nz35WP/zhDwteJ5eFCxdq1apVqZ40pTQyt8/I4/nz56een3LKKVqzZo2Gh4e133776X3ve58k6Z57\n7tH69ev1y1/+UpL0+uuv65FHHtFjjz2mnp6ektcRAAAAAAC8q7+/X/39/XmXy3d3rcMlHWtmR0sK\nS5ppZteKY1N1AAAgAElEQVQ55z5XaEXSgzy5jNwBa1UspvpkUsPhsJa0tU3ozlilKEPK30tll112\nUSKR0Mc//nFJ0qmnnqqPfOQj6uvr0yc+8Qn99a9/1f3336+/+Zu/0e67715Qmc651DJnnXWWVq1a\npYMOOkj77befNm/erL6+vtT8OyPbHwnCTOR1XXnllVq6dKmmT5+u7u5uLVu2LJW/bNkydXR06PXX\nX9dnPvOZVPq1116bmqDZOadPfepTOvHEE3XmmWdOaPsAAAAAAGDixnaaWb16dcblcgZ5nHMdkjok\nycwWSfp6hgBPySZpaWxtLfp258WWYWapv7HpI1asWKG2tjadd955WrVqlc4991zdfvvtOu+883TK\nKaeovr5ehx12mL7//e9nXD/b85G04447Tm+99ZaWLVumZ555RrNmzVJzc3MqyNPV1aXTTjtNf/nL\nX/SjH/1In/70p3O+nvTHy5cvV3NzszZu3KjjjjtOK1euTOXvuuuuOvzwwzUwMDDqrl2zZs0aVeZ2\n222nmTNnasaMGVm3CwAAAADAVDEQj6uvp0cNg4MaCoXUHI2mYgu58qqNFTq3ih/k+Zpz7lgzi8qb\np2cXSa9IijvnvpRhHZepfDNjTpcKeO9736urr7461QOpWtE+AAAAAADlMhCPq7e9fdTUL52RiFou\nv1ySsuZVMtDjXzeP63RTcJBnkhslyFNFCPIAAAAAADDaypYWXZThbt2rWlrknMuad+HateWoXkbZ\ngjyF3F0LVeziiy/WjBkzxv21VmnXMQAAAAAAqkmDPwftWPXJZM68apRv4mVUuY6ODnV0dBS07J//\n/OeAawMAAAAAwNQyFAplTB8Oh7OOMhkOh4Os0qTRkwcAAAAAAGyzmqNRdUYio9I6IhEtbmvLmVeN\n6MkDAAAAAAC2WSMTKK+KxVSfTGo4HNaStrZREyvnyqsmTLyMqkP7AAAAAAAgu2wTL1esJ4/ZuLoA\nAAAAAABgkioS5KGXBgAAAAAAQGkx8TIAAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAA\nADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAAADWgodIVAAAAAAAAmAri8QH1\n9PRpcLBBodCQotFmtbY2VrpaKQR5AAAAAAAA8ojHB9Te3qtEojuVlkh0SlLVBHoYrgUAAAAAAJBH\nT0/fqACPJCUS3YrF1lWoRuMR5AEAAAAAAMhjcDDzYKhksr7MNcmOIA8AAAAAAEAeodBQxvRweLjM\nNcmOIA8AAAAAAEAe0WizIpHOUWmRSIfa2hZXqEbjmXMuuMLNXJDlAwAAAAAAlEs8PqBYbJ2SyXqF\nw8Nqa1tckUmXzUzOORuXTpAHAAAAAABg6sgW5GG4FgAAAAAAQA0gyAMAAAAAAFADCPIAAAAAAADU\nAII8AAAAAAAANYAgDwAAAAAAQA0gyAMAAAAAAFADCgrymFm9mT1iZnf6z99rZr82sz+a2c/NbFqw\n1QQAAAAAAEAuhfbkaZf0O0nOf/6Pkr7jnPsbSZsknRlA3QAAAAAAAFCgvEEeM9tD0tGSfizJ/OQj\nJd3sP/6JpOMCqR0AAAAAAJgy4vEBtbSsVFNTl1paVioeH6h0lbYpDQUs811J/0fSTEkys50kveGc\n2+rnPy9p92CqBwAAAAAApoJ4fEDt7b1KJLpTaYlEpySptbWxUtXapuQM8pjZUkkvO+ceMbOmkeSJ\nbKCrqyv1uKmpSU1NTVmXBQAAAAAAU1NPT9+oAI8kJRLdisVWVTzIMxCPq6+nRw2DgxoKhdQcjaqx\ntbWidZqI/v5+9ff3510uX0+ewyUda2ZHSwrL683zz5Jmm1md35tnD3m9eTJKD/IAAAAAAIDaNDiY\nOcSQTNaXuSajDcTj6m1vV3cikUrr9B9PlUDP2E4zq1evzrhczjl5nHMdzrkFzrn3Slom6R7n3KmS\n/k3Sif5ip0m6rQR1BgAAAAAAU1QoNJQxPRweLnNNRuvr6RkV4JGk7kRC62KxCtUoOIXeXWvEyN21\nviHpXDP7o6Q5kq4uaa0AAAAAAMCUEo02KxLpHJUWiXSorW1xhWrkaRgczJhen0yWuSbBK2TiZUmS\nc269pPX+4z9LOiyoSgEAAAAAgKllZN6dWGyVksl6hcPDamtbUvH5eIZCoYzpw+FwmWsSPHPO5V9q\nsoWbuSDLBwAAAAAAyCXTnDwdkYiWXH75lJmTZywzk3Nu3I2xCPIAAAAAAICaNhCPa10spvpkUsPh\nsBa3tU3ZAI9EkAcAAAAAAKAmZAvyTHTiZQAAAAAAAFQhgjwAAAAAAAA1gCAPAAAAAABADSDIAwAA\nAAAAUAMaKl0BAAAAAACw7YjHB9TT06fBwQaFQkOKRpvV2tpYsvxtGUEeAAAAAABQFvH4gNrbe5VI\ndKfSEolOSVJra2PR+ds6hmsBAAAAAICy6OnpGxWgkaREolux2LqS5G/rCPIAAAAAAICyGBzMPKAo\nmawvSf62jiAPAAAAAAAoi1BoKGN6ODxckvxtHUEeAAAAAABQFtFosyKRzlFpkUiH2toWlyR/W2fO\nueAKN3NBlg8AAAAAAKaWeHxAsdg6JZP1CoeH1da2eNzds4rJ3xaYmZxzNi6dIA8AAAAAAMDUkS3I\nw3AtAAAAAACAGkCQBwAAAAAAoAYQ5AEAAAAAAKgBmW8wDwAAAAAAgKINxOPq6+lRw+CghkIhNUej\namxtDWRbBHkAAAAAAAACMBCPq7e9Xd2JRCqt038cRKCH4VoAAAAAAAAB6OvpGRXgkaTuRELrYrFA\ntkeQBwAAAAAAIAANg4MZ0+uTyWC2F0ipAAAAAAAAVSYeH1BPT58GBxsUCg0pGm1Wa2tjwfkTNRQK\nZUwfDocnXWYuBHkAAAAAAEDNi8cH1N7eq0SiO5WWSHRKklpbG/PmT0ZzNKrORGLUkK2OSERL2tom\nVV4+5pwLpGBJMjMXZPkAAAAAAACFaGlZqb6+izKkr9LatRfmzZ+sgXhc62Ix1SeTGg6HtbitrehJ\nl81Mzjkbm05PHgAAAAAAUJBSD2cqp8HBzCGQZLK+oPzJamxtDeyW6WMR5AEAAAAAAHkFMZypnEKh\noYzp4fBwQflTAXfXAgAAAAAAefX09I0K8EhSItGtWGxdhWo0MdFosyKRzlFpkUiH2toWF5Q/FdCT\nBwAAAAAASMo9HCuo4UzlMvI6YrFVSibrFQ4Pq61tSSo9X/5UkDPIY2ZhSeslhfxlb3bOdZnZxyV9\nW9J2kh6SdKZzbur0XwIAAAAAAKPkG45VC8OZWlsbcwZt8uVXu5zDtZxzSUlHOucOlnSwpCVm9veS\nrpV0snPug5KekXRa0BUFAAAAAADByTccqxaGM9W6vMO1nHNb/IfbSZomaVjSO865P/np/yrpm5Ku\nCaSGAAAAAAAgcPmGY9XCcKZalzfIY2Z1kh6WFJF0hXPuATNrMLMPOecekvRpSQsCricAAAAAAAhQ\nIcOxpvpwplpXSE+erZIONrNZkm41s/0lLZP0XTMLSeqT17sno66urtTjpqYmNTU1FVllAAAAAABQ\natFosxKJzlFDtrzhWEsqWCtIUn9/v/r7+/MuZ865ggs1s1WStjjnvpOW1izpDOfcsgzLu4mUDwAA\nAAAAKiceH1Asti5tONbiKdFzZyAeV19PjxoGBzUUCqk5GlVja2ulqxUYM5Nzzsal5wrCmNlcSUPO\nuTfMbLqkXkmXSnrQOfeK35MnLuki51x/hvUJ8gAAAAAAgMAMxOPqbW9XdyKRSuuMRNRy+eU1G+jJ\nFuTJeXctSbtJusfMHpP0gKQ+59wvJf0fM/udpMck3ZEpwAMAAAAAABC0vp6eUQEeSepOJLQuFqtQ\njSon55w8zrn/kvS3GdLPk3ReUJUCAAAAAAAoRMPgYMb0+mSyzDWpvHw9eQAAAAAAAKrWUCiUMX04\nHC5zTSqPIA8AAAAAAJiymqNRdUYio9I6IhEtbmurUI0qZ0J315pw4Uy8DAAAAAAAAjYQj2tdLKb6\nZFLD4bAWt7XV7KTL0iTvrlWCjRLkAQAAAAAAKKHJ3l0LAAAAAAAAUwBBHgAAAAAAgBpAkAcAAAAA\nAKAGEOQBAAAAAACoAQR5AAAAAAAAagBBHgAAAAAAgBpAkAcAAAAAAKAGEOQBAAAAAACoAQR5AAAA\nAAAAagBBHgAAAAAAgBpAkAcAAAAAAKAGEOQBAAAAAACoAQR5AAAAAAAAagBBHgAAAAAAgBpAkAcA\nAAAAAKAGEOQBAAAAAACoAQR5AAAAAAAAagBBHgAAAAAAgBpAkAcAAAAAAKAGEOQBAAAAAACoAQR5\nAAAAAAAAagBBHgAAAAAAgBrQUOkKAAAAAACAqW0gHldfT48aBgc1FAqpORpVY2trpau1zSHIAwAA\nAAAAJm0gHldve7u6E4lUWqf/mEBPeeUcrmVmYTP7tZk9amZPmFmXn/4JM3vIzB4xs3vNLFKW2gIA\nAAAAgKrS19MzKsAjSd2JhNbFYhWq0bYrZ5DHOZeUdKRz7mBJB0taYmaHSbpS0nLn3CGSbpC0MvCa\nAgAAAACAqtMwOJgxvT6ZLHNNkHfiZefcFv/hdpKmSXL+3yw/fbak5wOpHQAAAAAAqGpDoVDG9OFw\nuMw1Qd4gj5nVmdmjkl6S1Oece0DSFyX90syelXSqpH8MtpoAAAAAAKAaNUej6oyMnsWlIxLR4ra2\nCtVo22XOucIWNJsl6VZJbZIulHSJc+5BM/u6pA84576YYR1XaPkAAAAAAGBqGojHtS4WU30yqeFw\nWIvb2ph0OUBmJuecjUufSBDGzFZJ+ouks5xze/tpCyX9yjm3f4bl3QUXXJB63tTUpKamponXHgAA\nAAAAYBvV39+v/v7+1PPVq1dPPMhjZnMlDTnn3jCz6ZJ65Q3NulbS4c65P5rZmZKWOOdOzLA+PXkA\nAAAAAABKKFtPnoY86+0m6SdmVi9v/p5fOOfiZvZFSf/PzLZKel3SGSWvMQAAAAAAKIuBeFx9PT1q\nGBzUUCik5miU4VZTUM4gj3PuvyT9bYb02yTdFlSlAAAAAABAeQzE4+ptb1d3IpFK6/QfE+iZWvLe\nXQsAAAAAANSuvp6eUQEeSepOJLQuFqtQjTBZBHkAAAAAANiGNQwOZkyvTybLXBMUiyAPAAAAAADb\nsKFQKGP6cDhc5pqgWPkmXgYAAAAAADWsORpVZyIxashWRySiJW1tqefFTszMxM7lQZAHAAAAAIBt\n2EiwZVUspvpkUsPhsJa0taXSi52YmYmdy8ecc8EVbuaCLB8AAAAAAARrZUuLLurrG5e+qqVFF65d\nG/j6GM/M5JyzsenMyQMAAAAAALIqdmJmJnYuH4I8AAAAAAAgq2InZmZi5/IhyAMAAAAAALJqjkbV\nGYmMSuuIRLQ4bWLmINefiHh8QC0tK9XU1KWWlpWKxwdKvo1qxsTLAAAAAAAgq3wTMwe9fqHi8QG1\nt/cqkehOpSUSnZKk1tbGkm6rWjHxMgAAAAAAmPJaWlaqr++iDOmrtHbthRWoUXCYeBkAAAAAANSs\nwcHMg5WSyfoy16RyCPIAAAAAAIApLxQaypgeDg+XuSaVQ5AHAAAAAABMedFosyKRzlFpkUiH2toW\nV6hG5cecPAAAAAAAoCbE4wOKxdYpmaxXODystrbFNTnpcrY5eQjyAAAAAAAATCFMvAwAAAAAAFDD\nCPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA0gyAMAAAAAAFADCPIAAAAAAADUAII8AAAAAAAA\nNYAgDwAAAAAAQA0gyAMAAAAAAFADCPIAAAAAAADUgIZKVwAAAAAAAJRPPD6gnp4+DQ42KBQaUjTa\nrNbWxkpXCyVAkAdAyfBhAQAAAFS3eHxA7e29SiS6U2mJRKck8d29BhDkAVASfFgAAAAA1a+np2/U\nd3ZJSiS6FYut4nt7Dcg7J4+Zhc3s12b2qJk9YWZdfvq9ZvaI//e8md0aeG0BVK3sHxbrKlQjAAAA\nAGMNDmbu65FM1pe5JghC3p48zrmkmR3pnNtiZg2S/t3MfuWcO2JkGTO7WdJtQVYUQHXjwwIAAACo\nfqHQUMb0cHi4zDVBEAq6u5Zzbov/cDtJ0yRtHckzs5mSPi6CPMA2jQ8LAAAAoPpFo82KRDpHpUUi\nHWprW1yhGqGUCpqTx8zqJD0sKSLpCufcg2nZx0n6V+fcWwHUD8AUEY02K5HoHDVky/uwWFLBWgEA\nAABINzLvTiy2SslkvcLhYbW1LWE+nhphzrnCFzabJelWSW3Oud/6ab+S9EPn3Lg5eczMXXDBBann\nTU1NampqKrbOAKpUPD6gWGxd2ofFYj4sAAAAAKBI/f396u/vTz1fvXq1nHM2drkJBXkkycxWSdri\nnPuOmc2V9KSk+c65dzIs6yZaPgAAAAAAALIzs4xBnkLurjXXzGb7j6dLWizpv/3sT0u6M1OABwAA\nAAAAAOVTyJw8u0n6iZnVywsK/cI590s/72RJlwRVOQAAAAAAABRmwsO1JlQ4w7UAAAAAAABKatLD\ntQAAAAAAAFD9CPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA0o5O5aAAAAAAAAgRmIx9XX06OG\nwUENhUJqjkbV2NpacD48BHkAAAAAAEDFDMTj6m1vV3cikUrr9B83trbmzce7GK4FAAAAAAAqpq+n\nZ1QAR5K6Ewmti8UKyse76MkDAAAAAAAqpmFwMGN6fTJZUH4ticcH1NPTp8HBBoVCQ4pGm9Xa2ljw\n+gR5AAAAAABAxQyFQhnTh8PhgvJrRTw+oPb2XiUS3am0RKJTkgoO9DBcCwAAAAAAVExzNKrOSGRU\nWkckosVtbQXl14qenr5RAR5JSiS6FYutK7gMevIAAAAAAFBDih3yU24jkyevisVUn0xqOBzWkra2\nVHq+/FoxOJg5RJNM1hdcBkEeAAAAAABqRCmG/FRCY2trzqBNvvxaEAoNZUwPh4cLLoPhWgAAAAAA\n1IhSDPlBZUSjzYpEOkelRSIdamtbXHAZ9OQBAAAAAKBGlGLIDypjpKdVLLZKyWS9wuFhtbUt4e5a\nAAAAAABsi0ox5AeV09raWNSwOoZrAQAAAABQI0ox5AdTlznngivczAVZPgAAAAAAGC0eH1Asti5t\nyM/iqp50GRNnZnLO2bh0gjwAAAAAAABTR7YgD8O1AAAAAAAAagBBHgAAAAAAgBpAkAcAAAAAAKAG\nVO0t1OPxAfX09GlwsEGh0JCi0WYmigIAAAAAAMiiKoM88fiA2tt7lUh0p9ISCe8WcIUGeooNEhFk\nAgAAAAAAU0lVBnl6evpGBXgkKZHoViy2qqBAS7FBolIEmQAAAAAAAMqpKufkGRzMHHtKJutTj+Px\nAbW0rFRTU5daWlYqHh9I5WUPEq0raPvFrg8AAAAAAFBuVdmTJxQaypgeDg9Lyt/TptAgUbbhWMWu\nD0xV+do17R4AAFSjXN9Riv1+w/cjAFNJVQZ5otFmJRKdo4I4kUiH2tqWSMo/nKvYIFGx6wNTUb52\nTbuvXny5BCaO4yYYXCyjEnJ9R5FU1PebUnw/ol0DKCvnXGB/XvGTc9dd611Ly0q3aNEFrqVlpbvr\nrvWpvEWLLnCSG/e3aNEFqXUjkY5ReZHIilQZzc2dGddvaVlZkvWBybrrrvWuubnTLVp0gWtu7hzV\n7gvJL0a+dk27r06Zz1cdJW0bQK2Z6sdNkJ8Fxci3X4vNB7LJ9R2l2O83xeYX0q4r+f0PwNTlx1vG\nxWGqsieP5EW+s0W48/W0GVkvFlulZLJe4fCw2tqWFDwcq9j1gckoxy9FxQxTLLbd8+tuMIqdqF5i\n36I25WrXhRw31Tr0I+jPgmLk26/F5gdZd0xtk/mOUuj3m2Lz87VrelIXh++PwHg5gzxmFpa0XlLI\nX/Zm51yXmZmkiyR9WtKwpO8752JBV3ZEvuFcUnFBolKsj+yCvr39VD3ZF/vlt9gvCfnadTHtvhxd\noaeyIINzhWw76AvGaj3mpNp+bflM5brnU+zcfdU89KMcF4yTDXAFfbFcDeerYgN0tXrMlUIx+zbX\ndxTvx+7MefnWLUV+sUGgUvyYE6RKH1OV/IE06GuaoNdHDcvUvSf9T9L2/v8GSfdLOkzS6ZKuTVtm\nXpZ1A+ualGs4VyHr5hqOVYr16VaZWbFdVqd6V/Bcry3fMMR8+cF0J16RZ98VdtwE3RU6374thXzt\nMt+2sy1TbJstdhhdsd3My3HMFbPvK30+qdbPgqDfl3LItf0gzzmVHvpRmc8Cr20Uez6q9LCYSuaX\nY8hOpfOLEcy+X5Fj3xf+/abY/GKP6Xz5xb431fw5GvQ5p5LHdDnWR+3z4y0a+zcuIdufpO0lPSTp\nUEm/lvS+AtYp3yucoLvumnyQKN/6tX7QFfNhUOzJthzBgqD2TdCvrVRfEnIdF5M9boqt2+Tm4Srd\nl+dSfMhnWybo4Fy+1xb0BWOxx1wx+77S55OgPwuCPBcXsu2gg0TFnE+Lnbsv1/pBn8+KPSaDLD/o\nHwuKeV8K2TeVzJ/KAapC8gs5ZnMd76X6sSfXd/Nivt8Uk19sEKgUbSeoIE2lj7lK/kAa9DVNsetj\n25AtyJN3Th4zq5P0sKSIpCuccw+YWUTSMjM7XtIrkqLOuT+VqndROeQajlXs+qUYU17J7sJBdoss\ntstqObqCB7Vv8r22fMMQ8+WXYrhVvuNissdN0F2hgx6+kKt851ze4z3X+sW22XxziBU7TC/oYy6f\nYvZ9pc8nQX4WBH0uzle3YocPBD1kqdi5+6p56EfQnwXFzG2Sb78Wm1/p81UQ57tSDdmpdH4xQxyl\n0uzbXN9Riv1+U0x+vnZd7Pe/XO+NlHvfF/u+V/qYCvp8F+QxHfQ1EbZteYM8zrmtkg42s1mSbjWz\n/eXN0fMX59xH/EDPNZIyntm6urpSj5uamtTU1FSCale3YseUB5kvFTeXQLEfBsWebIP88hz0RUex\nF+tBf0kIUrF1y5cf9Hj3Yj7k89Uv6OBcscHFoC9Y8wlyMs1Kz8NQzDkn6HNxpYNExR6Txc7dl2/9\nIM9n+fKD/iwoJsA1Ur+gLpYrfb4qJj/fvqv0xXKQQe1CfgwJ+rOk0ooJAuXLz/XeBB2kqfQxV8kf\nSIs9poO+JkJt6u/vV39/f97lCr67lnNus5n9m6Qlkp6TdIufdZukf8m2XnqQZ1tRbK+DIPMr/ct3\nsSfbIL88B33REXRPmmK/JARpqv+6W+xFT67129qCDc4VG1wM+oI1nyB7VAT92oL8LAj6XFzpIFGx\n59Niz3eFrB/U+ayQbQf5WVBMgCtolT5fFZs/VQNUheQX+2NINf9QVQ7FfP/L9d4kk8EGaSp9TFX6\nB9Igr2mKXR+1aWynmdWrV2dcLt/dteZKGnLOvWFm0yUtlnSpvMDOx+UFdxZJ+n1Jal0jiu11UMnu\nwkFH7Is92Qb55fnb374n0H1TjpNxsb+gBmkq/7pb7EVPrvWDDs4VG1wsxwVrLkH2qAj6tQX5WRD0\nubjSQaJSnE+LPd/lOy6COp8Vkp9PkD8Y5MsLWiXPV6U4303VAFU5eoAVu2+3Vfl+wMykVEGaajim\ngjzfBXlMB31NhG1cpol6Rv4kfVDefDyPSfovSSv99FmS7pL0uKT7JH0wy/rBzjRUxXJNwFbNE/8F\nPalisfsuSOWaALcSr21bUMykh8W+d4W8r5V670txTFZakJNpVrLuxZxzgj4XFzvJabETH3M+xbao\nkpMDF5uf65ithc+hapftvSnFuZRz7eQVu+/Y98hHWSZezhnkKfZvWw7y5BL03SeK+aDdlj8MuOio\nbbXabgtRy69tKivFuT6oNl3pIFGx9QdQfsX+GIJgsO+B2pUtyGNeXjDMzAVZ/lQWjw8oFluX1r1u\n8ajudUHmF1t2LWPfACinaj7nFLPtTHPyRCIduvxyupIDAACMNRCPq6+nRw2DgxoKhdQcjaqxtTXn\nOmYm55yNSyfIAwAASo2gOAAAQH4D8bh629vVnUik0jojEbVcfnnOQA9BHgAAAAAAgCqysqVFF/WN\nnyh9VUuLLly7Nut62YI8daWtHgAAAAAAAArRMDiYMb0+mZxUeQR5AAAAAAAAKmAoFMqYPhwOT6o8\ngjwAAAAAAAAV0ByNqjMSGZXWEYlocVvbpMpjTh4AAAAAAIAKGYjHtS4WU30yqeFwWIvb2qbW3bUm\nc3swAAAAAAAAZA/yNJS7IhlvD+Y/JtADAAAAAAAwOWWfk6evp2dUgEeSuhMJrYvFyl0VAAAAAACA\nmlH2njylvj0YAAAAAADIjWlTtg1lD/KU+vZgAAAAAAAgO6ZN2XaUfbhWqW8PBgAAAAAAsmPalG1H\n2XvyjEQJV6XdHmxJAbcHAwAAAAAAE8e0KduOsgd5JC/QQ1AHAAAAAIDgMW3KtqPsw7UAAAAAAED5\nMG3KtsOcc8EVbuaCLB8AAAAAAOQ3EI9rXdq0KYuZNmVKMzM552xcOkEeAAAAAACAqSNbkIfhWgAA\nAAAAADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAAADWAIA8AAAAAAEANIMgD\nAAAAAABQAxoqXQEAAAAAKLWBeFx9PT1qGBzUUCik5mhUja2tBecDwFREkAcAAABATRmIx9Xb3q7u\nRCKV1uk/bmxtzZsPAFMVw7UAAAAA1JS+np5RARxJ6k4ktC4WKygfmKoG4nGtbGnR/2/vzsPkrMr0\nj3/vJGxBFhVQlFExihsgIIK4JSqkWVxnRh1FAbdxmBFcRlEDmCAgo8BPAXcUHDdwHzRRBJUQWQRx\n2IcRQcUNHEFlD+v9++OchrbpdFWquvqtrro/19VXuuvU23W66sm7PO85z1myYAEHjYywYtmyprsU\n0ywjeSIiIiIiYqDMueOOCR+fvXJlW+0RM1FGqAW0MZJH0tqSzpN0kaTLJC2pj39O0i8lXVi/tu55\nb5f1fEMAAB+aSURBVCMiIiIiIlq4e621Jnz8nrXXbqs9YibKCLWANpI8tlcCz7O9DbANsKukHQED\n77S9bf26pMd9jYiIiIiIaGnh/vtz4Lx5f/PYonnz2GW//dpqj5iJMkItoM3pWrZvq9+uCaxBSfAA\nqBedioiIiIiImMxkq2ON/nvwcccxe+VK7ll7bXbdb7+22yNmooxQCwDZbv0kaRbw38A84KO23yvp\nRGAn4A7gh8B7bN85bju38/sjIiIiIiLaNWHtkXnzGDnmmCRqYmhN9P9i0bx57Jr/FwNJErYfMPCm\nrSTPmF+yAfAtYD/gBtvXSVoT+DRwte1Dxz3fixcvvu/nBQsWsGDBgs7+gmqyjP1MaI+IiIiIiO4c\nNDLCYaed9oDHDx4Z4dBTT22gRxH9YcWyZZw+ZoTaLhmhNjCWL1/O8uXL7/v5kEMOmTDJs1qra9m+\nUdIZwK62j66P3VlH9bxzom2WLFmyOi8xaZKkVbXwfm+PiIiIiIjupfZI9FI3N+6bvun/3D32yLXn\ngBo/aOaQQw6Z+Im2J/0CNgI2rN+vA6wAdgc2rY8J+AjwgQm29eo4c+lSL5o3z4b7vhbNm+czly61\nbR+4cOHftI1+HTQyMiPaIyIiIiKieznvjl5pdU3aq20jVlfNtzwgh9NydS1gU+BHki4GzgdOs/1d\n4IuSLgEuAR4CHLaaiagHaLXkW6uMfb+3R0RERERE96ZjdawVy5Zx0MgISxYs4KCREVYsWzZlvzv6\nV6tr0sniop0lzFvFVbftES2na9m+FNhugsdfMOWdaZEkaVUtvN/bIyIiIiKie71eHaudMgxNT8uJ\n3pjsmrRVXLS6nk15kJgOq1WTp9daJUkW7r8/B1599QOrhdeMfb+3Qwo3R0REzFRNL96Qc4jONfne\nNP25Nf36vdTL2iOrGpFx8HHH9cXFdr9/rjN5fzbZNWmruGh1Pdtq+27bI6DPkjytkiStMvb93j4V\nmdludojd7ix7vf1MPhhExPTK/mBwNXmsyeIPzenlOcBUvDedvn7Tn1vTrz+TtRqR0eTFdr9/rjN9\nfzbZNemPjjxywm1G46LV9WzKg8S0mKhQz1R9sZqFl+1SrOqgkREvnj/fB42MDFSRqm4LN7cq5DVZ\neztFwM5cutQHLlzoxfPn+8CFCx/Q1svte93eTv9W1TYV7a30+vWbbu/mb+/19t1o57X7uX9N9q0d\nq+rfVOwPetW36Wgf5P1VO59tq9/dq+Nk04s3TMXiD03GVZPnCN0W6O3m9ZtetKPXcdOqvdvjZJPH\nqVbvzeL58ydsXzx/fuN96/Xn2qp9EBazWdU1abvv7aquZwfhvYn+UfMtjP96wANT+dVJkmeQtToY\ntGrv5j99twmkXm/f6/ZuTuynI8HUZAJsOtqbSh622r4b7b52txesTV00TcXrd5tI6OVFUz9fkA7z\n/mqyz66dvvfyONntMbzp9ibjqulzhHYuxnt1wdrt59aqb63aexk33cbVVGzfSxO9/ntXM3nYq+N8\nk59rO+293p/18r1tpVVcdLt9t+0xXJLk6QO9PkmZrL3bBFKvt+91ezcn9r1MME3F7+/n9m7/9l5v\nP/qcThIV7ZzcdfPeNH3R1OsT+1Z6edHU9Hvby0TETN9fTfbZtfN/rsnj5Exub7pvTZ4DtBP33bx+\nk/vifo+rqdi+185cuuoRGZ1cjE/Vcb7p/7NNt0/HDY9O42Iqtu+2PYbHqpI87SyhHlOk1VKPrdq7\nWd2r1bbdrmzW7yujTda/Xs+NbbWUYq9fv8n2bv/2Xm8/Ouf7sNNOY8mZZ3LYaafx/be+lRXLlk3a\n1s5rt3pOq751297ruJ2svZ3lQ1uZrH/d7g+afm+7aR/0/dVkn107/+d6eZzs9hjedHuTcdX0OUKr\n96ZV3Hfz+t1+bt3ur3oZN63auz1O9kPtkefusQeHnnoqS5Yv59BTT/2bejDP3WMPRo45hoNHRlgy\nfz4Hj4yw6zHH3PecXh7nm/xc22nv9f6s1+dQrUwWF1OxfbftEX1VeHnQdVu4udvVvSZr63Zls35f\nGW2y/pUk6Kr73ssE01T8/n5un7OKE7HpSh52UzTRdlerJ7TqX6v3pumLpl4U/ludE/NJL5r226+r\n/UHT72037YO+v5rsszvt2GMn3bbV9u20D/LiD03GVdPnCK3em7YuWDt8/W4/t273V72Mm1btreJq\nKrZv2mSre/UykdLk59pOe6/3ZyleHNHCRMN7puqr/PqYSt0M3+tmyGmvt+91+2T96/Xc2E6GnE7l\n6zfZ3u3f3uvtu5m60W7Md/re9GIo81TGba+H2LfT/073B02/t920D/r+arLPrp1tu42NQR4C32Rc\n9cM5wmTara3SxPSJqahB1o1e7q+mYvt+1uvjfDem4/90L/XzexsxnWq+hfFfD3hgKr+S5JlZuj1B\n6feT425O7HuVYJqO12+yvdu/vdfbd5uoaCfmO31vmr5o6vWJfTt6tU9p+r3ttn3Q91eT6ffjTL9r\nKq7aaW9S0xes3fRtOvrey/3VVGzfr/o9kTKT/0/3+3sbMV1WleRRaesNSe7l74+YKVYsW8bpY4ac\n7jJmyOmg6/Zv7+X2o3V3HjDE/phjAFbZNlWfXau/rdv2JvvX7zHf9Hvbz4b5b4/h1c9xn/3VzNXv\nx/mZLO9tBEjCth7weJI8ETHMZnKiIiIiIiIihlOSPBERERERERERA2BVSZ4soR4RERERERERMQCS\n5ImIiIiIiIiIGABJ8kREREREREREDIAkeSIiIiIiIiIiBkCSPBERERERERERAyBJnoiIiIiIiIiI\nAZAkT0RERERERETEAEiSJyIiIiIiIiJiACTJExERERERERExAJLkiYiIiIiIiIgYAEnyRERERERE\nREQMgCR5IiIiIiIiIiIGQJI8EREREREREREDIEmeiIiIiIiIiIgBkCRPRERERERERMQASJInIiIi\nIiIiImIAJMkTERERERERETEAJk3ySFpb0nmSLpJ0maQl49qPlXRzT3sYM8ry5cub7kLMUImd6ETi\nJjqRuIlOJG6iE4mb6ETiJroxaZLH9krgeba3AbYBdpW0I4Ck7YENAfe8lzFjZIcUnUrsRCcSN9GJ\nxE10InETnUjcRCcSN9GNltO1bN9Wv10TWAO4V9Js4EPAAYB6172IiIiIiIiIiGhHyySPpFmSLgL+\nCJxm+6fAW4BTbF/X6w5GRERERERERERrstubbSVpA+BbwGLgA8AC4F7gJtvrrWKbTOWKiIiIiIiI\niJhith8ws2rOamx8o6QzgOcBjwOuqk1zJV1pe4t2XjAiIiIiIiIiIqZeq9W1NpK0Yf1+HWAX4ALb\nm9re3PbmwG0TJXgiIiIiIiIiImL6tBrJsynwn7XQ8izgK7a/O+45mZIVEREREREREdGwtmvyRERE\nRERERERE/2q5ulbEWJLWkbSxpMROtE3SXEmPk9R2HbAISOxEZySlJmCstsRNdCsxFO2StK6kHSSt\n3XRfYvDkQj3aJulNwDXAx4CPNtydmCEk7UOJm6OBz9aV+iJaSuxEJyS9B/iEpFc33ZeYORI30QlJ\n75F0mKQXAjhTJKINkvYEfgW8DzhB0pYNdykGTJI80RZJjwReBuwA7AU8SdK/SHposz2LflYLt+8G\nPMv2S+rD+0t6XIPdihkgsROdkPQ2YFdgKfAvkg6ox6/cYY9VStzE6pI0W9ISyqI0lwFHSXqVpAc3\n27Pod5LWAp4L7Gb7hcAvgDdJenqzPYtBkiRPrNK4BM5fgYcA69heCRxOSfhs30Tfon9J2mR0ao3t\nvwJPBjauzccCGwA7N9S96GOJnehGnUb8fOBg20uB9wAbAq+G3GGPiSVuokOzgPnAW22fDLyXcl68\nS6O9ir4kadPR0ci27wB2Ah5em/8T+CPwjw11LwZQkjzxAJJmSToKOFvS4ZJeaPtW4Dzg8QC2fwD8\nHthR0twGuxt9osbNkZQ4+YSkN9SmrwFPB7D9M+AK4DGSNm+mp9FvEjvRCUlrSPqgpNdL2tL2vcAl\nwCvqU86lHrckbdtYR6OvJG6iEzVu3i/pRZLm2b4LuIgyAgzgFMr04qdKekxD3Yw+o+JDwE+BEyW9\nszZ9kjJaGdu/pOxz5kp6RjM9jUGTJE9M5FXAUyh3KC4CPlWnTvwe2G7MdIlvAv8A3N1IL6PfLAS2\nArYAvgQcIGkrypzjR0jaqT7vLOAZwG2N9DL6UWInVoukjYFvUe6EPhz4sqQnAz8E1pX09DoC4zLg\nemDTxjobfSNxE52oSZvTgXnAjsBXJK1HSQ5uJGmLmiz8MbARkJufMerpwJa2NwMOAfaQ9BLgSoD6\nPcDPgU2AOxvpZQycJHniPmPmnc8Czrf9R9tfA74LLAa+QTnheT6A7QspiZ8tGuhu9IkxcXMPcANw\nr+3lwMnA6yijL24GXixpTds/B24HUltlyCV2ogvrA5vY3tv2B4DvAa+kHL8uB/YEsH01sDnwCEh9\nlUjcREc2AO6wvaftg4BfA/sCVwEGRuC+EadPpNwojSE2Zp9xO7CBpHVtXwycRKnHI+AC4DWS1rf9\nO2BNkliOKZIkT4w1ukNaH3iIpNn153cCLwbWAo4HFkj6nKSvAmtTDnYxZMYcwEb/XYdy53Oz+vOR\nwNaUk6MvAH9Hufv1dWA9SqG5GEKJnVgdq7jAvhH4H0nPqj9/jHJBvhHlbvpmkhZLWpdyV/1GSH2V\nYZK4iSm0JvCrMSPZFwELKKMufgLsIOkt9bz5RuDaRnoZjZvg/GYOcD6wTf35C8CDKPudU4CbKCMK\n/6s+dsX09TYGWZI8Q0zSM8auAlCHmkKZLjGfMiQV2zcCnweW2L4AeAsl+3y+7efbvmV6ex5NkrS7\npIePnvSOiZsfAo8Btpe0To2LpcC7bf8aeD0ltlbYfrbt/5v+3keTEjvRibEX2LVILsBsyiiveZLm\n2v4NcCGwwPb5lGVpH0uZ4ndVHZUaQyRxE90aEzfXU6bSPFLSHNtXAhcDr7N9CiVZuJBS4uAXts9q\npMPRGEl7SnosZR8z9vzmckrCZ1tJG9u+nZJQ3sf2X4A3Ah8ETrW9Y63PE9E15ebE8JG0APgy5cRm\nDnCg7QskbU1ZrvgTkv4deDbwb7b/UGtivISy+sRdkpQ7W8NF0jMpw0wvB+4CTrJ9ci2C+0rg/9V/\ndwE+afscSQ8DjgL+1fbNDXU9GpbYiU5I2puS4PsxsMz2ufXxZwGXArtTVij5qu2zJa1NqXPwHNvX\nqKzUtlZdOCCGROImOiHp9ZRR6z8BvmT7t/Xx7Sjny++ijCo9qsbJQ4EVwM62r5W0PoDtmxr5A6IR\nkp5GOb+5CvgLcIXtw2r9r7cDHwa2o8TW2ba/XLf7PrCn7eub6XkMuozkGTL1rsQLgLfZ3gM4A3it\npOdQ7lSsALB9dP35fZL+GfgIcEtdTSBDl4fTdsARtnenjKrYWdIrgeuAb9m+0/YXgP8B3i7p3ZSh\nqH/IRfrQS+zEapG0A/AOYAll+sM7JO1Wp0NsR5k+vLS27VULdW9OGRZ/E4Dtu3OhPlwSN9EJSS8A\n9geOoxRXfk8d7f4wSh3KdYFPU6YQ7yNpU0o9yp9SzpWxfVMSPENpc8qNq92Bo4EtJb3N9p+Az9j+\nk+3vA2cCr5P0H5LOpSSF/txct2PQZSTPEKh3F9YA/mzbkk4Fvm/7w/UA9grgCcAi2zdJmm37Hkmb\nANsCewNn2D6+sT8ipp2kDSh1Cn5d4+FLwNW231dXldgFeAOwl+0bxsTNWsBTgVcDlyduhk9iJzoh\nadboEHdJewJPtH2wpLmUkaT7295p3DYbAy8HXkqZZvPBxM1wSdxEtyQdBNxu+2hJm1FGXTzL9p7j\nnrcV8CLK1KxHAofb/tx09zeao7La8BbAhXVmwxGUkX/vqMnkpwOfBV5g+7rR85u67RMp8fNn259t\n6m+I4ZAkz4CT9FbgQGA5cK3tt0r6e8qJzb62b613vl4JLLf9nbrdlpT56Csb6no0SNK/Ue6Engv8\nn+03StqRMqJrpCYDH0Epyv0L25+o2z0TuCx3s4ZXYic6IWkx8DDKceirdVrxCbYfW9tnUVZ4PNv2\nUWO2U7158Wjgd6Mn0zEcEjfRiRo3s4Cf2P5ePS9+j+0davtjKctdn2778xNsvzXlRkTiZojUmQ2H\nUUZw3QC8m7IAzTnAk2uNHSR9GLjN9oH1510pdUwzciemTaZrDbBa72I3YEvgzcA2kl5LGVr6R8rd\ncoCfU1bUUt3uZcAzKMtCxpCRtBFlePJTKcnAtSQtoiwDuYIyxxjgr8CfqPsRSc+mLB2ak54hldiJ\nTtS76M8ETgXeIumdlMK3F0s6YMxTPwE8VdJcSRvW2HoWgO1rcsE1XBI3sbokzZF0JLADZZXGoyW9\nnHJT4kpJr6tP/T/gB8DjJK0haTNJ76w3QLF9SeJmuEhah1LL6zm13MU1lJvo91IWp/lQfd4alKTP\n7Bo7W1CWRU+8xLRKkmew3QQ8GJhbs8tHU06IHgScByyU9BSX1bNuBx5Vt/u27c/YvqOJTkfj/gI8\nCdi4DoH/BCWOdgC+CrxI0o62b6MsK7ph3e4c2yeklsFQS+zEalEpcvsc4F22vw0cTDkhfh1lRNi+\nkjas8XQn8NcaP/cAX3BWsRlKiZvo0BqUBN++tr8IHEq5cH82pXjuayWt77LC4xrAg2otyjuAU2xf\n1lC/o2Euq2LtRFllDcpS6NcDewFHArtLekGNl03qNndRRiyfWK+1IqZNkjwDqM4JBViPkk1+EkA9\nEbqFcsf8DOAS4LOSPgeMUFYUIHcnhseYWBn7/drA17n/Tuc5wK8oxeWuptyxOFzSV4A9uT9u7iWG\nUmInOqGyFPHdlFXXXlUfPptyV31H4PfAN4ET63S+VwHr16k2N7uufhPDJXETnai1UW4H/ht4YX34\nm8C1wFMohf8vBz5TCyvvCNwNUIvn/mL6ex1NkzSrTvsEOIFS5wvbV1JumD+itr0LeLOkpZQi3ufV\n52VWRDQiSZ4BIOkVknbU/cs33lP//TVlWsR2kh5Tn/5t4DW2b7B9KGX6xE+A7W1fMN19j+ZIegdw\nnKR58DdxcytlGPNjVZYOhXIC/RzgbtvHAv8CLAOeZvuH0975aJSkl0naajS5k9iJdqgsVT36/ex6\noQ5lus0j68jSu4HLKMeux1NqHiyl1HCaRbkDn5PmISJp+1qwHSirX9VvEzexSpI2HT1G1cTgPXUq\nzWXAoyQ9uo5YP4cyCuxOyoX6lcDnKKNNFzfS+WiMpCeM/dn2vWNuRJ0FbChp5/rzzyk1wR7qsjT6\nvsCJlPObb01XnyMmkiTPDCZpgaQVwBspNXfeW+ecrydpUZ07/F/AZpRl07H9Y+D60Z2Y7XNtf9JZ\npngoqFhX0qeA3SkrAFxT29aRdEgtXLkCuBX4BwDbFwN3UUaBYfsq259P3AwXSVtIugD4Z8rJzIEq\nK00g6bDETkxE0oik71GSyntBSQyqLFG8gDIC45eUYe/Y/l/KhfrmLstZfxZ4te031Sk3MQQk7Szp\nLMpKfPeOeXyHxE2sypi4+RjwcSiJQUlPo4xs/xEwB9i1tp1NWUl2W9srbR8E/L3tvevInxgCkraR\ndA2wtNY0Hdt2RK3ddDlwIfDGmjj8JWUE82YA9Qb6N+p0v4hGJckzA0maXQuAvRY41vZCyhSJ9YGV\nlALKX7F9Wb3AWkapv/MpSd+mzC3+TUPdj4ZIWqPeyZwDbAzsZvtnlAPU6HzjT9tebvsayookj5d0\nkqTvUE6yr26o+9GgevcTSt2Cr9reDfgg8GjKHXOATyZ2YlRNKM+R9G7gA8BHKdOEd5X00vq09Sir\nfN5MGXWxpaR3SHowpR7GfTUMnJUeh0KNm9kqq/R9Efio7X3H1evagMRNTKDewDycsprjvsDfSXp+\nHdGzOWWp6yspqyPNl7SPpLmUhQCuG/09qQ83PMZMN98KOIIyu+ElktYa87QP2f5aravzZcrCNCfX\nmxcPoozoiegrc5ruQLSv7og+SLkoPwn4V99fHPnlwN8B2wFX2766XtTfZXtpvfv+SuAK2x9pov/R\njDFxs6akU7j/ZGa2pA8AT6nx8Q3bF4+Jm0skvZ4y4mdj2x9r7I+IRoyJnbVq7a5tgblQVqWRdDvw\ncklftX3haK2MxM5wq/ULVO+e/xZ4le0r65SbbSnTIAB+MDqFxvYFkg4E3gacSSlyuqyJ/kczxsTN\nPZJupVxMnVHbdqeM3LnF9umj2yRuYrReSp1Ssw3wU9tfryUMbqNMv5Ltr4/Z7OuUWjz/DhxAOf9J\nyYIhUs9vDgPmSFoGnG77OkkXU25MnEkZtYPr0uij30vam7IK8RNtf3r6ex/RmjJFeWaoB7GPUUbr\nfA/YGzgF+DTwb5QM9E8oQ1Hn2N6vbvdc4A+2r5KkzEkfLuPi5lRKAcofAftR5pzPBr5UH3+p7a3r\ndrsCv7d9aQPdjj4wLna+T5l+dR6ljtebKXevnkWZmrWm7bfU7UYo+5zEzhCqyb3DgRNtL6p3yVcC\ns23fJekkysn0CeO2W9/2TZLWrM/NNIkhMkHcbAK8hZIUnEe5UL+DslLNQWO2S9wMsQni5kmUaeiX\nAwsp09F/S6l/+5ox261r+9Y6+uvOjNwZLpLmA8dQEsc/o0xBf5ftM2v7hykjkA+rSR3ZtqSXUc5v\nzmuq7xHtykiemWM9yh2KhbZvlnQ9ZXWAF9r+8OiTJG0PLJL0KEoRuXmUOeup8D6cxsfNXyirSPyB\nUstpT9tXAO+T9OJ64DuLsuz1lU11OvrC+Nj5M/BkSpHKRwM7A4dQig5uC+XEmRI7WYVkCEl6EGXl\nkQ8Ce0s6wfZVtfneeiG+FmWqxNjt9qMkDY+wfed09jmaN0HcfK6O/DobeAhwUB1luhXwRUlfsX1p\nndK1PomboTRB3Hze9hV1Oug+wIW2P65S8P13kp5p+5y6v1kJHD92hEYMFQNH2/4CgKStKTWazqzt\nR1NugD6ZsnjEBpSi7rOAm6a9txEdSJJnhrB9o6RfA68DjqVciG8K7CzpXNvX1qduBNxoe7TmzonT\n3tnoGxPEzQrKSfNZwKspScDlkh5BmVN8uctKSSc10+PoF6uInY0oyxOfNJpclvRmyoiw0ToGJzfS\n4Wic7Vsk7Wf7N5IeDrwfePWYUaQPBubWC/RHAjvVKRSfyQiM4bWKuPkn4HTgXNujF1X/S5k+ofrz\nCYmb4TVB3CymjEq+AXgCZbQytldKOhnYsG56su0/NdHn6Bs/Bc5XWeXxHsqIntGbVXNs/07S8cC7\n67SuPwH72P5Gc12OWD0pvDyzfBPYRtKmLpXbL6EMX95U0mPqvPQjKTsrJGnVvyqGyNi4uYkyQufP\nwKGUgpVfpEzlutz29Q32M/rP+Ni5lLLPeYSkh0o6hFJ4+awmOxn9Y8wNho9Qim+PjBlFujll+dm3\nURYEeHjdJhfqQ25c3MyrcXMvZTroqAMotQd/V7dJ3Ay5cXHzOEm714v2q4DjJT1B0iLgOZQkIUnw\nhO3bXVZSu6c+NML9+5W762NPAXYDLra9z/T3MqI7SfLMLGcB11OGoeKyMtIOlGGHrwKeCuw+WgQs\n07OiGh83PwFeBFxg++3A8ZSVtt7fWA+jX61qnzML2IlyZ/T5YwuhRgDYvg74DHDgmIefAWwPPBF4\nse2PNtG36F/j46YWYX6hpBWUi669bP+5yT5G/xkTN++tPx9BSSQvBramlDb4ZXM9jH6ksgLkbMq0\n8+/Wx54k6WmUBPPjbS9qso8RnUrh5RlG0jMp84+Poww3PJFSRPd/xmSkI/7GBHHzWWBRTfhErNIE\nsXMC8HbbFzXasehrYwpVfoOymt8NlKl+V9he0Wzvol+Ni5trgVuAi4Arbf93s72LfjUubv4I3A58\nBbjM9m3N9i76Wa3ZdDzwLeANlOPVu5JMjpkuI3lmGNvnAEdQhhB+D/i67UuT4InJTBA330yCJ9ox\nQex8IwmeaKVecM0FNgFeCdxg+1NJ8MRkxsXNPwHX2j45CZ6YzLi4eQVwje3zk+CJNmwL7Am8g3Ju\n/IYkeGIQZCTPDFVXKbknyZ1YHYmb6FRiJ1aXpH8HHgUcYPuOpvsTM0PiJjqRuIlOSNoM2As4Kqv0\nxSBJkiciIiKmnKRZtXhuRNsSN9GJxE1ExP2S5ImIiIiIiIiIGACpyRMRERERERERMQCS5ImIiIiI\niIiIGABJ8kREREREREREDIAkeSIiIiIiIiIiBkCSPBERERERERERAyBJnoiIiBhYkjaQtG/9flNJ\nX2u6TxERERG9kiXUIyIiYmBJegzwHdtbNdyViIiIiJ6b03QHIiIiInroP4B5ki4EfgE8yfZWkvYB\nXgrMBR4PHAWsBbwGuAPY3fZfJM0DPgpsDNwGvMn2z6f/z4iIiIhoLdO1IiIiYpC9G7ja9rbAu8a1\nPQV4GfB04HDgFtvbAecCe9XnfBrYz/b2dfuPT0uvIyIiIjqQkTwRERExyLSK7wHOsH0rcKukG4Hv\n1McvBbaWtC7wTOBr0n2brtnLzkZERER0I0meiIiIGFZ3jPn+3jE/30s5R5oF/KWOAoqIiIjoe5mu\nFREREYPsZmC91dxGALZvBn4l6R8BVGw9xf2LiIiImDJJ8kRERMTAsn0DcLakS4EPAaPLinrM90zw\n/ejPewJvkHQRcBnw4t72OCIiIqJzWUI9IiIiIiIiImIAZCRPRERERERERMQASJInIiIiIiIiImIA\nJMkTERERERERETEAkuSJiIiIiIiIiBgASfJERERERERERAyAJHkiIiIiIiIiIgZAkjwRERERERER\nEQPg/wPJFr1F3VKQtAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef70fbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39034d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIkAAAF8CAYAAABL1etVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b29050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcVNWd///3B1AaZWsWRRBEWx23UZm4xYVuk7Eb065j\nXNC4RL8THSNNMpOfEzbFKOokZhIgY1aNO2qMcaEdaGPS4BgV45qouLRRFJS4AILYKPD5/XFvFdVF\nVd3bVV109+X1fDz60dX33OXcW+eevvWps5i7CwAAAAAAAMnVo7MzAAAAAAAAgPIiAAQAAAAAAJBw\nBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgA0OnM7KdmNrWE7f9qZmM7\nel10DjObZGa/7Ox8oPzMbI6ZnRC+Ps/MHu3sPGUqtm4ys41mtls58lQMM9vRzF4ys207Oy8AgM5D\nAAgAUBZm9qaZ7WJm3zWzBTnSh5jZZ2a2j7v/m7tfVeyx3H0/d1/Y0esWy8yazeyj7vZhy8xqzOyP\nedJGhx9qi3p2yN63mZ1oZs+Z2Soze9/MHjGz0ZLk7te4+78Wc5wkMrObzOxzMxvW2Xlpj7DM/K1A\n+v6S9nf3B7Zgttql1LqpGNnBo/DeebuUfbr7ckl/lPSNUvMHAOi+CAABAMrFw59bJR2e+nCf4QxJ\nz7v7S4V2Yma9ypK7MgnP8yhJGyWd0KmZKQ8reQdmu0u6WdK33X2ApF0l/Y+kDaXuuysqpQyb2faS\nTpG0UtLXOixTXcOFkm7r7EykmFnPzs5DhpLvs/SONpW/2xVccwDAVooAEACgrNx9qaQ/SDo7K+kc\nSbdI6RYOV4ava8zsHTO71MzelXSDmVWY2c1hq5qXwrT0N+Jha6Mvha+nm9nd4fofh12+vpBn3UPM\n7HEzW2Fmy8xstpltU+IpnyPpcQUBjnMzE8LzvN7MHjKz1Wb2f2HXjB+H5/aymR2Ysf53zez18Dxe\nNLOTMtKeD/eR+tmY6tpmZieE668wsz+a2V5Z5/8f4fYrzexOM+sdJqeCdrmkWk2tDI93qAWmhvtc\nHl7z/nm2z9z3gZL+5u5/lCR3X+Pu97r722Eep5vZreHrVMujc8zsrbC10OSM8+kTUTYKXcPzzOyx\n8H1fGV7/L2WkDzezB8zsQzN7zcz+X9Z7eWXG3zW2eZm81MxekLTaimw5pSD4s0LSldq8PE03s9+Y\n2a3h+b1gZntY0IVuuZktMbNjMtb/eniNPjazFjP7Rkbag1nlaYOZnROmHW5mT4XXaJGZfTFju2Yz\n+15Ylj82s/lmNjgjm/nKkySNk7RZ68CMfec8rpkdHV7X1HoPm9mijL8ftU3dyoab2W/N7O9m9oaZ\nTci6fveE129V9vUN18msm4aY2dzwvvrQzBaaWaFATX14nd83s+9nrmtm54fvxUdmNs/MRoXLU/fZ\n8+H1PEfSQ5KGh+/Lx2Y2LLj10mX7AzO7y8wqw32k7pnzzewtSb8P97lI0m5mNrJAngEACUYACABQ\nFu6+q7svCf+8WRkBIDP7B0kHSLojtbraflDcUVKlpFEKvrGeHr7eVdIxClpCZK6f/SHzeElzJA2Q\n9ICkn+RZd72kiZIGS/qipC9Lujj+WeZ0joJWDbdLqjOzHbLST5U0RdIQSesUBIv+HObhHkn/nbHu\n65KOdPf+kq6QdJuF3YDc/QB37+fu/ST9h6TFkp4xsz0VXNeG8BgPSXrQNrUC8DAPdQqu5/6Szgv3\nucDd0wGQLEeFvweEx31S0tcVfGiukbSbpL5qe63Tsvb9tKS9zOy/w8BJ3+zVc+ziCEl7KniPLgvL\nkCRdrsJlI9c13DEj/ZBwncHhvu41s4Fh2p2SlkjaSdJXJV1tZkdn5LFQcEMKWrkdK2mgu2+MWDef\ncxW8n3cquGb/lJV+nIJAaqWkZyXND5cPl/Q9ST/PWHe5pPrwWnxd0o/MbIwkufvxGeXpNEnvSnrE\nzAZJapT0Y0mDFJTPxlSwITReQRnaQdK2kr4T7vNNd885Do4FLZt2lfRKnvRCx31C0h5mNsiCgO3+\nknYys+3NrI+kL0h6NAy6PRhel+EKys63zKw241AnSPpN2BLtDm0u833+D0lvK7ivdpA0yd0LlYGT\nwrz8k6QTJZ0fntuJkiZJOjnc16MK6iu5e2p8sv3dvb+736KgDC0L35/+7v6egvv7BEljFZTPFQpa\n0WUaK2kvBYE2uft6BWX9QAEAtkoEgAAAW8J9knbMaDlwjqSH3P3DjHUyv0nfKOlyd//c3VsVBCyu\ndvdVYYuimVnrZ3vU3eeFH85uUxBs2oy7P+Pui9x9o7u/JekXkqqLOkNJZnakgmDE3e7+jKQWSWdm\nHlLSve7+rLuvk/Q7SZ+6+21hXu+WNCYjf/eEH/bk7ndLek1BwCL7mFdKOsHd10g6XdJcd3/E3TdI\nuk5SH0mHZ2w2y93fc/cVCj4gx/lAmOt6nyXph+EH/U8UfKg9I6q1i7v/TUHQaER4zu+b2a/DoEC+\nY13h7uvc/QVJz2vTe1qwbOS5hodm7Pfv7j7T3TeE6a9IOi5sJXG4pP9098/c/XlJv1JQdgtdk/Sh\nFVznpeF73W5hq5AaSXe4+98lPZJ1fEla6O4Ph+/1PZKGSro2/PsuSaMtbJXl7g+F117hOFhN2hTY\nSx1zT0k3STotvJ71kl5x99vD++ROBcHGVPdGl/Rrd389vFfvVrzylAqyrc6Tnve47v6ppKcU3Ktf\nkPScpMckHSnpMEmvhWX7YElD3P0qd18fnvuvFATmUv6UGoMozH8hnykItowOy8tjEev/l7uvDFu2\n/VhBoEySLpJ0jbu/EgYGr5F0YIGWObnK2YWSprr7Mnf/XEFw86tZ9950d/8067xWKwiMAwC2QgSA\nAABl5+5rJf1Gmz68nqWw+1ce77v7Zxl/D1fwzXvKOxGHXJ7xeq2kilxBCTPbM+zS8W7YBWSGgpYg\nmzGzn2V0j/lunuOeK6nJ3T8K/56jzbuV/D3jdWvW358qaEWTOuY5ZvZs2OVkhaT9MvMXfmC8S9I5\n7v56uHgnBa1WJElhYOltBcGWlPfyHbOddpL0VsbfSyT1UtCCqyB3f9LdT3f3HRQEIcYqaBmVT2ae\n12pTnguWjahrKGlp1nHeUnBeO0n6KAxspSxR2+sYJe/AvWY2OaM8XZ9ntbMlvRwGvaSghcqZ1nas\nmuzy80FGq5RPw999w2Mea2ZPhN2XVkj6itqWpwGS7pc0xd3/FC4erozyFHorXJ5STHlaGf7ulyc9\n6rgLFATHjgpfL1AQEBorqTlcZxcFXadWZLz/kxS03kmJqkukTQGYHyhoQdMUdu36z4jtMt//JRl5\n30XSzIw8pQLh7SlboyX9LmMfLylo0Zh57+Uqf/206doDALYyBIAAAFvKzZJOC7tf9FXQ8iRToS5d\n70rK/Ha8o8aw+KmCD067h11ApijP/0Z3vyjVRcbdr81OD7uenCapOgwovSvpW5IOsGC2o3Yxs10U\ntEj6pqRB7l4p6a8KP4yGx7tP0o/cfX7GpssUfMBM7ccUXK/sQEf61GJmKdd6yxR8EE0ZpeBD6PIc\n6+bfsfufFbSG2rc924Xylo2oaxjK/tC9i4LzWiZpUFb3tFHaFDD4RNJ2GWm5ZujKe23d/eqM8pSv\n2+E5CsZsSZWnHyroMlSfb7/5WDDO028lfV/SDuG1eEibylMPBQGmR9z9VxmbLlVGeQrtovzlKZYw\nsNYi6R/yrBJ13AWSjtamgE8qIFStTeMKva1grKnKjJ/+7n5cKhuKX/5TY1V9x92rFLSA+nfLGDMq\nh1FZr1N5XyLpG1n52t7dn8h36BzLlkgal7WP7dz93Xzbhd1Ad1fQgg4AsBUiAAQA2CLc/VEF3zz/\nXNIcD8ajSDEV7k5zt6RJZjbQzEZIukTt+OBWQF8FXSLWWjBQ8r+VsK+TFAQ/9lbQPemA8PWj2tTy\nqT0z+2yv4Bw/kNTDzL6uoPVKyo0KWodcl7Xd3QoGn/1SOD7KfyhoafQn5RY3T+8r6JpXlbFsjqRv\nh4PO9pV0taQ7PWK8GzM7wsz+n5kNDf/eS8G4Tfk+ABdSqGxEXUNJ2sHMGsxsGzM7VcGYKQ+5+zsK\nrtk1ZtY7DOKdr02zVj0n6StmVhmOy/StIvKeV9hdcjcF3ZhS5Wk/BUGa7G5gcWwb/nwgaaOZHSsp\ncyycGQoCWtnn8ZCkPc1svJn1MrPTFVyjuZnZLSI/qX3n63L5vxHH/ZOC4NHBkhZ5MJvgLgq696UG\nUn5SwQDcl1owWHhPM9vPzA5qR74zB24+zsx2D4OqHyuYta7QzHXfCcvlSAVj9twVLv+ZpMlmtk+4\n3wFh2UtZrrb32XJJg63tAOs/UzAmVWrw6KEWDnxdwCGS3gy7pAEAtkIEgAAAW9ItCr4Jz+7+lf1N\nfHZw53sKWl78TcG4Jb9RMB5HLrm+1c8XLPqOgjF6PlbQUuTOAutGOUfSje7+jrv/PfxZrmBQ5FS3\nnVznmTOv4QfaHyoYJPo9BR/+/y9jvdMlnWRtZ246wt1fVTAQ8mwFQZt6ScdnBdyyjxd5zmE3vhmS\nHgu7nRyiIAh1q4IP3G8o6Jo1If9e0lYqaEHxFzNbreDD/r0KWqfkylOh/OUtGzGuoRQECfZQcK2u\nlHRKOH6MFIzZMlpBa6B7JV3m7n8I025V0JLiTUnzVFrZyeUcSfe5+4tZ5WmmggBfpeKV9VR5Wq0g\nCHG3pI/Cc7s/Y70zFARPVmSUp/Fhd8bjFAQSP1BwzxyX0c0x+5jtaVXzCwXdQTfb1oPxwfIeNyyP\nT0t6MaNs/0lBgOODcJ2N4T4OVFA+3w+P2T/7eAVkrrO7pIcVBI3/JOl/3D3vLGYKru/TCgahnqvg\nfpG73yfpvyTdGXY9/YuCQdlTpku6ObzPvuruixUEW9+wYNawYQrKwQMKuqN9rKCMZ44Pluu8zlLQ\n6hEAsJUyLzh5AQAAXY+Z/ZuCQWqPjlwZW5X2lA0zO0/SBe5+VNS6KA8zu13BoOn3R66MolkwG2Gz\npAOzxlcDAGxFaAEEAOjyzGxY2G2ohwXTf/+7gjFjsJWjbHRv7n4WwZ/yC1uQ7UPwBwC2br06OwMA\nAMSwrYIxL3ZV0H1ojqR8Mydh61JK2WjXIMAAAADdGV3AAAAAAAAAEq5TWgCZGVEnAAAAAACADubu\nOWe67LQuYLQ82vpMnz5d06dP7+xsoJuh3KAYlBsUg3KDYlBuUAzKDYpBuUEcZjljP5IYBBoAAAAA\nACDxCAABAAAAAAAkHAEgbDE1NTWdnQV0Q5QbFINyg2JQblAMyg2KQblBMSg3KFWnzAJmZs4YQAAA\nAAAAAB3HzLreINC5FBqsCJAYPBwAAAAAgGJ0qQCQxAd85EeAEAAAAACA4jAGEAAAAAAAQMIRAAIA\nAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAdQOjR4/WI4880tnZSLv99ttVV1fX2dkAAAAAAAAx\nEQDqBsys7DNgvfnmm+rRo4c2btwYue5ZZ52l+fPnd8hx165dq4svvlhDhw7VwIEDVV1d3SH7BQAA\nAAAAm3S5aeBzaWxcqFmzmrRuXS/17r1eDQ21qq8fu8X3Ecf69evVq1e3uKw5ufsWPd43vvENbdy4\nUYsXL9agQYP03HPPbdHjAwAAAACwNejyLYAaGxdq4sT5amq6SgsWTFdT01WaOHG+GhsXbtF9PPPM\nMxozZoz69++v0047TaeffrqmTZum5uZm7bzzzvr+97+vnXbaSRdccIFWrlyp4447TjvssIMGDRqk\n448/XkuXLk3vq6amRpdddpmOPPJI9e/fX3V1dfrwww/T6bfeeqt22WUXDRkyRFdffXWbfLi7rr32\nWu2+++4aMmSITj/9dK1YsULSplY8t9xyi3bZZRcNHTq0zfaFth07NgiGDRw4UP369dOTTz6Z91rc\ndNNNOuqoo9J/9+jRQ7Nnz1ZVVZWGDh2qSy+9VO6udevWaeDAgXrxxRfT677//vvabrvt9MEHH2jx\n4sV68MEH9Ytf/EKDBw+WmWnMmDGx3xMAAAAAABBPlw8AzZrVpJaWGW2WtbTM0OzZD2+xfXz22Wc6\n+eSTdf7552vFihUaP3687rvvvnTXrOXLl2vFihVasmSJfv7zn2vjxo264IILtGTJEi1ZskR9+vTR\nJZdc0mafc+bM0U033aS///3v+uyzz3TddddJkl566SVdfPHFuv3227Vs2TJ9+OGHeueddzLOZZYe\neOABLVy4UO+++64qKyv1zW9+s82+H3vsMb366qt65JFH9L3vfU+vvPJK5LaPPvqoJGnVqlVavXq1\nDj300NjXV5Luu+8+Pf3003rmmWd0//3368Ybb1Tv3r11yimnaM6cOen17r77btXU1GjIkCFatGiR\ndtllF1122WUaOnSo9t9/f917773tOi4AAAAAAPksbGzU1Lo6Ta+p0dS6Oi1sbGxXeqK4+xb/CQ67\nuVzLq6svd8lz/ORbHn/d6urLc+Yj24IFC3zEiBFtlh155JE+bdo0b25u9m233dbXrVuXd/tnn33W\nKysr03/X1NT4jBkz0n9ff/31Pm7cOHd3v+KKK3z8+PHptE8++cS33XZbf+SRR9zdfe+9906/dndf\ntmyZb7PNNr5hwwb/29/+5mbmS5cuTacfcsghftddd7m7+1577RW57YYNGyKvx69//Ws/8sgj03+b\nmc+fP7/N+Xz5y192d/ff//73XlVVlU47/PDD/dZbb3V39xkzZriZ+RVXXOGff/65L1iwwPv27esv\nv/xyzuPmKzcAAAAAAGRbMHeuT66qahMImFxV5Qvmzo2V3h2Fn5tzxmK6fAug3r3X51xeV7chdvin\ntjb3PioqNsTKw7JlyzRixIg2y0aOHJkeL2fo0KHadttt02lr167VhRdeqNGjR2vAgAGqrq7WqlWr\n2oyvM2zYsPTrPn36aM2aNelj7bzzzum07bbbToMHD07//eabb+rkk09WZWWlKisrtc8++6hXr15a\nvnx5zn1vt9126X2/9dZbkdsWa+TIkenXo0aN0rJlyyQF3d3Wrl2rRYsW6c0339Tzzz+vk08+OX3e\n22yzjaZOnapevXpp7NixOvroo9XU1FRyfgAAAAAAW7emWbM0o6WlzbIZLS16ePbsWOlJ0+UDQA0N\ntaqqmtJmWVXVZE2YcMwW28dOO+3UZgwfSVqyZEl6Zq7sGbp++MMf6tVXX9WiRYu0atUqLViwILP1\nU0HDhw/X22+/nf577dq1bcYHGjVqlObNm6cVK1akf9auXauddtopct+Fti11lrElS5a0eZ0KmPXs\n2VOnnXaa5syZozlz5uj444/X9ttvL0naf//9JW0+8HS5ZzwDAAAAACRfr3Xrci7v2doaKz1punwA\nqL5+rGbOrFNd3TRVV09XXd00zZw5rl0zeJW6j8MPP1w9e/bUT37yE61fv17333+/nnrqKUm5Z81a\ns2aN+vTpowEDBuijjz7SFVdcsdk6+YJBp5xyiubOnavHHntMn332mS677LI2U7NfdNFFmjx5cjrg\n8v777+uBBx6IdR6Fth06dKh69OihlqzoZ1zXXXedVq5cqbfffluzZs3S6aefnk4788wzdeedd+qO\nO+7QmWeemV5eXV2tUaNG6ZprrtH69ev12GOPqbm5WXV1dUXlAQAAAACAlPW9e+dcvqGiIlZ60nT5\nAJAUBHDmzbtSzc3TNW/elUVN317KPrbZZhvde++9uuGGG1RZWanbb79dxx13nLbddtv0QNCZvvWt\nb+nTTz/VkCFDdPjhh+vYY4/dbJ3MvzP3se++++p//ud/dOaZZ2r48OEaNGhQm+5VEydO1AknnKDa\n2lr1799fX/ziF7Vo0aKc+81WaNvttttOU6ZM0RFHHKHKyso2+8yW65xPPPFEfeELX9CYMWN03HHH\n6fzzz0+nHXLIIerbt6/effddHXvssenlvXr10v3336+HHnpIAwcO1IUXXqhbb71Ve+65Z95jAwAA\nAAAQR21Dg6ZUVbVZNrmqSsdMmBArPWksTrekDj+omec6rpnF6ibVFRx66KG6+OKLde6553Z2Vjpd\njx499Prrr2u33XYr63G6U/kAAAAAAHS+hY2Nenj2bPVsbdWGigodM2GCxtbXx07vbsLPzTlbhhAA\nimnhwoXac889NWTIEN1+++26+OKL9cYbb2jHHXfs7Kx1OgJAAAAAAAB0vkIBoG7RBawreOWVV3Tg\ngQeqsrJSP/rRj3TPPfckOvhz0UUXqV+/fpv9XHzxxZuty6DNAAAAAAB0bbQAQrdB+QAAAAAAIL+i\nWwCZWYWZPWlmz5nZX81serh813D5a2Z2p5ltEy7vbWZ3hcufMLNdOvxsAAAAAAAA0C4FA0Du3irp\naHc/UNKBksaZ2aGS/kvSD919D0krJF0QbnKBpA/D5T8K1wMAAAAAAEAnihwDyN3Xhi+3lbSNJJd0\ntKR7wuU3SzopfH1C+Lck/VbSlzsspwAAAAAAAChKZADIzHqY2XOSlktqktQiaaW7bwxXWSppRPh6\nhKS3Jcnd10taZWaDOjzXAAAAAAAAiC1OC6CNYRewnSUdKmmvsucKAAAAAAAAHaZX3BXdfZWZ/VHS\nFyUNNLMeYSugnSW9E662VNIoScvMrJekAe7+Ua79TZ8+Pf26pqZGNTU1RZ3AlrDffvvp+uuv19ix\nYzs7Kx3i0Ucf1b/+679q8eLFnZ0VAAAAAABQpObmZjU3N8dat+A08GY2RNJ6d19pZn0kzVcwsPO5\nkn7r7neZ2c8kPefuPzOziyX9o7v/m5mdIekkdz8jx34TOQ386NGjdeONN+pLX/pSpxy/R48eev31\n17Xbbrtt8WPfcsstOu+88/TLX/5SF1xwQfQGReju5QMAAAAAgHIqNA18VAugnSTdbGY9FXQXu8vd\nG83sJUl3mtlVkp6RdEO4/g2SbjWz1yR9KGmz4E8xFjY2qmnWLPVat07re/dWbUODxtbXb/F9RCkl\nQJHazizn+9Tu/WxJK1as0NVXX6399tuv5PwDAAAAAICOFzUN/F/c/Z/c/QB3/0d3vypc/jd3P9Td\n93D3093983D5Onc/LVx+mLu/WWoGFzY2av7EibqqqUnTFyzQVU1Nmj9xohY2Nm6xfYwePVqPPPKI\npk+frtNOO03nnnuu+vfvr/32209PP/20JOnss8/WkiVLdPzxx6tfv3667rrrJElPPPGEDj/8cFVW\nVurAAw/UggUL0vutqanR1KlTdcQRR6hv375644031KNHD/385z/XnnvuqcrKSl1yySVt8nLjjTdq\nn3320aBBgzRu3DgtWbJEktLd0w444AD169dPv/nNb/KeT3Nzs0aOHNnm/K699lrtu+++GjRokM4/\n/3ytW7dOkrT33nurMeM6rV+/XkOHDtVzzz2XXjZp0iRNnDhRgwcPjnU9AQAAAADAlhU5CHRna5o1\nSzNaWtosm9HSoodnz95i+8hs1fLggw9q/PjxWrVqlU444YR0gObWW2/VqFGjNHfuXK1evVrf+c53\ntHTpUh133HG67LLLtGLFCl133XU65ZRT9OGHH6b3d9ttt+lXv/qVVq9erVGjRkmSGhsb9ec//1kv\nvPCC7r77bs2fP1+SdP/99+uaa67R7373O33wwQc66qijNH78eEnSwoULJUkvvPCCVq9erVNPPTX2\n9ZGkO+64Q01NTWppadGrr76qq666SpJ05plnas6cOen15s+frx122EEHHnigJGnRokV65plndNFF\nF7XreAAAAAAAYMvp8gGgXmFLlGw958+XzGL99Gpqyr2P1tZ25cXMdNRRR2ncuHEyM33ta1/T888/\nn3f92267TV/5ylc0btw4SdI///M/66CDDkq3qDEznXfeedp7773Vo0cPbbPNNpKk7373u+rfv79G\njhypo48+On2Mn/3sZ5o0aZL+4R/+QT169NCkSZP03HPP6e23327XeeQ6r0suuUQjRoxQZWWlpkyZ\nkg76jB8/Xg888IBaw2t1xx13pINOGzZs0De/+U395Cc/oesXAAAAAABdWJcPAK3v3Tvn8g11dZJ7\nrJ/1tbW591FR0e787LjjjunX2223nVpbW7Vx48ac67711lv6zW9+o8rKyvTPY489pvfeey+9TmZX\nrJRhw4a1OcaaNWvS+5s4cWJ6X6kuV0uXLm33eWTLzMeoUaO0bNkySdLuu++uvffeWw888IDWrl2r\nBx98UGeeeaYk6frrr9f++++vQw45JL0tgzQDAAAAAND1xJ4GvrPUNjRoSktLmy5ck6uqNG7ChC26\njziyW8GMGjVKZ599tn7xi1/E3qaQUaNGadq0aekWOB0pNZZQ6vXw4cPTf48fP15z5szRhg0btM8+\n+6RnGfvDH/6gBQsW6KGHHpIkffTRR3r22Wf1/PPPa9asWR2eRwAAAAAAUJwuHwBKzdQ1bfZs9Wxt\n1YaKCo2bMKFdM3h1xD6k6NYtO+64o1paWtLTwH/ta1/TwQcfrKamJn35y1/W559/rieeeEJ77LGH\nRowYEWuf7p5e56KLLtK0adN0wAEHaJ999tGqVavU1NSUHu8ndfz2TgPv7rr++ut13HHHqU+fPpox\nY4bOOGPTBG5nnHGGJk+erI8++khnnXVWevlNN92UHiza3fUv//IvOvXUU8s2DTwAAAAAAChOlw8A\nSUEAp9Qp20vdh5mlf7KXp0yaNEkTJkzQpZdeqmnTpunf//3fdf/99+vSSy/V+PHj1bNnTx166KH6\n6U9/mnP7fH+nlp100klas2aNzjjjDL311lsaMGCAamtr0wGg6dOn69xzz9Wnn36qX/7yl/rqV79a\n8HwyX5955pmqra3VsmXLdNJJJ2nq1Knp9GHDhunwww/XwoUL28wuNmDAgDb73HbbbdW/f3/169cv\n73EBAAAAAMCWZ50xZouZea7jmhljyHSCXXfdVTfccEO65VJXRfkAAAAAACC/8HNzzrFmuvwg0AAA\nAAAAACgNAaCEuvrqq9WvX7/NfupL7EoHAAAAAAC6H7qAodugfAAAAAAAkB9dwAAAAAAAALZiBIAA\nAAAAAAD3i5ifAAAgAElEQVQSjgAQAAAAAABAwvXq7AxkM8vZVQ0AAAAAAABF6lIBIAb4BQAAAAAA\n6Hh0AQMAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQAAAAA\nAJBwBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAABAAAA\nAAAkHAEgAAAAAACAhCMABAAAAAAAkHAEgAAAAAAAABKOABAAAAAAAEDCEQACAAAAAABIOAJAAAAA\nAAAACUcACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEIwAEAAAAAACQcASAAAAAAAAAEo4AEAAA\nAAAAQMIRAAIAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQA\nAAAAAJBwBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAAB\nAAAAAAAkHAEgAAAAAACAhCsYADKzkWb2RzN70cz+amYN4fIDzewJM3vWzJ4ys4MztpllZq+Z2fNm\nNqbcJwAAAAAAAIDCekWkfy7p2+7+nJn1lfS0mT0s6fuSLnf3+WZ2bPj30Wb2FUm7u/seZnaopJ9K\nOqycJwAAAAAAAIDCCrYAcvf33P258PUaSS9LGiFpo6QB4WoDJS0NX58o6eZw/SclDTSzHcuQbwAA\nAAAAAMQU1QIozcxGSxoj6QlJ35I038yuUxBE+mK42nBJb2ds9o6knSUt74C8AgAAAAAAoAixAkBh\n9697JE109zVmdrGkb7n778zsVEk3SjomtXrW5p5rn9OnT0+/rqmpUU1NTftyDgAAAAAAsBVrbm5W\nc3NzrHXNPWd8ZtMKZttImivpf939x+Gyle4+MHxtkla6+wAz+5mkZne/M0xbLKna3Zdn7dOjjgsA\nAAAAAID4zEzunt0wR1L0LGAm6QZJL6WCP6FlZlYdvv6SpFfD1w9IOifc9jAFgSG6fwEAAAAAAHSi\ngi2AzOxISQslvaBNXbkmS/pY0kwFXcg+lXSxuz8bbvMTSeMkfSLp6+7+TI790gIIAAAAAACgAxVq\nARTZBawcCAABAAAAAAB0rKK7gAEAAAAAAKD7IwAEAAAAAACQcASAAAAAAAAAEo4AEAAAAAAAQMIR\nAAIAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQAAAAAAJBw\nBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAABAAAAAAAk\nHAEgAAAAAACAhCMABAAAAAAAkHAEgAAAAAAAABKOABAAAAAAAEDCEQACAAAAAABIOAJAAAAAAAAA\nCUcACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEIwAEAAAAAACQcASAAAAAAAAAEo4AEAAAAAAA\nQMIRAAIAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQAAAAA\nAJBwBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAABAAAA\nAAAkHAEgAAAAAACAhCMABAAAAAAAkHAEgAAAAAAAABKOABAAAAAAAEDCEQACAAAAAABIOAJAAAAA\nAAAACUcACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEIwAEAAAAAACQcASAAAAAAAAAEq5gAMjM\nRprZH83sRTP7q5k1ZKRNMLOXw+X/lbF8kpm9ZmaLzay2nJkHAAAAAABAtF4R6Z9L+ra7P2dmfSU9\nbWYPSxom6QRJ+7v752Y2VJLMbB9Jp0vaR9IISb83sz3dfWP5TgEAAAAAAACFFGwB5O7vuftz4es1\nkl5WENi5SNI17v55mPZ+uMmJkua4++fu/qak1yUdUqa8AwAAAAAAIIbYYwCZ2WhJYyQ9KWlPSWPN\n7Akzazazg8LVhkt6J2OzdxQEjAAAAAAAANBJorqASZLC7l/3SJro7qvNrJekSnc/zMwOlnS3pN3y\nbO4dk1UAAAAAAAAUIzIAZGbbSPqtpNvc/b5w8TuS7pUkd3/KzDaa2RBJSyWNzNh853DZZqZPn55+\nXVNTo5qamiKyDwAAAAAAsHVqbm5Wc3NzrHXNPX8DHTMzSTdL+tDdv52x/EJJw939cjPbU9Lv3X1U\nOAj0HQrG/Rkh6feSdvesg5hZ9iIAAAAAAACUwMzk7pYrLaoF0BGSvibpBTN7Nlw2SdKNkm40s79I\n+kzSOZLk7i+Z2d2SXpK0XtLFRHoAAAAAAAA6V8EWQGU7KC2AAAAAAAAAOlShFkCxZwEDAAAAAABA\n90QACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEIwAEAAAAAACQcASAAAAAAAAAEo4AEAAAAAAA\nQMIRAAIAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQAAAAA\nAJBwBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAABAAAA\nAAAkHAEgAAAAAACAhCMABAAAAAAAkHAEgAAAAAAAABKOABAAAAAAAEDCEQACAAAAAABIOAJAAAAA\nAAAACUcACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEIwAEAAAAAACQcASAAAAAAAAAEo4AEAAA\nAAAAQMIRAAIAAAAAAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQA\nAAAAAJBwBIAAAAAAAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAAB\nAAAAAAAkHAEgAAAAAACAhCMABAAAAAAAkHAEgAAAAAAAABKOABAAAAAAAEDCEQACAAAAAABIOAJA\nAAAAAAAACUcACAAAAAAAIOEIAAEAAAAAACQcASAAAAAAAICEKxgAMrORZvZHM3vRzP5qZg1Z6f9h\nZhvNbFDGsllm9pqZPW9mY8qVcQAAAAAAAMTTKyL9c0nfdvfnzKyvpKfN7GF3f9nMRko6RtJbqZXN\n7CuSdnf3PczsUEk/lXRYuTIPAAAAAACAaAVbALn7e+7+XPh6jaSXJQ0Pk/9b0qVZm5wg6eZw/Scl\nDTSzHTs0xwAAAAAAAGiX2GMAmdloSWMkPWlmJ0p6x91fyFpthKS3M/5+R9LOJeYRAAAAAAAAJYjq\nAiZJCrt/3SNpoqSNkiYr6P6VXiXPa0nyXPucPn16+nVNTY1qamriZAUAAAAAUAYLGxvVNGuWeq1b\np/W9e6u2oUFj6+tjpwPY8pqbm9Xc3BxrXXPPGZ/ZtILZNpLmSvpfd/+xmf2jpN9LWhuusrOkpZIO\nlXSFpGZ3vzPcdrGkandfnrVPjzouAAAAAGDLWNjYqPkTJ2pGS0t62ZSqKtXNnKmx9fWR6QC6BjOT\nu2c3zJEUPQuYSbpB0kvu/mNJcve/uPuO7r6ru++qoJvXP4VBngcknRNue5ikldnBHwAAAABA19I0\na1ab4I4kzWhp0cOzZ8dKB9D1RXUBO0LS1yS9YGbPhssmu/v/ZqyTbsrj7g+Z2VfM7HVJn0j6eofm\nFgAAAADQ4XqtW5dzec/W1ljpALq+ggEgd/8/Rc8UtlvW35d0QL4AAAAAAFvI+t69cy7fUFERKx1A\n1xd7FjAAAAAAQDLVNjRoSlVVm2WTq6p0zIQJsdIBdH2Rg0CX5aAMAg0AAAAAXcrCxkY9PHu2era2\nakNFhY6ZMGGzWcAKpQPofIUGgSYABAAAAAAAkABFzwIGAAAAAACA7o8AEAAAAAAAQMIRAAIAAAAA\nAEg4AkAAAAAAAAAJRwAIAAAAAAAg4QgAAQAAAAAAJBwBIAAAAAAAgIQjAAQAAAAAAJBwBIAAAAAA\nAAASjgAQAAAAAABAwhEAAgAAAAAASDgCQAAAAAAAAAlHAAgAAAAAACDhCAABAAAAAAAkHAEgAAAA\nAACAhOvV2RkAAAAAAADls7CxUU2zZqnXunVa37u3ahsaNLa+PnY6koEAEAAAAAAACbWwsVHzJ07U\njJaW9LIp4eux9fWR6UgOuoABAAAAAJBQTbNmtQnuSNKMlhY9PHt2rHQkBwEgAAAAAAASqte6dTmX\n92xtjZWO5KALGAAAAAAA3URj40LNmtWkdet6qXfv9WpoqFV9/di866/v3Tvn8g0VFbHSkRwEgAAA\nAAAA6AYaGxdq4sT5ammZkV7W0jJFkvIGgWobGjSlpaVNN6/JVVUaN2FCrHQkh7n7lj+omXfGcQEA\nAACgu4ozUxOzPSVbXd1UNTVdlWP5NM2bd2Xe7RY2Nurh2bPVs7VVGyoqdMyECZuVi0Lp6D7MTO5u\nudJoAQQAAAAAXVycmZqY7Sn51q3L/RG+tbVnwe3G1tcXfI+j0pEMDAINAAAAAF1cvpmaZpw9UXV1\nU9XYuDDvOtec21Awndmeuo/evdfnXF5RsWEL5wTdEQEgAAAAAOji8s3UtG7FzmpqukoTJ87XqmXL\nc67z6YcjC6Yz21P30dBQq6qqKW2WVVVN1oQJx3RSjtCd0AUMAAAAALq4fDM1faJgpqaWlhl6ffCd\nedcplM5sT91HaqDn2bOnqbW1pyoqNmjChHEFZwEDUggAAQAAAEAXl2umptNUpcXaNFPTymGHaspA\ny7tOrvRzKyr15t8HqLFxYZsgQtRU47nS+2l1eoDpdz9eq8XaVdZ/79jbxw1ilLJtEtTXj92qzhcd\nhwAQAAAAAHRxqQF6p82erb8++bLeWbm3FmuC1mjTwL0Ddq5S3YSzdOy5Dfr0w5H6RBVt1kmlX3jZ\n97TkpXf1Qes+Wtw6QWuerdfSiZumEo+aajxX+t9eOE1f0WP68XvL0stO10d6SOdojeojt4+ayjyl\nlG2BrR1jAAEAAABANzC2vl5Xzpun/3fbrVpR9YU2wZ/UODBj6+t1yc2/1jtVR+jPmpdeJzP9zSHH\naF7rkjbpLS0zNHv2w5KkWbOa2gRY4qQPeG9Vm+CPJN2lFu2l2e3efyGlbAts7WgBBAAAAADdSNQ4\nMFHpUVOJF5O+vXIPUr29Ng0wHXf/hZSyLdDdLGxsTHerXN+7t2obGtKtAYtBAAgAAAAAupmocWAK\npUdNJV5M+icqPEh1e/ZfSEdMg17M+EYdNX4RENfCxkbNnzixzZhdU8LXxQaBCAABAAAAQBdTziBD\nQ0OtWlqmtOlKFXQRG1d0+qph/fUtDW/TDSxzAOr27L+UvEcpZnyjjhq/CGiPplmz2gR/JGlGS4um\nzZ5NAAgAAADYkqKa5nd0031sPcodZCi1C1nu9Anqp/M0bfZs9Wxt1burP9Vy31Vf6P+UKiqeaNf+\nS8l7lPxjCE1Tff3YktOBjtJrXe5ulT1bW3Muj7XPorcEQjz8AACArU1U0/xyNN3H1mNLBBlK6UJW\nKD1u+S5lKvNSti3H+EeZ6V0d3de6j/W9c3er3FBRkXN5HASAUBIefgAAwNYoqml+OZruY+vR3YMM\nXVk5xj/KTO/K6L7WvdQ2NGhKS0ub/yWTq6o0bsKEovfJNPAoSb6Hm4dnz46VDgAA0B1FNc0vR9N9\nbD26c5Chq2toqFVV1ZQ2y4IxhI7pkPSuLH/Lsoc7KUcoZGx9vepmztS0ujpNr67WtLo6jZs5k1nA\n0Hl4+AEAAFujqKb55Wi6j61HqQMdI7/yjH8UfwyizkTLsu5nbH19h7YaJQCEkvDwAwBdD/37gfKL\nappfjqb72Hp05yBDd1Cu8Y+6OlqWFRb1/JSE56tuGQBKwoXvTgoN4szDTzylViZbQ2UEIL5C93yc\n/v3UGUDpUs9CqRmPNlRUaNyECenlUelAlO4aZEDXRcuy/KKen5IyfpK5+5Y/qJkXe9xcF76qaopm\nzqzjwbaAQkGcqLTsQZzP6zNQr+x2rPqP2E0NDbXqp9V6OGO6x8U+WtZ/7/S1z0zfUFGhY7row08p\nQZb2fhjLLLPlTi/13DpbnLwV+95sifx15rXt6tcuycoZ1I265+vqpqqp6arN8lRXN03z5l3Z6f9H\nu3pAnHKPXLpyXY/NlTpDLTPYIskaGxdq9uyHM1qWHUN9JUU+P0WldyVmJne3XGndrgVQ1JSI3TUy\nV+o/mvYGcaZkvC40S1euQZxv+nSlDn7xIzW9eIdaWoIPDVfOm5f32qfSS7WlP1DFjfhKKrhtoTLb\nT6s1+9wJ2vnDUapUnRarQWtU36Hpt0+7Qktefk8fte6dkR7kL056OR+AosptnLytWrZcz7d8rGc/\nna01qk9f/5efelyvPfDbos8tzsNhua5tRzy4lvPadeW6tCso9RukfOkvP/W4Vj7+B724aLEqV+6l\nvmrMeN823fP+1BxV6//0iXqn3zsp6N+/sLGxYJ0R9/9orvo0s1y99u7HWjXssPQXBfX1YzvknumI\ney5f/uK8d1ujVH1T6H3tzA/S5f6gH1VuS7lnttYy1V6F6pte69bp3Y/XarF2TX/5eMwX+2nFbb9s\n++Xlo4v0n+GXl7nS2zuDbWa5yT5+3PqwlPsK+RX7pXec9KSgZVluUeMjJWb8JHff4j/BYYtTXX25\nS77ZT3X15e7uXls7JWd6Xd3Uoo9ZbgvmzvXJVVVtMjy5qsoXzJ3bIdtPqa3d/IJIPrWurmCau/vl\n1dU506tVvdm1LfbaL5g716fU1vrl1dU+pbY253nPnbvAq6omt9lvVdVknzt3QYekR+W9UHrUtvnK\n7GH7jt/sfTtNVd5Xc7dI+tgxp7c7vT3lMkqhcpsrrT1576u5fl6fyqLPLeqeKjV/hY5fzLE7Mm9R\n164r16VdRSn1Sb70qPelI+75uP9Hc9Wneww71ScOG55z31VVk/0Hl1/b4fdMR6W353/B1qZQfZLv\nfW1PfVWO/JVaX7anPo17T0c9gyC/9tY3kvtRfXbd/M2Q/CDVFUxPPftGPRtHlYtS6sM49xXya++z\n5Zasr9D1lfr81pWE8Rbl+sm5sNw/pQSAiv2wnXqw7Yqi/tGUun2+IM7l1dUF0wrtO/VPNPPaFnPt\n41a25fhA1Z5yUyi92KDkuMG7Fby25U4/prK49LjlMkoxgcm4eT9IxW0f9+Gv1PwVOn6xx+6ovEVd\nu65cl3YVpdQn+dKj3peoe76qapJ/Y8zBBfcRtz7MVadF5a9c9VFHpXfnZ4hyiqpP8r2vceurcuWv\n1Poybn0a957uTh8auppi6ptqVedMT315mS899exb6rNxqfVh1H2F/Er50rvc9dWWNHfuAq+tneLV\n1Zd7be2UdgebS92+Kyt0brmD9ZMiGhRM6pLXp1AAqEt1AYvTLG/0+00aV3GLPshohpsauGphY6Mq\n/nqLqtW8WdP3iooNndqsr9Cx40yVXsr2hWbiCspH7jQp9yDOp6lKi7VpEOfUqPHFjCqfq4vZjJYW\nTZs9u01zzUJdGqTSm+xF5b1Qer5rmNo232Bru/fpJ324+Xbbq7Xs6ZLUV7nPKSo9s1yWIk65zxY3\n79sr977jnltU3vKll/Pabqm8RV07ZomIVkp9ki896n0pdM+PrHxZ02dO1lM/+FPefWQOABmVv1z1\naVT+eq/PXW5KvWc6Kj3u/4KtTVR9ku99jVtflarY+rCj6tO493S+Z5BV77Roal1dwefSraVLSi75\nnv+i6ptPlPu59xNVFEyPO4NtVLkotT6Muq+2FsV0myymzilXfdVZ44aV2pU5yV2ho84taua9pMzM\n12UCQFH9bVPpP0+nv61zK57Sm3vX6tIrL1Y/rdb8iRM178O/SfqbJOl0teghSTtWPaZ/PmxAZH/e\nzjq3qH80pW4fNRNXobTMGSxWLn1PL7Ss1jOfzkwHYDI/NBQzqnxUZZs696YVb0h6Q9Km93WN6kv6\nQJWZHpX3qPRCafkqi8dnPS39dfM89Rn8tmbOLF/6J6pQVdVkDe2/o7RiSbvTU+WqVMUEJuPkXZI2\n9lkifdr+7eM+/OVL74hrGxWULWfepOhrxywR0UqtT3Kl53tfele+o7pDphWsU/Y9ZG/V14/V47Ny\nl41UnZGqq6Lyl6s+jfrAta5X7v7xpd4zHZEuxf9fsLUpVJ9I+d/XuPVVqYqtDzuqPo17T+e6Z/qq\nUXu9MU9XvbgivSzXODPlfHbtqPFQyjFGY+q5PtfzX1R9s1gN+nqfp/TrTzdd28wvL3Olt2cG26j7\nopT6sFB6R903XV3ccQxzlctSvvTuyPqqM2eTihovt9zbd2Vxzi1qfKREjJ+Ur2lQOX+Cw7ZVrma6\n4wbv5nPnLuiwZn1RTeJypRfTl3hSzDF84myfWmdqXZ1fXl3tU+vqYqflOv+6uqleXX2519VNzXn+\nhdKzldL8uj1N8uI02Svl3Np73qnrXuh9K0f6ORWVPnbM6T537oKi0nOVq0LjNxVKL7T/YvJ2bp9K\nP2zf8V5XNzVn//l4535aiemlX9vOeN/bc+2y74mkNhEuVal1ZXZ6rvcl1/1YStmJm7/cY3J8dbMx\nL05Nj2kxqYR7snzpmfkrtT7v7vLV1VHXLapctqfMFZvv8tSX8er6TO29Z6LGoXEvb5eUjhoPpVxj\nNBbqslqovlH4fPeDy6/1qXV1fsl+B/jYPru1GS8tMz3fs2/Uc3O++6LY+rA991WSFTOOYVS57ajn\nq/borLFkFsyd68dU7ubVqvaDVNum3Mftylxo7NKoMVvjjOvqXtzn6Y6wJbp5l/vZOO7+w3iLcv10\nmRZA5Wqme+h+I1VfP1ZP/eCygtvHUWw099g+y3Pu769PvqzGxoWqz2hlk5oqfVzGVOlR5z42YvvU\nOvm+LSqUlq2jo6JR37LkO/dUl4a4TfLiNNnLl/fMb8AO6t1btf/f5t+Axdk2+1uKqPetHOkXZJWL\nuOkrl76n199drZUVh+jpWY9rtfqlv51rzywa5y58StP2PkaXXvnNyHLf3ryfn5W+8OD9Ire/8LLv\naclL7+qD1n20uHWC1jxbr6UTg5nr6mbOjEwvx7VtaKjdbN/lft+LuXZJbiIcR9Q32sXWlYXqm+z3\nJVc9LxVfZ8TJXypNyq5PJ6ifzmtbpocdoiN2fiJd18YpV1siPW/+Cl37mDP2FJphTOqaU4nHaWXS\nnvc1X5nL9X8k+9yiZuvcPK1tmX539ada7KP1px88pd5Z9Wnu4wfbl1rXS+2/Z/ZY2j9ni72/PLFY\ndXVT1dBQm/cZaNPzY/FlJ6oLfpwu+lL0N+rFpu9feVvOfI+sfFnTf3Vrur5Jve/LfVd9of9Tqqh4\nIuP57j/T1yaY8vqprOe//8x7faKemyUVOH78+rCY+yrJcpW7u9SigzVbf1a9er/5lGaseKNNema5\njPN/riP+R0bpjNmk4vaaiFLuFoud2TqqlG7ecWaXKzS77srH/1Byd98Ouzb5IkPl/AkO21ZnDeSX\naiHkvilqecl+B3jd4F39sH3Ht4msFRvNLTww5+TNviVqbwui9oga+Kozvs0v9C1LnHMvpRVKVHqc\nb8iK3ba7aO+3c1Gt7uKW+y2hs0f7j/PNaGd8QxJlwdy5Xjd415zfMGVem66a/0Li1BffGHOwj6sY\n2ebcU+9bOeubzj73uOt0R+2dOaY9M/qkykVUuYlTrvI9n5SSHuf5KI72D6w5uU3+8p3/Dy6/tuC1\niXOMUmcCLYeogYSjWsG0p5VNrvfnkv0OyLnvkwaO8rlzF+QdCDmVnlKOQe+l8k9Ega4pavbhkytH\n5UxPDdDdVXTG82XcXhNRyt1isTOfvYsdxLnYZwQp9yyu2c92HTUpUqYw3qJcPzkXphOlkZL+KOlF\nBd9TNITLfyDpZUnPS7pX0oCMbSZJek3SYkm1efYb68KWuzvMqe18gCv2n1iuqXlPzTGNaL5/4B3V\nFLSUh6POUsz72pFTwBaqzErZtjvJV9nk+ydcrWqvqpqc9+Ey9U+8K0yPW+qDa6kKVeSlNqsvl6h/\ndKlr01Xz395za8+U0MU0Te8qdUach4/ODlCVUymzEkbN6FPuKeyLmVI6M71QXR33niwlwFLovsr1\n4JxrGvaoY3TFGWSjuhHle+9zPT8WMw19oanS2xN8KtcsrbnOfWvpBrU1iwpi5CuXXe3ZuiOGpmiv\nfMGzkytHtXu/2V1a8/2fyAy8Rc2el9LZz97FdPMu5Rkh36yAxQTP2nNtSgkADZN0YPi6r6RXJO0t\n6RhJPcLl10q6Nny9j6TnJG0jabSk11PrZe0358Ut1BKko9LHDU71i6xr80826gEuzgNE1ANObWVV\nzmPHmSY0dW6X7HeAjxu822bf7qUU+gaulIejzlRKC6FS0wtVZqVs252099u5uB+KusL0uJ3dAqhQ\nRd7Zecsn6h9dqQ/9nVnnlDoldNQ31l25zojz8JGUoHYuha591DfSJw7YpWB6uaewL3ZK6bjpce7J\nUgIshe6ryOm+Mx56Cx2jq07Tnnq+OXHALps9G6byF+f5sZjzyxVcOzUi8Bj/y8uOGaMx6rkeyVPM\neG5dNTBY6liA7VXO/9Ed+YzQHZ8PS3lGqFb+bePsP1NHtQAqOAaQu78n6b3w9Roze1nScHd/OGO1\nJyWdEr4+UdIcd/9c0ptm9rqkQyQ9EaM3WuRYNB2Rftl+T2nBgumbpUVNybjqnRbtv+3rBaegLzRF\n/dj6sZpx8ONa0HTVZseImia0tbWnxtbXa7X6Bf3+PpwRTPX7Yvv6TBbT37SUvqjZih37oND7Wu4p\nYAvNCNArz/hRcbbtTvL1l103+mBNGWRt+vpmzrKxctihmjIwf3qccl9upc7WVKpCfZFbW7d8//E4\nCk1/m3ltOqP/e6lKnRI631TjHVHflFuc6W/LPaV3Zyp2VkIpekafck9hX+yU0qn0qLo6zj0ZdT8X\nqrPysx8AAB94SURBVOt6tRa+rwqlZY7bUOgY+d7Dzp79LfV8U1c3VX/O83w4tr4+7/Ojf7xYU+vq\nVPn8Yh2kx9PPntnpfZ58RQfpqTbpa1SvxbuNU92yRVq3Ymd9ogot1oR0uvXfS3VXnq26syfmTG9t\n7amFjY16fNYsHdtnuV4ffKdWDjtUA3auij0GY5ztt4Zxb7BJMeMYdtXxkbb0bFJR46qWe99xj9/Z\nz97FKOUZId8srpnPdnGf/zrq2sQeBNrMRksaoyDgk+l8SXPC18PVNtjzjqQR7cpRmeX9MFvgAS41\n8NXP09NF5p6CPt8U9aVMrSttekApdaC9Uh6OSlWuAb/KPQVsocqsadasorftTvKV21TZP/bcBn36\n4cjNHg4H7FyluglntR1cM0xvT7kvp44YPLwUheqEWbOacm6Tui6ddd3y3TPZU4lH5a8z3/d8Sp0S\nOt9U4x1R35RbnIePpAS1c4m69tlpqQBJVdVkfflr39CU236ZN73cU9gXO6V0Kj1VV+ery+Pck1H3\nc6G67vFZi/Lmr0+fV3M+OGdPwx51DEkF08pd10cp5gPRHsNO1Zh3/6Srnl0WLlnSZsDXzdPfapMu\nBe+9j9gt75eTUcGn+RNvazvg60BT3YSzNDbruv3/7d15mFxVtffx7y8JhCSQAAIyRBlakBmCkDAI\n5EWShgQZvAIXgiSIiiggogwmYFAmEXiRSZT5BZUZL0ouIHoTIjN4mUGGKCijMiZMYch6/9i7odJU\nd1dXd9eprvp9nicPXXXqdO9OFlXnrL33WuVudMsWjO3g/L5Wj8XZm1lPJ/ybVW8Wsa7me1f684u+\n9q5Gd68RpgxZikGrLU3ryKPYdtP9PnaNMGXIkjz2zNLclQv+l/v+kxdbiqf+NWKhgv+99nfT0dKg\n0j+k7V/3ADu3e34acHXJ4zOASSWPzwO+VOb7xfTp0z/8M3PmzCoXZHVfR0tNO2vJ2FXhq+4suetu\nm9DSZbI93TPZ2ffvi72opfpquV9f145qe025Jcg9Obe/6Unc9sb5jayjv5si9o9XotK4L1+09aNl\n/V0d76hgbWkR4m+M2iS2GrXbx7a8VnJ+R8fa/26Thyz54WuqaWXeW+83fa3SsfWXpffV6Ozvvtw2\n7NL/Xzs7Xs2Whu60sK+mpXTp8d54T+nJ50Bnv39X/8+VG0dnnzW9ud2it3V3u0hHtVDGL9XS6fGP\nikxXdv3X0fFKarF0VjS+XraU9sd6df1drZoJdFYWo1r9eey9qavx9eX4K/neffVv39U1Qldlag5Y\nd4PYashqC23lXagZxEaj87Vxa4cNDzoyc+bMhfIrKc1TRQ2giIBUz+dG4OB2z08BbgUWK3nuCOCI\nksc3AGPKfM8q/+p7R2cXIeUu4LoqfNWbdRs6uwDojSRKURdHfVnwq69rR/XkZzeLnsZOvV+YF6XW\n+8cr1dWHYG/f7LYVfV19+V3jO8uvWPZY24dkZwVvOzu/9AO4sw/pk6b/pLD3m75Wydjqefz1rLc+\np6pJQFVyvE1P3lN6cm5PLqybVVfXnh0d32nEyt2+/it3vKuf31XR+Hqpk9gf65H0Z7VqJtAXibta\njL3jCbLKOo3WQrVJ05Om/6RHXZsr+dmVvqYotXy/qToBBAi4GDi13fPbkTqDLdPu+bYi0IsCqwJz\nAJX5vtX+vRWip4WEe0u9rgiohD9gzZpDXxVmr6QgLHRe0Lar8yvtKGRmVrSir037uglHrRTdkajZ\n1OrfvZZt1ntr7D3tNFor1dzTddUKvdLkWiX/rvV8/VbL95vOEkADutghtgWwF/B/JN2b/2yft3ot\nDtyUn/t5zuo8AlwBPAJcD3wrD6BfG3/QQUxraVnouaktLYzL+/66Ot5bJk7citNOa6W19Si23vpo\nWluPWqjmRlfHi3TQQeNpaZm20HNpf/u4io6bWf/QV4XZh/EOw+i6WGxnBW+7Or+02G09Fqk2M2tT\n9LVpV9+/q/f6Wl07d6U/1qvrz2rVTKAvPsMrGfvsGTM4srWVo8eO5cjWVmbPmLHQazs7/ofTT1+o\nBgzA5cxhTc4AYPBTd3/s+HFz5nDTGWdU/TtVo5omH2tyOhd+WEs3KR17ud+93O9Wyb9rPV+/1cv7\nTVddwG6Bskmi1Ts553jg+B6Oq650VdSqL4tutVfrivK9pT8W/DKz7uurwuypYG35+YS2YrbQVcHb\nzs+vtKOQmVnRir427er7d/VeX8tr5870x45E/Vmtmgn0xWd4V2MvW9g8f73VxIldHu9pp9FaqSaJ\n0dEEXKWTg5X+7EpfU5S6eb/paGlQX/5JP9bMzBpNXxRm3/XDGj5f/lgNn10XqgHUecHbzs4vV7C2\nXrfUmpnVu/5UNL5e6+01olrFRV98hnc19r7cAl9p4fVaqKYkSW81VKq04UA9X7/V6v2GTraAKQrY\noSUpivi5ZmbW92bPmMFNJbO649rN6lZ6/LVnX+DJ5+fx2vJjGDGyhQMPHMcSzPvw3Ofnvc1fY1U0\nfM28anAcEyduVdH55Y61X3E4Y8ZszjjjppJViR9/jZmZldfVe701p1rFRV98hnc29qPHjuXom2/+\n2DlHb701R8+a1eXxciuEJi+2FE+tNZ7DjvkWSzDvY8entrSw3Wmn1fz/q67+btsf33bTxXm1XSv0\n0rGX+93b/26zZ8zgD6efzuvPvVj2+q3t+KD583l+7lv8ldU+dn3YTCQRESp7zAkgMzMzMzMzs+oc\n2drKsX/4w8eeP6q1lWNuuKHL49DzCbR61pPfrez2uZYWWjtJIJUeb0ZOAJmZmZmZmZn1ga5WsVSy\nysXK643kWrPpLAHUaRFoMzMzMzMzM+tY0YXZG1lPO8zawpwAMjMzMzMzM+uBrSZO7DSh09VxK6+n\nHWZtYeVavJuZmZmZmZmZFWr8QQcxraVloeemtrQw7sADKzpuC3MNIDMzMzMzMzOrS41cILsvuAi0\nmZmZmZmZmVmD6ywB5C1gZmZmZmZmZmYNzgkgMzMzMzMzM7MG5wSQmZmZmZmZmVmDcwLIzMzMzMzM\nzKzBOQFkZmZmZmZmZtbgnAAyMzMzMzMzM2twTgCZmZmZmZmZmTU4J4DMzMzMzMzMzBqcE0BmZmZm\nZmZmZg3OCSAzMzMzMzMzswbnBJCZmZmZmZmZWYNzAsjMzMzMzMzMrME5AWRmZmZmZmZm1uCcALKa\nmTVrVtFDsH7IcWPVcNxYNRw3Vg3HjVXDcWPVcNxYTzkBZDXjNyyrhuPGquG4sWo4bqwajhurhuPG\nquG4sZ5yAsjMzMzMzMzMrME5AWRmZmZmZmZm1uAUEbX/oVLtf6iZmZmZmZmZWYOLCJV7vpAEkJmZ\nmZmZmZmZ1Y63gJmZmZmZmZmZNTgngMzMzMzMzMzMGpwTQGZmZmZmZmZmDc4JIOs1koZIWlaS48oq\nJmmopM9IGlT0WKz/cNxYNSSVLYho1hnHjfWUY8gqJWmYpNGSFit6LNaYfKNuvULS14GngbOAMwse\njvUTkqaQ4uYU4HxJI4odkfUHjhurhqQjgLMl7Vn0WKz/cNxYNSQdIelYSTsAhLvuWAUkTQL+DvwQ\nuEDSugUPyRqQE0DWY5JWAnYBRgN7A2tJ+qakTxQ7MqtnkpYEtge2iIid8tMHSfpMgcOyOue4sWpI\nOhjYDrgO+Kakw/Jnl2fmrUOOG+suSQMlHQ2MAx4CTpa0h6Slih2Z1TtJg4GtgO0jYgfgCeDrkjYp\ndmTWaJwAsqq0S+68BiwNDImId4DjSMmgjYsYm9UvScu1bdmJiNeAtYFl8+HTgRHAtgUNz+qU48Z6\nIm9L3gY4KiKuA44AlgT2BM/MW3mOG6vSAGBr4DsRcRnwA9I18bhCR2V1SdIKbauYI2I+sBmwfD78\n/4AXgS8XNDxrUE4AWbdIGiDpZOBWScdJ2iEi3gTuBFYHiIg/As8CYyQNLXC4Vidy3JxEipOzJe2b\nD10JbAIQEX8BHgVWkbRqMSO1euK4sWpIWkTSiZK+KmndiFgAPADsll9yO/kzS9KowgZqdcVxY9XI\ncfNjSV+U1BIR7wH3kVaOAVxL2rK8gaRVChqm1RklPwXuBi6U9P186BekVc5ExN9I7zlDJW1azEit\nETkBZN21B7AOaXbjPuCXeUvGs8BGJdswrgH+A3i/kFFavRkPrAesAfwaOEzSeqR9zitK2iy/7hZg\nU+CtQkZp9cZxY90iaVngt6QZ1OWB30haG/gTMEzSJnnlxkPAS8AKhQ3W6objxqqREzo3AS3AGOBy\nSUuQEofLSFojJxL/DCwDeFLU2mwCrBsRI4EfARMl7QQ8DpC/BngMWA54t5BRWkNyAsgqUrLXfQBw\nV0S8GBFXAv8NTAeuJl0QbQMQEfeSkkJrFDBcqxMlcfMB8DKwICJmAZcB+5BWbswDdpS0aEQ8BrwN\nuJ5LE3PcWA8MB5aLiMkRcTxwPbA76bPrYWASQETMAVYFVgTXczHHjVVlBDA/IiZFxJHAU8D+wJNA\nAK3w4UrVNUkTqNbESt4z3gZGSBoWEfcDl5Lq/wi4B9hL0vCIeAZYFCedrRc5AWSVanvDGg4sLWlg\nfvx9YEdgMHAuMFbSRZKuABYjfRhakyn5gGv77xDSrOnI/PgkYH3SxdMlwKdIM2dXAUuQCt9Zk3Hc\nWHd0cPP9OvCIpC3y47NIN+vLkGbhR0qaLmkYaTb+dXA9l2biuLFetCjw95LV71OBsaTVGncAoyUd\nkK+ZXweeL2SUVrgy1zeDgLuADfPjS4DFSe871wJzSSsR/ys/92jtRmuNzgkgK0vSpqUdC/ISVkjb\nMLYmLXUlIl4HLgaOjoh7gANImeu7ImKbiHijtiO3IkmaIGn5tovikrj5E7AKsLGkITkurgMOj4in\ngK+SYmt2RHw+Iv5V+9FbURw3Vo3Sm+9csBdgIGl1WIukoRHxD+BeYGxE3EVqrbsaadvgk3klqzUR\nx431VEncvETanrOSpEER8ThwP7BPRFxLSiSOJ5VMeCIibilkwFYYSZMkrUZ6jym9vnmYlAwaJWnZ\niHiblGyeEhGvAl8DTgRuiIgxuR6QWa+QJy+slKSxwG9IFz6DgGkRcY+k9Ultl8+W9D3g88C3I+K5\nXIdjJ1KnjPckybNizUXS5qTlqw8D7wGXRsRluSjv7sD/zf8dB/wiIm6T9EngZOBbETGvoKFbgRw3\nVg1Jk0nJvz8DMyLi9vz8FsCDwARSJ5UrIuJWSYuR6ipsGRFPK3WUG5wbGFiTcNxYNSR9lbTS/Q7g\n1xHxz/z8RqRr5UNJq1FPznHyCWA2sG1EPC9pOEBEzC3kF7BCSPoc6frmSeBV4NGIODbXG/sucCqw\nESm2bo2I3+TzbgQmRcRLxYzcmoFXANmH8ozGF4CDI2IiMBP4iqQtSbMcswEi4pT8+IeSvgH8DHgj\ndz7wkujmtBFwQkRMIK3I2FbS7sALwG8j4t2IuAR4BPiupMNJS1yf8018U3PcWLdIGg0cAhxN2lJx\niKTt8xaLjUjbka/Lx/bORcNXJS21nwsQEe/7Jr65OG6sGpK+ABwEnEEq9HxEXiH/SVLNy2HAOaRt\nyVMkrUCqfXk36TqZiJjr5E9TWpU0qTUBOAVYV9LBEfFv4LyI+HdE3AjcDOwj6SeSbicljF4pbtjW\nDLwCqMnlmYlFgFciIiTdANwYEafmD7jdgM8CUyNirqSBEfGBpOWAUcBkYGZEnFvYL2E1J2kEqTbC\nUzkefg3MiYgf5g4Y44B9gb0j4uWSuBkMbADsCTzsuGkujhurhqQBbcvmJU0C1oyIoyQNJa0+PSgi\nNmt3zrLArsDOpK07JzpumovjxnpK0pHA2xFxiqSRpNUaW0TEpHavWw/4Imm710rAcRFxUa3Ha8VR\n6oi8BnBv3g1xAmnF4CE50bwJcD7whYh4oe36Jp+7Jil+XomI84v6Hax5OAHUxCR9B5gGzAKej4jv\nSPoS6cJn/4h4M8+a7Q7Miojf5/PWJe2Bf6egoVuBJH2bNIt6O/CviPiapDGklWCtOVG4IqlA+BMR\ncXY+b3PgIc+ENSfHjVVD0nTgk6TPoCvyNuULImK1fHwAqQvlrRFxcsl5ypMaKwPPtF1oW3Nw3Fg1\nctwMAO6IiOvzNfERETE6H1+N1LL7poi4uMz565MmKRw3TSTvhjiWtPLrZeBwUiOc24C1c00fJJ0K\nvBUR0/Lj7Ug1U73ix2rKW8CaVK6xsT2wLrAfsKGkr5CWrL5ImmkHeIzU+Uv5vF2ATUntLa3JSFqG\ntOx5A1KicLCkqaR2lrNJ+5oBXgP+TX6PkfR5UgtUXxQ1IceNVSPPvm8O3AAcIOn7pCK890s6rOSl\nZwMbSBoqackcW1sARMTTvhlrLo4b6y5JgySdBIwmdZM8RdKupAmLxyXtk1/6L+CPwGckLSJppKTv\n54lRIuIBx01zkTSEVDtsy1w+42nS5PoCUpOcn+bXLUJKCA3MsbMGqbW748Vqzgmg5jUXWAoYmjPT\np5AumBYH7gTGS1onUpevt4FP5/N+FxHnRcT8IgZthXsVWAtYNi+tP5sUR6OBK4AvShoTEW+R2qMu\nmc+7LSIucP2EpuW4sW5RKri7JXBoRPwOOIp0sbwPaSXZ/pKWzPH0LvBajp8PgEvC3XaakuPGqrQI\nKfm3f0T8CjiGdFP/eVIh369IGh6pE+UiwOK57uV84NqIeKigcVvBInXv2ozUDQ5SO/eXgL2Bk4AJ\nkr6Q42W5fM57pJXOF+b7LLOacgKoyeR9qABLkDLRawHkC6U3SLPtM4EHgPMlXQS0krof4JmN5lES\nK6VfLwZcxUezpLcBfycVu5tDmu04TtLlwCQ+ipsFWNNx3Fg1lNopv0/qDrdHfvpW0mz8GOBZ4Brg\nwrxFcA9geN6+My9ylx5rLo4bq0auxfI28L/ADvnpa4DngXVITQgeBs7LRZ7HAO8D5EK+T9R+1FY0\nSQPyVlKAC0h1xYiIx0kT6SvmY4cC+0m6jlRQ/M78Ou+ksMI4AdTgJO0maYw+akP5Qf7vU6TtFhtJ\nWiW//HfAXhHxckQcQ9qWcQewcUTcU+uxW3EkHQKcIakFFoqbN0nLo1dTaoEK6QJ7S+D9iDgd+CYw\nA/hcRPyp5oO3wkjaRdJ6bYkfx41VQqnddtvXA/NNPKQtPCvl1ajvAw+RPrdWJ9VYuI5UM2oAaebe\nF9RNRNLGuXg8kLp05S8dN9YhSSu0fUblpOEHeXvOQ8CnJa2cV7nfRlo99i7pJv5x4CLSKtXphQze\nCiPps6WPI2JBySTVLcCSkrbNjx8j1SD7RKT27vsDF5Kub35bqzGbdcQJoAYlaayk2cDXSDV+fpD3\nuS8haWrer/xfwEhS63ci4s/AS21vchFxe0T8ItxuuSkoGSbpl8AEUreCp/OxIZJ+lAtpzgbeBP4D\nICLuB94jrR4jIp6MiIsdN81D0hqS7gG+QbrQmabUEQNJxzpurBxJrZKuJyWb94aUNFRqszyWtHLj\nb6Sl9ETEX0k38atGasl9PrBnRHw9b+OxJiBpW0m3kDoGLih5frTjxjpSEjdnAT+HlDSU9DnSavj/\nAQYB2+Vjt5K63Y6KiHci4kjgSxExOa8YsiYgaUNJTwPX5fqppcdOyLWiHgbuBb6Wk4p/I618HgmQ\nJ9avzlsIzQrnBFCDkTQwFyT7CnB6RIwnbb0YDrxDKuZ8eUQ8lG/AZpDq/fxS0u9I+5n/UdDwrSCS\nFsmzoIOAZYHtI+IvpA+wtj3O50TErIh4mtQ9ZXVJl0r6PekifE5Bw7eC5FlTSHUSroiI7YETgZVJ\nM+0Av3DcWJucaB4k6XDgeOBM0rbj7STtnF+2BKlL6TzSao11JR0iaSlS/Y0PayaEu1E2hRw3A5W6\nCf4KODMi9m9XH2wEjhsrI09sHkfqOrk/8ClJ2+SVQKuS2nU/TuritLWkKZKGkpoSvND2fVyPrnmU\nbGFfDziBtCNiJ0mDS17204i4Mtfx+Q2pQc5leWJjcdJKILO6M6joAVjvyG9UJ5Ju2C8FvhUfFWre\nFfgUsBEwJyLm5Bv+9yLiujxzvzvwaET8rIjxWzFK4mZRSdfy0cXOQEnHA+vk+Lg6Iu4viZsHJH2V\ntFJo2Yg4q7BfwmquJG4G5zpho4ChkLrnSHob2FXSFRFxb1ttDsdNc8v1EpRn3f8J7BERj+dtPKNI\nWysA/ti2LSci7pE0DTgYuJlUcHVGEeO3YpTEzQeS3iTdaM3MxyaQVvy8ERE3tZ3juLG2+ix5m86G\nwN0RcVUuifAWaUuXIuKqktOuItX++R5wGOnaxyUQmki+vjkWGCRpBnBTRLwg6X7SpMXNpNU+RG7v\n3va1pMmkTslrRsQ5tR+9WWXkrc/9X/6QO4u0yud6YDJwLXAO8G1S9voO0hLXQRFxYD5vK+C5iHhS\nkrwPvrm0i5sbSAUx/wc4kLTPfSDw6/z8zhGxfj5vO+DZiHiwgGFbwdrFzY2kLV13kmqG7Uea9dqC\ntN1r0Yg4IJ/XSnq/cdw0oZz4Ow64MCKm5tn1d4CBEfGepEtJF9oXtDtveETMlbRofq23XjSRMnGz\nHHAAKWHYQrqJn0/qqHNkyXmOmyZWJm7WIm1rfxgYT9re/k9SLd69Ss4bFhFv5lVj73rFT3ORtDVw\nGimp/BfStvZDI+LmfPxU0srlY3PCRxERknYhXd/cWdTYzbrDK4AawxKk2Y3xETFP0kukTgY7RMSp\nbS+StDEwVdKnSUXtWkj75F2Nvjm1j5tXSR0vniPVjpoUEY8CP5S0Y/5gvIXUvvvxogZthWsfN68A\na5MKZq4MbAv8iFQAcRSki2pS3LhbShOStDipQ8qJwGRJF0TEk/nwgnyTPpi0/aL0vANJCcUTIuLd\nWo7Zilcmbi7KK8ZuBZYGjswrU9cDfiXp8oh4MG8TG47jpimViZuLI+LRvMV0CnBvRPxcqfj8M5I2\nj4jb8vvNO8C5pSs7rKkEcEpEXAIgaX1STaib8/FTSBOja5MaWYwgFZgfAMyt+WjNquQEUAOIiNcl\nPQXsA5xOuklfAdhW0u0R8Xx+6TLA6xHRVuPnwpoP1upGmbiZTbqovgXYk5QgnCVpRdI+5ocjdXW6\ntJgRWz3oIG6WIbVYvrQt6SxpP9Iqsra6CZcVMmArXES8IenAiPiHpOWBHwN7lqw8XQoYmm/eVwI2\ny9syzvPKjebVQdz8J3ATcHtEtN1w/ZW0JUP58QWOm+ZVJm6mk1Yyvwx8lrTCmYh4R9JlwJL51Msi\n4t9FjNnqxt3AXUrdKD8grQRqm8gaFBHPSDoXODxvFfs3MCUiri5uyGbd5yLQjeMaYENJK0SqMv8A\naVn0CpJWyXvhTyK9mSFJHX8rayKlcTOXtLLnFeAYUgHNX5G2hz0cES8VOE6rL+3j5kHS+82Kkj4h\n6UekItC3FDlIqx8lEw8/IxUCby1ZeboqqYXuwaTGBMvnc3wT3+TaxU1LjpsFpC2mbQ4j1Tl8Jp/j\nuGly7eLmM5Im5Bv6J4FzJX1W0lRgS1ICESd/LCLejtTx7YP8VCsfva+8n59bB9geuD8iptR+lGY9\n5wRQ47gFeIm0vJVIHZxGk5Yz7gFsAExoK0rmLV+WtY+bO4AvAvdExHeBc0kdwX5c2AitHnX0fjMA\n2Iw0o7pNaVFWM4CIeAE4D5hW8vSmwMbAmsCOEXFmEWOz+tU+bnJB6B0kzSbdkO0dEa8UOUarPyVx\n84P8+ARSknk6sD6pVMLfihuh1SOlTpUDSVvZ/zs/t5akz5GSz6tHxNQix2jWEy4C3UAkbU7a83wG\naRnjhaSCvo+UZLPNFlImbs4HpuZkkFlZZeLmAuC7EXFfoQOzulZSNPNqUsfBl0nbBx+NiNnFjs7q\nVbu4eR54A7gPeDwi/rfY0Vm9ahc3LwJvA5cDD0XEW8WOzupZrhF1LvBbYF/S59WhTjRbI/AKoAYS\nEbcBJ5CWJl4PXBURDzr5Y50pEzfXOPljXSkTN1c7+WNdyTdjQ4HlgN2BlyPil07+WGfaxc1/As9H\nxGVO/lhn2sXNbsDTEXGXkz9WgVHAJOAQ0nXxvk7+WKPwCqAGlDuqfODEj3WH48aq4bix7pL0PeDT\nwGERMb/o8Vj/4LixajhurBqSRgJ7Aye7m6A1GieAzMzMrGYkDciFfM0q5rixajhuzMwW5gSQmZmZ\nmZmZmVmDcw0gMzMzMzMzM7MG5wSQmZmZmZmZmVmDcwLIzMzMzMzMzKzBOQFkZmZmZmZmZtbgnAAy\nMzMzMzMzM2twTgCZmZlZ05E0QtL++esVJF1Z9JjMzMzM+pLbwJuZmVnTkbQK8PuIWK/goZiZmZnV\nxKCiB2BmZmZWgJ8ALZLuBZ4A1oqI9SRNAXYGhgKrAycDg4G9gPnAhIh4VVILcCawLPAW8PWIeKz2\nv4aZmZlZZbwFzMzMzJrR4cCciBgFHNru2DrALsAmwHHAGxGxEXA7sHd+zTnAgRGxcT7/5zUZtZmZ\nmVmVvALIzMzMmpE6+BpgZkS8Cbwp6XXg9/n5B4H1JQ0DNgeulD48ddG+HKyZmZlZTzkBZGZmZraw\n+SVfLyh5vIB07TQAeDWvHjIzMzPrF7wFzMzMzJrRPGCJbp4jgIiYB/xd0pcBlKzfy+MzMzMz61VO\nAJmZmVnTiYiXgVslPQj8FGhrixolX1Pm67bHk4B9Jd0HPATs2LcjNjMzM+sZt4E3MzMzMzMzM2tw\nXgFkZmZmZmZmZtbgnAAyMzMzMzMzM2twTgCZmZmZmZmZmTU4J4DMzMzMzMzMzBqcE0BmZmZmZmZm\nZg3OCSAzMzMzMzMzswbnBJCZmZmZmZmZWYP7/1aETZngrKbuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39bd1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEREREREREaPc/wdYHyNSeFCzegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3560650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx/1/U1RRnPxuG6IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efab1b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3940ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3690590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIPpJkUEREREREREREH/lfYNGhoRHacRAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f37cd910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sa_average_dataframe, sa_packetloss_dataframe = plot_ping_comparation(sa_df_ping6, sa_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef7c72d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38d5fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XHWd//H3p0mZAWlpacu9BR1UbgKuCi5oG3SbVENV\nRKDc5Ko/FslEWZe1TQsRGpZ1cV0SRFFhEYWqIHLpKE1F07DsclkFXEV0HYUC5U4p1Jpg0s/vj3My\nnSRzS2YmM5m+no/HPDrz/Z7zPd9zmZOez3wv5u4CAAAAAADA5Dal0hUAAAAAAABA8QjyAAAAAAAA\n1ACCPAAAAAAAADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPACAgpjZPDN73cys0nUB\nCmFmW83sLZWuR7HM7FQzW1OCcp4wsw+Wok4jyj3TzO4tdblh2XPM7LdmFgk/95jZOeXY1niF98X9\nxrhO2Y7ZeJnZBWZ2RaXrAQAoDkEeANjOhQ9+88L3+5jZD83sRTN71cz+18zOkCR3X+/u09zdK1vj\n6mBmDWEQ4aJK12WswgflBVnybjCzy0pRtpm1m9l3MixTE8GXUjGzY83sQTPbbGYvmdl3zGyvoXx3\nv8ndm0qwKQ9fE8rMvmFmj5vZ4ND9JC2v3cwuybH6FyT9h7v3h58rsg+5hPfFJyZqe5kCRMV+b0Pf\nlHSqmc0pshwAQAUR5AEApD8wfUfSk5LmSdpV0umSnq9EpSaCmdUVsfoZkl6R9MkSVWcilfNBOb3s\nqnoYr0Zm9glJN0n6N0mzJB0s6Q1J95rZLpWsWwk9Iul8Sb/U6Gsi6zUStt75pKTvlq9qhTOz+krX\noVzMrC4MpP1Ek/OeBgAIEeQBAKR7t6Qb3P0v7r7V3R9x97slycz2C1tgTAk/95jZpWb2n2b2mpmt\nMbNZQwWZ2SfN7MmwZcLy9K4iZnaEmf23mW00sw1m1mVmU9PW3WpmLWaWDFsVfWmom5gFhsp73sy+\nbWbTw7wGM3sqfYfC5T4Qvm83s1vDlhKbFARqxszM3iTpeAUPrm81s3el5Q0dpzPNbL2ZvWJm/8/M\n3mNmvwr3uStt+ZiZ/Sw8Ti+a2XeHHu7N7KSwK8jQq9/Mfh7m7WJmN5rZC+E+tqUdozPD8/Kv4fb/\naGaLCtivT0s6RdJF4fbuCNMPDM/3RjP7tZktLvRQFbDNiJn9u5k9E76+YmY7hHkNZva0mV0YnusN\nZnZm2rqzzOwuM9tkQUuYlSNbOKQt+77wfMzPcw0Nnb+h6/dFM1uWVs6O4fKvmNljZnbRyGuuUOH5\n+rKky9z9e+7e7+7PSzpX0hZJreFyw1puhPX7f2b2+/CcXD2i3E+FdXvNzH5jZoeP8bhnaimSan0V\nHvc7w+P+gKRYrv1092vc/WeS+rItkiX9SEmvuvuGTJl5zuO3zezC8P3eYf3PDz/HzOzltHKONbNH\nwmN5n5m9Iy3vifAc/0rS6xbe/3Icmw+Hx/y18Nr9hxyHxiy4971qQZe0D6Rl7GJm14XX/NNmdpmZ\nTTGzAyV9TdLfht/RjWb2KWX+3u5lQcvMFyy4B7SklZ/tXtgjqTlHnQEAVY4gDwBs59z9ze6+Pvx4\nv6RrLAguzCtg9ZMlnSlpN0k7SPq8JJnZQZK+GubvKWkXSXtp28PcgIIH2FmS/lbSBxUETNJ9TNK7\nJP2NpI9KOjtMP0vBA0mDpLdI2lnS1cpu5APkRyTd4u67SLq5gH3M5OOSXpd0q6Q1yhwsOkLS/pJO\nknSVpKWSPqCgpcaJZjY/bdkOBcfpQElzJbVLkrt/P+wKMk3B8Uum1blL0jRJb5a0QMGv72eN2P7j\nCo7xlyRdN5Th7se4e+/ICrv7NxS0KvmXcLsftSD4dpekuyXNkdQi6SYze1umA5Ot7CFhYCNdW1jX\nw8LXEZKWp+XvLml6uP/nSPqqbWvh8lUF52F3Befgk8oQMLAgwHWzpI+HdSvkGjpa0tsUXJsXm9nb\nw/RLFLR0e7OkhZJOy7TNAr1dwfm+JT0x7BL5Q0mNOdZtVhCUPVTB9dQkSWZ2QljH0919uoLr/ZUM\n6+c77rl8VUEQag8F38uzNM5j4O5fdPdLs2S/Q9Lvcqye6zz2hOlS8P34o6T5aZ97JcnM3qngu/Ep\nBa0Xr5V0p6UFnSUtkfQhSTPcfWueXbpO0qfDY3+wpJ/lWPZISX9Q8B29RNJtZjYjzLtBQYuumKR3\nKrgWznX330o6T9J/h9/Rme7+TY3+3k5R8L19WMF354OSPmtm6ddUpnvh4wquBwDAJEWQBwCQ7gRJ\n90paIemPZvawmb07y7KuYKyMP7h7n6QfSBpqMfAJSXe6+3+5+18lXay0h0B3/6W7Pxi2FnpS0jcU\nPHil+xd3f9Xdn5L07woCRpJ0qqQvu/sT7v5nBcGTJZl+Yc/iv9z9zrAe2VoW5HOGpO+HD3w3h9sf\n2ZXjMnd/w93XStosaZW7vxS2SrhXwYOb3D3p7ve4+1/d/SVJX9GIYxHu2ypJP3f3b1rQzewkSUvd\n/c/hMfyygu51Q5509+vCgMGNkvY0s90K3L/0QMx7Jb3J3a9w9wF3/7mk1dp2PvI5MWxtsNHMNmp0\nwOEUSZeGx+YlSV8csR9/DfMH3f0nCo7l28Nj8HFJl7h7X/jw++0RdZeC4/R1SYvc/X/CtEKuoS+G\nLWt+JelRbXvwPUHS5e6+yd2fURDAG+9g5LPDf5/NkPecgqBaNle4+2vh9+PnafU7V8F35xdS6vpa\nn2H9fMc9o7TjfnHY4u83ynzcS2GGgiBeNrnOY6+k94VBxfcrCHQeHa63QNK68P2nJV3r7g954EZJ\n/Qqueym4b3W6+zNp4wLl8oakg81seniNPJxj2Rfc/arw2v6BgoDWsWa2u4Kg0ufCY/yignvgknC9\nbMc6Pf09kma7+8rwe/snSd9KK0PKfC98XUFQHgAwSRHkAQCkhEGVpe5+iILWEY9Iuj3HKs+lvf+L\ngl/SpeCX46fTyv2LpPTuEW8zs9Vm9mzYVaBDwa/Z6dK7wKwPy5SCFi9PjsirD+tbiKezZdi2GcRe\nN7PXsiwzV0ELgaFfvu+UFNXoLg7pYxn9JcPnncPydjez74VdMjYpGBdp5LHokPQmSfHw82xJUzX6\nOOyd9jl1btx9S/h2Z43dXhp+LhRud+8My2by/bC1QeqVofyR+7FX2ueXR7Se2KJgP+YoOO/pdct0\nbuNhHR5LSyvkGkq/toe2OVTffNuUJJnZsrTr6ZoMi7yUVp+R9pT0Yrayc9RvHwUtvvLJd9yzyXTc\nMwWRSuEVBa3Vssl6Ht09KenPCgLP71cQmNwQtkCbr21Bnn0l/cOIQOQ+Gn4sxtId73hJH5b0hAVd\nHN+bY9lnRnx+MtzuPAXf72fT6vR15Q76jbSvpL1G7NdSBa0uh2S6dqdJ2jSG7QAAqgxBHgBARu7+\nsoLWIXuZ2cgH83w2KHhQkhSMY6LhgYuvSXpM0v5hV4E2jf6bNG/E+6EHog2S9huRN6AgiPJnSTul\nbbdOox+MsnYr8W0ziE0Lu1tkcnpY17vM7FkFD9RRjX18n6F6XC5pUNIh4bEYKn9oH5YoaI3yCXcf\nDJNfUtDCZb+08uYpR8BhHPUaskHS3BHdrPYtcFuu/C08Mp3PjGOwjPCigvM+Ny1tboblTpB0nJnF\n09JyXUP5PFvANiVJ7n552vU0sjuiFLTceFrSiemJYUuU4xV0ORqrpxR0E8wn13Ef+T3aI225oeM+\n8vtZDr9S0GUum3zncZ2C8z81bEG3TkH30pkKAthSEBjqGBGI3Nndv59WbsFd0dz9f9z9YwruO7cr\naOGYzchA6b4K7nNPKWhNNCutTru4+9BYQZnqMzJtvaQ/jdiv6e5+bNrymco5UNuODQBgEiLIAwBI\nMbN/MbODzazezKZJ+ntJ/+fuG7OtkiX9h5IWm9nfWjCYa/uIZXdW0C1gi5kdEG5npM+b2Yyw5Uxc\n0tBD1ypJn7NggNydFQRJvhe29vi9pGg4+OlUBWOMRArc/UKdEe7PYWmv4yV92Mx2LbCMkcfiz5Je\nM7O9Jf1jaqFgvJAuSceFQTdJUhjs+YGkDjPb2cz2lfQ5lWYWoucVjG8y5H4FLUUuMrOpZtYg6VhJ\n3yugrEK68KyStNzMZpvZbAVd+0ZNuz5SeAxuk9RuwWDIBygIkGUKUn1QUquZnZe2zWzXUD4/kLQ0\nvDb3lnRBhm0WJOxK93kF+3+ymUXDgMq3FIwP05WzgG1M2471txR8d/7GAvtnGV8r13F/VEGXo8PM\nLKpwjKiwziOP+0EKvhO5ZsmaGpYzRdIO4X4Wcm08JGmGpU0nn2Efcp3HdQrOz9AYUT3h53vDYy8F\n04afZ8Fg8GZmbzKz5rC8MQn381Qz2yU8Tq8rCOBms5uZxcP1TpB0gKQfu/tzkrol/ZuZTbNgwOWY\nbRvH63lJ+9jwcYNGfm8fVDBQ9EXheaozs0NsW/fbbMd/gYIZtgAAkxRBHgBAuh0l/UjSRgUtVOYq\nGJxzSK7pj1O/DIfjdLQoCARsUPCw84KCX6el4MH2FEmvKRiP53sZyr5D0i8UDBy6WtL1Yfr1Ch5G\nexUMprol3JbcfZOCAZy/paCFxGYN72pR1NThYdeLuZK+6u4vpL3uUjCA6tB4F/m2kZ7/RQWDS29S\nMFDqD9PyP6pgXJL/TOv2kwjzWhQEh/6oYIyfmyT9R1r5BU9VPcJ1kg4Ku3jc5sGYSosVjBHyooKB\nbU93998XUFa2452etlLS/yhotfGr8P3KAut9gYLxQ55TMC7MKgVjogxbNxy35oOSvmBmZyvHNVTA\nNi9VcG39ScGD+C0jtjkm4VgspysI0r2s4PvyLkkLPJhpa6g+I79rGvF5aF9vVdC972YF36/bFLRc\nGSnrcQ/P7aWSfqqgtdG9I7Z5gYLg5HMKjuX1ym2tgmP8XgXf9y0KulDl5O5vKBiA+LQsi+Q7j71h\nPYeCPPcpuMelBgYPxy76lILr+hVJ/6csA3jnqmra+9Mk/SnsevlpBeMGZVvnfklvVfC9ukzS8WkB\n9U8qGMz+sbBetygY6FqS7pH0G0nPmdkLYdrI7+1WBcHYwxUcmxcVHPuhFoqjvpthIO5DCr5LAIBJ\nyrb9kJFjoaC5+/9IetrdF5vZdQr+A2IKfjU9MxzwDgCAUcJfxTcq6J71ZAHLbw2X/WPZK4eaYWb/\nImk3dz8r78Kl2+bfSzrR3Y8pUXkLFQRo/s7dHy1FmZNZ2MroXkmHFzjwMcbJzC6QtI+7f6HSdQEA\njF+hLXlaFfySMBQR+qy7H+7uhyno83tBOSoHAJi8zGyxme1kZm+SdKWkXxUS4AEKZWZvN7NDw242\nRyiYzvtHZd7mHmZ2dNiF5u2SLizlNj2Yje0sbZvdabsWzv51IAGe8nP3qwnwAMDklzfIY2b7KJgl\n4FsK+++6++thnikYmK+QPuwAgO3LRxQMIvqMpJiGT92bz7i7VGG7Mk1B97bNCrr8XTk0JXQZ7aBg\npqPXFHSbuV1Sppmzxs3dV7v7taUsEwAAbB/ydtcys1sUDGQ3XdLn3X1xmP4fCvrt/kZSs7v3lbmu\nAAAAAAAAyKI+V6aZHSvpBXd/OJxNI8Xdzwqn+OxS8OvsDRnW55dYAAAAAACAEnP3UbMl5mzJY2aX\nK5jxYUBSVEFrnh+6+yfTlpkv6R+HWviMWN/ztRRC7Whvb1d7e3ulq4FJiGsH48F1g/HgusF4cN1g\nPLhuMB5cNyiUmWUM8uQck8fdl7n7XHd/s4LWOj9z90+a2f5hoaZgzIXflqPSAAAAAAAAKEzO7loj\nmCQPAzs3mNn0MO0RSX9fjsoBAAAAAACgMAUHedy9R1JP+PF95agMJreGhoZKVwGTFNcOxoPrBuPB\ndYPx4LrBeHDdYDy4blCsvLNrFVU4Y/IAAAAAAACUVLYxecbSXQsAAAAAAJRQMCIKkN1YGs8Q5AEA\nAAAAoILoAYNsxhoEzDm7FgAAAAAAACYHgjwAAAAAAAA1gCAPAAAAAABADSDIAwAAAAAAUAMI8gAA\nAAAAgKqy33776Z577ql0NVJuuukmNTU1VboaeRHkAQAAAAAAVcXMyj69/BNPPKEpU6Zo69ateZc9\n9dRTtWbNmpJsd8uWLTr//PM1Z84czZgxQwsWLChJuRJTqAMAAAAAUHUSiV51dnarv79ekciA4vFG\nNTfPn/AyCjEwMKD6+skbXpjoKew//elPa+vWrXr88ce166676pFHHilZ2bTkAQAAAACgiiQSvWpt\nXaPu7pVat65d3d0r1dq6RolE74SW8ctf/lLvfOc7NX36dJ144ok66aSTtGLFCvX09GifffbRl770\nJe25554655xz9Oqrr+rYY4/Vbrvtpl133VWLFy/WM888kyqroaFBF198sd73vvdp+vTpampq0ssv\nv5zK/853vqN9991Xs2fP1uWXXz6sHu6uK664Qvvvv79mz56tk046SRs3bpS0rTXOjTfeqH333Vdz\n5swZtn6udefPDwJeM2bM0LRp0/TAAw9kPRY33HCD3v/+96c+T5kyRV1dXYrFYpozZ44uuugiubv6\n+/s1Y8YM/eY3v0kt++KLL2qnnXbSSy+9pMcff1x33XWXvvGNb2jWrFkyM73zne8s+JzkQ5AHAAAA\nAIAq0tnZrWSyY1haMtmhrq61E1bGG2+8oeOOO05nn322Nm7cqJNPPlm33357qhvV888/r40bN2r9\n+vW69tprtXXrVp1zzjlav3691q9frx133FEXXHDBsDJXrVqlG264QS+88ILeeOMNXXnllZKkxx57\nTOeff75uuukmbdiwQS+//LKefvrptH3p1J133qne3l49++yzmjlzpj7zmc8MK/u+++7T73//e91z\nzz269NJL9bvf/S7vuvfee68kadOmTXr99dd15JFHFnx8Jen222/XL37xC/3yl7/UHXfcoeuvv16R\nSETHH3+8Vq1alVruBz/4gRoaGjR79mw9+OCD2nfffXXxxRdrzpw5OvTQQ3XbbbeNabu5EOQBAAAA\nAKCK9Pdn7vq0Zk2dzFTQq7s7cxl9fXUF1eH+++/X4OCgWlpaVFdXp+OOO05HHHFEKn/KlCn64he/\nqKlTpyoajWrXXXfVcccdp2g0qp133lnLli3TunXrUsubmc466yztv//+ikajOvHEE1PdlG699VYt\nXrxY73vf+7TDDjvosssu05Qp28IV1157rVauXKm99tpLU6dO1SWXXKJbb7112Fg6l1xyiSKRiA49\n9FAddthhevTRRyVJX//617OuW2w3rX/6p3/SjBkzNHfuXH32s59NBXZOOeUUfe9730std/PNN+uU\nU06RJD399NP69a9/rRkzZujZZ5/V1VdfrTPOOEOPP/54UXUZMnk7zQEAAAAAUIMikYGM6U1Ng7r7\n7sLKaGoaUHf36PRodLCg9Tds2KC99957WNrcuXNTgZE5c+Zohx12SOVt2bJFn/vc57RmzZpUd6jN\nmzfL3VMDKO+xxx6p5XfccUdt3rw5ta199tknlbfTTjtp1qxZqc9PPPGEjjvuuGGBn/r6ej3//POp\nz+ll77TTTqmyn3zyybzrjtfcuXNT7+fNm6cNGzZICrqmbdmyRQ8++KB22203PfroozruuONS+z11\n6lQtX75cU6ZM0fz583XMMceou7tbBxxwQNF1oiUPAAAAAABVJB5vVCzWNiwtFlumlpaFE1bGnnvu\nOWxMHUlav359KmAzcuarL3/5y/r973+vBx98UJs2bdK6devk7gW1ltlrr7301FNPpT5v2bJl2Hg9\n8+bN0913362NGzemXlu2bNGee+6Zt+xc6xY7e9f69euHvR8KitXV1enEE0/UqlWrtGrVKi1evFhv\netObJEmHHnqopNGDPZdqJjGCPAAAAAAAVJHm5vm66qomNTWt0IIF7WpqWqGrrlo0ppmxii3jqKOO\nUl1dna6++moNDAzojjvu0EMPPSQp82xUmzdv1o477qhddtlFr7zyir74xS+OWiZbwOf444/X6tWr\ndd999+mNN97QxRdfPKwr1nnnnadly5algiovvvii7rzzzoL2I9e6c+bM0ZQpU5RMJgsqa6Qrr7xS\nr776qp566il1dnbqpJNOSuUNddlK76olSQsWLNC8efP0z//8zxoYGNB9992nnp4eNTU1jasOI9Fd\nCwAAAACAKtPcPL/o6c6LKWPq1Km67bbbdO6552rp0qX60Ic+pGOPPVY77LBDavDldJ/97Gd1yimn\naPbs2dp777114YUXjgrEpK+TXsbBBx+sr371qzrllFP05z//WRdeeOGwrlCtra1ydzU2NmrDhg3a\nbbfdtGTJEn3kIx8ZVe5Iudbdaaed1NbWpqOPPlp//etftWbNmmHjDo2s+8jtfPSjH9W73vUubdq0\nSWeddZbOPvvsVN4RRxyhnXfeWc8++6w+9KEPpdLr6+t1xx136Nxzz9UVV1yh/fbbT9/5znf0tre9\nLes+jIWVcz54M/OJnm8eAAAAAIDJwsyKHgB4ohx55JE6//zzdcYZZ1S6KhU3ZcoU/eEPf9Bb3vKW\nsm4n2/URpo+KbtFdCwAAAAAAjNLb26vnnntOAwMD+va3v61f//rXWrRoUaWrhRwI8gAAAAAAgFF+\n97vf6fDDD9fMmTP1la98Rbfeeqt23333SlerbM477zxNmzZt1Ov8888ftWypBkouNbprAQAAAABQ\nIZOpuxYm3li7azHwMgAAAFAhvYmEujs7Vd/fr4FIRI3xuOY3NxecDwBAOoI8AAAAQAX0JhJa09qq\njrSpe9vC9/Obm/PmAwAwEmPyAAAAABXQ3dk5LIAjSR3JpNZ2dRWUDwDASAR5AAAAgAqo7+/PmF7X\n11dQPgAAIxUU5DGzOjN72MzuCj/fZGaPm9n/mtl1Zka3LwAAAGAMBiKRjOmD0WhB+QAAjFRoS55W\nSY9JGhrS+bvufoC7v0PSjpLOLUflAAAAgFrVGI+rLRYblrYsFtPClpaC8gGgnA455BD19vZWuhol\nc++99+qAAw6odDXKLu8U6ma2j6QbJHVIutDdF4/I/5ykWe6+PMO6TKEOAAAAZNGbSGhtV5fq+vo0\nGI1qYUvLqNm1cuUDmPwm+xTq++23n66//np94AMfqMj2p0yZoj/84Q96y1veMuHbvvHGG3XmmWfq\nm9/8ps4555yybKMcU6h/RdI/SpqeodCpkk6TFB97VQEAAIDt2/zm5pxBm3z5AGpXbyKh7s5O1ff3\nayASUWM8Pub7QSnKyKeYINXQemajYhXjKmcibdy4UZdffrkOOeSQoutfSjm7a5nZsZJecPeHJWWq\n9TWS1rn7fdnKaG9vT716enqKqiwAAAAAALWuN5HQmtZWrezuVvu6dVrZ3a01ra3qTSQmrIz99ttP\n99xzj9rb23XiiSfqjDPO0PTp03XIIYfoF7/4hSTp9NNP1/r167V48WJNmzZNV155pSTp/vvv11FH\nHaWZM2fq8MMP17p161LlNjQ0aPny5Tr66KO18847649//KOmTJmia6+9Vm9729s0c+ZMXXDBBcPq\ncv311+uggw7SrrvuqkWLFmn9+vWSpPnz50uSDjvsME2bNk233HJL1v3p6enR3Llzh+3fFVdcoYMP\nPli77rqrzj77bPWHA94feOCBSqQdp4GBAc2ZM0ePPPJIKm3p0qVqbW3VrFmzCjqexerp6RkWX8nK\n3bO+JF0u6SlJf5L0rKQ/S7oxzLtE0m151ncAAAAAAJBZpufmtsZGd2nUa3lTU8HlFlvGfvvt5z/9\n6U/9kksu8Wg06j/5yU9869atvnTpUn/ve987bLl77rkn9fnpp5/2WbNm+U9+8hN3d1+7dq3PmjXL\nX3rpJXd3X7Bgge+7777+2GOP+eDgoL/xxhtuZr548WLftGmTr1+/3ufMmeN33323u7vffvvtvv/+\n+/vjjz/ug4ODvnLlSj/qqKNS2zMzTyaTeffn5z//ue+zzz6pz/vuu6+/4x3v8KefftpfeeUVP/ro\no3358uXu7n7ppZf6qaeemlp29erVftBBB6U+P/DAA/6e97zHt27d6g0NDX7dddcVdEzHI1tcJUwf\nFYfJ2ZLH3Ze5+1x3f7OkJZJ+5u6fNLNzJTVKOqWYSBQAAAAAABiuPmxRMlLdmjWSWUGv+u7uzGX0\n9Y2pLmam97///Vq0aJHMTKeddpoeffTRrMt/97vf1Yc//GEtWrRIkvR3f/d3eve7351qGWNmOvPM\nM3XggQdqypQpmjp1qiTpC1/4gqZPn665c+fqmGOOSW3j61//upYuXaq3v/3tmjJlipYuXapHHnlE\nTz311Jj2I9N+XXDBBdp77701c+ZMtbW1adWqVZKkk08+WXfeeaf6wmN188036+STT5YkDQ4O6jOf\n+YyuvvrqquqmNaTQ2bWkoLvWUEe3r0naTdJ/h1Orjxp0GQAAAAAAjN1AJJIxfbCpKUPbnMyvgcbG\nzGVEo2Ouz+677556v9NOO6mvr09bt27NuOyTTz6pW265RTNnzky97rvvPj333HOpZdK7TQ3ZY489\nhm1j8+bNqfJaW1tTZQ11j3rmmWfGvB8jpddj3rx52rBhgyRp//3314EHHqg777xTW7Zs0V133aVT\nTgnauFxzzTU69NBDdcQRR6TW9SoaOLuQgZclSe7eI6knfD+1TPUBAAAAAGC71hiPqy2ZVEcymUpb\nFotpUUvLhJZRiJGtWebNm6fTTz9d3/jGNwpeJ5d58+ZpxYoVqZY0pTQ0ts/Q+7322iv1+eSTT9aq\nVas0ODiogw46KDV7189+9jOtW7dOP/7xjyVJr7zyih5++GE9+uij6uzsLHkdx6rgIA8AAAAAACi/\noRmwVnR1qa6vT4PRqBa1tIxpZqxSlCHlb6Wy++67K5lMpqZQP+200/Se97xH3d3d+uAHP6i//vWv\nuv/++/XWt75Ve++9d0FlDo0vI0nnnXeeVqxYocMOO0wHHXSQNm3apO7ubp1wwgnDtj/WKdTdXddc\nc42OPfZY7bjjjuro6NCSJUtS+UuWLNGyZcv0yiuv6NRTT02l33DDDakBmt1dH//4x3XCCSeUbQr1\nsSLIAwBniSYQAAAgAElEQVQAAABAlZnf3Fz0dOfFlmFmqdfI9CFLly5VS0uLLrroIq1YsUIXXnih\n7rjjDl100UU6+eSTVVdXpyOPPFJf+9rXMq6f7fNQ2sc+9jFt3rxZS5Ys0ZNPPqlddtlFjY2NqSBP\ne3u7zjjjDP3lL3/RN7/5TX3iE5/IuT/p70855RQ1NjZqw4YN+tjHPqbly7eNRLPHHnvoqKOOUm9v\n77BZu3bZZZdhZe6www6aPn26pk2blnW7E8nK2XfMzLya+qYBAAAAAFBNzKyqxnTZXrz5zW/Wdddd\nl2qBVK2yXR9h+qh+b2MZeBkAAAAAAABViiAPAAAAAACY9C6//HJNmzZt1Ku5yG5vkwndtQAAAAAA\nqBC6ayEXumsBAAAAAABshwjyAAAAAAAA1ACCPAAAAAAAADWgvtIVAAAAAABge2Y2amgVYFwI8gAA\nAAAAUCEMuoxSorsWAAAAAABADSDIAwAAAAAAUAMI8gAAAAAAANQAgjwAAAAAAAA1gCAPAAAAAABA\nDSDIAwAAAAAAUAMI8gAAAAAAANQAgjwAAAAAAAA1gCAPAAAAAABADSDIAwAAAAAAUAMI8gAAAAAA\nANQAgjwAAAAAAAA1gCAPAAAAAABADagvZCEzq5P0P5KedvfFZnaBpM9Keouk2e7+ShnrCAAAACiR\n6FVnZ7f6++sViQwoHm9Uc/P8kuUDADDZFRTkkdQq6TFJ08LP/ynpLkk9ZagTAAAAtlPZAjGJRK9a\nW9comexILZtMtklSSfIBAKgFebtrmdk+kj4s6VuSTJLc/RF3f7LMdQMAAMB2ZCgQ0929UuvWtau7\ne6VaW9ekAj/pARpJSiY71NW1VpKKzgcAoBYUMibPVyT9o6StZa4LAAAAtmO5AjH9/ZkboPf11UlS\n0fkAANSCnEEeMztW0gvu/rDCVjwAAABAOeQKxEQiAxnzotFBSSo6HwCAWpBvTJ6jJH3EzD4sKSpp\nupnd6O6fLHQD7e3tqfcNDQ1qaGgYRzUBAABQ63IFYlpaGpVMtg1r6ROLLVNLyyJJUjxeXD4AANWs\np6dHPT09eZczdy+oQDNbIOnz7r44Le1Pkt7t7i9nWccLLR8AAADbt0yDI8diy3TVVYtSgyd3da1V\nX19dGPhZOGr2rGLyAQCYLMxM7j6qx9VYgzz/4O4fMbO4gnF6dpf0oqSEu386wzoEeQAAAFAwAjEA\nAORXdJBnnBslyAMAAIDtVm8ioe7OTtX392sgElFjPK75zc2VrhYAYJLLFuTJNyYPAAAAgHHoTSS0\nprVVHclkKq0tfE+gBwBQDoVMoQ4AAABgjLo7O4cFeCSpI5nU2q6uCtUIAFDrCPIAAAAAZVDf358x\nva6vb4JrAgDYXtBdCwAAAFAw6HNnZ7f6++sViQwoHm8cNTvXWPL3e21Lxu0MRqNl3xcAwPaJIA8A\nAAC2e5mmb08m2yQpNX37WPPfusfv9dk9ntG/P7chlbYsFtOilpZy7w4AYDvF7FoAAADY7jU1LVd3\n98oM6St0992XjTt//juXaP5ur6qur0+D0agWtrQw6DIAoGjMrgUAAABk0d+f+b/FfX11ReXb9AN0\n2d3txVcQAIACMPAyAAAAtnuRyEDG9Gh0sCT5AABMBII8AAAA2O7F442KxdqGpcViy9TSsrAk+QAA\nTATG5AEAAAAUDL7c1bVWfX11ikYH1dKycNTsWcXkAwBQKtnG5CHIAwAAAAAAMIlkC/LQXQsAAAAA\nAKAGEOQBAAAAAACoAQR5AAAAAAAAagBBHgAAAAAAgBpAkAcAAAAAAKAG1Fe6AgAAAEA59SYS6u7s\nVH1/vwYiETXG45rf3FxwPgAAkwVBHgAAAEyIRKJXnZ3d6u+vVyQyoHi8Uc3N88u6zd5EQmtaW9WR\nTKbS2sL385ub8+YDADCZmLuXr3AzL2f5AAAAmBwSiV61tq5RMtmRSovF2nTVVU1lDfQsb2rSyu7u\nUekrmpp02d13580HAKAamZnc3UamMyYPAAAAyq6zs3tYgEeSkskOdXWtLet26/v7M6bX9fUVlA8A\nwGRCdy0AAACUVW8iIX9olRboP/VnRfS44tqsoCtUX19dWcfEGYhEMqYPRqMF5QMAMJkQ5AEAAEDZ\nDI15073xj5L+KEk6SUn9WNJmNctfe1xrWr9btjFxGuNxtSWTw8pfFotpUUtLQfkAAEwmjMkDAACA\nssk25s171KSNsb/RB6f/VNc+/NCo/FKOidObSGhtV5fq+vo0GI1qYUvLqNm1cuUDAFBtso3JQ0se\nAAAAlE22MW/mzvyt2q9apof+9b8y5pdyTJz5zc05gzb58gEAmCwYeBkAAABlk23Mm4OPOFDNzfMZ\nEwcAgBIqKMhjZnVm9rCZ3RV+frOZPWBm/2dm3zOzqeWtJgAAACajxnhcbbHYsLRlsZgWpo+JkyMf\nAAAUrqAxeczsQknvkjTN3T9iZj+QdKu7/8DMvibpUXf/eob1GJMHAABgO8eYOAAAlFa2MXnyBnnM\nbB9JN0jqkHShuy82sxcl7e7uW83svZLa3X1RhnUJ8gAAAAAAAJRQtiBPId21viLpHyVtDQuaJelV\nd98a5j8jae9SVRQAAAAAAABjl3N2LTM7VtIL7v6wmTUMJY9lA+3t7an3DQ0NamhoyLosAAAAAAAA\nhuvp6VFPT0/e5XJ21zKzyyWdLmlAUlTSdEk/ktSkbd21/lbSJXTXAgAAAAAAKL9xdddy92XuPtfd\n3yxpiaSfuftpkn4u6YRwsTMk3V7qCgMAAAAAAKBwBU2hnmaoWc4/SbrQzP5P0kxJ15W0VgAAAAAA\nABiTgqZQH3fhdNcCAAAAAAAoqWJm1wIAAAAAAECVI8gDAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAA\nADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPAAAAAAAADWAIA8AAAAAAEANIMgDAAAA\nAABQAwjyAAAAAAAA1ACCPAAAAAAAADWAIA8AAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ACCPAAA\nAAAAADWAIA8AAAAAAEANIMgDAAAAAABQA+orXQEAAACgWvUmEuru7FR9f78GIhE1xuOa39xccD4A\nABOJIA8AAACQQW8ioTWtrepIJlNpbeH7+c3NefMBAJhodNcCAAAAMuju7BwWwJGkjmRSa7u6CsoH\nAGCiEeQBAAAAMqjv78+YXtfXV1A+AAATjSAPAAAAkMFAJJIxfTAaLSgfAICJRpAHAAAAyKAxHldb\nLDYsbVkspoUtLQXlAwAw0czdy1e4mZezfAAAAKCcehMJre3qUl1fnwajUS1saRk1u1aufAAAysHM\n5O42Kj1XEMbMopLWSYoomInrVndvN7MPSPpXSTtI+oWkc9x9MMP6BHkAAAAAAABKKFuQJ2d3LXfv\nk3SMux8u6XBJi8zsbyXdIOkkd3+HpCclnVH6KgMAAAAAAKBQecfkcfct4dsdJE2VNCjpDXf/Q5j+\nU0nHl6d6AAAAAAAAKETeII+ZTTGzRyQ9L6nb3R+UVG9m7woX+YSkuWWsIwAAAAAAAPKoz7eAu2+V\ndLiZ7SLpR2Z2sKQlkr5iZhFJ3Qpa92TU3t6eet/Q0KCGhoYiqwwAAAAAALD96OnpUU9PT97lxjS7\nlpmtkLTF3b+cltYo6Wx3X5JheQZeBgAAAAAAKKFxDbxsZrPNbEb4fkdJCyX91szmhGkRSRdJ+nrp\nqwwAAAAAAIBC5euutaekb5tZnYKA0Pfd/cdm9iUzOzZMu8bde8pcTwAAAAAAAOQwpu5aYy6c7loA\nAAAAAAAlNa7uWgAAAAAAAJgcCPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA3IN7sWAAAAJpFE\nolednd3q769XJDKgeLxRzc3zK10tAACg/H+ni/07TpAHAACgRiQSvWptXaNksiOVlky2SRKBHgAA\nKizf3+lS/B2nuxYAAECN6OzsHvYfQ0lKJjvU1bW2QjUCAABD8v2dLsXfcVryAAAA1Ij+/sz/tevr\nq5vgmgAAsH3K1d0q39/pUvwdJ8gDAABQIyKRgYzp0ejgBNcEAIDtT77uVvn+Tpfi7zjdtQAAAGpE\nPN6oWKxtWFostkwtLQsrVCMAALYf+bpb5fs7XYq/47TkAQAAqBFDzcG7ulaor69O0eigWloWMegy\nAAATIF93q3x/p0vxd9zcvZh9yF24mZezfAAAAAAAgGrQ1LRc3d0rM6Sv0N13X1bSbZmZ3N1GptNd\nCwAAAAAAoEjV0G2aljwAAAAAAAAlkEj0qqtrbVp3q4Vl6TadrSUPQR4AAAAAAIBJhO5aAAAAAAAA\nNYwgDwAAAAAAQA0gyAMAAAAAAFADCPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA0gyAMAAAAA\nAFADCPIAAAAAAADUgPpKVwAAAACTW28ioe7OTtX392sgElFjPK75zc2VrhYAANudnEEeM4tKWicp\nEi57q7u3m9kHJX1JQUugzZLOdPdkuSsLAACA6tKbSGhNa6s6ktv+K9gWvifQAwDAxMrZXcvd+yQd\n4+6HSzpc0iIzO1LSNZJOcfd3SrpZ0vKy1xQAAABVp7uzc1iAR5I6kkmt7eqqUI0AANh+5R2Tx923\nhG93kDRVkoevXcL0GZKeKUvtAAAAUNXq+/szptf19U1wTQAAQN4xecxsiqRfSopJutrdHzSzT0n6\nsZn9RdJrkt5b3moCAACgGg1EIhnTB6PRCa4JAADIG+Rx962SDjezXST9yMwOlvQ5SR9y94fM7POS\n/k3SpzKt397ennrf0NCghoaGElQbAAAA1aAxHldbMjmsy9ayWEyLWloqWCsAAGpLT0+Penp68i5n\n7l5woWa2QtJfJJ3n7vuHafMk/cTdD86wvI+lfAAAAEw+vYmE1nZ1qa6vT4PRqBa2tDDoMgAAZWRm\ncncblZ4rCGNmsyUNuPurZrajpDWS/kXSDZKOcvf/M7NzJC1y9xMyrE+QBwAAAAAAoISyBXnyddfa\nU9K3zaxOwSDN33f3RDgmzw/NbKukVySdXfIaAwAAAAAAoGBj6q415sJpyQMAAADklUj0qrOzW/39\n9YpEBhSPN6q5eX6lqwUAqFLjbckDAAAAoIwSiV61tq5RMtmRSksm2ySJQA8AYEymVLoCAAAAwPas\ns7N7WIBHkpLJDnV1ra1QjQAAkxVBHgAAAKCC+vszN67v66ub4JoAACY7gjwAAABABUUiAxnTo9HB\nCa4JAGCyI8gDAAAAVFA83qhYrG1YWiy2TC0tCytUIwDAZMXsWgAAAECFJRK96upaq76+OkWjg2pp\nWcigywCArLLNrkWQBwAAAAAAYBLJFuShuxYAAAAAAEANIMgDAAAAAABQAwjyAAAAAAAA1ID6SlcA\nAAAA2yQSvers7FZ/f70ikQHF440MwAsAAApCkAcAAKBKJBK9am1do2SyI5WWTAZTaxPoAQAA+dBd\nCwAAoEp0dnYPC/BIUjLZoa6utRWqEQAAmEwI8gAAAFSJ/v7Mjaz7+uomuCYAAGAyIsgDAABQJSKR\ngYzp0ejgBNcEAABMRgR5AAAAqkQ83qhYrG1YWiy2TC0tCytUIwAAMJmYu5evcDMvZ/kAAAC1JpHo\nVVfXWvX11SkaHVRLy0IGXQYAAMOYmdzdRqUT5AEAAAAAAJg8sgV56K4FAAAAAABQAwjyAAAAAAAA\n1IDM83QCAAAAVaI3kVB3Z6fq+/s1EImoMR7X/ObmgvOrRSLRq87ObvX31ysSGVA83jim8ZaKXR8A\nUPsI8gAAAKBq9SYSWtPaqo5kMpXWFr6f39ycN79aJBK9am1do2SyI5WWTAYzqRUSqCl2fQDA9oHu\nWgAAAKha3Z2dwwI4ktSRTGptV1dB+dWis7N7WIBGkpLJDnV1rZ2Q9QEA2weCPAAAAKha9f39GdPr\n+voKyq8W/f2ZG9D39dVNyPoAgO0DQR4AAABUrYFIJGP6YDRaUH61iEQGMqZHo4MTsj4AYPuQN8hj\nZlEze8DMHjGzX5tZe5h+r5k9HL6eMbMflb22AAAA2K40xuNqi8WGpS2LxbSwpaWg/GoRjzcqFmsb\nlhaLLVNLy8IJWR8AsH0wd8+/kNlO7r7FzOol/aekVnd/IC3/Vkm3u/t3R6znhZQPAAAAZNObSGht\nV5fq+vo0GI1qYUvLqNm1cuVXi0SiV11da9XXV6dodFAtLQvHPLtWMesDAGqHmcndbVT6WIIwZraT\npHslnefuD4Vp0yU9IWmeu28esTxBHgAAAAAAgBLKFuQpaEweM5tiZo9Iel5S91CAJ/QxST8dGeAB\nAAAAAADAxMk8TP8I7r5V0uFmtoukH5nZwe7+mzD7ZEnfyLZue3t76n1DQ4MaGhrGXVkAAAAAAIDt\nTU9Pj3p6evIuN6buWpJkZiskbXH3L5vZbEmPS9rL3d/IsCzdtQAAAAAAAEpo3N21zGy2mc0I3+8o\naaGk34bZn5B0V6YADwAAAAAAACZOId219pT0bTOrUxAU+r67/zjMO0nSP5ercgAAABgukehVZ2e3\n+vvrFYkMKB5vHPMMTcWsDwAAqlfeII+7/6+kv8mSd0zJawQAAICMEoletbauUTLZkUpLJtskqaBA\nTbHrAwCA6lbQ7FoAAACovM7O7mEBGklKJjvU1bV2QtbPJ5HoVVPTcjU0tKupabkSid6SlAsAAApT\n0OxaAAAAqLz+/sz/devrq5uQ9XOhlRAAAJVHSx4AAIBJIhIZyJgejQ5OyPq5lLuVEAAAyI8gDwAA\nwCQRjzcqFmsblhaLLVNLy8IJWT+XcrYSAgAAhaG7FgAAwCQx1O2pq2uF+vrqFI0OqqVlUcHdoYpd\nP5dythICAACFMXcvX+FmXs7yAQAAUB0yjckTiy3TVVeVJogEAAC2MTO5u41KJ8gDAACAIYlErzo7\nu9XfX69IZEDxeOOwIE2u/ESiV11da9NaCS0kwAMAQBlkC/LQXQsAAACS8s+QlS9/6AUAACqDgZcB\nAAAgKf8MWcygBQBAdSPIAwAAAEn5Z8hiBi0AAKobQR4AAABIyj9DFjNoAQBQ3QjyAAAAQJIUjzcq\nFmsblhaLLVNLy8KC8gEAQGUxuxYAAABS8s2QxQxaAABUHlOoAwAAAAAA1IBsQR66awEAAAAAANQA\ngjwAAAAAAAA1gCAPAAAAAABADaivdAUAAAAAFC+R6FVnZ7f6++sViQwoHm9kUGwA2M4Q5AEAAAAm\nuUSiV62ta5RMdqTSkslguvuhQA9BIACofQR5AAAAgEmus7N7WIBHkpLJDnV1rVBz8/yCgkAAgMmP\nMXkAAACASa6/P/Nvt319dZJyBYHWlr1uAICJQ0seYAzyNXOmGXT14twAAGpZJDKQMT0aHZSUPwgE\nAKgNBHmAAuVr5ry9N4Ou5iDK9n5uJrNqvq6AbPhBAJUQjzcqmWwb9rcuFlumlpZFkvIHgYq9brnu\nx49jC6CUJm2Qh5sZJlq+vu758ieD8f4nohSDPZbzPzC1cG62R6UIzm3Pfysq/cBW7Q8lubZfTN35\nQQCVMnT9dHWtUF9fnaLRQbW0LEql5woCFXvdct2P30Qc28l+vwYwRu6e9SUpKukBSY9I+rWk9jDd\nJHVI+p2kxyS1ZFnfy2H16nUeiy1zyVOvWGyZr169btgyjY1tvmDBJd7Y2DYsbyLk236x+cgu17Er\n5rgvWHDJsGtu6LVgwSUF5Re7/XLn5/te5cpvbGzLuO9NTcuLLruQ/GLPXSmObT7FnptavZ/kqlu+\n6yrf+oVcN5NZub7P1ZA/Eccu2/aLrXu+67aQ6xool9Wr13lT03JfsOASb2paXrLrlut+/Mp9bCf7\n/RpAdmG8RSNfoxJGLSDtFP5bL+l+SUdKOkvSDWnLzMmybll2ptib2dAy1fiwXGh+tQYKSpFfjGr+\nj3ulH5rKuX/5giiV/g9Muc9NMddlua/bargfjvdeme+6Kva8l3vfK3nsKv3AVooHvnIdu3zbL7bu\npfhBoFqtW73a2xob/ZIFC7ytsdHXrV5d6SqhRIq9bqv9h7BC/u9ZzPrF5Jf72BKgA2rXuIM8qQWl\nnST9QtIRYeuetxSwTll2ptibWTU/LOfLr3QgoNofOMv5H/fMdV+aZ9+WTsh1UYr8Yv4TUe6HnvJ8\n50t3bop5oCz3dVvJ+2GlAxHFBokqmV/ssav0A1ux+eU8dvm2X+kHqmq1bvVqXxaLDav0sliMQE+N\nqPT/QSp5Py12/Wp+bnCfmAAdgMrIFuTJO4W6mU0xs0ckPS+p290flBSTtMTMHjKzH5vZ/kX0GBuz\nYmcPyDeFZLH5+bZfTH65617p/KF+xd3dK7VuXbu6u1eqtXWNEonegvJzHbtiz0tz83xddVWTmppW\naMGCdjU1rdBVV23r654vv5zXRSny832vcuXH442KxdqGpcdiy9TSsrDosgvJL/bcFXPs8l2TxZZf\n7vNezu90sffKfNdVsdd0pe935Tx25f7OlTu/nMcu3/aLrXu+6zZffrXq7uxURzI5LK0jmdTarq4K\n1QilVOx1W2x+Je+nxa5fbH65j22579cAqk/egZfdfaukw81sF0k/MrODJUUk/cXd32Nmx0m6XtKE\njb5V7OwB1fywnC+/r6+6AwXle+AsbHDjXMcuCHZmzpMK+yPW3Dw/50BzufIr/dBUyINJru9Vrvxi\nBnssRX6x566YY1fIoM7FlF/sdVvp+2GuvHx1y3ddFXtNV/p+V85jV+7vXLnzy3nsCtl+MXXPd93m\ny69W9f39GdPr+vomuCYoh2Kv22LzK3k/LXb9UvyIKJXv2Jb7fg2g+hQ8u5a7bzKzn0taJOlpSbeF\nWbdL+o9s67W3t6feNzQ0qKGhYTz1HKbYm1k1Pyzny+/s7C5r3SudX+wfynL+x71YlX5oKveDSa4g\nSqX/A5NPMcfuX//1ZxnLHMsDZTmv20reD/MFqAo5b7muq2Kv6Urf78p57Cr9wFZsfjmPXSHbL6bu\nQ8uM9weBajUQiWRMH4xGJ7gmKJdir9tq/SGskHtCJX9skcp7bMt9vwYwcXp6etTT05N/wUx9uIZe\nkmZLmhG+31FSr6QPS/pnSWeF6Q2SHsiy/gT0RMts9erMswcM5RUztkq+/HzbLya/3HWvdH6pBuvM\nde6LOS/FKtd1US37V0nF7tt4j12h42sUc27Ked7L+Z0uxb2y2POWb91qvR9OxLGrZuU+dsgs18DK\nmcbkWcqYPCiRarifjnf9Ujw3AMB4KMuYPOZZotOSZGbvkPRtSXWSpkj6vruvDLtu3SRpnqTXJZ3n\n7v+bYX3PVX4lJRK96upamxaRXjgsIl1s/mSueyXzh8Y3Gfnr9ND4KfnygYlWC9dkub/TlbpXFqLa\n74fVfOzKjWM3sXoTCa1pbR027k5bLKamq67S/Obm1DJru7pU19enwWhUC1taUnlAsSp9Py1m/Wp+\nbgBQu8xM7m6j0ssZhKnmIA+qF38oMdlwTQKY7JY3NWll9+gu4SuamnTZ3XdXoEYAACAXgjwAAADI\nqL2hQe3r1o1OX7BA7YX0/wcAABMqW5An7xTqAAAAqG0MrAwAQG0gyAMAALCda4zH1RaLDUtbFotp\nYUtLhWoEAADGg+5aAAAAYGBlAAAmEcbkAQAAAAAAqAGMyQMAAAAAAFDDCPIAAAAAAADUAII8AAAA\nAAAANYAgDwAAAAAAQA0gyAMAAAAAAFADCPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA0gyAMA\nAAAAAFADCPIAAAAAAADUAII8AAAAAAAANYAgDwAAAAAAQA2or3QFAAAAAAAAJoNEolednd3q769X\nJDKgeLxRzc3zK12tFII8AAAAAAAgJV8go9oDHeWSSPSqtXWNksmOVFoy2SZJVbP/BHkAAAAAAFWn\n2gMNxWy/0nXPJV8gYzIEOsqls7N72H5LUjLZoa6uFVWz7wR5AAAAAABjVs5ARSkCDcUGiXLlFxPo\nmIi6FyNfIKOQQEe1B+hyyVW3/v7MIZS+vrqJrGJOBHkAAAAAAGNS7tYcxQYaig0S5csvZPvZAgXl\nrrtUXJAlXyAjX/5kbgmUr26RyEDG9aLRwQmpXyEI8gAAak5vIqHuzk7V9/drIBJRYzyu+c3NBecD\nAIDcyt2ao9hAQ7FBonz5ubafL1BQ7roXG2TJF8jIl1+K+perBVa+/Hx1i8cblUy2DVsmFlumlpZF\nGY9JJRDkAQDUlN5EQmtaW9WRTKbS2sL385ub8+YDAID8yt2ao9hAQ7FBonz5ubafL1BQ7roXG2TJ\nF8jIl19M/cvdAqvYANxQMKira4X6+uoUjQ6qpWVRxVsgpZtS6QoAAFBK3Z2dwwI4ktSRTGptV1dB\n+QAAIL/xt+ZYW1B+PN6oWKxtWH4QSFhYUH6xQaJ8+bm2ny9QUO66Fxskam6e///bu/M4uaoy/+Of\nbxJICLKogAYZBVtRZBGQRUBIVEizuTAzykCUxWWUkaCibAkxQUBE4KdJUBRkcWWRZdBEYlAJkV2U\nXUYkKm6gssieQJLn98c5HSpNd1elbt++1VXf9+uVV7rr3Ft9quqpe8997lmYObOb7u5pjB8/g+7u\nacyc+UIio155kfoXjZui5Y0Mx9pnn92YN+9EFiyYwbx5J7ZUggca6MkjaQxwLTA6b39pRMyQdAGw\nG/B43vTgiLizrIqamZk1YtSSJX0+PnLx4obKzczMrL4ye3NA/R4T9cqL9kapVz7Q3581a36fr60n\nUVB23YsmiXrqOFDyYqDyIvU/7bSf9/mcg9UDq5EEXKsPx6qnbpInIhZLentEPCNpFHCdpKuAAD4b\nEZeXXkszM7MGLR09us/Hl40Z01C5mZmZ1VcvUVF1oqFokqiRYTn9/f1GEgVl1r1okqioIvWvlyAr\nu4fWcBiOVY8iovGNpbHAL4DD8r85EXHZANvHqjy/mZlZUX3NuTOlq4s9Z87sd06e2nIzMzMrrq+5\nT6rw2FQAAB+BSURBVLq6pqwY1lOvfLibO3chs2dfXZMo2GNIX1e9v191/fpTNG46Ke4kERF60eON\nJGEkjQB+DXQBZ0bEcZLOB3YClgA/A46NiOd67eckj5mZDbmFc+dy9ezZjFy8mGVjxrDH5MkvWl1r\noHIzMzMrbrgmGqxaReOmU+KuUJKn5knWAa4AJgOPRMRDklYHzgYWRcSJvbaP6dOnr/h9woQJTJgw\noblXYGZmZmZmZmbWgRYsWMCCBQtW/H7CCScUT/IASJoGPBMRZ9Q8Np40P8+7em3rnjxmZjbsLJw7\nl/mzZjFqyRKWjh7NxCOOeFFPoIHKzczMzMzK1F9PnkZW11oPWBoR/5K0BrAH8EVJ4yLiQUkC9gPu\nGvRam5mZ9aHMJEtfc/ZMzT/3N6dPbbmZmZmZWVXqJnmAccC3JI0ERgAXR8SPJf1M0vqAgNuAKSXW\n08zMDKifhClq/qxZKz03wMmLFjFt9mx222efuuVmzXIPMTNrFUV7tPp4ZladRpZQvwvYto/H31lK\njcxaUNknOp8Iq+P3vjUN9LmUnWQZtWRJn4+PXLy4oXKz/gwU140kL328sr6U3cZw3HWeoj1a273H\nq9v91uoa6cnTUvylKE+rH5CK1K/ovmWe6Nr9RNjKGvlsin4nqv7etKoi37mykyxLR4/u8/FlY8Y0\nVN4Ix0X/yjzWF92/zHNJveRl0eNVo++PDS+D0cYo2gYarm3DVlD0eFaWoj1aG7kZ08qfTZXXBVVr\n5c8FWr9+LSMiSvuXnn5l186ZE1MnTozp48fH1IkT49o5c160TX+unTMnpnR1RcCKf1O6ulZ6jiLP\nPxiK/v2B9q/33EXK6723Q/Hel1W/oq9t6sSJK5X1/Du+u3tIygfjs633uZQZd2UrUr+B3vvB+k7U\n26YTlf2dK6N+x9X57I9bhc+1kdgq61g/FKo6FxX9Thb9zheN6+njx/dZPn38+Lr7+3jUuYoeL4vE\nbdXt8qFou1bV9m70+1pW+63e8ahoedHj0WCcB/vbpurrgsF4fc3GxXD+zgxV/VpNzrfQ+9+LHhjM\nf72TPEW/0EVPVD3btGrgtXLjs+z3vsz6FX1tZZ/oip4IW/mip5HvVBFF6zfQez8YJ+lGvjfD9WK8\nXvlAZUW/c319rquSZGn0vTm+uzumjx+/4mJmVcurSC62+nmwymN90f3LPpcU2X8wjkc2PBVtY5QZ\nd2Ufj8puu1bZ9m40EdCuNzjLPM/U26bq64Iy467o597K35mhql+rJYBaIslTtIFR9ETV6oHXyo3P\nst/7MutX9mtr5fKqL3pavYE3UHnRuKm3zXC/GC/SiCj6nev5+wMlWapUZXKx1c+DVR7ri+5fxXny\nuAbf26Kv3YavKpOPVbfLh3v7rujxbKjbb6vSo7VeeZH2Udk34Vo9bsq8Lmj1115l/Rppt1ehvyTP\niKEcGlZ0HoV68yDUe/7+xodePXv2oJQX/fsD7V90ItB65UXnoCjztRetX9HXNvGII5ja1bVS2ZSu\nLvaYPHlIyot8to1858qMu3qfe8+45JPmz2fGtddy0vz5/OSTn2Th3LkNlRet30Dv/WDMyzLQNmW/\nN/XKyzwe1tu36HcO0rj1E+fNY8aCBZw4b15Ljccu8vrLPtZXfR6s8lhfdP+yzyW77bMP3TNnMq27\nmxnjxzOtu5s9Z85cEdtFjleN1M+Gp6JtjCJxW3W7vOy2a5Vt70a+r2W23+odj4qWF2kfDcbiCANt\nU/V1QZlxV/Qc3MrfmbL/fr247LFw7lyO7+5mxoQJHN/dvaLdXa+skfJVMaQTLxdtYEw84gimLlq0\n0hs8pauLPRs8UbV64A20f0rU9f/cg9L4HOC9Lfu9L7t+RfbtOSFNmz2bkYsXs2zMGPacPHmlE1mZ\n5UU+23pxU3T/shp4jU7cVzTu6733ReKm3jY/P+20Ut+beuVlHw8HKiv6nWt1DSUX+3n982fN6nPf\nwTrWV30erPJYX3T/onVrJK5322effuO8yPGqkfrZ8FS0jVE0bqtsl5fddh2SxG+B41mZ7TcY+HhU\ntLxI+6jsm3ATJ0+u9LqgzLirFxfD/TtT5t8f1U/7trbdO9Ck2sDQTsjdV/eewfqXnv4F9bruNWKg\nLvpFujoPRnnRvz/Q/mV3m6z33pb93g9F/YrMr1GlIp9to+9rWXFX9jDBwYj7eu990bjpb5uqx3xX\nPUywlb9zRRV5/WUf66s+D1Z9rC+6fyufS4q+dutcReKiynZ5I3UvUr+q296NvLay2m9Dodn20WC9\n7/Weo8pjeVlxNxgx2erfmbL+ftVTYPQn51vo/e9FDwzmv95JnnofzGCoMjCL/v1G9m/lxmeZr73T\nDdeLnlZv4FWp7PemyvH2rdB4rFLR11/msb7q82Aj5WbWPso8HpVdv6EoL7P+VdetWUN1nmnV1x9R\nfjugyOtu9e9MWX+/kbgsc96//vSX5FEqK4ekKPP5m7Fw7lyuruket0evrtJFy4v+/XbWya+9kw30\nuffVNXFKV9eKcdv1yoe7Mt+bRt67Mo+Hnf59b+XXX/V50Mysh4831hd/7taK6sXl8d3dnDR//ov2\nm9bdTUT0W3bivHkD7nvivHn91kkSEaEXPd5pSR4zay1u4PXPF+NmZmZmZq1voBus8OI5eQbjxraT\nPGZmZmZmZmZmJSjSy72Zm7NO8piZmZmZmZmZtYH+kjwjqqiMmZmZmZmZmZkNLid5zMzMzMzMzMza\ngJM8ZmZmZmZmZmZtwEkeMzMzMzMzM7M24CSPmZmZmZmZmVkbcJLHzMzMzMzMzKwNOMljZmZmZmZm\nZtYGnOQxMzMzMzMzM2sDTvKYmZmZmZmZmbUBJ3nMzMzMzMzMzNqAkzxmZmZmZmZmZm3ASR4zMzMz\nMzMzszbgJI+ZmZmZmZmZWRsYMMkjaYykmyXdLuluSTN6lc+S9GSpNbRhY8GCBVVXwYYpx441w3Fj\nzXDcWDMcN9YMx401w3FjRQ2Y5ImIxcDbI2JrYGtgT0k7AkjaDlgXiNJracOCD0jWLMeONcNxY81w\n3FgzHDfWDMeNNcNxY0XVHa4VEc/kH1cHVgOWSxoJfAk4GlB51TMzMzMzMzMzs0bUTfJIGiHpduDv\nwPyI+CVwOHBlRDxUdgXNzMzMzMzMzKw+RTQ22krSOsAVwHTgC8AEYDnwRESs1c8+HsplZmZmZmZm\nZjbIIuJFI6tGrcLOj0u6Bng78Drg/lw0VtJ9EbFpI3/QzMzMzMzMzMwGX73VtdaTtG7+eQ1gD+DW\niBgXEZtExCbAM30leMzMzMzMzMzMbOjU68kzDvhWnmh5BHBxRPy41zYekmVmZmZmZmZmVrGG5+Qx\nMzMzMzMzM7PWVXd1LbMektaQtL4kx401TNJYSa+T1PAcYGbg2LHmSPJ8gLbKHDdWlGPIGiVpTUk7\nSBpTdV2sPfli3Roi6aPAA8BXgTMrro4NE5IOIcXNGcC5eZU+s7ocO9YMSccCZ0k6sOq62PDhuLFm\nSDpW0kmS9gUID4+wBkiaBPwB+BxwnqQtKq6StSEneawuSa8C9gN2AA4CNpP0cUkvr7Zm1srypO17\nAbtExHvyw0dIel2F1bJhwLFjzZD0KWBPYA7wcUlH5/OX77Bbvxw3tqokjZQ0g7Qgzd3A6ZIOkPTS\namtmrU7SaGA3YK+I2Bf4HfBRSdtXWzNrN07yWJ96JXD+BbwMWCMiFgMnkxI+21VRN2tdkjboGVoT\nEf8C3gSsn4tnAesAu1dUPWthjh0rIg8jfgcwLSLmAMcC6wIHgu+wW98cN9akEcB44JMRcRFwHKld\nvEeltbKWJGlcT2/kiFgC7AS8Mhd/C/g78J8VVc/alJM8thJJIySdDlwv6WRJ+0bE08DNwOsBIuKn\nwF+BHSWNrbC61iJy3JxGipOzJH04F/0A2B4gIn4F3AtsLGmTampqrcaxY82QtJqkUyV9SNIWEbEc\nuBN4f97kRvJ5S9I2lVXUWorjxpqR4+bzkt4lqSsingduJ/UAA7iSNLz4zZI2rqia1mKUfAn4JXC+\npM/moq+TeisTEb8nHXPGSnprNTW1duQkj/V2ALA56Q7F7cA38tCJvwLb1gyXuBz4D2BpJbW0VjMR\n2BLYFPgecLSkLUljjjeUtFPe7jrgrcAzldTSWpFjx1aJpPWBK0h3Ql8JfF/Sm4CfAWtK2j73wLgb\neBgYV1llrWU4bqwZOWlzNdAF7AhcLGktUnJwPUmb5mThL4D1AN/8tB7bA1tExEbACcA+kt4D3AeQ\nfwb4LbAB8FwltbS25CSPASuNOx8B3BIRf4+IHwA/BqYDl5EaPO8AiIjbSImfTSuorrWImrhZBjwC\nLI+IBcBFwKGk3hdPAu+WtHpE/BZ4FvDcKh3OsWMFrA1sEBEHR8QXgKuA/Unnr3uASQARsQjYBNgQ\nPL+KOW6sKesASyJiUkQcD/wROAy4HwigG1b0OH0j6UapdbCaY8azwDqS1oyIO4ALSfPxCLgV+ICk\ntSPiL8DqOLFsg8hJHuvRc0BaG3iZpJH5988C7wZGA+cAEyRdIOkSYAzpZGcdpuYE1vP/GqQ7nxvl\n308DtiI1jr4D/Bvp7telwFqkieasAzl2bFX0c4H9OPAbSbvk379KuiBfj3Q3fSNJ0yWtSbqr/jh4\nfpVO4rixQbQ68IeanuxTgAmkXhc3ATtIOjy3mx8HHqyklla5Pto3o4BbgK3z798BXkI67lwJPEHq\nUfi/+bF7h6621u6c5OlQkt5auwpA7moKabjEeFKXVCLiceDbwIyIuBU4nJR9viUi3hERTw1tza1K\nkvaW9MqeRm9N3PwM2BjYTtIaOS7mAMdExB+BD5Fia2FEvC0i/jH0tbcqOXasGbUX2HmSXICRpF5e\nXZLGRsSfgNuACRFxC2lZ2teShvjdn3ulWgdx3FhRNXHzMGkozaskjYqI+4A7gEMj4kpSsnAiaYqD\n30XEdZVU2CojaZKk15KOMbXtm3tICZ9tJK0fEc+SEsqHRMRjwEeAU4F5EbFjnp/HbFDINyg6i6QJ\nwPdJDZtRwNSIuFXSVqTlis+S9BngbcAnIuJveU6M95BWn3heknxnq7NI2pnUzfQe4Hngwoi4KE+C\nuz/w//L/ewBfj4gbJL0COB34n4h4sqKqW8UcO9YMSQeTEny/AOZGxI358V2Au4C9SSuUXBIR10sa\nQ5rnYNeIeEBppbbReeEA6xCOG2uGpA+Req3fBHwvIv6cH9+W1F4+itSr9PQcJy8HFgK7R8SDktYG\niIgnKnkBVglJbyG1b+4HHgPujYiT8vxfnwa+DGxLiq3rI+L7eb+fAJMi4uFqam6dwD15Oki+K/FO\n4FMRsQ9wDfBBSbuS7lQsBIiIM/Lvn5P038BXgKfyagLuutyZtgVOiYi9Sb0qdpe0P/AQcEVEPBcR\n3wF+A3xa0jGkrqh/80V6x3Ps2CqRtANwJDCDNPzhSEl75eEQ25KGD8/JZQflibo3IXWLfwIgIpb6\nQr2zOG6sGZLeCRwBzCZNrnxs7u3+CtI8lGsCZ5OGEB8iaRxpPspfktrKRMQTTvB0pE1IN672Bs4A\ntpD0qYj4J/DNiPhnRPwEuBY4VNIXJd1ISgo9Wl21rRO4J0+by3cXVgMejYiQNA/4SUR8OZ/A3g+8\nAZgSEU9IGhkRyyRtAGwDHAxcExHnVPYibMhJWoc0T8Efczx8D1gUEZ/Lq0rsAXwYOCgiHqmJm9HA\nm4EDgXscN53HsWPNkDSip4u7pEnAGyNimqSxpJ6kR0TETr32WR94H/Be0jCbUx03ncVxY0VJOh54\nNiLOkLQRqdfFLhExqdd2WwLvIg3NehVwckRcMNT1teoorTa8KXBbHtlwCqnn35E5mbw9cC7wzoh4\nqKd9k/d9Iyl+Ho2Ic6t6DdY5nORpY5I+CUwFFgAPRsQnJf07qWFzWEQ8ne987Q8siIgf5f22II1H\nX1xR1a1Ckj5BuhN6I/CPiPiIpB1JPbq6czJwQ9Kk3L+LiLPyfjsDd/tuVudy7FgzJE0HXkE6D12S\nhxWfFxGvzeUjSCs8Xh8Rp9fsp3zz4jXAX3oa09YZHDfWjBw3I4CbIuKq3C4+NiJ2yOWvJS13fXVE\nfLuP/bci3Yhw3HSQPLLhJFIPrkeAY0gL0NwAvCnPsYOkLwPPRMTU/PuepHlM3XPHhpSHa7WpPN/F\nXsAWwMeArSV9kNS19O+ku+UAvyWtqKW8337AW0nLQlqHkbQeqXvym0nJwNGSppCWgVxIGmMM8C/g\nn+RjiKS3kZYOdaOnQzl2rBn5LvrOwDzgcEmfJU18e4eko2s2PQt4s6SxktbNsbULQEQ84AuuzuK4\nsVUlaZSk04AdSKs0niHpfaSbEvdJOjRv+g/gp8DrJK0maSNJn803QImIOx03nUXSGqS5vHbN0108\nQLqJvpy0OM2X8narkZI+I3PsbEpaFt3xYkPOSZ729QTwUmBszi6fQWoQvQS4GZgoafNIq2c9C7w6\n7/fDiPhmRCypotJWuceAzYD1cxf4s0hxtANwCfAuSTtGxDOkZUXXzfvdEBHneS6DjubYsVWiNMnt\nrsBREfFDYBqpQXwoqUfYYZLWzfH0HPCvHD/LgO+EV7HpSI4ba9JqpATfYRHxXeBE0oX720iT535Q\n0tqRVnhcDXhJnotyCXBlRNxdUb2tYpFWxdqJtMoapKXQHwYOAk4D9pb0zhwvG+R9nif1WD4/X2uZ\nDSknedpMHhMKsBYpm7wZQG4IPUW6Y34NcCdwrqQLgG7SigL47kTnqImV2p/HAJfywp3OG4A/kCaX\nW0S6Y3GypIuBSbwQN8uxjuTYsWYoLUW8lLTq2gH54etJd9V3BP4KXA6cn4fzHQCsnYfaPBl59Rvr\nLI4ba0aeG+VZ4NfAvvnhy4EHgc1JE//fA3wzT6y8I7AUIE+e+7uhr7VVTdKIPOwT4DzSPF9ExH2k\nG+Yb5rKjgI9JmkOaxPvmvJ1HRVhlnOQZ5iS9X9KOemH5xmX5/z+ShkVsK2njvPkPgQ9ExCMRcSJp\n+MRNwHYRcetQ192qI+lIYLakLlgpbp4mdWN+rdLSoZAa0LsCSyNiFvBxYC7wloj42ZBX3iolaT9J\nW/Ykdxw71gilpap7fh6ZL9QhDbd5Ve5ZuhS4m3Tuej1pzoM5pDmcRpDuwLvR3EEkbZcnbAfS6lf5\nR8eN9UvSuJ5zVE4MLstDae4GXi3pNbnH+g2kXmDPkS7U7wMuIPU2nV5J5a0ykt5Q+3tELK+5EXUd\nsK6k3fPvvyXNCfbySEujHwacT2rfXDFUdTbrj5M8w5SkCZIWAh8hzblzXB5zvpakKXns8P8CG5GW\nTScifgE83HMQi4gbI+Lr4WWKO4KSNSV9A9ibtALAA7lsDUkn5IkrFwJPA/8BEBF3AM+TeoEREfdH\nxLcdN51F0qaSbgX+m9SYmaq00gSSTnLsWF8kdUu6ipRUPghSYlBpieIJpB4Yvyd1eyci/o90ob5J\npOWszwUOjIiP5iE31gEk7S7pOtJKfMtrHt/BcWP9qYmbrwJfg5QYlPQWUs/2nwOjgD1z2fWklWS3\niYjFEXE88O8RcXDu+WMdQNLWkh4A5uQ5TWvLTslzN90D3AZ8JCcOf0/qwbwRQL6Bflke7mdWOSd5\nhhlJI/MEYB8EZkXERNIQibWBxaQJlC+OiLvzBdZc0vw735D0Q9LY4j9VVH2riKTV8p3MUcD6wF4R\n8SvSCapnvPHZEbEgIh4grUjyekkXSvoRqZG9qKLqW4Xy3U9I8xZcEhF7AacCryHdMQf4umPHeuSE\n8ihJxwBfAM4kDRPeU9J782ZrkVb4fJLU62ILSUdKeilpPowVcxiEV3rsCDluRiqt0vdd4MyIOKzX\nfF3r4LixPuQbmCeTVnM8DPg3Se/IPXo2IS11fR9pdaTxkg6RNJa0EMBDPc/j+eE6R81w8y2BU0ij\nG94jaXTNZl+KiB/keXW+T1qY5qJ88+IlpB49Zi1nVNUVsMbkA9GppIvyC4H/iRcmR34f8G/AtsCi\niFiUL+qfj4g5+e77/sC9EfGVKupv1aiJm9UlXckLjZmRkr4AbJ7j47KIuKMmbu6U9CFSj5/1I+Kr\nlb0Iq0RN7IzOc3dtA4yFtCqNpGeB90m6JCJu65krw7HT2fL8Bcp3z/8MHBAR9+UhN9uQhkEA/LRn\nCE1E3CppKvAp4FrSJKdzq6i/VaMmbpZJepp0MXVNLtub1HPnqYi4umcfx431zJeSh9RsDfwyIi7N\nUxg8Qxp+pYi4tGa3S0lz8XwGOJrU/vGUBR0kt29OAkZJmgtcHREPSbqDdGPiWlKvHSIvjd7zs6SD\nSasQvzEizh762ps1Rh6m3PrySeyrpN46VwEHA1cCZwOfIGWgbyJ1RR0VEZPzfrsBf4uI+yXJY9I7\nS6+4mUeagPLnwGTSmPORwPfy4++NiK3yfnsCf42IuyqotrWAXrHzE9Lwq5tJ83h9jHT3ahfS0KzV\nI+LwvF836Zjj2OlAObl3MnB+REzJd8kXAyMj4nlJF5Ia0+f12m/tiHhC0up5Ww+T6CB9xM0GwOGk\npGAX6UJ9CWmlmuNr9nPcdLA+4mYz0jD0e4CJpOHofybNf/uBmv3WjIinc++v59xzp7NIGg/MJCWO\nf0Uagn5URFyby79M6oF8Uk7qKCJC0n6k9s3NVdXdbFW4J8/wsBbpDsXEiHhS0sOk1QH2jYgv92wk\naTtgiqRXkyaR6yKNWfcM752pd9w8RlpF4m+kuZwmRcS9wOckvTuf+K4jLXt9X1WVtpbQO3YeBd5E\nmqTyNcDuwAmkSQe3gdRwJsWOVyHpQJJeQlp55FTgYEnnRcT9uXh5vhAfTRoqUbvfZFLS8JSIeG4o\n62zV6yNuLsg9v64HXgYcn3uZbgl8V9LFEXFXHtK1No6bjtRH3Hw7Iu7Nw0EPAW6LiK8pTfj+F0k7\nR8QN+XizGDintoeGdZQAzoiI7wBI2oo0R9O1ufwM0g3QN5EWj1iHNKn7COCJIa+tWZOc5BkGIuJx\nSX8EDgVmkS7ExwG7S7oxIh7Mm64HPB4RPXPunD/klbWW0UfcLCQ1mq8DDiQlARdI2pA0pvieSCsl\nXVhNja1V9BM765GWJ76wJ7ks6WOkHmE98xhcVEmFrXIR8ZSkyRHxJ0mvBD4PHFjTi/SlwNh8gf4q\nYKc8hOKb7oHRufqJm/8CrgZujIiei6r/Iw2fUP79PMdN5+ojbqaTeiU/AryB1FuZiFgs6SJg3bzr\nRRHxzyrqbC3jl8AtSqs8LiP16Om5WTUqIv4i6RzgmDys65/AIRFxWXVVNlt1nnh5+Lgc2FrSuEgz\nt99J6r48TtLGeVz6aaSDFZLU/1NZB6mNmydIPXQeBU4kTVj5XdJQrnsi4uEK62mtp3fs3EU65mwo\n6eWSTiBNvHxdlZW01lFzg+ErpMm3u2t6kW5CWn72U6QFAV6Z9/GFeofrFTddOW6Wk4aD9jiaNPfg\nX/I+jpsO1ytuXidp73zRfj9wjqQ3SJoC7EpKEuIEj0XEs5FWUluWH+rmhePK0vzY5sBewB0RccjQ\n19KsOCd5ho/rgIdJ3VCJtDLSDqRuhwcAbwb27pkEzMOzLOsdNzcB7wJujYhPA+eQVtr6fGU1tFbV\n3zFnBLAT6c7oO2onQjUDiIiHgG8CU2sefiuwHfBG4N0RcWYVdbPW1Ttu8iTM+0paSLroOigiHq2y\njtZ6auLmuPz7KaRE8nRgK9LUBr+vrobWipRWgBxJGnb+4/zYZpLeQkowvz4iplRZR7MiPPHyMCJp\nZ9L449mk7obnkybR/U1NRtpsJX3EzbnAlJzwMetXH7FzHvDpiLi90opZS6uZqPIy0mp+j5CG+t0b\nEQurrZ21ql5x8yDwFHA7cF9E/Lra2lmr6hU3fweeBS4G7o6IZ6qtnbWyPGfTOcAVwIdJ56ujnEy2\nduCePMNIRNwAnELqQngVcGlE3OUEjw2kj7i53Akea0QfsXOZEzxWT77gGgtsAOwPPBIR33CCxwbS\nK27+C3gwIi5ygscG0itu3g88EBG3OMFjDdgGmAQcSWobf9gJHmsX7skzDOVVSpY5uWOrwnFjzXLs\n2KqS9Bng1cDREbGk6vrY8OC4sWY4bqwZkjYCDgJO9yp91m6c5DEzM7NBJWlEnjzXrGGOG2uG48bM\nbGVO8piZmZmZmZmZtQHPyWNmZmZmZmZm1gac5DEzMzMzMzMzawNO8piZmZmZmZmZtQEneczMzMzM\nzMzM2oCTPGZmZmZmZmZmbcBJHjMzM2tbktaRdFj+eZykH1RdJzMzM7OyeAl1MzMza1uSNgZ+FBFb\nVlwVMzMzs9KNqroCZmZmZiX6ItAl6Tbgd8BmEbGlpEOA9wJjgdcDpwOjgQ8AS4C9I+IxSV3AmcD6\nwDPARyPit0P/MszMzMzq83AtMzMza2fHAIsiYhvgqF5lmwP7AdsDJwNPRcS2wI3AQXmbs4HJEbFd\n3v9rQ1JrMzMzsya4J4+ZmZm1M/XzM8A1EfE08LSkx4Ef5cfvAraStCawM/ADacWuq5dZWTMzM7Mi\nnOQxMzOzTrWk5uflNb8vJ7WRRgCP5V5AZmZmZi3Pw7XMzMysnT0JrLWK+wggIp4E/iDpPwGUbDXI\n9TMzMzMbNE7ymJmZWduKiEeA6yXdBXwJ6FlWNGp+po+fe36fBHxY0u3A3cC7y62xmZmZWfO8hLqZ\nmZmZmZmZWRtwTx4zMzMzMzMzszbgJI+ZmZmZmZmZWRtwksfMzMzMzMzMrA04yWNmZmZmZmZm1gac\n5DEzMzMzMzMzawNO8piZmZmZmZmZtQEneczMzMzMzMzM2sD/BwbIwE3BEYbzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef4a9e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRrEs/kREREREREREjGL/D5oG5baAEHpyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef61aa10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCez/A938KiQQ79yLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef7aafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39edc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef6f8390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef569f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X18XGWd///3pw0k3LS0QLmnoIMoiAi7LuyCtPGmmUJA\nRRRoFblTvzyQpMq6CElDo20BWXbXJoKiK4silEW8ATraTsVt4rI/REVg1QVkdqFAoXJTEKwJpFy/\nP86Z6UwyM2eSM7dnXs/HI48m55pzzjVnzpzO+cz1+VzmnBMAAAAAAACiaVqtOwAAAAAAAIDKIfgD\nAAAAAAAQYQR/AAAAAAAAIozgDwAAAAAAQIQR/AEAAAAAAIgwgj8AAAAAAAARRvAHANDQzOwNM3tz\nrftRSWZ2sP88y/7/tpndaGbLy73demZm/WZ2U637UQ5m9lszmxdyG+eY2c/L1adx237czN5XoW1f\naWZL/N/bzezJSuxnqszsMjP75hTWq9gxmwozazWz/zGzPWvdFwDA1BH8AQBM4N98zM36+11mtsbM\nXjSzLWb2OzNbYWazatnPRlDoptTMNpjZ+Vl/H2pm3zOz58zsJTN70Mw+V4mAzzjO/0n39T/yPShs\nAGr8tvMF7aoYlHFV2EdoZjbLzL5mZs+Y2Z/N7CEz+0T2Y5xzRzjnhmvVxxJkzq/xzOw9ZvYf/vn+\nf3na3yi0UTObI+ksSV8vW0/LzDl3pXPuU1NZVVM8R/1r93uz/g4dOHbOjUq6QdKlU90GAKD2CP4A\nAPLJ3HiY2XGS/kPSzyW91Tk3W9JCSWOS3lmb7kVCdtAlJukXkp6QdIRzbpakj0p6l6Rda9bD/KyC\n265WUKaSz6EszGxHST+VdKCkv5U0U9I/SLrazLpq2bcyelXSv8p7XpN1jqSEH5ioOTObXus++Jzy\nn99TOufNrMX/dbWks81sh6l2DABQWwR/AABBrpZ0g3Puy8655yTJOfekc67fOTckTRyxMf7bZjM7\n18x+b2Z/MrOUmX0667HtZvaUmV1sZpvNbJOZnZPVvoeZ3WVmL5vZff6Io/EpKgvM7FF/VNJXs9Y1\nM1vqfxu+2cy+bWYzs/abMyIn+1tzfzTCK/7Pq/7zmavK+KKk/3TOfd45t1mSnHOPOuc+5pz70/gH\nm9l+Znanmb1gZn8ws09mteWkcY1/nmZ2tJnd778Wt0pqU+6NYaEATHp0Sfq4HFvs+OYx6dEMZnac\nmf3Sfy3uM7O/y2rbYGZfMrP/9J/LOjPbI6v9E2b2hJk9n9XH9+bZxw5mttrMbvd/P8zf9hbzUqpO\nyXrsjWZ2rXmj4P5kZvda1uglM+sws0f8/l5rZkOWNbprks6SF/j5qHPuCefcNufcOkndklaY2c7+\nPrPP2X4zu81/Hf7k9/+vs/p3oJn9wMz+6B+XwSkc95yUJJv43j8r67j3FHuCzrlfOuduljRh1E/6\nIUVWXyhpqFBjodfRzN5kZluyHvdNM9uc9fdNtj2VbDcz+5Z516SnzGy5bb+mnWNm95jZP5vZ85KW\n5elD5tiYWZuZfdc/Llv847pXked3jHkjLF80sxvMrDVruyeb2QP+du4xs3ek+y5prqS7/PfoP2Qd\no8z71n/seeZdk180s7WWO9LzDTO70Mz+IOkRSXLOPSVpi6TMuQAAaCwEfwAAEzjn3uSc22hmu8gb\ndfD9oFUC2jdL6nTOzZR0rqR/MbOjs9r3ljeyYT9J50u61sx289uulfSK/5izJX0iz/465Y2SOVLS\n6WYW95ef66/TLunN8kbRfFWFZbbrnJvlnJvhnJshaUBe8OPpgOc5Ve+TdPskHn+rpI2S9pX0EUlX\nmNl7/LZiaTY7SvqRpG9Lmi3pe5JOSz/eObfBOTchQOI7wf93N/+4/EKTOL7OuaE82x4/GiHzt5nt\nLikh6SuSdpf0z5ISZjY76/GL5I0A2UvSjpI+7697uLzzZpG8Y7SbvHMrd2dmbfKOx1/kjbSSpLsk\nrZU0R1KXpJvN7NCs1c6Q1C/v+D0maaW/rT3lHc8v+P19RN6N8lRHMy2Q9GPn3F/GLf+BpJ21/SZ8\n/PZPkTdKYzdJd8p/PcwbmbJGXqDlIEn7+4/LUcJxH39+ZY8SPFzSdZI+Ju947yHpgFKf8HjOuWKj\nad4hPzAxnnmjU/K9jm9xzv2fpD9lXX/mSXrFzN6W9fcG//cbJb0mKSbpaEkdkjKBVknHSErJO/+u\nyPcUtP34nC3vGneAvOP6/+Sdd3mfgqTF/v5ikg6VtNR/bkdL+pakT/nbuV7SnWa2g3PuLHnXhZP9\n9+g/+s9HynrfmtkHJV0m6VRJe8ob1Tn+XPigpL+RdHjWsv8Roz0BoGER/AEAFDNb3v8Vz6YXmNnV\n/jfOr5pZb3pxsY04537s33TJr0+S1PZggiS9LulL/uiGn8hLB3mrf8P6YUnLnHMjzrn/kRe4GL+/\nq5xzf3LOPSkvRS19g/IxSf/knHvcOfdneTc8Z9ok6l+Y2RnygginOee2lbreJO0h6ZkS+3OgpOMk\nfcE595pz7kF5qTPZtWAKvR5/K6nFObfKP9bfl/TLEvuYb5thj+/9/rm0xR+N8QVtv1nulPSIc+5m\n59wbzrlbJT0s6QN+u5P0b865x5xzI5Juk3SU3/YRSXc65/7LOfe6pMs1MWAxU9I6SX9wzp3nnHPy\njs8uzrmrnHNjzrn/kBcwWZS17g+cc7/yz4Wbs/Z5kqTfOud+5Pd3QFnvmynIe04458YkPS8vqJHP\nz51za/3n811tfy8cIy8Q9g/Oub8450adc/+VZ/1Cx/2UPI+Vcs+Lj0i6yzn3n8651yT1SSpYtyek\nWfKCwvkUeh0X++1DktrNbB9558Ltkuab2ZskzXTOPWhme0s6UdLn/OP1nLyA2JlZ+9nknLvWP04j\nefph2n58XpP3mr7FeX7jnCvUfyfpq865p51zW+QFGNPn4KclXe+PmnLOue9IGvWfcz753rcXSLrS\nOfeIc+4NSVdKOsq/tqRd6Zx7aVxa3SvyjjsAoAER/AEAFLNF3s3bvukFzrlL/Lo/P5RUUp0LMzvR\nvBSZF/yb/JPk3QilveDfhKRtlTeKZI6kFknZ6VlP5dlF9k12el35/X4iq22jv729S+z30ZIGJX3I\nOfdCgcf8zranhx2f5yFjkvLVydhBXtBLkl5QnpEpBewn6UU/2JK2Ud5IjlLWHT966QlNvQZOqOMr\n6Wjn3Oz0j6Srsvqyn7+98X3NPk7Zr/tftP11309Z54k/eib79TN5N8tHSPpy1vL9lHuujd+nkzeK\nLXCfvnznqtcBL3j6ip+elW90zPPKP1qpRd5ojecLbDq7f1sltfnBuAMlPTHufZZPoeNe6vmVfdy3\nKve4l9MWSTOK9CPf65h+DkPyRqudIG9E35Ck+fJGyaTTGw+S9x59Jis4+XXlBt0mM7vYTfKCjbea\n2dNm9mXbXk8nn+xtb9T2c+EgSX8/Lmh6gEq/fqS3sSpr/fRrlP0a53tuM+QddwBAAyL4AwAoyA8w\n/EJeatB42d9q/1leKkraPpkHebUqvi+vdtBe/k3+j1VawOE5ecGT7G+kDyzw2Hw2STo46++5/vY2\nj++zP8poTtbfe8kLcF3oj67Jyzn39nR6mHPunjwP2ShpTz+FLr1tk3cDlg6c/FT5j3Gh57S7mWUX\ngp6r7TfdBV8LeSNJxt/EH6TSUpPyPabY8Z2K7HPiab9v2Q5Saal3m5SVbmRmOyk32OjkjT67StLd\nWbVXNkk60H99wu7TVCTlyTm3q3/OzPTrqYz3U0knml/bJ8tp8kaR/KKEPmV7UtJcCy5MHHTc/yxp\nl6y29OgZyT9+6Qa/79nHvZwekvTWAm2FXsf0cR6SF/hpl5fi9Z+SjpcXAErXyHlS3oiaPbIClLs5\n596Rtc2g9012GumYc+5Lzrm3yxu5d7JyR+uNN3fc7+njv1HSyuygqX8u/XuBPuXr40ZJnx63jV2c\nc/cGrHeYpILXQgBAfSP4AwAIcomk88zsC+mbZH+kwsHafoPwG0nzzCsou5u89J+0Hf2f5yW9YWYn\nyqtlEchPrfmBpH4z28mvy3GWit90ZQelVkv6nHkFqHeVV5fjVn/0w6PyRkWc5NcIWSqp1X9+LfJS\nQb7rnJtMLZ58z2GjvBv1L5vZLn4w7B/k3cCnb7aWSTrOT6nb2+/DIeYVn505bntPSvovSVeaWauZ\nHSnpPHkpPpL0gKSTzGy2n9by2azV/z9JY2bWbV5x4w/Lq+tRiufkjQKLZS0rdnzD+omkQ81skZm1\n+Ol3b5OXvpNWKID4fUmnmNnf+XWO+sc91iTJr4lyi7wA0B7yXqetki7xj0+7vJv0WwP2J3kBzXeY\n2Qf98+czyg28TdZN8oIV3zOzg/z+xCWtknR1kZShQu6TF/y7ysx2Nq8A8XF5Hhd03B+Ql9rXYmbv\nUm7Q8vuSTjaz4/3j/iUV+axpnjZ5I2zMP593LPH5/FhesCafoq+jc+4xSSOSPi5pyD+Wf/Sfy5D/\nmGfkBQj/2cxmmNk0M4uZ2bwJeyssu4ZVu5m9ww++vSJv1F+hNFKT9Bkz29+8Gky9ktLBnW9KusDM\njvGP3y5m1pkVDN6s3Pdovvft1yX1mFejKV3Y+qMqwsz2l1dj6N5ijwMA1C+CPwCAovzRLO+VlxLx\niJ8m8BN5tXUG/cf8VN7NyUPyasjcpe1FhF+RN0PRbZJelFe74o7xuynShYvkFa99Vl69n9XyAieF\n1s0usnqDvJvoYUn/K++GsMvv18uSLpRXL+cpeXWG0qkOB0h6t6TPZqV0FUrPKcUZ8orCPubv6z3y\nCmC/5vflf+UV8D1Y0u/M7CV5wadf+v0a/zwX+Y/dJC84drlz7md+203yvp1/XF7B21u1/bV4TV4N\npXPkpXqcruBi3vLX3Sqv9sg9frrIMSpyfEvZZIFl6b6+IO+G/e/lBQ4/L6+Q7YsFtpG97u/8ftwq\n7xilb+5H8zx2hbyizz+VN2LqFHm1Xp6TVyz5LOfco+PXG98H59zz8opGX+339zBJv8ra56T4r9X7\n5Z2T6WDGTyT9i7ygSt7VivRvm//cDpE38uNJea9/znolHPc+eYGELfKCajdn9fl38oJet8g77i+q\neGrUfP95JeSNGPqLvHO2FN+RF+Rsy/NcX1Px11HyRvw875x7OutvSbo/6zGfkBe4/r3/XL6n7QG9\nUmavy37MPv76L/vb2yDvvVNovZvlBZ9Skv4gaYX/3H4tr9jzV/0+/UG5I4iulLTUf49enO9965z7\nkbx0x1vN7GVJ/y0pnrWNfM9rsaQb/RpaAIAGZF49wAKNXuG378j7wOokfcM5N+B/C/Hv8obQPi7p\ndOfcS/46A/L+s90q6Rzn3G8q+gwAAE3FzL4sL33s3Fr3BY3BHxWxRdIhzrkngh5fpn1Okxf4WOyc\nKzgl+SS21yIv+PO0c+6csNuLAjNbKemPzrlVte5LlPmjFR+QdIIf5AQANKCgkT+vy5vl4O3yCiN+\nxswOk3SppPXOuUMl3e3/LTM7Sd4Hq7fIm43gaxXrOQCgKZjZW83sSD/F4Rh5KU4/rHW/UN/M7BQ/\nvWkXSddIeqjSgR8z6zCzWf7Nco+/uCxpMs6b5es0SSkzK1Trpqk453oJ/FSePzPcYQR+AKCxFQ3+\nOOeedc494P/+qqT/kVco8gPyht7L//dD/u8fTC93zv1C0qx07QIAAKZohrzUpFflpfFc45y7s7Zd\nQgP4gLwiuU/LS1M6s/jDy+Lv5KX2PSdvyvQPjZsqOxTn3J+cc8udc4+Ua5sAAKA5FE37ynmg2cHy\niuAdIWmjP1tLejaLF51zs83sLklXOuf+y2/7qaQv+PnJAAAAAAAAqLKWUh7k58p/X9IS59wrljVz\npnPOmVl2BGn8TBgTokvjHg8AAAAAAIAycM5NmKE0MPjjT3/7fUk3+bMDSNJmM9vHOfesme0rbwYN\nyRtafWDW6gf4y/J1ZjJ9R4Pr7+9Xf39/rbuBBsN5g6ngvMFUcN5gKjhvMBWcN5gKzhuUKnuwTrai\nNX/8lK5vSfq9c+4rWU13Sjrb//1seVOkppd/wl/3byW95JzbPPVuAwAAAAAAIIygkT/HS/q4pIfM\nLD1l+2WSrpJ0m5mdL3+qd0lyzv3YzE4ys8ck/VkS0/ACAAAAAADUUNHgj3PuP1V4dND7C6xzUdhO\nIXra29tr3QU0IM4bTAXnDaaC8wZTwXmDqeC8wVRw3iCskmf7KutOzRw1fwAAAAAAAMrHzKZW8BkA\nAAAAAFRXocK9QNpkBtUQ/AEAAAAAoA6RMYNCJhscLDrbFwAAAAAAABobwR8AAAAAAIAII/gDAAAA\nAAAQYQR/AAAAAAAAIozgDwAAAAAAaAgHH3yw7r777lp3I+Pmm29WPB6vdTcCEfwBAAAAAAANwcwm\nPdPVZD3++OOaNm2a3njjjcDHfuxjH9O6devKst+tW7fqwgsv1Jw5czRr1izNnz+/LNuVmOodAAAA\nAICGkUgMa2AgqdHRFrW2jqm7u0OdnfOqvo1SjI2NqaWlccMOzrmq7u/Tn/603njjDT388MPafffd\n9cADD5Rt24z8AQAAAACgASQSw1qyZJ2SyRUaGupXMrlCS5asUyIxXNVt3H///Tr66KM1c+ZMnX76\n6TrjjDPU19enDRs26IADDtDVV1+tfffdV+eff75eeuklnXzyydprr720++6765RTTtHTTz+d2VZ7\ne7suv/xyvfvd79bMmTMVj8f1wgsvZNpvuukmHXTQQdpzzz11xRVX5PTDOaerrrpKhxxyiPbcc0+d\nccYZ2rJli6Tto3e+853v6KCDDtKcOXNy1i+27rx5XiBs1qxZmjFjhn7xi18UPBY33nijTjjhhMzf\n06ZN0+DgoGKxmObMmaNLLrlEzjmNjo5q1qxZ+t3vfpd57HPPPaedd95Zzz//vB5++GHddddd+sY3\nvqE99thDZqajjz665NckCMEfAAAAAAAawMBAUqnUypxlqdRKDQ6ur9o2XnvtNZ166qk677zztGXL\nFi1atEg/+tGPMulYmzdv1pYtW7Rx40Zdf/31euONN3T++edr48aN2rhxo3baaSdddNFFOdtcvXq1\nbrzxRv3xj3/Ua6+9pmuuuUaS9Pvf/14XXnihbr75Zm3atEkvvPCCnnrqqaznMqA777xTw8PDeuaZ\nZzR79mx95jOfydn2Pffco0cffVR33323vvSlL+mRRx4JXPfnP/+5JOnll1/WK6+8omOPPbbk4ytJ\nP/rRj/TrX/9a999/v+644w7dcMMNam1t1WmnnabVq1dnHnfbbbepvb1de+65p+677z4ddNBBuvzy\nyzVnzhwdeeSR+sEPfjCp/RZD8AcAAAAAgAYwOpo/hWrduukyU0k/yWT+bYyMTC+pD/fee6+2bdum\nrq4uTZ8+XaeeeqqOOeaYTPu0adP0xS9+UTvssIPa2tq0++6769RTT1VbW5t23XVX9fT0aGhoKPN4\nM9O5556rQw45RG1tbTr99NMz6U633367TjnlFL373e/WjjvuqOXLl2vatO1hjOuvv14rVqzQfvvt\npx122EHLli3T7bffnlOrZ9myZWptbdWRRx6pd77znXrwwQclSV//+tcLrhs23esLX/iCZs2apQMP\nPFCf/exnMwGfxYsX69Zbb8087pZbbtHixYslSU899ZR++9vfatasWXrmmWf01a9+VWeffbYefvjh\nUH1Ja9zkOwAAAAAAmkhr61je5fH4Nq1dW9o24vExJZMTl7e1bStp/U2bNmn//ffPWXbggQdmAiZz\n5szRjjvumGnbunWrPve5z2ndunWZtKpXX31VzrlM4eZ99tkn8/iddtpJr776amZfBxxwQKZt5513\n1h577JH5+/HHH9epp56aExBqaWnR5s2bM39nb3vnnXfObPuJJ54IXHeqDjzwwMzvc+fO1aZNmyR5\nKW5bt27Vfffdp7322ksPPvigTj311Mzz3mGHHbR06VJNmzZN8+bN03ve8x4lk0m97W1vC90nRv4A\nAAAAANAAurs7FIv15iyLxXrU1bWgatvYd999c2r2SNLGjRszgZzxM3H90z/9kx599FHdd999evnl\nlzU0NCTnXEmja/bbbz89+eSTmb+3bt2aUw9o7ty5Wrt2rbZs2ZL52bp1q/bdd9/AbRdbN+xsYhs3\nbsz5PR0smz59uk4//XStXr1aq1ev1imnnKJddtlFknTkkUdKmlhkulwzmxH8AQAAAACgAXR2ztOq\nVXHF432aP79f8XifVq1aOKmZusJu47jjjtP06dP11a9+VWNjY7rjjjv0y1/+UlL+2bFeffVV7bTT\nTtptt9304osv6otf/OKExxQKBJ122mlas2aN7rnnHr322mu6/PLLc1K6LrjgAvX09GSCLc8995zu\nvPPOkp5HsXXnzJmjadOmKZVKlbSt8a655hq99NJLevLJJzUwMKAzzjgj05ZO/cpO+ZKk+fPna+7c\nubryyis1Njame+65Rxs2bFA8Hp9SH8Yj7QsAAAAAgAbR2Tkv9LTsYbaxww476Ac/+IE++clP6rLL\nLtOJJ56ok08+WTvuuGOm6HO2z372s1q8eLH23HNP7b///rr44osnBGiy18nextvf/nZde+21Wrx4\nsf785z/r4osvzkmpWrJkiZxz6ujo0KZNm7TXXnvpzDPP1Ac+8IEJ2x2v2Lo777yzent7dfzxx+v1\n11/XunXrcuoaje/7+P188IMf1F//9V/r5Zdf1rnnnqvzzjsv03bMMcdo11131TPPPKMTTzwxs7yl\npUV33HGHPvnJT+qqq67SwQcfrJtuukmHHnpowecwGVbteeslycxcLfYLAAAAAEAjMLPQhYer5dhj\nj9WFF16os88+u9Zdqblp06bpscce05vf/OaK7qfQ+eEvnxD1Iu0LAAAAAACUbHh4WM8++6zGxsb0\n7W9/W7/97W+1cOHCWncLRRD8AQAAAAAAJXvkkUd01FFHafbs2fqXf/kX3X777dp7771r3a2KueCC\nCzRjxowJPxdeeOGEx5arQHO5kfYFAAAARMxwIqHkwIBaRkc11tqqju5uzevsLLkdQO01UtoXqm+y\naV8UfAYAAAAiZDiR0LolS7Qya5aaXv/3eZ2dge0AgOgh7QsAAACIkOTAQE5gR5JWplJaPzhYUjsA\nIHoI/gAAAAAR0jI6mnf59JGRktoBANFD8AcAAACIkLHW1rzLt7W1ldQOAIgegj8AAABAhHR0d6s3\nFstZ1hOLaUFXV0ntAIDoYbYvAAAAIGKGEwmtHxzU9JERbWtr04KurgmzfRVrB1B79Trb1xFHHKHr\nrrtO8+bNq3VXyuLnP/+5PvWpT+nhhx+udVcmZbKzfRH8AQAAAACgztRr8KdUBx98sG644Qa9973v\nrcn+p02bpscee0xvfvObq77v73znOzrnnHP0zW9+U+eff35F9sFU7wAAAAAARNRwIqHkwIBaRkc1\n1tqqju7uSY/cK8c2goQJXqXXM5sQw5jSdqppy5YtuuKKK3TEEUeE7n85UfMHAAAAAIAGMJxIaN2S\nJVqRTKp/aEgrkkmtW7JEw4lE1bZx8MEH6+6771Z/f79OP/10nX322Zo5c6aOOOII/frXv5YknXXW\nWdq4caNOOeUUzZgxQ9dcc40k6d5779Vxxx2n2bNn66ijjtLQ0FBmu+3t7Vq6dKmOP/547brrrvrf\n//1fTZs2Tddff70OPfRQzZ49WxdddFFOX2644QYdfvjh2n333bVw4UJt3LhRkjIpae985zs1Y8YM\nfe973yv4fDZs2KADDzww5/ldddVVevvb367dd99d5513nkb9WRIPO+wwJbKO09jYmObMmaMHHngg\ns+yyyy7TkiVLtMcee5R0PKuF4A8AAAAAlMlwIqGl8bj629u1NB6fcEMd1A4UkxwY0MpUKmfZylRK\n6wcHq7aN7NEsd911lxYtWqSXX35ZH/jABzLBmZtuuklz587VmjVr9Morr+jzn/+8nn76aZ188sm6\n/PLLtWXLFl1zzTU67bTT9MILL2S2993vflf/+q//qldeeUVz586VJCUSCf3qV7/SQw89pNtuu03r\n1q2TJN1xxx268sor9cMf/lDPP/+8TjjhBC1atEiSNDw8LEl66KGH9Morr+ijH/1oycdHkm655RYl\nk0mlUik9+uijWrFihSRp8eLFWr16deZx69at01577aWjjjpKknTffffp/vvv1wUXXDCp/VUDaV8A\nAAAAUAbpERXZN9a9/u/zOjsD24EgLf4IlPGmr1snlZhiVCgIMH1kZFJ9MTOdcMIJWrhwoSTp4x//\nuL7yla8UfPx3v/tdnXTSSZnHv//979e73vUuJRIJfeITn5CZ6ZxzztFhhx0myavZI0mXXnqpZs6c\nqZkzZ+o973mPHnzwQcXjcX3961/XZZddpre+9a2SvBE3V1xxhZ588smckTyTZWa66KKLtP/++0uS\nent71dXVpeXLl2vRokX6q7/6K42MjKitrU233HJLJuC0bds2feYzn9G1115bV+leaYz8AQAAAIAy\nCBpRUY5RG2huY62teZdvi8cl50r6GevoyL+NtrZJ92fvvffO/L7zzjtrZGREb7zxRt7HPvHEE/re\n976n2bNnZ37uuecePfvss5nH5Ava7LPPPjn7ePXVVzPbW7JkSWZb6TSrp59+etLPY7zsfsydO1eb\nNm2SJB1yyCE67LDDdOedd2rr1q266667tHjxYknSddddpyOPPFLHHHNMZt16KtjNyB8AAACgwVSj\nWCsmr+CoDH9ERVA7EKSju1u9qVROELEnFtPCrq6qbqMU40e/zJ07V2eddZa+8Y1vlLxOMXPnzlVf\nX19m5E05pWsHpX/fb7/9Mn8vWrRIq1ev1rZt23T44YdnZhP72c9+pqGhIf34xz+WJL344ov6zW9+\nowcffFADAwNl7+NkEfwBAAAAGgipQ/Wr4KgMf0RFUDsQJP0e7xsc1PSREW1ra9PCrq5JvffLsQ0p\neFTL3nvvrVQqlZnq/eMf/7j+5m/+RslkUu973/v0+uuv695779Vb3vKWTIpV0Dadc5nHXHDBBerr\n69M73/lDpWS3AAAgAElEQVROHX744Xr55ZeVTCYz9X3S+5/sVO/OOV133XU6+eSTtdNOO2nlypU6\n88wzM+1nnnmmenp69OKLL+pjH/tYZvmNN96YKQztnNOHP/xhffSjH63YVO+TRfAHAAAAaCCFUof6\nBgcJ/tRY0IiKao24QLTN6+wM/V4Puw0zy/yMX5522WWXqaurS5dccon6+vp08cUX64477tAll1yi\nRYsWafr06Tr22GP1ta99Le/6hf5OL/vQhz6kV199VWeeeaaeeOIJ7bbbburo6MgEf/r7+3X22Wfr\nL3/5i775zW/qIx/5SNHnk/374sWL1dHRoU2bNulDH/qQli5dmmnfZ599dNxxx2l4eDhnFrHddtst\nZ5s77rijZs6cqRkzZhTcbzVZLXLQzMzVU+4bAAAA0Cj629vVnzU9cmb5/Pnq37Ch+h1CjuFEQuuz\nRlQsGDeiIqgdSDOzuqoZ0yze9KY36Vvf+lZmxFK9KnR++Msn5M8x8gcAAABoIKQO1begERXlGLUB\nAJPFbF8AAABAA+no7lZvLJazrCcW0wJShwAgryuuuEIzZsyY8NPZRIFY0r4AAACABkPqEBB9pH2h\nmMmmfRH8AQAAAACgzhD8QTGTDf6Q9gUAAAAAABBhBH8AAAAAAAAijNm+AAAAAACoQ2YTsneAKSH4\nAwAAAABAnaHeD8qJtC8AAAAAAIAII/gDAAAAAAAQYQR/AAAAAAAAIozgDwAAAAAAQIQR/AEAAAAA\nAIgwgj8AAAAAAAARRvAHAAAAAAAgwgj+AAAAAAAARBjBHwAAAAAAgAgj+AMAAAAAABBhBH8AAAAA\nAAAijOAPAAAAAABAhBH8AQAAAAAAiDCCPwAAAAAAABFG8AcAAAAAACDCCP4AAAAAAABEGMEfAAAA\nAACACCP4AwAAAAAAEGEtte4AAAAAAMAznEgoOTCgltFRjbW2qqO7W/M6O2vdLQANjuAPAAAAANSB\n4URC65Ys0cpUKrOs1/+dABCAMMw5V/2dmrla7BcAACBqGCUARMfSeFwrkskJy/vicS1fu7YGPQLQ\naMxMzjkbv5yRPwAAAA2KUQJAtLSMjuZdPn1kpMo9ARA1RQs+m9kNZrbZzP47a1m/mT1lZr/xf07M\narvMzP5gZg+bWUclOw4AANDskgMDOYEfSVqZSmn94GCNegQgjLHW1rzLt7W1VbknAKImaLavf5O0\ncNwyJ+mfnXNH+z8/kSQzO1zSGZIO99e5zsyYTQwAAKBCGCUAREtHd7d6Y7GcZT2xmBZ0ddWoRwCi\nomjal3Pu52Z2cJ6mCfljkj4oabVz7nVJj5vZY5KOkXRv2E4CAABgIkYJANGSTtfsGxzU9JERbWtr\n08KuLtI4AYQ21Zo/F5nZJyT9StLfO+dekrSfcgM9T0naP2T/AAAAUEBHd7d6U6mc1K+eWEwLGSUA\nNKx5nZ0EewCU3VSCP1+T9CX/9+WS/knS+QUeW3BKr/7+/szv7e3tam9vn0JXAAAAmhejBAAAaG4b\nNmzQhg0bAh8XONW7n/Z1l3PuHcXazOxSSXLOXeW3rZW0zDn3izzrMdU7AAAAAABAGRWa6n3SBZnN\nbN+sP0+VlJ4J7E5JZ5rZjmb2JklvkXTfVDoLAAAAAACA8iia9mVmqyXNl7SnmT0paZmkdjM7Sl5K\n1/9J+n+S5Jz7vZndJun3ksYkXcjwHgAAAAAAgNoKTPuqyE5J+wIAAJAkDScSSg4MqGV0VGOtrero\n7qZmDwAAmJJCaV9Tne0LAAAAIQ0nElq3ZEnObF29/u8EgAAAQLlMuuYPAAAAyiM5MJAT+JGklamU\n1g8O1qhHAAAgigj+AAAA1EjL6Gje5dNHRqrcEwAAEGUEfwAAAGpkrLU17/JtbW1V7gkAAIgygj8A\nAAA10tHdrd5YLGdZTyymBV1dNeoRAACIImb7AgAAqKHhRELrBwc1fWRE29ratKCri2LPAABgSgrN\n9kXwBwAAAAAAIAIKBX9I+wIAAAAAAIgwgj8AAAAAAAARRvAHAAAAAAAgwgj+AAAAAAAARBjBHwAA\nAAAAgAgj+AMAAAAAABBhBH8AAAAAAAAijOAPAAAAAABAhBH8AQAAAAAAiDCCPwAAAAAAABHWUusO\nAAAAAEDUJBLDGhhIanS0Ra2tY+ru7lBn57yS2wGgnAj+AAAAAEAZJRLDWrJknVKplZllqVSvJKmz\nc15gOwCUG2lfAAAAAFBGAwPJnMCOJKVSKzU4uL6kdgAoN4I/AAAAAFBGo6P5EyxGRqaX1A4A5Ubw\nBwAAAADKqLV1LO/ytrZtJbUDQLkR/AEAAACAMuru7lAs1puzLBbrUVfXgpLaAaDczDlX/Z2auVrs\nFwAAAACqIZEY1uDgeo2MTFdb2zZ1dS2YMNtXsXYAmAozk3POJiwn+AMAAAAAAND4CgV/SPsCAAAA\nAACIMII/AAAAAAAAEUbwBwAAAAAAIMII/gAAAAAAAEQYwR8AAAAAAIAII/gDAAAAAAAQYQR/AAAA\nAAAAIozgDwAAAAAAQIQR/AEAAAAAAIgwgj8AAAAAAAAR1lLrDgAAAAAAgMY0nEgoOTCgltFRjbW2\nqqO7W/M6O2vdLYxD8AcAAAAAAEzacCKhdUuWaGUqlVnW6/9OAKi+kPYFAAAAAAAmLTkwkBP4kaSV\nqZTWDw7WqEcohOAPAAAAAACYtJbR0bzLp4+MVLknCELwBwAAAAAATNpYa2ve5dva2qrcEwQh+AMA\nAAAAACato7tbvbFYzrKeWEwLurpq1CMUYs656u/UzNVivwAAAAAAoHyGEwmtHxzU9JERbWtr04Ku\nLoo915CZyTlnE5YT/AEAAAAAAGh8hYI/pH0BAAAAAABEWEutOwAAAAAAQK0NJxJKDgyoZXRUY62t\n6ujuzqQvFWsrpR2oNYI/AAAAAICmNpxIaN2SJVqZSmWW9Wb9XqhtXmdn0XUJAKFeUPMHAAAAANDU\nlsbjWpFMTljeF4/LOVewbfnatUXXXb52bUX6CxRSqOYPI38AAAAAAE2tZXQ07/LpIyMF10m3TWVd\noNoI/gAAAAAAmtpYa2ve5dva2lQoa2VbW1vgukC9YLYvAAAAAEBT6+juVm8slrOsJxbTgq6uom1B\n6wL1gpE/AAAAAICmli7M3Dc4qOkjI9rW1qaFXV05BZsLtZWyLlBrFHwGAAAAAACIgEIFn0n7AgAA\nAAAAiDCCPwAAAAAAABFGzR8AAAAAABBJw4mEkgMDahkd1Vhrqzq6u3PqMQW1RwXBHwAAAAAAEDnD\niYTWLVmilalUZlmv//u8zs7A9igh7QsAAAAAAEROcmAgJ7AjSStTKa0fHCypPUoI/gAAAAAAgMhp\nGR3Nu3z6yEhJ7VFC2hcAAAAAlKhZ6oMAUTDW2pp3+ba2tpLao4TgDwAAAACUoJnqgwBR0NHdrd5U\nKuc92xOLaWFXV0ntUWLOuerv1MzVYr8AAAAAMFVL43GtSCYnLO+Lx7V87doa9AhAkOFEQusHBzV9\nZETb2tq0oKtrwmxfxdobjZnJOWfjlzPyBwAAAABK0Ez1QdA8SkllbOR0x3mdnUX7GtQeFQR/AAAA\nAKAEzVQfBM2hlFRG0h2jgdm+AAAAAKAEHd3d6o3Fcpb1xGJaEMH6IGgOpUx13kzToUcZI38AAAAA\noATpUQ59WfVBFjZ4fRA0t1JSGUl3jAaCPwAAAABQomapD4LmUEoqI+mO0RCY9mVmN5jZZjP776xl\nu5vZejN71MySZjYrq23AzP5gZg+a2dGV6jgAAAAAAJi6UlIZw6Y7DicSWhqPq7+9XUvjcQ0nEuE7\njkkrZeTPv0kalPSdrGWXSlrvnLvazL7g/32pmZ0k6RDn3FvM7FhJX5P0t+XuNAAAAAAACKeUVMYw\n6Y4Ui64f5pwLfpDZwZLucs69w//7YUnznXObzWwfSRucc28zs+sl/cw59+/jHzdue66U/QIAAAAA\ngMa0NB7XimRywvK+eFzL166tQY+iz8zknLPxy6c629feWQGdzZL29n/fT9KTWY97StIBU9wHAAAA\nAABoUBSLrh+hCz4755yZZQ/jGR9hYogPAAAA0ECGEwklBwbUMjqqsdZWdXR3k6IBYNIoFl0/phr8\n2Wxm+zjnnjWzfSX90V/+tKQDsx53gL9sgv7+/szv7e3tam9vn2JXAAAAAJQLNToAlEtHd7d6U6mc\n60lPLKaFJRaLRrANGzZow4YNgY+bas2fqyW94Jz7spldKmmWcy5d8Pki59xJZva3kr7inJtQ8Jma\nPwAAAEB9okYHgHIaTiS0PqtY9IISi0VjagrV/Akc+WNmqyXNl7SnmT0p6XJJV0m6zczOl/S4pNMl\nyTn3YzM7ycwek/RnSeeW7ykAAAAAqDRqdADRU8tUznmdnRXdF2mqpQkM/jjnFhVoen+Bx18UqkcA\nAAAom6APxXxoxnjU6ACiJcqpnFF+buUWuuAzAAAA6lPQh2I+NCMfanQA0ZIcGMh5P0vSylRKfYOD\nDX+tj/JzKzeCPwAAABEV9KGYD83IJ/3a92XV6FhIjQ6gYUU5lTPKz63cCP4AAABEVNCHYj40o5BK\n1+gAUD1RTuWsxnOLSno0wR8AAICICvpQHOUbAgCAp95TOcPUpqv0c4tSejTBHwAAgIgK+lBc7zcE\nAIDw6jmVM2xtuko/t6D06EaaVIHgDwAAQEQFfSiu5xsCAED51GsqZzlq01XyuRVLj260SRUiFfwp\nFlWrp4gbAABAtQR9KK7XGwIAQPTVe226YunRjTapQmSCP8WiapLqKuIGAAAAAECzq/fadMXSo3/2\nj/+Yd516CVyNF5ngT7GomnMuMOIWdmQQI4sAAAAAAChdvdemK5YenRwYyLtOvQSuxotM8GcqUbV0\nW9hcvHrL5QMAAAAAoN41Qm26QunR5QhcVXMQSWSCP8Wias65gm1ScJGpIPWWywcAAAAAQCNo1Np0\nYQNX1R5EEpngT1BUrVhbKaOGikXkwq4PAAAAoDzCTr3M53YApQoTuKr2IJLIBH9KGQ5WqC0oFy8o\nIhd2fQAA0Li4UQTqR9ipl/ncDqBaql4Q2jlX9R9vt/VjaM0a1xOLOSdlfi6LxdzQmjXOOed6Ozpy\n2tI/S+PxsqwPAAAaU77PAD1ZnwEAVFfQ5+6w7UC9GlqzxvV2dLhl8+e73o4O/h9qAJW63vjxlglx\nmMiM/AkjaNRQUEQu7PoAAKAxUfcPqC9Bn7vDtgP1iBFrjanaM5kR/PEVy8UrZYq2sOsDAIDGw41i\ncyPlr/4Efe4O297sOOfrE19ENKZqz2RG8KcEYSNy1Y7oAQCA6uBGsXnxTXt9Cjv1Mp/bC+Ocr198\nEdG4qjmTGcGfEoSNyFU7ogcAAKqDG8XmxTft9Sns1Mt8bi+Mc75+8UUESkHwp0RhI3LVjOgBAIDq\n4EaxefFNe20VSz8KM/VyKe3NinM+nKCUuTDtfBGBUhD8AQAACIEbxeZUyjftxW7Wwt4INjPSj2qD\n0SVTF3TOhm3niwiUoq6CP/wnCAAAgHKp5TftxW7WJIW60asHlTy2QeuSflQbjT66pJb3kkHnbNh2\niS8iEKxugj9ho50AAABoLJUOINTym/ZiN2vOudA3erVUyWMrFQ+MSaQf1Uq9jy4Jcz2otKBzNmw7\noqusQUvnXNV/vN3m6u3ocE6a8LM0Hi+pHQAAAOU3tGaN6+3ocMvmz3e9HR1uaM2asm23JxbL+VzX\nE4tlth+2Pexny7CfPZfNn593/WXz5xdtC1q3HlTy2JZy3LkvmLqg93PY93vY7U+1Pez1oNJqfT1C\nYwo6rwvx4y0T4jB1M/KHaCcAAMBEtUxVqOS35ZVOg6j1N+3F6qN4n83ztwWtWw9qcWyz2xo9/ahW\nKp1pUenRdsXaw14PKi3onA3bjmgq9yjQugn+BP0nV+//CQIAAJRbrVMVKpl+VOkAQtjPlmE/ewbd\nrDXyjV4lj21QYEyq//SjelWOujKV3H6Y9rDXg0oLOmfDtiOayh20rJvgD9FOAACAXLWu/VLJb8sr\nHZyp9TftpdysNeqNXqWPbSnHneK2k1fp0W6VDugWaw97PaiGoHM2bDuip9xBy7oJ/hDtBAAAyFXr\nVIVKflte6QBCPXzTXuxmrZFv9KpxbPnMX36VHu1W6YBusfaOrq5Q1wOgHpU7aGmFhlZWkpm5WuwX\nAACgkSyNx7UimZywvC8e1/K1ayu+/3xpZz2xmBauWlWWm6bhRELrs27GFoy7GQvbDmC7oPdz2Pd7\n2O2Xo53rAaJmKue1mck5ZxOWE/wBAACoT5UOvpTah6AATLHplWtVrBrARJUOqFY6oEuABwhG8AcA\nAKAB1fPNTt6C1LGY4qtWSVLBtnrpPwAAUUPwBwAAAGVVLC3NOVfTlDUAAJpRoeBP3RR8BgAAQGOZ\nSkHqahWrBgAA2xH8AQAAwJQUm32n0CjvcswUBgAAJmdarTsAAACAxtTR3a3eWCxnWU8spgVdXUXb\nAABAdTHyp0kw2wYAACi39GeJvqyC1AvHFaQu1gYAAKqDgs9NoNhMHHwAA4DGwZTaAAAAKIaCz00s\nOTCQE/iRpJWplPoGBzWvs7OkGwZuKgCgtvIG8rN+L9TGtRoAAAAEf5pAsZk4it1MZH+bzE0FANRW\nsUC+c65okB8AAADNjYLPTaDYTByFbibWDw5m/i7lMQCAyioWyJ/KdNsAAABoHgR/mkCx2TZKuWHg\npgIAaq9YIL9YGwAAAEDaVxMoNhNHcmAg7zrZNwzcVABA7XV0d6s3lcoZidkTi2mhP212sTYAAAA0\nN4I/TWJeZ2feug9BNxOlPgYAUFlMqQ0AAICpYqp3aDiR0PqsG4YFeW4YSnkMAKC+MXMjADS+Ytdy\nrvMAmOodBRUaFTTZxwAA6hczNwJA4yt2LZfEdR5AQYz8AQCgCSyNx7UimZywvC8e1/K1a2vQIwDA\nZBW7ljvnuM4DYOQPAADNjJkbpy5sGgVpGADKZSrXcq7zACSCPwAANAVmbpyasOlypNsBKKdi1/JC\nmRVc5wFI0rRadwAAAFReR3e3emOxnGU9sZgWMHNjUcmBgZzAjSStTKW0fnCwKusDQLZi13Ku8wCK\nYeQPAABNoJSp4jFR2HQ50u0AlFMp13Ku8wDyIfgDAECTYObGyQubLke6HYByK3Yt5zoPoBDSvgAA\nAAoIm0ZBGgYAAKgHTPUOAECdYFao+jScSGh9VhrFgkmmUYRdHwAAoFSFpnon+AMAQB3IOytULKb4\nqlUECgAAAFCSQsEf0r4AAKgDzAoFAACASqHgMwAAdYBZoWqHdDsAABB1BH8AAKgDzApVG3nT7fzf\nCQABAICoIO0LQKQlEsOKx5eqvb1f8fhSJRLDk2oHqoVZoWqDdDsAANAMGPkDILISiWEtWbJOqdTK\nzLJUqleS1Nk5L7AdqKb0KJO+rFmhFjIrVMWRbgcAAJoBwR8AkTUwkMwJ7EhSKrVSg4N96uycF9gO\nVNu8zk6CPVVGuh2AepVIDGtgIKnR0Ra1to6pu7sj5/NJsfagdQE0H4I/EUGxSmCi0dH8l7iRkekl\ntQOIvo7ubvWmUjmpXz2xmBaSbgeghsKMXpbEyGYAExD8iQCKVQL5tbaO5V3e1ratpHYA0Ue6HYB6\nFGb0snOOkc0AJiD4EwGFilX2DQ7y4RVNrbu7Q6lUb84HoFisR11dC0tqB8YLGmUZth21QbodgHpT\nidHLjGwGmhvBnwigWCWQX/rbrcHBPo2MTFdb2zZ1dS3MLA9qB7IFjbIM2w4AQFqY0cvOuaLrAmhO\nBH8igGKVQGGdnfOKBnOC2oG0oFGWYdtrjVFNAFA/wo5eZmQzgPEI/kQAxSoBoPKCRlmGba8lRjUB\nQH0px+hlRjYDyEbwJwIoVgkAlRc0yjJsey1FfVQTADSiMKOXGdkMYDyCPxER5WKVpBoAqAdBoyzD\nttdSlEc1AQAAIGTwx8wel/QnSdskve6cO8bMdpf075IOkvS4pNOdcy+F7CeaFKkGAOpF0CjLsO21\nFOVRTQAAAJCsUDX4klY2+z9Jf+2cezFr2dWSnnfOXW1mX5A02zl36bj1XJj9onksjce1IpmcsLwv\nHtfytWsD2wEAwfIF0ntiMS1ctapgoH0y7QAAAKgOM5NzzsYvL0fa1/iNfkDSfP/3b0vaIOlSAVNA\nqgEAVF6URzUBAAAgfPDHSUqamZN0vXPum5L2ds5t9ts3S9o75D7QxEg1AIDqCKodF7YdAAAAtRM2\n+HO8c+4ZM5sjab2ZPZzd6JxzfmBogv7+/szv7e3tam9vD9kV1EolCy43cgFVAAAAAAAqacOGDdqw\nYUPg40LV/MnZkNkySa9K+pSkdufcs2a2r6T/cM69bdxjqfkTEXkLLsdiipexzsNwIqH1WakEC8al\nEgS1AwAAAADQDArV/Jly8MfMdpY03Tn3ipntIikp6YuS3i/pBefcl83sUkmzKPgcXRRcBgAAAACg\nPlSi4PPekn5oZunt3OycS5rZryTdZmbny5/qPcQ+UOcouAwgSiqZxgoAAADUypSDP865/5N0VJ7l\nL8ob/YMmQMFlAFGRN43V/50AEAAAABrZtFp3AI2to7tbvbFYzrKeWEwLKLgMoMEkBwZyAj+StDKV\n0vrBwRr1CAAAACiPsLN9ocmlvw3vyyq4vJCCywAaEGmsAAAAiCqCPwhtXmcnwR4ADaFYTR/SWAEA\nABBVBH8AAE0hqKZPR3e3elOpnPaeWEwLSWMFAABAg5vyVO+hdspU7wCAKlsaj2tFMjlheV88ruVr\n10ryAkTrs9JYF5DGCgAAgAZSianeAQBoGKXU9CGNFQAAAFFE8AcA0BSo6QMA1ZdIDGtgIKnR0Ra1\nto6pu7tDnZ3zSm4HgKio9fWQ4A8AIFIKFXWmpg8AVFciMawlS9YplVqZWZZK9UqSOjvnBbYDQFTU\nw/WQmj8AgMjIW9Q5FlN81SrN6+ykpg8AVFE8vlTJ5Io8y/u0du3ywHYAiIpqXg+p+QMAiLzkwEBO\n4EeSVqZS6hsczNTzIdgDANUxOpr/VmNkZHpJ7QAQFfVwPZxWti0BAFBjpRR1BgBUR2vrWN7lbW3b\nSmoHgKioh+shwR8AQEMZTiS0NB5Xf3u7lsbjGk4kMm0UdQaA+tHd3aFYrDdnWSzWo66uBSW1A0BU\n1MP1kLQvAEBVFSrIXOq6E2r6+L9T1BkA6ku6SOngYJ9GRqarrW2buroWZpYHtQNAVNTD9ZCCz6i4\noBu9MDeCABpLUEHmIEvjca1IJics74vHtXzt2sw+KOoMAACAZkTBZ9RE0Lf0Qe0A6k+YgG5QQeYg\npdT0oagzAAAAkIvgDyoq6EYv7I0ggOoKG9ANW5CZmj4AAADA5FHwGRUVdKNXjZl5ihWHLaUdqIVi\n52Utz9lCAdv1g4MltYcN3nR0d6s3FstZ1hOLaQE1fQAAAICCGPlTJ6JaFyfoRq/S3+KHHaUQ9nVp\n5vZSztkw60e5vdh5KSkwVbKSfQsb0A1bkDndj76smj4LqenTEGr9nmrE/0MBAADKxjlX9R9vt0gb\nWrPG9cRizkmZn55YzA2tWVNSez3L1/fLAp7bZWV8br0dHTnbTv8sjccD28O+Ls3cXso5G2b9qLcX\nOy+Dzula9q2U9vQ+lsbjbtn8+Zn3GqKt3q9HAAAAUeHHWybGYfItrPQPwZ9c5biZqmdBN3qVvBFc\nNn9+3mO3bP78wPawr0szt5dyzoZZP+rtxc7LoHO60n2rdUAXjaner0cAAABRUSj4Q9pXHaiHujiV\nFDTzTiVn5gmTdtZS4PiW+ro0e3tQW5j1a/3cKt1e7Lz0ruf526rRt6C0K9KykE+t31OTbQMAAIga\ngj91oNZ1caIsqL5IsfbkwEDebZb6ujRze1CAIuz69fzcy9EedN4Wa6t036TaBnTRmOr9egSgOSUS\nwxoYSGp0tEWtrWPq7u5QZ+e8srUDQF3JNxyo0j/ebpFGGkVlTTXtLOzr0sztpZyzYdaPenvQeRvU\nVum+AZNV79cjAM1nzZohF4v15GSExmI9bs2aobK0A0CtqEDal3lt1WVmrhb7rWfDiYTWZ6VJLBiX\nJhHUjsoI+7o0c3sp52yY9aPeHkY99w3Nq96vRwCaSzy+VMnkijzL+7R27fLQ7QBQK2Ym55xNWE7w\nBwAAAEAzaW/v19BQ/4Tl8+f3a8OG/tDtAFArhYI/1PwBAABAU6P2S/NpbR3Lu7ytbVtZ2gGg3hD8\nAQAAQNNKJIa1ZMk6pVIrM8tSqV5JUmfnvNDtqE/d3R1KpXpzXrdYrEddXQvL0g4A9Ya0LwAAADQt\nar80r0RiWIOD6zUyMl1tbdvU1bVgwoiuMO0AUAukfQEAAADjjI7m/zg8MjK9LO2oX52d84oGa8K2\nA0A9mVbrDgAAAAC1Qu0XAEAzIPgDAACAptXd3aFYrDdnmVe7ZUFZ2gEAqAfU/AEAAEBTo/YLACAq\nCtX8IfgDAAAAAAAQAYWCP6R9AQAAAAAARBjBHwAAAAAAgAgj+AMAAAAAABBhLbXuAAAAAAAAQBiJ\nxLAGBpIaHW1Ra+uYurs7KL6fheAPAAAAAABoWInEsJYsWadUamVmWSrVK0kEgHzM9gUAAAAAQBUE\njU4J296s4vGlSiZX5Fnep7Vrl9egR7VTaLYvRv4AAAAAAFBhQaNTwrY3s9HR/KGNkZHpVe5J/aLg\nMwAAAAAAFTYwkMwJ3EhSKrVSg4Pry9LezFpbx/Iub2vbVuWe1C9G/gAAAAAVVCxNI2wKBykgQOMI\nGp0Stl1q3mtCd3eHUqnenOBYLNajrq6FNexVfSH4AwAAAFRIsTQNSaFSOEgBARpL0OiUsO3NfE1I\nP7/BwT6NjExXW9s2dXUtjPzzngwKPgMAAJSAIpyYimJFSJ1zJRUoLXRulVLglPMS+dT79azSRZHD\ntIddd3xwJhbr0apVCwvW9JlMezmuCZU8Ngin1ONLwWcAAIApoggnpmoqRUjHp3AUOreCtl3KeVnP\nM7YaZAsAAB0ASURBVA+Vsu16D2LUo3Jczyr9uleyKHKYdqn4aL2gbQeNTgnbHvaaUMljk95/Ld/T\nlb5e1PJ9URLnXNV/vN0CAAA0ho6OXie5CT/x+NKS2pvdmjVDrqOj182fv8x1dPS6NWuGat2lqil2\nbpRy3oRZP6h9zZohF4v15LTFYj2Z1ydsexilbLuW/WtklT5vat2/SrbX+/8F9Xxsav2eLse2i/1f\nVuv3RTY/3qLxP8z2BQAAEKAcRTibVfrbymRyhYaG+pVMrtCSJeuUSAzXumtV0d3doVisN2eZV4R0\nQdG2tGLnVtD6QedlPc88VMq2mRlpasJez0o5ronEsOLxpWpv71c8vnTC+71Ye6WLIodpr/f/C8Je\nEyp5bGr9ng677aD/yyp9vSnHuUXaFwAAQICwRTibWeEPxH1NkX5TShHSYm3Fzq2gbQedl9WYeWiq\nStl2vd+I16uw17NKpxZVuihymHZvUMXUt11pYa8JlTw2tX5PVy7o6f1fVunrTTnOLYI/AAAAKp6r\nHzSFbDWmmK3nAqjFlGNq4kav65Jd62MybVLwuVVs/aB1K30THUYp2yYoOzVhr2dBxzXoJjmoPWz/\nKt1e6/8LgoS5JlTy2NT6PV3poGelrzflOLcI/gAAgKZX6SKdle5frdvTfcwXgAk7NXGzF9sOc24F\nrVvpG8EwStl2PQRlG1HY61nQcQ07wqLSRZHLcT2v1f8FYdXy2NT6PV3poGelrzflOLcacqr3Rv/2\nB0Dj4HqCetTM06xWagraUqbHrWXfg/pX6/b80w/3atWquKSJM8BMZmrisO1S9N8XYSQSwxocXJ91\nM7FgwnkZpr2Sfat1/5pZseNajvcsoqnW7+kw287//9z2/8vC9q2cIjPVezm+HarnIdO1bOeDEZAr\n6t8mN7NKT+VZ6Wt1mGlWy7H/enzuQZ8Bgo5NpXP1w35+qecCqFLxNI/0zdxUpyYO2861vLigtLOw\n7WGUsu1a9q+ZVTK1CNFV6/d0mG2XMvKm3q83DRf8CZNDKhX/4FfrIdO1bA86Nmn1ekNQ6fZ67luz\nt1cyaFlKkdJ6fu6N3h5kqtsPk76SbqvltbzYeemcK+mcrdT/FbV87mGPTaVz9cPWwKjnAqhSaWkc\nhd7fle5bsxecBqot6Ca5lJtooB7Ve3AnUL753yv94+12aubPX5Z3fvv585cFtnd09OZti8eXOudc\nU7cHreucc2vWDLlYrCenPRbrcWvWDBVtC1q33tvruW/N3h60blhB15t6fu6N3h4kzPaDrndB2671\ntbzYeRl0zobdfz0/97DHJv/rflnVridh+1fr9lI+RxRS6b6V8r4AACAq/HjL/9/efYdJWpXpH//e\nMwPIEFVAkkoQJCdhSLJyIXEWQdZVFgYJIqusoIgSBBQDyCLwwx9BlLyiknHBYZFFFxjJ4pJFkoKC\noCTJee7945yGou1mZqqn+q2puj/XNRdd9dbbfXrmoep9n/Oc5zD4z989MRp/RpL8GcmF40gvvHr5\n+EhvGJq+IWgyMZbj3ftvM1Kz8u8+qx/v5L/NtN7vOpmAmBnHR/r/RCc/K5r83WfG383kyVe+HiOb\nbXbQTEv8jHTs0zu+Jo+PNHnWybF1+rMiIiKimwyX/Jnlln2NZA3pMcf895Dfs1tKpps8XmJk+HNh\n+rZqHe5Y070IRnq8m8fW78dn9NiM6PRuFonL4Y9Py0i+f6e38uz08ZFsszrSnz+tz4qmf/eR/t10\nspx7ZvTA6HRvlk73QngrnRxb+otERETMgj1/RrqGtJPbWc7qx0dyw9D0DUGTibFuHnuvH5+epOVI\nTOv9pJt/927+d5ue49Myku+/556d3cqz08en5yb7rY518rOi6d99pH83ndQPPTC6tRdCL/zdRkRE\njNhQ5UCd/lN+bDO6uWS66ePTc+5wJd1N9xro5PFuHlu/H+90j45p6ebffVY/Php/9yNZvtL0e/lI\ndfqzopt/94iIiIhexjDLvuRhZo87SZKb+LkxchdfPIVjj72sZeZskzftIDPcsVn9eDePrd+PT+vc\nTuvm331WP97pv/uRfO+IiIiIiG4kCdv6u+eT/ImIiIiIiIiImPUNl/wZ08RgIiIiIiIiIiJidCT5\nExERERERERHRw5L8iYiIiIiIiIjoYUn+RERERERERET0sCR/IiIiIiIiIiJ6WJI/ERERERERERE9\nLMmfiIiIiIiIiIge1pHkj6TNJf1O0j2S9uvEz4hZyxVXXNH0EGIWlLiJdiRuoh2Jm2hH4ibakbiJ\ndiRuYqRmevJH0ljgOGBzYAVgO0nLz+yfE7OWvFlFOxI30Y7ETbQjcRPtSNxEOxI30Y7ETYxUJyp/\nJgD32r7f9ivAWcDWHfg5ERERERERERExDZ1I/iwG/Knl8YP1uYiIiIiIiIiIGGWyPXO/ofQxYHPb\nu9XHOwBr296z5TUz94dGRERERERERAS2Nfi5cR34OQ8B7255/G5K9c9bDiQiIiIiIiIiIma+Tiz7\nuhFYRtISkmYHtgUu6sDPiYiIiIiIiIiIaZjplT+2X5W0B3ApMBY4xfadM/vnRERERERERETEtM30\nnj8REREREREREdE9OrHsK/qQpDklLSgpMRXTTdJ4Se+T1In+Y9GjEjfRDknpNxgzLHETI5UYiukl\naS5JEyS9remxRG/KjXqMmKTdgAeA44HjGh5OzCIk7UyJm6OAUyTN1+yIYlaQuIl2SNofOEHS9k2P\nJWYdiZtoh6T9JR0iaUsAZ5lFTAdJk4A/AF8DTpW0UsNDih6U5E+MiKTFgG2ACcCOwPKSPivpnc2O\nLLqZpPmBLYD1bW9dn/68pPc1OKzocombaIekvYDNgcnAZyXtWz+7MiMfw0rcxIySNFbS14FNgNuB\nIyVtJ+ntzY4sup2kOYB/ALawvSVwD7CbpLWaHVn0miR/YoYNSuz8DXgHMKftF4FDKYmgNZsYW3Qv\nSQsNLNOx/TdgBWDBevgYYD5g44aGF10qcRMjUZcibwR81fZkYH9gfmB7yIx8DC1xE20aA3wI+ILt\ns4CvUK6JN2l0VNGVJC0yUL1s+yVgXWDhevg/gL8A/9zQ8KJHJfkT003SGElHAldLOlTSlrafA64H\nlgGw/QvgIWBtSeMbHG50iRo3R1Di5ARJu9ZD5wJrAdj+DXAnsISkJZsZaXSTxE20Q9Jskg6X9ClJ\nK9meCtwKfKK+5FrqZ5ak1RsbaHSVxE20o8bNNyV9RNLStl8BbqZUjAFcSFmmvKqkJRoaZnQZFd8B\nfg2cJunL9dD3KdXN2P495T1nvKR1mhlp9KIkf2JGbAesSJnVuBn4QV2G8RCwRsvSiwuAjwGvNjLK\n6DabAisDywI/BvaVtDJlXfOiktatr7sKWAd4vpFRRrdJ3MQMkbQg8FPKzOnCwE8krQD8EphL0lq1\nYuN24DFgkcYGG10jcRPtqMmcy4ClgbWBsyXNQ0kaLiBp2ZpE/BWwAJAJ0RiwFrCS7cWBbwD/KGlr\n4G6A+jXAXcBCwMuNjDJ6UpI/MU0ta9vHADfY/ovtc4H/Ag4GzqdcDG0EYPsmSkJo2QaGG12iJW5e\nAx4Hptq+AjgL2IVSsfEMsJWk2W3fBbwApH9LH0vcxAjMCyxkeyfb3wYuAbalfHbdAUwCsH0fsCSw\nKKR/SyRuoi3zAS/ZnmT7IOB+YHfgXsDAZvB6hepylMnT6GMt7xkvAPNJmsv2LcCZlH4/Am4EdpA0\nr+0HgdlJwjlmoiR/YnoMvFnNC7xD0tj6+MvAVsAcwEnAhpJOl3QO8DbKB2H0mZYPt4H/zkmZLV28\nPj4CWIVy4XQG8G7KjNl5wDyUJnfRZxI3MSOGufF+CvitpPXr4+MpN+oLUGbfF5d0sKS5KLPwT0H6\nt/STxE3MRLMDf2ipej8A2JBSpXEdMEHSHvWa+Sng4UZGGY0b4vpmHHADsFp9fAYwN+V950LgaUoF\n4n/W5+4cvdFGr0vyJ/6OpHVadyaoZatQll58iFLeiu2ngB8CX7d9I7AHJWN9g+2NbD87uiOPJkma\nKGnhgQvilrj5JbAEsKakOWtcTAb2s30/8ClKbE2x/UHbfx390UdTEjfRjtYb79qcF2AspSpsaUnj\nbf8RuAnY0PYNlO1zl6IsFby3VrBGH0ncxEi1xM1jlCU5i0kaZ/tu4BZgF9sXUpKIm1LaJNxj+6pG\nBhyNkTRJ0lKU95jW65s7KImg1SUtaPsFSqJ5Z9tPAp8GDgd+bnvt2v8nYqZQJi5igKQNgZ9QLnrG\nAQfavlHSKpStlU+Q9CXgg8DnbP+59t3YmrIjxiuSlNmw/iJpPUrJ6h3AK8CZts+qDXi3Bf5f/e8m\nwPdtXyPpXcCRwL/ZfqahoUeDEjfRDkk7URJ/vwIutn1tfX594DZgImXHlHNsXy3pbZQ+ChvYfkBl\n57g56mYF0ScSN9EOSZ+iVLhfB/zY9p/q82tQrpX3oVShHlnj5J3AFGBj2w9LmhfA9tON/ALRCEkf\noFzf3As8Cdxp+5DaX+yLwNHAGpTYutr2T+p5lwKTbD/WzMijH6TyJ4DXZzI+DOxl+x+By4FPStqA\nMrsxBcD2UfXx1yT9K/Bd4Nm6w0HKoPvTGsBhtidSKjE2lrQt8AjwU9sv2z4D+C3wRUn7Ucpa/5wb\n+L6WuIkZImkCsDfwdcoyir0lbVGXVaxBWYI8uR7bsTYIX5JSXv80gO1XcwPfXxI30Q5JHwY+DxxL\naeq8f62Mfxelx+VcwImUpcg7S1qE0uvy15TrZGw/ncRPX1qSMqE1ETgKWEnSXrYfBU62/ajtS4Er\ngV0k/bukaynJoieaG3b0g1T+9LE6IzEb8IRtS/o5cKnto+uH2yeA9wMH2H5a0ljbr0laCFgd2Am4\n3PZJjf0SMeokzUfphXB/jYcfA/fZ/lrd6WITYFdgR9uPt8TNHMCqwPbAHYmb/pK4iXZIGjNQKi9p\nErCc7a9KGk+pOv287XUHnbMg8HHgo5TlOocnbvpL4iZGStJBwAu2j5K0OKVKY33bkwa9bmXgI5Ql\nXosBh9o+fbTHG81R2fl4WeCmugriMEql4N41ybwWcArwYduPDFzf1HOXo8TPE7ZPaep3iP6R5E+f\nkvQF4EDgCuBh21+Q9E+Ui57dbT9XZ8u2Ba6w/bN63kqUNe8vNjT0aJCkz1FmT68F/mr705LWplSA\nbVaThItSmoHfY/uEet56wO2ZAetPiZtoh6SDgXdRPoPOqUuTT7W9VD0+hrLb5NW2j2w5T3VC473A\ngwMX2dEfEjfRjho3Y4DrbF9Sr4n3tz2hHl+Ksi33ZbZ/OMT5q1AmKBI3faSugjiEUvH1OLAfZdOb\na4AVag8fJB0NPG/7wPp4c0qP1FT6xKjKsq8+VHtqbAGsBHwGWE3SJyllqn+hzLAD3EXZ4Uv1vG2A\ndShbWEafkbQApdR5VUqScA5JB1C2rJxCWccM8DfgUer7i6QPUrY5zQVRH0rcRDvqrPt6wM+BPSR9\nmdJw9xZJ+7a89ARgVUnjJc1fY2t9ANsP5EasvyRuYkZJGifpCGACZdfIoyR9nDJZcbekXepL/wr8\nAnifpNkkLS7py3VSFNu3Jm76i6Q5Kb3CNqgtMx6gTKxPpWyI8536utkoyaCxNXaWpWzfnniJUZfk\nT396Gng7ML5mpI+iXCzNDVwPbCppRZfdvF4A3lPPu8j2ybZfamLQ0bgngeWBBWs5/QmUOJoAnAN8\nRNLatp+nbIE6fz3vGtunpl9C30rcxAxRaa67AbCP7YuAr1IulHehVJDtLmn+Gk8vA3+r8fMacIaz\nq05fStxEm2ajJP52t/0j4FuUG/oPUpr2flLSvC47Ts4GzF37XL4EXGj79obGHQ1z2aVrXcqub1C2\nbH8M2BE4Apgo6cM1Xhaq57xCqXA+rd5nRYyqJH/6SF13CjAPJQO9PEC9SHqWMst+OXArcIqk04HN\nKLsckBmN/tESK61fvw04jzdmR68B/kBpbHcfZZbjUElnA5N4I26mEn0ncRPtUNky+VXKLnDb1aev\npszCrw08BFwAnFaXBW4HzFuX7DzjuhtP9JfETbSj9l55AfhfYMv69AXAw8CKlA0H7gBOrg2d1wZe\nBahNe+8Z/VFH0ySNqctHAU6l9BHD9t2USfRF67F9gM9ImkxpHn59fV1WUERjkvzpYZI+IWltvbHV\n5Gv1v/dTllisIWmJ+vKLgB1sP277W5SlGNcBa9q+cbTHHs2RtDdwrKSl4U1x8xylJHoplW1OoVxc\nbwC8avsY4LPAxcAHbP9y1AcfjZG0jaSVB5I+iZuYHipbag98PbbewENZtrNYrUJ9Fbid8rm1DKWn\nwmRKj6gxlBn7XEz3EUlr1kbxQNmNq36ZuIlhSVpk4DOqJgxfq0tybgfeI+m9tbr9GkrV2MuUG/i7\ngdMp1akHNzL4aIyk97c+tj21ZYLqKmB+SRvXx3dReo6902UL992B0yjXNz8drTFHDCfJnx4kaUNJ\nU4BPU3r6fKWua59H0gF1ffJ/AotTtnfH9q+Axwbe4Gxfa/v7zpbKfUHFXJJ+AEyk7ErwQD02p6Rv\n1KaZU4DngI8B2L4FeIVSNYbte23/MHHTPyQtK+lG4F8pFzkHqux8gaRDEjcxFEmbSbqEkmjeEUrC\nUGUr5Q0pFRu/p5TPY/t3lBv4JV223T4F2N72bnXpTvQBSRtLuoqyM+DUlucnJG5iOC1xczzwPSgJ\nQ0kfoFTB/w8wDti8Hruasqvt6rZftH0Q8E+2d6qVQtEHJK0m6QFgcu2X2nrssNob6g7gJuDTNaH4\ne0rF8+IAdVL9/LpsMKJxSf70EElja/OxTwLH2N6UstxiXuBFSuPms23fXm++Lqb09/mBpIso65f/\n2NDwoyGSZquzn+OABYEtbP+G8uE1sKb5RNtX2H6AskvKMpLOlPQzygX4fQ0NPxpSZ0uh9EU4x/YW\nwOHAeykz7ADfT9zEgJpkHidpP+DbwHGUpcabS/pofdk8lJ1In6FUaawkaW9Jb6f023i9R4Kz62Rf\nqHEzVmXXwB8Bx9nefVA/sPlI3MQQ6qTmoZTdJXcH3i1po1oBtCRlS+67Kbs1fUjSzpLGUzYgeGTg\n+6T/XP9oWba+MnAYZSXE1pLmaHnZd2yfW/v2/ISyGc5ZdVJjbkoFUETXGdf0AGLk6pvU4ZSb9TOB\nf/MbTZk/DrwbWAO4z/Z99Wb/FduT64z9tsCdtr/bxPijGS1xM7ukC3njQmespG8DK9b4ON/2LS1x\nc6ukT1EqhBa0fXxjv0SMupa4maP2BVsdGA9llxxJLwAfl3SO7ZsGenEkbvpb7Y+gOtv+J2A723fX\npTurU5ZTAPxiYCmO7RslHQjsBVxJaa56cRPjj2a0xM1rkp6j3GRdXo9NpFT6PGv7soFzEjcx0I+l\nLs1ZDfi17fNqG4TnKcu4ZPu8ltPOo/T6+RKwL+XaJ20P+ki9vjkEGCfpYuAy249IuoUyYXElpcoH\n1y3cB76WtBNlR+TlbJ84+qOPmD7KcudZW/2AO55S3XMJsBNwIXAi8DlK1vo6SlnrONt71vP+Afiz\n7XslKeve+8uguPk5pfnl/wB7Uta1jwV+XJ//qO1V6nmbAw/Zvq2BYUfDBsXNpZRlXNdTeoR9hjLb\ntT5lidfstveo521Geb9J3PShmvQ7FDjN9gF1Vv1FYKztVySdSbnIPnXQefPaflrS7PW1WW7RR4aI\nm4WAPSjJwqUpN/AvUXbOOajlvMRNHxsibpanLGW/A9iUsqT9T5S+uzu0nDeX7edqtdjLqfTpL5I+\nBPx/SkL5N5Sl7PvYvrIeP5pSsXxITfbItiVtQ7m+ub6psUfMiFT+zPrmocxqbGr7GUmPUXYs2NL2\n0QMvkrQmcICk91Aa2C1NWRefrvP9aXDcPEnZ2eLPlF5Rk2zfCXxN0lb1Q/Eqyhbddzc16Gjc4Lh5\nAliB0hzzvcDGwDcozQ5Xh3JBTYmb7IrShyTNTdkJ5XBgJ0mn2r63Hp5ab9DnoCy5aD1vT0oy8TDb\nL4/mmKN5Q8TN6bVS7GrgHcBBtSJ1ZeBHks62fVtdGjYviZu+NETc/ND2nXVZ6c7ATba/p9Jo/kFJ\n69m+pr7fvAic1FrREX3FwFG2zwCQtAqlB9SV9fhRlEnRFSibVsxHaSY/Bnh61Ecb0aYkf2Zxtp+S\ndD+wC3AM5QZ9EWBjSdfafri+dAHgKdsDPX1OG/XBRtcYIm6mUC6orwK2pyQHr5C0KGXd8h0uuzed\n2cyIoxsMEzcLULZRPnMg4SzpM5TqsYE+CWc1MuBonO1nJe1p+4+SFga+CWzfUnH6dmB8vXFfDFi3\nLsU4ORUb/WuYuPkX4DLgWtsDN1u/oyzDUH18auKmfw0RNwdTKpgfB95PqWzG9ouSzgLmr6eeZfvR\nJsYcXePXwA0qu06+RqkAGpjEGmf7QUknAfvV5WGPAjvbPr+5IUfMuDR87g0XAKtJWsSlm/ytlFLo\nRSQtUde+H0F5I0OShv9W0Uda4+ZpSkXPE8C3KM0yf0RZEnaH7ccaHGd0l8Fxcxvl/WZRSe+U9A1K\nw+ermhxkdI+WSYfvUpp+b9ZScbokZZvcvSibECxcz8kNfJ8bFDdL17iZSllWOmBfSl/DB+s5iZs+\nNyhu3idpYr2Zvxc4SdL7JR0AbEBJHpLET9h+wWVnt9fqU5vxxvvKq/W5FYEtgFts7zz6o4wYuSR/\nesNVwGOUklZcdmqaQClh3A5YFZg40IAsy7yiGhw31wEfAW60/UXgJMrOX99sbITRjYZ7vxkDrEuZ\nSd2otQFrBIDtR4CTgQNbnl4HWBNYDtjK9nFNjC261+C4qc2ft5Q0hXIztqPtJ5ocY3Sflrj5Sn18\nGCXBfDCwCqU9wu+bG2F0I5UdKcdSlq//V31ueUkfoCSel7F9QJNjjBiJNHzuEZLWo6xxPpZSunga\npXnvb1uy2BFvMkTcnAIcUBNBEUMaIm5OBb5o++ZGBxZdraVB5vmUnQUfpywZvNP2lGZHF91qUNw8\nDDwL3Azcbft/mx1ddKtBcfMX4AXgbOB22883O7roZrUn1EnAT4FdKZ9X+yTJHL0glT89wvY1wGGU\ncsRLgPNs35bET7yVIeLmgiR+YlqGiJvzk/iJaak3YuOBhYBtgcdt/yCJn3grg+LmX4CHbZ+VxE+8\nlUFx8wngAds3JPET02F1YBKwN+W6eNckfqJXpPKnx9SdU15L0idmROIm2pG4iRkl6UvAe4B9bb/U\n9Hhi1pC4iXYkbqIdkhYHdgSOzK6B0WuS/ImIiIhRIWlMbdobMd0SN9GOxE1ExJsl+RMRERERERER\n0cPS8yciIiIiIiIioocl+RMRERERERER0cOS/ImIiIiIiIiI6GFJ/kRERERERERE9LAkfyIiIiIi\nIiIieliSPxEREdF3JM0naff69SKSzm16TBERERGdkq3eIyIiou9IWgL4me2VGx5KRERERMeNa3oA\nEREREQ34d2BpSTcB9wDL215Z0s7AR4HxwDLAkcAcwA7AS8BE209KWho4DlgQeB7YzfZdo/9rRERE\nRExbln1FREREP9oPuM/26sA+g46tCGwDrAUcCjxrew3gWmDH+poTgT1tr1nP/96ojDoiIiKiDan8\niYiIiH6kYb4GuNz2c8Bzkp4Cflafvw1YRdJcwHrAudLrp87eycFGREREjESSPxERERFv9lLL11Nb\nHk+lXDuNAZ6sVUMRERERXS/LviIiIqIfPQPMM4PnCMD2M8AfJP0zgIpVZvL4IiIiImaaJH8iIiKi\n79h+HLha0m3Ad4CB7U/d8jVDfD3weBKwq6SbgduBrTo74oiIiIj2Zav3iIiIiIiIiIgelsqfiIiI\niIiIiIgeluRPREREREREREQPS/InIiIiIiIiIqKHJfkTEREREREREdHDkvyJiIiIiIiIiOhhSf5E\nRERERERERPSwJH8iIiIiIiIiInrY/wGkTTfqNyzWlgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f5f08f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38f4b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMzMz6wD/HxSGomLM6bSoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b0c690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hq1_average_dataframe, hq1_packetloss_dataframe = plot_ping_comparation(hq1_df_ping6, hq1_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD5SMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39bd2d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef4d5950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIgY4f4XI1ZzFKK5sAoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef2b8210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH/v/89TBH2em008AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef3c9fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef25a990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efa00590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWtYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efa34850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef76da10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIiBgF/g/EbJaQc0pbGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3779f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIIAAAF8CAYAAACzNRCiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X18XHWZ///31RYSkEJbKPctSFABkZsVwS9KE29IigEU\nWYFWWeRmXX5IUmX9srZpaRAKqLi7TdAFUUQQioouN4nbhi9sEpYVQREUsaJBKVCo3JQK1gRart8f\n52SYJDNzJnNmMjM5r+fjMY9kzufcfOacM3POuc71+RxzdwEAAAAAAGDym1LuCgAAAAAAAGBiEAgC\nAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAAACQEgSAAAAAAAICEIBAEAKg4Zravmb1h\nZok8TpnZn8zsQ+WuB/JjZteb2SXlrkdcZvZJM1tThPmUZP81s0+b2b3jGP9yM1sU/t9gZk8Vu05x\nmNliM7u2gOkq6vfBzGrM7Ldmtku56wIAyE8iT7ABAJmFFxhzw//HXNwmPUAzWri+NpvZK2b2rJl9\nx8zeUoRZe/iqaGbWbmbLs5SN66I9at5mNt3M/tXM/mhmr5rZk2b2QzM7stBlFFG1bK/jzeyBcP29\nYGY3mtmew+XufpO7NxVhUROyPszsjRxlsyWdLunqUtejUO5+ubv/YyGTqsD1G/5mfTDtfezfdHcf\nknSdpC8WOg8AwMTiRB4AkM5H/V/xF7dl5pKOd/fpkg6TdLikxeWt0oQq5f6RmreZ1Ui6R9I7JTVL\nmi7pQEm3SDquhHWYNMzs7yXdJOlfJe2sYF2+JuleM9upnHUrkU9L6g6DFGVnZlPLXYeQS7IMwzMN\ni2Rm08J/V0k6w8y2KbRiAICJQyAIAFAwM9vJzG4wsz+Hd5rbzMzCsk+b2f+Y2VfN7CUze8LM5qdN\n+1Yz6zezv5jZXWb2dTO7MctyTg4zQQ4KmyH8u5k9E77+zcy2DcdrMLOnzewCM9tgZuvN7NNp89nZ\nzO40s01hZsSlcbJW0rn7Bkk9CgJCw8v7opn9IfyMvzGzj436XP9oZo+llR82er5mdmC47k4N3/9L\n+Bn/YmZrh+/uhxk0t5rZLWHZL8zskBh1OTwcvqeZ/Sjcxk+YWcvoj56pzpL+Q9L/CbOlXgqHZ91f\nsq3W8O/pkvaS9DF3f8wDm939R+5+cTjvMZkNZtZrZmeH/9eZ2T1hJszzZva99ABIWJ9/NrNHzOzl\ncD3WpJVfGO5PT5vZOeGy9kur6ywz6wrX3/3pZWZ2tJk9GM73ATP7P6OW+6G09+3D3wMzuypcf8Ov\n1y1LBlYu4Tr+mqRL3P0Wdx8K99dzJG2WNNx8akQWV/gZ/8nMHjezjWZ21aj55rP/5vq+jskaS1+v\n4ff1jvD7+jNJdaNmnysQOV9SX451cmC4f2w0s0fN7IRw+FvNbGPaeNea2Ya09zfam83NdjKzb6ft\nF5cM73/hZ7vPgiy2FySN2W6jtnVtuE++ENbpATPbNcfnOzJc5y+Z2XWj9tXjzezhcD73mdm7husu\naa6kO8P96f+mraOXw2FHheOeFW7bl8xstYWZomHZG2Z2npn9XtLvJMndn5a0UVJq3wYAVC4CQQCA\nFHd/q7uvSxsUdZe4U0F2xlsl1Uv6B0lnppUfKWmtggyEr0j6dlrZzZLulzRLUrukT2nshZ2Z2ZmS\nrpD0IXd/TFJbON9Dw9eRkpamTbObpB0l7SnpbElfT7vg/7qkV8JxzgjrGzerZTjwtbeCi8/fp5X9\nQdL73X1HSRdL+p6Z7RaO/wkFF4enh+UnSnpp1If/O0mrJZ3v7t83s3dI+qykI8JpGiX9KW2SEyX9\nQNJMBev3NnszE2G8dXkxvKi9U9IvFazPD0n6nJk1SpK7X+zuXxq9Qtz9t5LOlfRTd5/u7rPCoqj9\nJX0e6fP+sKTV7v63TOPmMDqrbYWkPRRkE81RsN+lj/sJSU1h/Q5RkFUiCwKYn1fw+d8mqWHUckzS\naeH8ZipY1yvCaWdJ6pb07wr29X+V1G1mM7PUMfW/u58frr/pko5RcKF92zg+/7B3hJ/3h+kD3d0l\n/UjBfpRNs6QjFKyPU8ysKfxckftvKOr7msvXFQSqdpd0loJ9JX395MqyeZfCIMVoFmSt3KnguzVb\nUoukm8zsbe7+R0l/sTAQKmmepFfM7IC0973h/9cryKqqU5AN2KgguDbsSEkDknaVdFmGqqRv+zMU\n/G7trWA/+SdJ2fZ3k7QwXF6dpLcrXKdhvb8t6R/D+Vwj6Q4z28bdT5e0TmEWo7t/Nfw8krRTOOxn\nZvZRBZmNJ0naRdK9CjJ+0n1U0nskHZQ27LcKtjEAoMIRCAIAZGOSvhDeVd4Y3iV/ROGFSxhgOFXS\nYnf/q7s/qSDr4PS0eTzp7t8OLzhvkLSHme0a3l0+QtJF7r7F3e+TdIfGBp4+L+kLkurd/Ylw2EJJ\nX3L3F9z9BQVBjfRlvh6Wb3X3/5L0qqR3hPX9uKTl7j4YBiu+m2GZ411Ht5nZXxRcYG1Q2p1/d7/V\n3Z8L//+BgiDRcJ8250j6srv/IiwfGBWEq5d0u4IL7Z+Ew7ZKqpH0zvDCbl3aepGkn7v7j919q4KA\nQ63CO/QF1uU9knZx90vD7fRHSd9SEPTIZ928+Sa//SWbnSU9lzavw8J9cpOZrc1j+uHPdLe7vx7u\nN/+mYB2n63D359x9o4JAwXCGyymSrnP334bBqNHZHS7px+7+83Dd35Q2bbOk34X977zh7rcoCI6e\nkE+9w887W0EA6Hx3fyTf6dIMd+L7bIay5xQEQ7K5wt3/4u5PSfpvvXmhH7X/Dov6vmaU9n29yN3/\n5u6/0fi+rzMUBH0zea+kt7j7FeF+/d+SusK6SkGWTIOZ7a5g294qqd7M3ippR3d/JAyiHifp82H9\nnlcQ7Ev/bqx396+H230w08dM+zyvKdjP3xZmvP3S3bPV3yVd5e7PhPvqCkkLwrLPSLrG3R8M53OD\npKHwM2eSaX2eK+lyd/+du78h6XJJh5nZnLRxLnf3l31k07tXFKx3AECFIxAEAMjGJX3V3WcOvxRk\nBQxfOOwiaRtJT6ZNs05BE55hqYt3d98c/ruDguySl0ZdHGV6os8/S/q6u69PG7ZnhmXumfb+xfDi\nZdjmcJmzJU0btZynMyxTkmRmV9ubTXKydYLqkj4aZkQ0KMg0mZ02j38ws1+mBdIO1psX5XsryBbI\nuHgFGQH3uXt/amHuf5D0OQWZJxvMbJWZ7ZHp84TBt6cVZMAUWpd9JO05Khi4WEGGw3jls79k86LS\ntrG7Pxzujx9XEBiLZGa7WdDc62kz2yTpRgUX3umeS/v/b5KGO/7eQ9H7zYa0//+mYJ9TWO/RAZIn\nld/nHs5euVXS98IAXqZxlqTtq9/IMMoL4d89MpTtIen5HFVIXyfD3yUp9/6bLur7mk2m72umQFM2\nGxVkn2Wr0+jfm/Rt0qfg+3yMpP7wfb2C7Jnh7+M+CvbnZ9O+G1drZFBtPE8pu1HSGkm3WNCE7sv2\nZv87mYxeL8PrdB9J/zzqO7u38lvnw/aRtDJt+hfD4en7bKbPNl3BegcAVDgCQQCAXEbfLU5//4KC\n7Jt904bNVY7gSppnFfSpst2oaUdrlLTUzD6eNmx9hmWmB4qyeV7SFgVNZIbNyTKu3P3c4WY57n5F\n1MzDgM31kq6UJDPbR9I3FTTlmhUGLh7Vm+vwKUn7Z5udgkDQPmb2r6OWs8rdj1FwseaSvpzp84TN\nuvaWtD5GXdZJ+mN6MNDdd3T346PWh8Y2uYuzv9wtqdHMth81PH1//Gv4N32c3dP+v0xBRtXB7r6T\ngqyUfM+DnlWe+00GzyjYVun2CYdLQb3TnzQ3OljTKelld8/anMrdL0vbV8/LMMrvFKznU9IHhvvI\nyXqzqdN45Np/0+X6vv5VadsrzMAZNvx9Tf9dyPQbkc2vFDSJy1anOWYj+qfaR2/ui30KgkANCtbN\n/0h6n4Jg0HCfOk8pyLTZOe27sZO7vyttnlHNTtObuW1x9y+5+zslHS3peAVNJ7MZvV6G96d1klaM\n+s7u4O7fz1KnTHVcJ+kzo+bxFne/P2K6AxVkjQIAKhyBIABANjmbYIRNYH4gaYWZ7RAGGz4v6XtR\nMw6bBf1cUruZbWNB57nHa+zFxW8U9LvzdQs7c1XQV8VSM9vFzHaRdJGCu+lRy9wq6cfhMrcL+/w4\nPcMy4/h3Scda0EnzW8J5vyBpStjX0cFp435LQdO7v7PA/ukdsipoZjFf0jwzu1ySzOztZvZBCzqG\nHZI0qCC4MezdZnZSmEnwubD8/hh1eUBB/ygXhutsqpkdbGZH5LEunpO0d5jREmt/UdCs8FlJ/2lm\n7wzrUaugeaGH839ewcXw6WH5WRrZufAOCgIPfzGzvST93zyWO/wd+IGkM83sgDAYtSzLeJn8l6S3\nm9kCM5tmQaffByhoiiRJD0s6LSw7QkFgZrj55T8pyEL5VB51zSrMDvuCgu/NAgs6Jt5dwXafpSDY\nlI/0pkxR+++wXN/XRxQ0czw03J7taXUe/X09SEE/Ovl+X3+isU3/hv1MQXbTheHvT4OC359bwmX/\nQcF351OS+sImWn9WsG36wnGeVdA5/L+a2XQzm2JBh+Tzxiwtu9R+Y0FH9++yoEncKwqCpltzTPdZ\nM9vLgj6o2iQNB3qulXSumR0Zbpe3mFmzmQ1ncm3QyO/F85LeGDXsaklLwnU+3Cn2J3J+kOA7NUvB\n7w0AoMIRCAIAZJPt8fHpw1oUXFw/oaBD0ZskfSfH9OnvP6mg/5oXJV2i4ELmtdHjuvuvFFykXWtB\nR7WXKggi/Sp8/TwclmkZo50vaScFQYrvKrhIfS3H+OMS9oFyg6RlHnRs/TVJPw2Xd7CCzILhcW9V\n0LfHzZL+ouCid+ao+W2SdKyk48zsYgXNoC5XcPH2rILmVsOPq3cFfQqdqqDT3k9K+rgHfSUVVJew\nid3xCvq7eSJc7jcVdGob5R4FgbznzOzP4bBc+0tWYT8kH5D0mIKOlzcp6Gfn3RqZ5fKPCgI8Lyjo\nxPa+tLKLJf1dOO2dCjpJzrWvpPZfd18tqUNBHzmPK1iPUhCMGzHuqOnl7i8qWIf/HNbrCwo66x3u\nWHmZgovwjQoCITenzeM0BR1Xr7foZoo5hc3KTlcQfHtRQVbMuxX0vzXcrC1rx9Wjy/PZf0NZv6/u\n/rikL0n6fwqylu4dtczzFQTwnpN0XfjK1w2SPhIGmEZ8Hnd/TUEfTccp2KevUtAX1+Np4/ZKesHd\nn0l7L0kPpY3zD5K2VbBfvqSgM+7hrKZsv5/p0sfZPZx+Uzi/XmUPcLuC706PguZ5v9eb6/QXCr4H\nV4V1+r1GZhZdriAwt9HMLgib7K6QdF847Eh3v01BpuEtFjSj/LWCTtTTlz/aQknXu/vrEZ8ZAFAB\nLLhJlKXQ7DoFnRz+eTjVNbwj0K7gbtZ73P2hLNPOV3BndKqkb7n7lzONBwCAJJnZ9yU95uHjwCdo\nmV+WtKu7Z3xyVTWx4LHi+3vwZCCUkJkdqODieNtR/VFVDTM7VkEQ58NeWAfUFc/MVig4h11Z7rpM\nZmGG4sOSjgmD4QCACheVEfQdBWnp6X6t4HGS/WNHD4RprVeF0x4kaUF40gQAgCTJzI4Im1JMMbPj\nFDx+upBHY49nme8ws0PCJhNHKngk9X+WcpkTKM7TzxAhbHJXY8Fj378s6Y5qDQJJkrvfpeBx7Nme\nJlX13L2NIFDpufuQux9IEAgAqkeupxHI3e81s31HDVsrSWY5zzePlPQHd/9TOO4tkj4q6beFVxUA\nMMnsrqA5yc4KOl49dwIyE6YraA62p4K+Mq509ztKvMyJkk9TFBTuMwpukG1V0GwnU6fMVcXdu6LH\nAgAAk03OQFAMe2nsY1aPKtGyAABVKLwIndALUXf/uaS3TeQyJ8pENqlLInc/rtx1AAAAKIZSBYLy\nviNpZty9BAAAAAAAKDJ3H9Ocq1SBoGckzUl7P0dBVlBGuTqsxuTT3t6u9vb2clcDVYb9BoVgv0Eh\n2G9QCPYbFIL9BoVi30E+snXpE/fx8dk6Cvq5pLeZ2b5mtq2CR9lOlj4YAAAAAAAAqlLOQJCZrZL0\nv5LeYWZPmdlZZvYxM3tKwVMmus3sv8Jx9zSzbkly9y2Szpe0RtJjkr7v7nQUDQAAAAAAUEZRTw1b\nkKVozON93X29pOa09/8l6b9i1Q6TUkNDQ7mrgCrEfoNCsN+gEOw3KAT7DQrBfoNCse8gDit3/zxm\n5uWuAwAAAAAAwGRiZhPaWTQAAAAAACiCbJ3+AsPGk2BDIAgAAAAAgApHSxpkM95AYdynhgEAAAAA\nAKBKkBEEAAAAoGr1d3erp6ND04aGtKWmRo2trZrX3BxZBgBJRSAIAAAAQFXq7+7WmkWLtGJgIDWs\nLe3/bGUEgwAkGU8NAwAAAFCVljY16dKenjHDlzU1yd2zll2yevVEVA8omvDpT+WuBipUtv0j21PD\n6CMIAAAAQFWaNjSUcfjUwcGcZQAmh3333Vd33313uauRctNNN6mpqanc1YhEIAgAAABAVdpSU5Nx\n+Nba2pxlACYHMxv3E7PG609/+pOmTJmiN954I3LcT37yk1qzZk1Rlrt582add955mj17tmbMmKH6\n+vqizFeijyAAAAAAVaqxtVVtAwMj+gFaUlen+S0tkpSzDJgMurv71dHRo6Ghaaqp2aLW1kY1N8+b\n8HnkY8uWLZo2rXpDEBPdNO8zn/mM3njjDa1du1azZs3Sww8/XLR5kxEEAAAAoCrNa25W08qVWtbU\npPb6ei1ratL8lSs1r7k5ZxkwGXR392vRojXq6blUfX3t6um5VIsWrVF3d/+EzuOhhx7S4Ycfrh13\n3FGnnHKKTj31VC1btky9vb3ae++99ZWvfEV77LGHzj77bL388ss6/vjjteuuu2rWrFk64YQT9Mwz\nz6Tm1dDQoIsuukjvf//7teOOO6qpqUkvvvhiqvzGG2/UPvvso1122UWXXXbZiHq4u6644grtv//+\n2mWXXXTqqadq48aNkt7M6rnhhhu0zz77aPbs2SOmzzXtvHlBUGzGjBmaPn26fvazn2VdF9dff72O\nOeaY1PspU6aos7NTdXV1mj17ti688EK5u4aGhjRjxgz95je/SY37/PPPa/vtt9cLL7ygtWvX6s47\n79Q3v/lN7bzzzjIzHX744XlvkygEggAAAABUrXnNzbpk9Wq19/bqktWrRwR6cpUB1a6jo0cDAytG\nDBsYWKHOzrsmbB6vvfaaTjrpJJ111lnauHGjFixYoNtuuy3VZGvDhg3auHGj1q1bp2uuuUZvvPGG\nzj77bK1bt07r1q3Tdtttp/PPP3/EPFetWqXrr79ef/7zn/Xaa6/pyiuvlCQ99thjOu+883TTTTdp\n/fr1evHFF/X000+nfZYO3XHHHerv79ezzz6rmTNn6rOf/eyIed933316/PHHdffdd+tLX/qSfve7\n30VOe++990qSNm3apFdeeUVHHXVU3utXkm677Tb94he/0EMPPaTbb79d1113nWpqanTyySdr1apV\nqfF+8IMfqKGhQbvssoseeOAB7bPPPrrooos0e/ZsHXLIIfrxj388ruXmQiAIAAAAAIAqMzSUuZnV\nmjVTZaa8Xj09mecxODg1rzrcf//92rp1q1paWjR16lSddNJJOvLII1PlU6ZM0cUXX6xtttlGtbW1\nmjVrlk466STV1tZqhx120JIlS9TX15ca38x05plnav/991dtba1OOeWUVJOoW2+9VSeccILe//73\na9ttt9Ull1yiKVPeDGlcc801uvTSS7Xnnntqm2220fLly3XrrbeO6Ntn+fLlqqmp0SGHHKJDDz1U\njzzyiCTp6quvzjpt3CZh//Iv/6IZM2Zozpw5+tznPpcK/ixcuFC33HJLarybb75ZCxculCQ9/fTT\nevTRRzVjxgw9++yzuuqqq3TGGWdo7dq1seoyrHob6AEAAAAAkFA1NVsyDm9q2qrVq/ObR1PTFvX0\njB1eW7s1r+nXr1+vvfbaa8SwOXPmpIIns2fP1rbbbpsq27x5sz7/+c9rzZo1qaZXr776qtw91enz\n7rvvnhp/u+2206uvvppa1t57750q23777bXzzjun3v/pT3/SSSedNCI4NG3aNG3YsCH1Pn3e22+/\nfWreTz75ZOS0hZozZ07q/7lz52r9+vWSgmZwmzdv1gMPPKBdd91VjzzyiE466aTU595mm220dOlS\nTZkyRfPmzdMHPvAB9fT06IADDohdJzKCAAAAAACoMq2tjaqraxsxrK5uiVpajp2weeyxxx4j+viR\npHXr1qWCOqOf6PW1r31Njz/+uB544AFt2rRJfX19cve8sm723HNPPfXUU6n3mzdvHtF/0Ny5c7V6\n9Wpt3Lgx9dq8ebP22GOPyHnnmjbuU8nWrVs34v/hwNnUqVN1yimnaNWqVVq1apVOOOEEveUtb5Ek\nHXLIIZLGdlBdrCekEQgCAAAAAKDKNDfP08qVTWpqWqb6+nY1NS3TypXzx/XEr7jzOProozV16lRd\nddVV2rJli26//XY9+OCDkjI/ZevVV1/Vdtttp5122kkvvfSSLr744jHjZAsKnXzyyerq6tJ9992n\n1157TRdddNGIZl/nnnuulixZkgq8PP/887rjjjvy+hy5pp09e7amTJmigbQnEI7HlVdeqZdffllP\nPfWUOjo6dOqpp6bKhpuHpTcLk6T6+nrNnTtXl19+ubZs2aL77rtPvb29ampqKqgOo9E0DAAAAACA\nKtTcPC/2o97jzGObbbbRj3/8Y51zzjlavHixjjvuOB1//PHadtttUx1Gp/vc5z6nhQsXapdddtFe\ne+2lCy64YEywJn2a9Hm8853v1Ne//nUtXLhQf/3rX3XBBReMaHa1aNEiubsaGxu1fv167brrrjrt\ntNN04oknjpnvaLmm3X777dXW1qb3ve99ev3117VmzZoR/SCNrvvo5Xz0ox/Vu9/9bm3atElnnnmm\nzjrrrFTZkUceqR122EHPPvusjjvuuNTwadOm6fbbb9c555yjK664Qvvuu69uvPFGvf3tb8/6GcbD\n4nZ8FLsCZl7uOgAAAAAAUKnMLHanxRPlqKOO0nnnnaczzjij3FUpuylTpugPf/iD9ttvv5IuJ9v+\nEQ4fEwGjaRgAAAAAAChIf3+/nnvuOW3ZskXf/e539eijj2r+/PnlrhZyIBAEAAAAAAAK8rvf/U6H\nHXaYZs6cqX/7t3/Trbfeqt12263c1SqZc889V9OnTx/zOu+888aMW6zOnYuNpmEAAAAAAFSwamoa\nholH0zAAAAAAAABkRCAIAAAAAAAgIQgEAQAAAAAAJASBIAAAAAAAgIQgEAQAAAAAAJAQBIIAAAAA\nAMC4HXzwwerv7y93NYrm3nvv1QEHHFDuapQcgSAAAAAAADBujz76qObNmxc53r777qt77rlnAmqU\n2ZQpU/TEE09EjnfMMcdo7dq1RV32DTfcoClTpujb3/52Uecbx7RyVwAAAAAAAIxff3e3ejo6NG1o\nSFtqatTY2qp5zc0TPo8oZiZ3L2ja4enMLFYdCl1+HBs3btRll12mgw8+OHb9i4mMIAAAAAAAqkx/\nd7fWLFqkS3t61N7Xp0t7erRm0SL1d3dP2Dz23Xdf3X333Wpvb9cpp5yiM844QzvuuKMOPvhg/eIX\nv5AknX766Vq3bp1OOOEETZ8+XVdeeaUk6f7779fRRx+tmTNn6rDDDlNfX19qvg0NDVq6dKne9773\naYcddtATTzyhKVOm6JprrtHb3/52zZw5U+eff/6Iulx33XU66KCDNGvWLM2fP1/r1q2TpFTG0qGH\nHqrp06frhz/8YdbP09vbqzlz5oz4fFdccYXe+c53atasWTrrrLM0NDQkSTrwwAPVnbaetmzZotmz\nZ+vhhx9ODVu8eLEWLVqknXfeOa/1OVEIBAEAAAAAUGV6Ojq0YmBgxLAVAwO6q7NzwuaRnuVy5513\nasGCBdq0aZNOPPHEVKDmxhtv1Ny5c9XV1aVXXnlFX/jCF/TMM8/o+OOP10UXXaSNGzfqyiuv1Mkn\nn6wXX3wxNb/vfe97+ta3vqVXXnlFc+fOlSR1d3fr5z//uX71q1/pBz/4gdasWSNJuv3223X55Zfr\nP//zP/XCCy/omGOO0YIFCyQp1YfRr371K73yyiv6xCc+kff6kaSbb75ZPT09GhgY0OOPP65LL71U\nkrRw4UKtWrUqNd6aNWu066676rDDDpMkPfDAA3rooYd07rnnjmt5E4FAEAAAAAAAVWZamJky2tQ1\naySzvF7Tenoyz2NwcFx1MTMdc8wxmj9/vsxMn/rUp/TII49kHf973/uePvKRj2j+/PmSpA9/+MM6\n4ogjUhk2ZqZPf/rTOvDAAzVlyhRts802kqQvfvGL2nHHHTVnzhx94AMfSC3j6quv1uLFi/WOd7xD\nU6ZM0eLFi/Xwww/rqaeeGtfnyPS5zj//fO21116aOXOm2traUsGfBQsW6I477tBguK5uvvnmVPBp\n69at+uxnP6urrrqqopqEDSMQBAAAAABAldlSU5Nx+NamJsk9r9eWxsbM86itHXd9dtttt9T/22+/\nvQYHB/XGG29kHPfJJ5/UD3/4Q82cOTP1uu+++/Tcc8+lxklvojVs9913H7GMV199NTW/RYsWpeY1\n3BTrmWeeGffnGC29HnPnztX69eslSfvvv78OPPBA3XHHHdq8ebPuvPNOLVy4UJL0jW98Q4cccoiO\nPPLI1LTl6KMoGzqLBgAAAACgyjS2tqptYGBE064ldXWa39IyofPIx+ismLlz5+r000/XN7/5zbyn\nyWXu3LlatmxZKiOnmIb7Ghr+f88990y9X7BggVatWqWtW7fqoIMO0n777SdJuueee9TX16ef/OQn\nkqSXXnpJv/zlL/XII4+oo6Oj6HUcLwJBAAAAAABUmeEney3r7NTUwUFtra3V/JaWcT3xqxjzkKKz\nXXbbbTcNDAzogx/8oCTpU5/6lN7znveop6dHH/rQh/T666/r/vvv19ve9jbttddeec3T3VPjnHvu\nuVq2bJk+xgZmAAAgAElEQVQOPfRQHXTQQdq0aZN6enpS/QENL384UDOez/WNb3xDxx9/vLbbbjut\nWLFCp512Wqr8tNNO05IlS/TSSy/pk5/8ZGr49ddfn+pU2t318Y9/XJ/4xCd09tlnj2v5pUIgCAAA\nAACAKjSvuTn2o97jzsPMUq/Rw4ctXrxYLS0tuvDCC7Vs2TJdcMEFuv3223XhhRdqwYIFmjp1qo46\n6ij9x3/8R8bps70fHvaxj31Mr776qk477TQ9+eST2mmnndTY2JgKBLW3t+uMM87Q3/72N1177bX6\n+7//+5yfJ/3/hQsXqrGxUevXr9fHPvYxLV26NFW+++676+ijj1Z/f/+Ip5HttNNOI+a57bbbascd\nd9T06dOzLnciWbnbqZmZl7sOAAAAAABUKjOrqD5mkuKtb32rvv3tb6cymSpVtv0jHD6mjR2dRQMA\nAAAAACQEgSAAAAAAAJAIl112maZPnz7m1RyziV01oWkYAAAAAAAVjKZhyIWmYQAAAAAAAMiIQBAA\nAAAAAEBC5AwEmdl1ZrbBzH6dNmyWmd1lZo+bWY+Zzcgy7VYz+2X4uq3YFQcAAAAAAMD45OwjyMyO\nkfSqpBvc/V3hsK9IesHdv2Jm/yJpprt/McO0r7j79MgK0EcQAAAAAABZmY3p5gUYYTx9BEV2Fm1m\n+0q6My0QtFZSvbtvMLPdJfW6+wEZpiMQBAAAAAAAUAbF7Cx6N3ffEP6/QdJuWcarNbMHzeynZvbR\nApYDAAAAAACAIpoWZ2J3dzPLls4z192fNbO3SrrHzH7t7k9kGrG9vT31f0NDgxoaGuJUCwAAAAAA\nIFF6e3vV29sbOV6hTcMa3P05M9tD0n9naho2ah7fkdTl7j/KUEbTMAAAAAAAgCIqZtOwOySdEf5/\nhqQxTwQzsxlmVhP+v4uk90n6TQHLAgAAAAAAQJFEPT5+laT/lfQOM3vKzM6UdIWkY83scUkfDN/L\nzN5tZteGkx4k6UEze1jSPZIud/e1pfoQAAAAAAAAiBbZNKzkFaBpGAAAAAAAQFEVs2kYAAAAAAAA\nqhCBIAAAAAAAgIQgEAQAAAAAAJAQBIIAAAAAAAASgkAQAAAAAABAQhAIAgAAAAAASAgCQQAAAAAA\nAAlBIAgAAAAAACAhCAQBAAAAAAAkBIEgAAAAAACAhCAQBAAAAAAAkBAEggAAAAAAABKCQBAAAAAA\nAEBCEAgCAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAAACQEgSAAAAAAAICEIBAEAAAA\nAACQEASCAAAAAAAAEoJAEAAAAAAAQEIQCAIAAAAAAEgIAkEAAAAAAAAJQSAIAAAAAAAgIQgEAQAA\nAAAAJASBIAAAAAAAgIQgEAQAAAAAAJAQBIIAAAAAAAASgkAQAAAAAABAQhAIAgAAAAAASAgCQQAA\nAAAAAAlBIAgAAAAAACAhCAQBAAAAAAAkBIEgAAAAAACAhCAQBAAAAAAAkBAEggAAAAAAABKCQBAA\nAAAAAEBCEAgCAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAAACREzkCQmV1nZhvM7Ndp\nw2aZ2V1m9riZ9ZjZjCzTnhGO87iZ/UOxKw4AAAAAAIDxicoI+o6k+aOGfVHSXe7+dkl3h+9HMLNZ\nki6SdGT4Wp4tYAQAAAAAAICJkTMQ5O73Sto4avCJkr4b/v9dSR/LMGmTpB53f9ndX5Z0l8YGlAAA\nAAAAADCBCukjaDd33xD+v0HSbhnG2VPS02nvn5a0VwHLAgAAAAAAQJFMizOxu7uZedxKtLe3p/5v\naGhQQ0ND3FkCAAAAAAAkRm9vr3p7eyPHM/fccRwz21fSne7+rvD9WkkN7v6cme0h6b/d/YBR05wW\njnNu+P4aSfe4+/czzN+j6gAAAAAAAID8mZnc3UYPL6Rp2B2Szgj/P0PSbRnGWSOp0cxmmNlMSceG\nwwAAAAAAAFAmUY+PXyXpfyW9w8yeMrMzJV0h6Vgze1zSB8P3MrN3m9m1kuTuGyVdIulBSQ9Iujjs\nNBoAAAAAAABlEtk0rOQVoGkYAAAAAABAURWzaRgAAAAAAACqEIEgAAAAAACAhCAQBAAAAAAAkBAE\nggAAAAAAABKCQBAAAAAAAEBCEAgCAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAAACQE\ngSAAAAAAAICEIBAEAAAAAACQEASCAAAAAAAAEoJAEAAAAAAAQEIQCAIAAAAAAEgIAkEAAAAAAAAJ\nQSAIAAAAAAAgIQgEAQAAAAAAJASBIAAAAAAAgIQgEAQAAAAAAJAQBIIAAAAAAAASgkAQAAAAAABA\nQhAIAgAAAAAASAgCQQAAAAAAAAlBIAgAAAAAACAhCAQBAAAAAAAkBIEgAAAAAACAhCAQBAAAAAAA\nkBAEggAAAAAAABKCQBAAAAAAAEBCEAgCAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAA\nACQEgSAAAAAAAICEIBAEAAAAAACQEASCAAAAAAAAEoJAEAAAAAAAQEIQCAIAAAAAAEgIAkEAAAAA\nAAAJQSAIAAAAAAAgIaaVuwJA0nR396ujo0dDQ9NUU7NFra2Nam6eV+5qAQAAAAASoOBAkJktknSO\nJJN0rbuvHFXeIOl2SU+Eg37k7pcWujxgMuju7teiRWs0MLAiNWxgoE2SCAYBAAAAAEquoKZhZnaw\ngiDQeyQdKul4M6vLMGqfux8evggCIfE6OnpGBIEkaWBghTo77ypTjQAAAAAASVJoH0EHSPqZuw+6\n+1ZJfZI+nmE8K7hmwCQ0NJQ5CW9wcOoE1wQAAAAAkESFNg17VNIKM5slaVBSs6QHRo3jkv6PmT0s\nab2kL7j7YwXXFJgEamq2ZBxeW7t1gmtSHvSPBAAAAADlVVAgyN3XmtmXJfVI+qukX0p6Y9RoD0ma\n6+6bzew4SbdJenucygLVrrW1UQMDbSOah9XVLVFLy/wy1mpi0D8SAAAAAJSfuXv8mZhdJmmdu1+d\nY5w/Snq3u780argvX7489b6hoUENDQ2x6wRUqu7ufnV23qXBwamqrd2qlpZjExEIaWpaqp6esV2F\nNTUt0+rVl5ShRgAAAAAwefT29qq3tzf1/uKLL5a7j+myp+BAkJnt6u5/NrO5ktZIOsrd/5JWvpuk\nP7u7m9mRkn7g7vtmmI8XIxgFoLI1NLSrr699zPD6+nb19o4dDgAAAAAonJllDAQV/Ph4Sbea2c6S\nXpd0nrv/xcz+SZLc/RpJfy/p/zOzLZI2SzotxrIAVLmk948EAAAAAJWgKE3DYlWAjCAgETL1EVRX\nt0QrV85PRNM4AAAAAJhI2TKCCAQBmDBJ7R8JAAAAACYagSAAAAAAAICEyBYImlKOygAAAAAAAGDi\nEQgCAAAAAABICAJBAAAAAAAACUEgCAAAAAAAICEIBAEAAAAAACQEgSAAAAAAAICEIBAEAAAAAACQ\nEASCAAAAAAAAEoJAEAAAAAAAQEIQCAIAAAAAAEgIAkEAAAAAAAAJQSAIAAAAAAAgIQgEAQAAAAAA\nJASBIAAAAAAAgIQgEAQAAAAAAJAQBIIAAAAAAAASgkAQAAAAAABAQhAIAgAAAAAASAgCQQAAAAAA\nAAlBIAgAAAAAACAhCAQBAAAAAAAkBIEgAAAAAACAhCAQBAAAAAAAkBAEggAAAAAAABKCQBAAAAAA\nAEBCEAgCAAAAAABICAJBAAAAAAAACTGt3BUAAKC7u18dHT0aGpqmmpotam1tVHPzvLzLgVJgvwMA\nAJMRgSAAQFl1d/dr0aI1GhhYkRo2MNAmSWpunhdZDpQC+x0AAJisaBoGACirjo6eERfbkjQwsEKd\nnXflVQ6UAvsdAACYrAgEAQDKamgoc3Lq4ODUvMqBUmC/AwAAkxWBIABAWdXUbMk4vLZ2a17lQCmw\n3wEAgMmKQBAAoKxaWxtVV9c2Ylhd3RK1tBybVzlQCux3k1d3d7+ampaqoaFdTU1L1d3dX+4qAQAw\noegsGqgyPMUGk83w/tvZuUyDg1NVW7tVLS3zU8OjyoFSYL+bnOgEHAAAydy9vBUw83LXAagWmU5g\n6+ratHJlEyewAABEaGpaqp6eSzMMX6bVqy8pQ40AACgdM5O72+jhNA0DqghPsQEAoHB0Ag4AAIEg\noKpwAgsAQOHoBBwAAPoIAqpK0k9g4/aPRP9KAJBsra2NGhhoG9XEeolaWuaXsVYAAEwsAkFAFUny\nCWzcDj7pIBQAQCfgAADQWTRQdbq7+9XZeVfaCeyxiTiBjdvBJx2EAkByxMkAJXsUADBZZOssuuCM\nIDNbJOkcSSbpWndfmWGcDknHSdos6dPu/stClwcg0Nw8L5EnpHH7R6J/JQBIhjgZoGSPAgCSoKDO\nos3sYAVBoPdIOlTS8WZWN2qcj0ja393fJukzkv4jZl0xCfR3d2tpU5PaGxq0tKlJ/d3d5a4SqkTc\n/pGS3r8SACRFnCds8nROAEASFJoRdICkn7n7oCSZWZ+kj0v6ato4J0r6riS5+8/MbIaZ7ebuG+JU\nGNWrv7tbaxYt0oqBgdSwtvD/ec3N5aoWqkTc/pGS3L8SACRJnAzQfKal6RgAoNoVGgh6VNIKM5sl\naVBSs6QHRo2zl6Sn0t4/LWlvSQSCEqqno2NEEEiSVgwMaFlnJ4EgRIrbwScdhAJAMsTJAI2alqZj\nAIDJoKBAkLuvNbMvS+qR9FdJv5T0RoZRR3dKlLFX6Pb29tT/DQ0NamhoKKRaqHDThoYyDp86ODjB\nNUG1its/UlL7VwKAJImTARo1bfamY8s4viRcVKYYmWQAJkJvb696e3sjxyu4s2h3v07SdZJkZpdJ\nWjdqlGckzUl7v3c4bIz0QBAmry01NRmHb62tneCaAACAySpOBmjUtDx4AJlEZYqRSQZgooxOrLn4\n4oszjhfnqWG7uvufzWyupJMkHTVqlDsknS/pFjN7r6SX6R8o2RpbW9U2MDCiediSujrNb2kpY60A\nAMBkEycDNNe0PHgAmURlipFJBqDSFBwIknSrme0s6XVJ57n7X8zsnyTJ3a9x95+Y2UfM7A8Kmo+d\nWYT6oooN9wO0rLNTUwcHtbW2VvNbWugfCKgApKwDQDQePIBMojLF6IQcQKWJ0zRszC+Tu18z6v35\nhc4fk9O85mYCP0CFIWUdAPLDgweQSVSmGJ2QA6g05p6x/+aJq4CZl7sOAJBkTU1L1dNzaYbhy7R6\n9SVlqFGyxO1glLvIAFBemQI5dXVLtHLl/Kx9BKWX53Mc5lgAoBBmJncf/RCvWE3DAACTQDFS1jlB\nLUzcDkbzuYvMugdQLar19yoqUyxuJ+R0Rg2g6Ny9rK+gCgDg3tXV542NbV5fv9wbG9u8q6tvQqdP\nqsbGNpd8zKupaam7B+u1rm7JiLK6uiWp9Ru3PMmi1n3cctY9gGqR5N+rUh8LACRXGG8ZE4chIwiT\nUimzF6r1blWli3s3qxh3w5K6baM6P437NJSJeFpKtW67uB2MRpXzpBoA1SKf36vJmn0adRwuRmfU\nAJCOQBAmnVI2tZBE6m2JxL1gjTt9ktOq46asl/sEtZq3XdwORqPKuTgAUC2S3Dwq6jgc91gAAKMR\nCEJJxL0jE+eOTymzF9ydu+slEveCNe70Sc+caG6el/VzljpYEVc1b7uou8Bxy7k4AFAton6vipF9\nGuf8tNTZRrmOw3GPBciNfhCRRASCUHSlbuITVV6O7AXurscX94I17vRkTmRX6mBFXNW87eJ2MBpV\nzsUBgEqS64K51M2j4pyfljvbKO6xANlNxEMbgEpEIAgFiZORE3f6qPJSZi8E/W1lnxaFi3vBGnd6\nMieyK3WwIq5K33ZRdwpz3QWOW87FAYBKEXXBXOrmUXGyRysh8zTusSLJWSvlakmQlPWL6kQgCOMW\nNyOn1Bk9pc5e4O56acS9YI07PZkTuZUyWBFXJW+7SrhTWMp1DwD5yueCuZTNo+Jkj1Zz5qmU37Fo\nsjaPqsSWBEAlIBCEcYubkVPqjJ6JyF7g7nppxL1gjTM9mRPVq5K3HXcKASAQ94I57vlbnOzRSs88\njRJ1LJrMzaPK2ZIAqGiZnik/ka+gCqgm9fXLXfIxr/r65e7u3tXV53V1S0aU1dUt9q6uvqJMH1WO\n8urq6vPGxjavr1/ujY1tbJcKwXYpj6jfOwBIisbGtoy/h01NSydk+fmcP2Y7Vlb7uWfUsShq28Qt\nL6dSX3dU+76ByS+Mt4yJw5ARhHGLm5FT6owelE8l3xFKMrZL+XCnEAAC5W7GG3X+mM+xslrPPaOO\nRZO5eVQltCQAKlKm6NBEvkRGUNWJG/lOQuQ8qdkXlXxHKMnYLuWThN87AMhXV1efNzUt9fr65d7U\ntLSifgsn87Ey6lg0mTOCOA4j6URGEIql3J36VrokZ19U8h2hJGO7lM9k/70DgPGo5M7rJ/OxMupY\nVOoHrZQTx2EgMwJBKEg5O/WtdEnuHJZmMJWJ7VJek/n3DsimUp8gBGQz2Y+VuY5Fk715FMdhYCwC\nQUCRTeY7SlEq+Y5QkrFdAEykJGfGonol/VgZFSyJWw6gshAIAopsst9RyqXS7wglFdsFwERKcmYs\nqhfHSgBJYkH/QWWsgJmXuw5AMWW6E1pXt0QrV3IyAQCY/Boa2tXX1z5meH19u3p7xw4HAAClYWZy\ndxs9nIwgoMi4owQASLIkZ8YCAFANyAgCAABA0ZAZCwBAZciWEUQgCAAAAEXV3d2vzs670jJjjyUI\nBADABCMQBAAAAKBkurv71dHRo6Ghaaqp2aLW1kYCgABQRvQRBAAAAKAkMjUJHBhokySCQQBQYaaU\nuwIAAAAAqltHR8+IIJAkDQysUGfnXWWqEQAgGwJBAAAAAGIZGsrc0GBwcOoE1wQAEIVAEAAAAIBY\namq2ZBxeW7t1gmsCAIhCIAgAAABALK2tjaqraxsxrK5uiVpaji1TjQAA2fDUMAAAAACxdXf3q7Pz\nLg0OTlVt7Va1tBxLR9EAUEY8Ph4AAAAAgAnU3d2vjo4eDQ1NU03NFrW2No4IkMYtB3Lh8fEAMMlx\nogAAiBL3WMGxBshfd3e/Fi1aM+KJegMDQRPK5uZ5scuBQhEIAoBJgBMFAECUuMcKjjXA+HR09Iz4\nvkjSwMAKdXYuU3PzvNjlQKHoLBoAJoHsJwp3lalGAIBKE/dYwbEGGJ+hocx5F4ODU4tSDhSKQBAA\nTAKcKAAAosQ9VnCsAcanpmZLxuG1tVuLUg4UikAQAEwCnCgAAKLEPVZwrAHGp7W1UXV1bSOG1dUt\nUUvLsUUpBwpFH0EAMAm0tjZqYKBtRMp+cKIwv4y1AgBUkrjHCo41wPgM9+PT2blMg4NTVVu7VS0t\n81PD45YDheLx8QAwSXR396uz8660E4VjOVEAAIwQ91jBsQYAqke2x8cTCAIAAJMSj7kGAABJli0Q\nRNOwChZ1AssJLgAAmfGYa4zW392tno4OTRsa0paaGjW2tmpec3O5qwUABSv19WDc69FyX6+We/ml\nFPezEQiqUFEnsJzgAkBlmMwnGdUs+2Oul6W2T9xtx7avHv3d3VqzaJFWDAykhrWF/xMMAlCN8rke\njBOoiXs9Wu7r1XIvv5SK8tncvayvoAoYrbGxzSUf82pqWppXOYDJp6urzxsb27y+frk3NrZ5V1df\nuauUeF1dfV5Xt2TE73Bd3RK2TQWor1+e8ThZX7/c3eNvO7Z9dWlrbBy7M0i+tKmp3FUDgIJEXQ9G\nHaeiyuNej5b7erXcy486b49TPp7PFsZbxsRhyAiqUENDmTfN4ODUvMoBTC6T+a5GNcsn6wSlk+tO\nZtRjruNuO7Z9dZk2NJRx+NTBwQmuCQAUR9T1YNRxKqo87vVoua9Xo5ZfymZvpc6mKsa6LTgQZGaf\nl3S2JJf0a0lnuvtQWvmnJX1V0tPhoE53v67Q5SVN1AlsVDmAyYWLzspU7pOcJIs6SYp6zHXcbVfu\nbU+ztPHZUlOTcfjW2toJrgkAFEfU9WDcQE3c69F8rlfjBltyTZtr+aUO1MQNwkWVFyMWUFAgyMz2\nktQi6UB3HzKz70s6TdJ300ZzSavcvbWQZSRd1AlsVDmA6hJ1MCv3RScyIyhfPlEnScPfn87OZWmP\nuZ6fd8ZQlHJuezIEx6+xtVVtAwMj+ghaUlen+S0tZawVABQu6nowbqAm7vVoVHmcYIukyONgruWX\nOlBT6myqYsQC4jQNmyZpezPbKml7Sc+MKrfwhQJEncBGlQOoHvlc1BFwqEwE5csnn+BoekBotLjb\nrpzbngzB8RvuEHpZZ6emDg5qa22t5re00FE0gKoVdT0YN1AT93o0qjxOsMXdI4+DuZb/1a/ek3Gd\nFitQU+psqmLEAgoKBLn7M2b2NUnrJP1N0hp3/3+jR5N0spnNk/S4pM+7+9NC3nKdwOZTjupEun/y\n5HNRR8ChMhGUL5+4wdG42y6f6eOktOcqL0aGYLU/ErgQ85qbCfwAmFRyXQ8WI7Eg7vVorvJS9DE0\nuizb8ksdqCl1NlWuz5avQpuGzZR0oqR9JW2S9EMz+6S735Q22p2Sbnb3183sMwqajX0o0/za29tT\n/zc0NKihoaGQagFVj3T/ZMo3s0Ei4FCJCMqXRzGCo3G3Xa7p46S0Rx0L4gbBqv2RwACA/FRyYkGc\nYEvwMKzs00YpdaCm1NlUufT29qq3tzdyPMu2EnNOZPYJSU3ufk74/nRJ73X3z2YZf6qkF919RoYy\nL6QOKI/+7m71dHRo2tCQttTUqLG1lbtrRdTUtFQ9PZdmGL5Mq1dfUoYaYSKw3VGtyp010t3dr87O\nu9JOko6tmEBEru+1u+f8zkf9JmQKxNTVLdHKlfmdJEbNP255PpKYkQQAeFPUsSxXuTT2hsp4joPD\ny891DhG3vFKYmdx9TJc9hfYR9KSk95rZdpIGJX1Y0gOjFri7uz8Xvj1R0mMFLgsVor+7W2sWLRrR\n0WJb+D/BoOKgQ+BkotkXyqnQC+5KyBqp5GysOCntUdPGzRAs9yOByUgCABQjKyZOpnwpm71Vg0L7\nCHrAzG6V9JCkLeHfa83sYkk/d/c7JbWa2Ylh+YuSPl2cKqNcejo6RgSBJGnFwICWdXYSCCoSOgSu\nbKW6g02zL5RLnAvuuE/UGF7+ZM36iJPSns+xIOoENNe6m4hHAudS6qe1AACqQ5xgS7UHYsqt4KeG\nuXu7pPZRg5enlS+RtKTQ+aPyTBsayjh86uDgBNdk8iIzpHKV+g42B7PC0Fw1njgX3HGzRiZ71kfU\n73ncTiJziVp3E9GJZS7lzkgCACDp4jw+HgmzpaYm4/CttbUTXJPJi8yQysUd7MpDc9X44lxwx80a\nmezfmTgp7XGPBVHrrpydWErlz0gqtWrOZAMAJAOBIOStsbVVbQMDIy66ltTVaX5LSxlrNfmQGVKZ\nuINdGlEZPbnKaa4aX5wL7paWeFkjSfjOxElpj3MsyPdJhOXqG6HcGUmlVO2ZbACAZCAQhLwNX1gt\n6+zU1MFBba2t1fyWFi64kAiT/Q52OURl9ESV01w1vjgX3HGzRvjOlE6lr7tyZySVUrVnsgEAEsLd\ny/oKqoBK0dfV5W2Njb68vt7bGhu9r6trQqcHKlVXV5/X1S1xyVOvurrF3tXVV5TyJGprbPQRKyR8\nLW1qKko58tPV1edNTUu9vn65NzUtHbNPRpXHWS7fmdJg3ZVPff3yTD9LXl+/vNxVAwAkUBhvGROH\nISMIKXH726C/DmQzGTr0ncx3sMslKqMnqpzmqsVRrsej8p0pHdZd+VRCNlbcPoro4wgAJj8CQUiJ\n298G/XUgk8kUICxnnxqTUVQH9FHl+TZX5aKmcvGdKR3WXXmUu/+iuH0U0ccRqhHHeWD8CAQhJW5/\nG8XoryNOx7Eon7gd+rJdkykqoyefjJ95zc059xUuagBMpHJnY8Xto4g+jlBtOM4DhSEQhJRsd99/\n9uhT6u7uj/wxjft4+bgdx5ZbUoNYcTv0rfTtinhy7fdRGT3F6KA+n4uaqDuJ3GkEMB5R2Vhxf3Ny\nlcd92t5keFpfpUnq+eFEIXgJFIZAUA5JuzjIdPf9FNXpf15cqd8vWiMpd2Q9bn8dUZkjlZxZUklB\nrFKeYGYq3/f5Hl2TY7tEBQhpUjh55bPfR2X0RJVHibqoibqTyJ1GoHKU+4K5GMuP+5sTVR63j6JK\n6ONoMqmk88PJiuAlUKBMPUhP5EtlfGpYV1efNza2eX39cm9sbBvxNI3MT9xYEvE0kyUV9USOqM+X\nqayvq8vn77yf16vej1CT76Cu1Odraloaucy+ri5f2tTky+vrfWlT07ieGra8vj7jE4CW19fnVd7X\n1eVL6upGlC2pq5uQJ5dVytON4u63hZTPr50z7u2yOG27RG1XVK9KeKpXY2Nbxif4DP+exS0HUDy5\nnjyazzG+lE8uLdY5Rql/k+I+MY4nzhVXpZwfTmYcp4HcxFPDRoq6oxKVZljpaYjZPt9vH/ypfn/H\nj7Tut8/ppcEDtVatelXNaZ+9WRcd/KD6+trHzDOfyHqcu/dxO44tZ2ZJ3KcfFUvc/baQ8hcGD5T0\n1Ji65Nuhbz5NCuOmVZf7LnI5xf3scaafqP0+m/7ubu37fI/m196gF9J+79I7bo26k1jOO41J3m+R\nPFGZEVHH+FJnVhTrHCPub05Uedw+isrdx9FkUynnh5NZuTtoB6pVYgNBURe8lXxxkI9Mn2/DwNH6\nzVdO13f+tjEc8pRO1YB+opGfvVxpwXE7js3nYBonYJCrLG4Qq1hKfYKZqXytWnVG7YP67uDG1LDx\ndOgbtV3jplUnOe067mePO/1E7feZDNf9zWaLT+mM2gf1pwMbdeEl56UuaqJ+70r5exj1exO17gkU\nJdNkDXxHBVqijvGlvhlUrAv2uL85+fwmxX1iHE+cK55KOT+czAheAgXKlCY0kS+VqWlYff3yjGmE\n9deS/4IAACAASURBVPXL3b2ymwvkk/qc6fMdoczpp0eoacRnL2dacFTTslzlUem1UWnducoLmXbx\nOMqLJdd+2dfV5U07vzVs9teYsdlfodPPO/zUgpsEDq+fQrdr0tOuc/0e5PPZ404fVbeJ2O8zybfu\nUb93pfo9jPpNift7hskpznGs0kU1E476TpS6mXGxjiVxf3NoulVdKuX8EEByhfEWjX4lNiMo6o5K\nVJphudIQ871Dn+nzvUWZ72a9RcHdrOHPXs7IepyOY6MyS+J0Ru3uOaediKcf5SPbfvnh9+6kNYsW\nafWLf5T0R0lKZYPtVndf5H4dNX16hkUhcm3XuGnVpc4UK7U4WSNxn9gWd91N1H6fSb5376N+70r1\nezgR2Q/VmhmC7IrxUIVKFZUZEXWML3VmRT4PxMjnWPLTjg4dt90G/WHnW/Ty7kdpp73r1NIyX9P1\nipY2NWna0JA+tONm7XX4gGzHA1K/OeMpr7TjWJJVyvlhpUvaA3qASpDYQFBUIKdcFwdR8j3Jy/T5\n3thunfS3sfP8q2rHBLGqMS046mBainba6WWlfvpRPrLtlz/tWDFmv/m+BnTczq06f+V3IvfrfKcv\nhbhp1VHlldy0LG6fGXH71Yq77ob/luOEdjwXhVG/d6X4PYz6vYmqf9wgX6XjojWzSu9vJJ/tlm2c\nqEBL1DE+7pNLo+oftfyCjiUzTE0tn5T0ytiyupfUdMnp2aeNKq+Q41g1KPXvTSWcH1Yynt4JlEmm\nNKGJfAVVmFjDTSHOP/hQn7/zfv7edy7wpqalI56cVaqnTsQ1ntTnrq4+b2pa6vX1y72paal/dfkV\nY9JP/6F2ps87/NREpBTHaUJU7c2L4qbMl/PJXnHTqqPKK7lpWdymEHGf2BZ33ZVTPun2Ub/1pTwW\nFNL0q9j7bZzPH3fdxX06VKlV6rop93bPVZ7vU72imraVqplxPtPG2e9KeY4xEU2k4/7eVfK5cy6V\n8HuTdJXcHQcwGYTxFo1+JS4jKNcdmXnN84rSQedw+ab1G/T7Z/+iTbu/VzvutV8qjTGqPJe4d7n7\n33PwiLtZZyco/TRuZ9Rx7zRGKeWTseKmzJezM8O4adXlyBQrlrhZI3Gf2BZ33ZVTSe7eF3gsyFRe\n6uyHuBlDucollbQD92I0e4v7YIBKXTdxj2Ol7Hw/n+0WNU7czIg408dtVlfKrONSN5Eu94MFyqka\nmlNWcoZkMZrWV/sDeoCqlSk6NJGvoAoTJ+5dk0I6ajxFdb6DuryubknGrJz08q6uvnHfKaVTufzF\n6Yw67p3KqHrF6QA0bmfWhdRvsux3E5ERVGj2QNyskXzqFWf6Ss4IilKOY0Gm7Ihq7GS91NkJhWSq\nFfP3spLXTT77Tbn2i3wyR8uZXRolbt0qeb8p9XGumo8F+Wz3cmaPVnLGUrE6rycjCCitMN6i0a8x\nAyb6NdGBoKgf/LhPrchWPvxkrvk775ezfN7hp5b84gGVpxIuHqJM1v0ubtOyQuZfrKfRDY9TSU0p\nqiVAWK5jwURdGEVtmzifP+66K/W6LXUgqpzrJq5S1i+ffb7c34tcSv2UxP+/vXuPt3Us9z/++a61\nkCULhZwqrCg5RXKszQs5bZS9d4Sc0skuHRSKSgeyhZ/SQSW0k5y1FbvaOiCnpBBSoqgcKuezHL6/\nP+57ZjSbc641xzPHfMaa4/t+vdZrzTme8ax1zzmvOcbzXPd1X/dYx5u+DzU93jQZMhHJlLZMRtK/\nl+Nr00S9D2anvIjeGi0RNGWXho22/Gr5Bx8d8flz21i22/LboZ25Fnjq6bGP3/ozDrvvd/9wbHiJ\n6lilz/1cPhqjm4ydsdosue9nE7Gjx1i/d73cjW5ofG39XOfl3U6aNhnv5yWF0HxZ4FjHyzVFd+fO\nzfGmy96aHu/n701TvWy+v8W++85xCfVENHTulaZjm4j3kl4tgW76ejCnpV8TsbFAW3q54+xEfG1t\nv5eMdX0zUe+D/bpBT8Ropsz99kjZocn8U4YwscZanrXSUm/we5ZaputZk15XBO2w2IvmOKsynq+7\nX8pHY2xtl3Xb/Ttb1+/m9HvXpHogeqfpDHq/VwTNST9XLww9p43lTfPC96atn/vcHp9ThWE/V5f2\n89h6qenrXdPz2zbWz73tKr42G//3bBntpptOyPcmog3z4v12zbcw/M+UrAgaKTt/OrfwKj7HVXd9\nj6vXeiMfWfP+rmZNumnUuCOz+TX7Mnv2QWz2prdx8DeOH/X4ErNeAPf94Z++prmZDZwXGt7FyJo2\nAG06k9nPs3X9rskW7OW1eeRj0VtNZ9B7/TvZa/1cvTD0nNFee3r9etnv35smel1ZMjcVhv1cXdrP\nY+ulphsDTMTGAhPRdLhbY/3c267i62UDeBi7uf2crm+6eq2dNYutrrkGzjsPtt22+29M1cuNA+bm\nePSnXv7cp9T99kjZocn8U4bwz5pUJ4yWnd+YjQ32xhsfMtf/1mhjm5tGjWNtTz/a8SazgakumLfN\nbVx1e3ws/T5b18+abME+L/fYid7+TsbY2ny9jBg0vW4m3XYfnrG0XcU39H/0okKyab+0OY1t1OM/\n+pG94or2brv5olNPbVTNNNkbrfR75cdEalJp1ubYev1z7/cG8yNhlIqgvkwENf3Fm9PyrH7vMt/t\nBWpu5qNbSSJ2r2mj7tyQRkREP2ua7Gi6dKzt69t+Tiz3srl9T7/vDz/si7bbzgdNn971DXnbGwu0\nrWkyoZfJlF7q97jox+/daImgvlwa1rTkak7Ls/bdd6sJH/NE6rY0ud+XIkT/6nVp81Q2N793Y/1O\nD+pShIiImDc0XbLYdOlY2w2T5/Q+3eb7eC+b2/f0vmKhhfi/J57gsKf/cROd8TTi7vXGAXM63nTZ\nWJPzm7Z0mNP5TZuk93JJXdtx0e8N5sejLxNBTV/wO99w7r/9Lm6+8yHuX2pdNlruiindZX5e3sEn\n2pUkYvfyexcREVNdL3eobLsPz7ysaU+0Jv3Smmpzh8emx3udiBl6TpM+NU3Ob/Kz6XXf0bbjYl5P\nbHfqy0TQRLzgD+os+6B+3dFMkhnN5PcuIiKiO/N68/029bK5/dD5vbq+aXpD3uuNA8Y63utEzJyS\nKXNTrdTk/CY/m15XvLQdF9D7xPZYsTOR1VZ9mQjKC37E5EsyIyIiIiZb27vpzeuaLF1r89qv7R0e\nmxz/0ZFHjvg1TVQipsmOtBNxfpOfzZy+N021HRdNx9dkJ0AYe6e/8erLRFBe8CMiIiIiBkM/9+GJ\n3piIG/KmcdPt8V4nYpr2qWl6fpOfzf8de+yYXxs02769H+JiLE3jeqzYsT2h1VZ9mQiCvOBHRERE\nRERMVfNqArDXiZimfWqanj/0nG5+Nk0qXuZmWdzcjK1tTeK6mx5C3VZb9W0iKCIiIiIiIqKf9DoR\n07RPTdPzm2hS8TJUUdQvu2q1oclOf+OVRFBERERERETEXOplIqZpm5S226w0qXjpp1212tBkp7/x\nSiIoIiIiIiIiYgJMRCKmacVOvy6fmohdtaayuYmdiUrwabQSo8kiyW2PISIiIiIiIiJ6Z6QeQAfN\nns1Wn/3sqD2COo/H+EnCtv7p8baTMEkERUREREREREx9F59/Phd0VLW8dlhVy5yOx/gkERQRERER\nERERMSBGSwRNa2MwEREREREREREx+ZIIioiIiIiIiIgYEEkERUREREREREQMiCSCIiIiIiIiIiIG\nRBJBEREREREREREDIomgiIiIiIiIiIgB0XUiSNL7JF0v6TpJ35S0wLDjC0g6XdJvJV0h6cXNhxtT\nwYUXXtj2EGIelLiJbiRuohuJm+hG4ia6kbiJbiV2oomuEkGSlgX2BV5pe3VgOvDGYU/bG7jH9krA\nMcARTQYaU0detKIbiZvoRuImupG4iW4kbqIbiZvoVmInmmiyNGwGMFPSDGAmcPuw49sD/10/PhvY\nrMH/FRERERERERERDXWVCLJ9O3A08AfgDuB+2z8Y9rRlgT/W5z8FPCDpeQ3GGhERERERERERDcj2\n+E+SFgPOAnYEHgDOBM6yfUrHc64DtrR9R/38ZmBd2/cO+7fGP4CIiIiIiIiIiBiTbQ1/bEaX/9bm\nwO9t3wMg6RxgQ+CUjufcDrwIuKMuH1tkeBJotEFFRERERERERMTE67ZH0G3A+pIWlCRKYuhXw57z\nbWCP+vF/AD/s8v+KiIiIiIiIiIgJ0NXSMABJHwN2Ap4CfgG8FTgYuMr2d+p28icDawH3AG+0fesE\njDkiIiIiIiIiIrrQdSIoIiIiIiIiIiLmLU22j48YUV0yuISkxFfMNUkzJb2k9hSLmCuJm+hGXdYe\nMW6JnWgqMRRzQ9JCktaV9Jy2xxJTU27UY0JJeiulh9QXgM+3PJyYR0jakxI3RwMnSFqk3RHFvCBx\nE92Q9EHgOEm7tD2WmLckdqIbkj4o6VBJ2wI4yzFiDiTtCvwe+ChwoqTVWh5STEFJBMWEkbQssAOw\nLrA7sIqkd0h6frsji34maVFga2Aj26+rD79b0ktaHFb0ucRNdEPSe4GtgPOAd0g6oL53ZZY+xpTY\nifGSNL32VH0tcD1wlKSdJS3W7siin9U+u/8CbG17W+C3wFslvardkcVUk0RQNDIsyXM/8DxgQduP\nA4dRkkLrtDG26F+SlhxaymP7fuDlwBL18LHAIpTdCCP+LnETTdTlypsCH7F9HvBBYFFgF8gsfYwu\nsRNdmgZsDLzH9mnAhyjXxa9tdVTRdyQtPVTVbPsJYANgqXr4v4E/U3bhjpgwSQRFVyRNk3QUcKmk\nwyRta/sR4KfASgC2fwDcDqwnaWaLw40+UePmSEqcHCdp73roTOBVALZ/DtwILC9phXZGGv0kcRPd\nkDSfpCMkvVnSarafAX4J7Fifcjn1PUvSWq0NNPpOYie6UePmE5K2kzTb9pPANZRKMoBzKcuZ15S0\nfEvDjD6i4tPAz4CTJH2gHvoSpeoZ27+jvN7MlLR+OyONqSiJoOjWzsCqlJmOa4Av16UatwNrdyzP\nOAf4d+CpVkYZ/WYLYHVgZeAU4ABJq1PWQS8jaYP6vEuA9YFHWxll9JvETYyLpCWAb1FmVJcCvinp\n5cAPgYUkvapWcVwP3A0s3dpgo68kdqIbNbFzATAbWA84XdLClATi4pJWrgnFnwCLA5kgDSiTWavZ\nXg74OPCvkl4H3ARQPwb4DbAk8LdWRhlTUhJBMS4d6+CnAVfa/rPtM4H/BQ4BzqZcFG0KYPtqSnJo\n5RaGG32iI26eBu4BnrF9IXAasBelkuMhYHtJ89v+DfAYkH4vAyxxEw3MApa0vYftTwHfBXaivHfd\nAOwKYPsWYAVgGUivlwASO9GdRYAnbO9q+8PArcA+wM2AgS3h79WrL6NMpsaA6ni9eAxYRNJCtq8F\nTqX0BxJwFfAmSbNs/wmYnySeYwIlERTjNfTCNQt4nqTp9fMPANsDCwDHA5tI+pqkM4DnUN4QY8B0\nvNEN/b0gZQZ1ufr5kcAalAuok4EXUmbRzgIWpjTIiwGTuInxGOUG/AHgV5I2qp9/gXLDvjhlRn45\nSYdIWogyM/8ApNfLoEnsxASaH/h9R0X8QcAmlAqOK4B1Jb2rXjc/ANzZyiijVSNc38wArgReUT8/\nGXgu5TXnXOBBSlXi/9THbpy80cZUl0RQjEnS+p27G9SyVijLMzamlL9i+wHg68DHbF8FvIuSyb7S\n9qa2H57ckUebJG0jaamhC+OOuPkhsDywjqQFa1ycBxxo+1bgzZTYutj2q23/ZfJHH21J3EQ3Om/A\na1NfgOmUarHZkmba/gNwNbCJ7SspW/KuSFlOeHOtbI0Bk9iJpjri5m7K0p1lJc2wfRNwLbCX7XMp\nCcUtKO0Ufmv7klYGHK2QtKukFSmvL53XNzdQkkJrSVrC9mOUhPOetu8D3gIcAXzP9nq1X1DEhFAm\nMGIkkjYBvkm5+JkBHGz7KklrULZrPk7S+4FXA++0fUft0/E6yq4aT0pSZsgGi6QNKWWtNwBPAqfa\nPq02790J+H/179cCX7J9maQXAEcB/2n7oZaGHi1K3EQ3JO1BSQL+BDjf9uX18Y2A64BtKDuvnGH7\nUknPofRdeI3t21R2oFugbnQQAySxE92Q9GZK9fsVwCm2/1gfX5tyvbw/pUL1qBonzwcuBja3faek\nWQC2H2zlC4hJJ+mVlOubm4H7gBttH1p7kb0POAZYmxJXl9r+Zj3v+8Cutu9uZ+QxCFIRFP+kzm5s\nBrzX9r8CPwZ2k/QayozHxQC2j66ff1TS24DPAA/XXRJSJj2Y1gYOt70NpUJjc0k7AXcB37L9N9sn\nA78C3ifpQErp6x25mR9oiZsYF0nrAvsBH6Mss9hP0tZ12cXalGXK59Vju9fm4itQSvAfBLD9VG7k\nB09iJ7ohaTPg3cDnKA2hP1ir5l9A6Yu5EPAVypLlPSUtTemP+TPKtTK2H0wSaOCsQJnc2gY4GlhN\n0ntt/xX4qu2/2v4+cBGwl6T/knQ5JXF0b3vDjkGQiqAAoM5SzAfca9uSvgd83/Yx9U1uR+ClwEG2\nH5Q03fbTkpYE1gL2AH5s+/jWvoiYdJIWofRNuLXGwynALbY/WnfLeC2wN7C77Xs64mYBYE1gF+CG\nxM1gSdxENyRNGyqnl7Qr8DLbH5E0k1KN+m7bGww7ZwngDcDrKct5jkjcDJ7ETjQl6cPAY7aPlrQc\npYJjI9u7Dnve6sB2lGVgywKH2f7aZI832qGyg/LKwNV1dcThlOrB/Wqy+VXACcBmtu8aur6p576M\nEjv32j6hra8hBkcSQYGk9wAHAxcCd9p+j6R/o1z87GP7kTqDthNwoe3v1PNWo6yPf7yloUeLJL2T\nMqN6OfAX22+RtB6lMmzLmjBchtJI/Le2j6vnbQhcn1mxwZS4iW5IOgR4AeU96Iy6fPlE2yvW49Mo\nu1ZeavuojvNUJzdeDPxp6II7BkdiJ7pR42YacIXt79br4g/aXrceX5Gy3fcFtr8+wvlrUCYsEjcD\noq6OOJRSBXYPcCBlw5zLgJfXnj9IOgZ41PbB9fOtKD1VUwEUkypLwwZc7cGxNbAa8HbgFZJ2o5Sx\n/pky8w7wG8pOYarn7QCsT9kSMwaMpMUppdBrUhKGC0g6iLIN5sWUdc8A9wN/pb7WSHo1ZdvUXBgN\noMRNdKPOxG8IfA94l6QPUBr1XivpgI6nHgesKWmmpEVrbG0EYPu23JANnsROjJekGZKOBNal7EB5\ntKQ3UCYvbpK0V33qX4AfAC+RNJ+k5SR9oE6SYvuXiZvBIWlBSl+x19S2GrdRJtmfoWym8+n6vPko\niaHpNW5WpmwJn1iJSZdEUDwILAbMrJnqoykXTc8FfgpsIWlVl13BHgNeVM/7tu2v2n6ijUFH6+4D\nVgGWqOX2x1HiaF3gDGA7SevZfpSypeqi9bzLbJ+Y3goDK3ET46LSlPc1wP62vw18hHLRvBelsmwf\nSYvWePobcH+Nn6eBk52deQZWYie6NB8lCbiP7W8An6Tc4L+a0vR3N0mzXHavnA94bu2N+QRwru3r\nWxp3tMhlt68NKDvHQdkG/m5gd+BIYBtJm9VYWbKe8ySl8vmkep8VMamSCBpQdZ0qwMKUzPQqAPVi\n6WHK7PuPgV8CJ0j6GrAlZacEMssxODpipfPj5wBn8eyM6WXA7ylN8W6hzH4cJul0YFeejZtniIGT\nuIluqGzB/BRlN7md68OXUmbm1wNuB84BTqpLB3cGZtUlPQ+57ugTgyexE92o/VoeA34BbFsfPge4\nE1iVsmHBDcBXazPo9YCnAGrT399O/qijTZKm1eWlACdSeo5h+ybKhPoy9dj+wNslnUdpOv7T+rys\nrIjWJBE0ICTtKGk9Pbt15dP171spyzDWlrR8ffq3gTfZvsf2JynLNa4A1rF91WSPPdojaT/gc5Jm\nwz/EzSOUkukVVbZNhXKR/RrgKdvHAu8AzgdeafuHkz74aI2kHSStPpQAStzE3FDZonvo4+n1Rh7K\nsp5la3XqU8D1lPetlSg9GM6j9JSaRpnFz4X1gJG0Tm00D5RdveqHiZ0YlaSlh96navLw6bp053rg\nRZJeXCvfL6NUk/2NckN/E/A1SuXqIa0MPloh6aWdn9t+pmOy6hJgUUmb189/Q+lP9nyXbeH3AU6i\nXN98a7LGHDGaJIKmOEmbSLoYeAulB9CH6hr4hSUdVNcy/w+wHGXLeGz/BLh76MXO9uW2v+Rs0zwQ\nVCwk6cvANpTdDW6rxxaU9PHabPNi4BHg3wFsXws8Sakmw/bNtr+euBkcklaWdBXwNsoFz8EqO2gg\n6dDETYxE0paSvktJOu8OJXmosjXzJpQqjt9RSuyx/WvKjfwKLtt4nwDsYvutdWlPDAhJm0u6hLLL\n4DMdj6+b2InRdMTNF4AvQkkeSnolpUL+R8AMYKt67FLKDrlr2X7c9oeBf7O9R60giilO0isk3Qac\nV/urdh47vPaRugG4GnhLTSz+jlIJvRxAnWA/uy4rjGhdEkFTlKTptXHZbsCxtregLMmYBTxOafp8\nuu3r643Y+ZR+QF+W9G3KWuc/tDT8aImk+eqM6AxgCWBr2z+nvJENrYH+iu0Lbd9G2WllJUmnSvoO\n5UL8lpaGHy2pM6hQeiicYXtr4AjgxZRZd4AvJW5iSE04z5B0IPAp4POU5chbSXp9fdrClN1NH6JU\nbqwmaT9Ji1F6c/y9p4Kze+XAqLEzXWUHwm8An7e9z7AeYouQ2IkR1EnOwyg7Ve4DvFDSprUyaAXK\nVt83UXZ+2ljSnpJmUjYwuGvo30nPusHQsbR9deBwygqJ10laoONpn7Z9Zu3z803KRjqn1QmO51Iq\ngyL6zoy2BxATq75gHUG5cT8V+E8/29D5DcALgbWBW2zfUm/8n7R9Xp3J3wm40fZn2hh/tKMjbuaX\ndC7PXvBMl/QpYNUaH2fbvrYjbn4p6c2UyqElbH+htS8iJl1H3CxQ+4itBcyEstOOpMeAN0g6w/bV\nQ307EjeDrfZTUJ2B/yOws+2b6tKetSjLLQB+MLRUx/ZVkg4G3gtcRGnKen4b44/2dMTO05Ieodx0\n/bge24ZSAfSw7QuGzknsxFAPl7qE5xXAz2yfVdslPEpZ6iXbZ3WcdhalN9D7gQMo1z9pjzAg6vXN\nocAMSecDF9i+S9K1lMmLiyjVP7huCz/0saQ9KDsrv8z2VyZ/9BFzR1kOPXXUN7ovUKp+vgvsAZwL\nfAV4JyWbfQWl7HWG7X3ref8C3GH7ZknKGvnBMixuvkdpmvkjYF/KGvjpwCn18dfbXqOetxVwu+3r\nWhh2tGxY3HyfstTrp5SeYm+nzIJtRFkGNr/td9XztqS83iRuBlBNAB4GnGT7oDrT/jgw3faTkk6l\nXHCfOOy8WbYflDR/fW6WYwyYEWJnSeBdlOThbMrN/BOUXXg+3HFeYmeAjRA3q1CWvN8AbEFZ+v5H\nSt/eN3Wct5DtR2oV2d9SATQ4JG0MfJaSWP45Zbn7/rYvqsePoVQyH1oTP7JtSTtQrm9+2tbYI8Yj\nFUFTy8KUmY4tbD8k6W7Krgfb2j5m6EmS1gEOkvQiSuO72ZQ19OleP5iGx819lN0x7qD0ltrV9o3A\nRyVtX98gL6Fs+31TW4OO1g2Pm3uBl1Oaar4Y2Bz4OKVR4lpQLqwpcZOdVQaQpOdSdlQ5AthD0om2\nb66Hn6k36gtQlmR0nrcvJbF4uO2/TeaYoz+MEDtfq1VklwLPAz5cq1VXB74h6XTb19XlY7NI7Ayk\nEeLm67ZvrMtP9wSutv1FlUb1f5K0oe3L6mvO48DxndUeMTAMHG37ZABJa1D6RV1Ujx9NmSB9OWXD\ni0UoTeinAQ9O+mgjupRE0BRi+wFJtwJ7AcdSbtaXBjaXdLntO+tTFwcesD3UA+ikSR9s9I0R4uZi\nyoX1JcAulEThhZKWoaxzvsFlF6hT2xlx9INR4mZxyrbMpw4lnyW9nVJVNtRT4bRWBhyts/2wpH1t\n/0HSUsAngF06KlEXA2bWG/hlgQ3qUo2vpopjsI0SO28ELgAutz108/VrynIN1c9PTOwMrhHi5hBK\ndfM9wEspVc/YflzSacCi9dTTbP+1jTFHX/gZcKXK7pVPUyqDhia0Ztj+k6TjgQPrErK/AnvaPru9\nIUeMX5pFTz3nAK+QtLRLV/pfUkqll5a0fF0nfyTlRQ1JGv2figHSGTcPUip97gU+SWmy+Q3KsrEb\nbN/d4jijvwyPm+sorzfLSHq+pI9TmkVf0uYgo390TEB8htIwfMuOStQVKFvvvpeygcFS9ZzcyMfw\n2JldY+cZyvLTIQdQeiH+qZ6T2Blww+LmJZK2qTf3NwPHS3qppIOA11ASiSQJNNhsP+ayO9zT9aEt\nefY15an62KrA1sC1tvec/FFGNJdE0NRzCXA3peQVlx2f1qWUOe4MrAlsM9S8LEvBohoeN1cA2wFX\n2X4fcDxlB7FPtDbC6Eejvd5MAzagzK5u2tm4NQLA9l3AV4GDOx5eH1gHeBmwve3PtzG26G/DY6c2\njt5W0sWUm7Pdbd/b5hij/3TEzYfq54dTEs6HAGtQ2ij8rr0RRr9R2dlyOmWJ+//Wx1aR9EpKAnol\n2we1OcaIJtIsegqStCFlPfTnKOWNJ1Ea//6qI7sd8Q9GiJsTgINqUihiRCPEzYnA+2xf0+rAoq91\nNNc8m7JD4T2UZYU32r643dFFPxsWO3cCDwPXADfZ/kW7o4t+NSxu/gw8BpwOXG/70XZHF/2q9o86\nHvgWsDfl/Wr/JJtjKkhF0BRk+zLgcErJ4neBs2xflyRQjGWEuDknSaCYkxHi5uwkgWJO6g3ZTGBJ\nYCfgHttfThIo5mRY7LwRuNP2aUkCxViGxc2OwG22r0wSKOZgLWBXYD/KdfHeSQLFVJGKoCms7sDy\ndBJAMR6Jm+hG4ibGS9L7gRcBB9h+ou3xxLwjsRPdSNzEeElaDtgdOCo7D8ZUk0RQRERETDpJXNED\n+AAAAf1JREFU02qz34hxSexENxI3ERHPSiIoIiIiIiIiImJApEdQRERERERERMSASCIoIiIiIiIi\nImJAJBEUERERERERETEgkgiKiIiIiIiIiBgQSQRFRERERERERAyIJIIiIiJioElaRNI+9eOlJZ3Z\n9pgiIiIieiXbx0dERMRAk7Q88B3bq7c8lIiIiIiem9H2ACIiIiJa9l/AbElXA78FVrG9uqQ9gdcD\nM4GVgKOABYA3AU8A29i+T9Js4PPAEsCjwFtt/2byv4yIiIiIOcvSsIiIiBh0BwK32F4L2H/YsVWB\nHYBXAYcBD9teG7gc2L0+5yvAvrbXqed/cVJGHREREdGFVARFRETEoNMoHwP82PYjwCOSHgC+Ux+/\nDlhD0kLAhsCZ0t9Pnb+Xg42IiIhoIomgiIiIiNE90fHxMx2fP0O5jpoG3FeriSIiIiL6XpaGRURE\nxKB7CFh4nOcIwPZDwO8l/QeAijUmeHwREREREyaJoIiIiBhotu8BLpV0HfBpYGhLVXd8zAgfD32+\nK7C3pGuA64HtezviiIiIiO5l+/iIiIiIiIiIiAGRiqCIiIiIiIiIiAGRRFBERERERERExIBIIigi\nIiIiIiIiYkAkERQRERERERERMSCSCIqIiIiIiIiIGBBJBEVEREREREREDIgkgiIiIiIiIiIiBsT/\nByx50l4Kj2eEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b29b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAy4JoIiIiIiIiIiIAff/ATJjSYulbzxwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef3d9bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gq_average_dataframe, gq_packetloss_dataframe = plot_ping_comparation(gq_df_ping6, gq_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XFW99/Hvr2nJFGnphUKFch1AQQRR5FIkDWozwYCK\nyh0ExQsHyQSPz8M5zYUG2yKeg+eYDCLIAwdBLCp6uHSwTeWYBlHAg4AiVGQUSikgd6iQYNL1/LF3\npjPJzOxpZpK55PN+vfLKzFp77b1mz55J5jdr/ZY55wQAAAAAAIDqNaXUHQAAAAAAAMD4IgAEAAAA\nAABQ5QgAAQAAAAAAVDkCQAAAAAAAAFWOABAAAAAAAECVIwAEAAAAAABQ5QgAAQAmPTPrNLMbS90P\nFM7MjjGz9Sn3HzGzOv92q5ldU7re5WZmZ5jZmiLs50kz+0gx+jRiv+eY2d3bsP03zKzFv11vZk8X\nu0+FMLMlY7kexuv8jpWZ1ZrZY2a2U6n7AgAobwSAAAAl43+Q2sO/vcDMfmpmL5jZq2b2BzM726/b\ny8y2mNl4/d1y47TfCWFmB5rZ7f55e93M/sfMjvLrjjSzzWb2jgztHjSz87OdXzO73syW+bf3MrO/\n5ujDFjPbZ4z9T9u3f128aWZvmNnLZrbKzBbksy/n3N3OuXen3D/IOdfn377UOffFsfSxGMzseDO7\n338+XjSzG81s15S+3uScixThUE4TcE2b2ZYcdfMknSXpqvHux1g5574xxuthzOfXv7Y/nHK/4Pc2\n59yApOsk/etY9wEAmBwIAAEASin1Q9SNkp6StIekOfI+PD4/YnvLtiMzqymgH1n3W0xmNnUc9hmW\ndI+khyXtJemdkv5bUo+ZHemcu1fSRkmfGdHuIEkHSFqZY/fb+kG3WOfRSTreOTdD3uN5XlKsSPsu\nCTP7jKSbJP2HpLmS3iPpbUl3m9mOpezbODlHUtwPTpRcge8PxeSU+XUyptdOynvKSklnm9m0sXYM\nAFD9CAABAMrFYZKud8695Zzb4px7yDm32q/r838Pj3A50p+Oco+Z/YeZvShpqZnt449+edEfSfSD\n1A/XZvYvZrbR38f6lG/inaSQmd3s1z1gZgentDvAzHrN7BV/StEJKXW9ZnZuyv20aTL+t/vnm9mf\nJf3JL7vIzDb5fflCIaNnJHVKusc51+Gce9U593fnXExeQO2b/jbfl/TZEe0+K+8D+isB+0/9YJox\nGGRmw8/Pw/6onZP88i+a2Z/N7CUzu83M3pnjOBn37QcQfirpwJTj1ZrZ5Wb2lJk9Z2bfNbOQX5c2\n1Sh1xIWlTPVLGXnxWX8/L5hZa0q76Wb2fX8E0qP+czamKUxmZpK+JWmZc+5m59yAc+55SV+Q9Kak\n4WlSma6dL5vZ4/61d8WI/X7R79vrZvZHM3tfhmPXmtm3zewZ/+c/zWy7TMdLOeY+/u255o0se83M\n7pMUHrH7XMHBRknrcpyTjK8pM9vbzF5J2e4aM3s+5f6NtnVa2Y5mdm3Ka2mZ+SNpMr0/ZOhD6vUQ\n8t8vXvT7dL+Z7Zzj8R3un/OXzew6M6tN2e/xZvaQv597zOy9w32XF+C+w3+d/N+Uc/SqX3aEv+3n\n/ef2ZTNbbf5ISb9u1HuKc26jpFckHZWjzwCASY4AEACgZJxzezvnNvh375V0pZmdkvphx3eM/3tH\n59xMf1SLJB0uKSFpZ0mXygtWrJA3auQASbvLC5DIzN4l6SuSDnPOzZTUIOlJfz8m6ROSfixptqQf\nSrrVzGrM+0b9DkmrJc2T1CzpJjPbb/hhKHiUzCckfVDSgWbWKOmrkj4iaT9J9Xm0z+Wjkn6Sofwn\nko72P5j+QFKd+dOo/A/Jp8kLDKUaOQohed8596RzLmOQyjlX59882Dk3wzn3Ez/ocqmkk+Q9H09J\nujlL+0z7Nr+v20s6RdJvUuouk7SvpEP837tJujjTvpV+bjOd56Ml7S/v+bjYv04kL2Cwh6S9JS2W\ndGaW9vl4l7xrMe15cs45ecGthhxtm+QFRw+WdLKZRSTJD7ItlXSWfz1/XNLLGdq3yXudHOL/HC6p\nPc9+f0degGq+pM9L+pxSzoFzLteomvfKD06MlOs15Zz7q6TXzexQf/M6SW+Y2btT7vf6t6+XN4oq\nLOlQeefxCymHGvn+MFLqa/dsSTMlLZA3AvHLkt7K8thM0un+8cLyrp92/7EdKulaSV/093O1pNvN\nbJpz7ixJG+SPbnPO/bv/eCTvvW2Gc+4+M/uEpCWSTpS0k6S7NXqkXvI9JaXsMXnPMQAAGREAAgCU\ni5PkfdDpkPQX8/LTHObXZZsesck59x1/xFC/cy7hnLvLOfcP59yLkv5T0iJ/2yFJtZLe438Y2+Cc\n+0vKvv7XOfcz59yQvGk6IXnfph8p6R3Oucucc4POuV9KWiXvA2C+vuGPzhmQdLKk65xzjznn3pL3\nIb6QqVM7SXo2Q/mz8v7Oz3HOPS3vQ/NZft1H5J2L+Ig2w6MfXvFHYZymsQc9zpB0rT+S6215H2iP\nyhDcy8TkBeBekfSq39/LpeRomi9K+mf/nG6W9A1Jp+a535Eu8Ufk/F7eNLrhD9AnSbrUOfeac+4Z\nSV1Z2udjODlvpufpOXlBkGwuc8697j+Hv0zp3xckfdM594Ak+df+hgztT5f0defci/5r4hJtvQ6y\nMm/K1KckXeyPyvujvIBhvudglqQ3stQFvabWSao3s/nyrr9bJC0ys70lzXTOPWxmu0g6TtJX/f69\nIOnbSr8O0t4fMj3MlMfztrypefs5z4POuWz9d5KucM4944+gWyHvtSJJX5J0tXPut/5+bpA04D/m\nTDKdz/PkvWf8yTm3Rd71/T4z2z1lm9T3lGFvyDvvAABkRAAIAFAW/A8zS5xzB0naRdJDkm4NaJY2\nJcfMdjFvGtdGM3tN3jSouf7+n5B0obwRQc+b2UpLn5K0MaUvzr+/q7zRKyOn/jzl1+Urtf3I/W1U\nFuataPWG//OHLJu9mKUv75S0Rd60EMn78D78wf8sSSv9YFequc652cM/8kZCjTXoMTzqR5LknPu7\npJfkjdYJ4iR9wu9DrbwRIuv8KTnzJG0v6YGUQNXPtTXIsq2eS7n9pqQd/Nu7Kv/nqTXleboywyYv\n+r8zTYF7p6QXxtC/BfJGtwTZVSnPg7wRKPlcu/MkTVX6OcgUYMrmFUkzcvQp02tq+NpYJ29k3DHy\npn+ukxfIrdPW6aB7Spom6dmU6+AqpQfTtmXK3o2S1ki62Z8q903LnbNr5HkZPqd7SvraiEDqAm3b\n+8WekrpS2r/kl6e+djI9thna+noHAGAUAkAAgLLjnHtJXs6UXc1strKPQhlZfqm8kT4HOed2lBfo\nSP6tc86tdM4dI+8DltPWHDmSN0VHUnKK1AJJz0jaJGl3f+TJsD39Okn6u6TUFbbmB/Tz2dRjjbid\n3shb0WqG//PeLJv9Qt5olZFOlvTrlJEP/y1pgZkdK29qycjpX8W2SV5SakmSeauQzdXW85YXfxTF\nf8t7Xj8kL5jylqQDU4JVs/xpUMW0Lc/TpSnP0/kZNvmTvADSyamF/nX2aW2d0rQtnpY3/S1I2vMg\nb1rbJv/23+UF04b7k3rtviBp0N8+tW2+fi9v6lu2PmV6TQ0H2dbJC/7Uyzs3v5I3VW+RtubMeVre\nyJrUoOWOI14nQaPXUqezDTrnvu6ce4+khZKO1+i8WalGnpfh63qDpBWpgVTn3A7OuR9l6VOmPm6Q\n9KUR+3iH2zr1NVu7A+SNYgMAICMCQACAsuB/4/4eM5tqZjMk/ZOkP/tTLF6QN5plZBLakXaQ96H2\ndTPbTdL/Tdn//mb2YT8nzoCkfnlBhWEfMLMT/W/9L/Tr75V0v7yRFxeZ2TQzq5f34XA4n81Dkj5l\nXtLgfSWdq9x+LOlzZvZuP79NR8D2QS6RtNDMlpvZbDObYWbN8oJf/zK8kT8C5xZJ/yXpSefc7/LY\n97aM/nle6c/PSnmP8xD/nF8q6d4s05SyHts8n5CXm+kxf0rMNZK+bd5S4zKz3cwsVx6dsfixpCVm\nNsu/li7QGKfD+SPK/o+kdjM7zbyEw/Ml/T95eWLyXeEsdcrS/5P0f8zs/f452jfL9LqV/nF3MrOd\n5OVKutGve1jelMhDzEui3ZnS5yFJP5PU6V/bB8rLk5PvObhTW6dfjnSfcrym/NF6/fLyLq3zp2L9\nTV6wbJ2/zbOSeiT9h3/NTzGzsJnVjTpadsnr27zk4e/1p769IekfSn9/GNnuK/51N0denqXhAM81\nks4zs8P95+UdZtZkZsMjt0a+TjK9t10lqdU/58PJrjMFebd2yLtG58h7zwIAICMCQACAcjFd3iiV\nV+RNbdldXmJbOefelJdn4x7zVsU5QpmTL18i6f2SXpOXZPanKdvUysul8YK80R07yctLI3+bW+Ul\nG35ZXv6aTznnhvz8NSfIyzfygqQr5CXefdxv+5/y8oc8Ly+48oMR/Urro/NWNuuWl8/lcW1Nbjym\n5bL9D8sfkpcb5kl5oytOlNTgnPvNiM2/L2+0wg2ZdpWlLN8P/J2Svu9PW/mMc+4uecGtn/p92lv5\n5ekZdoeZvSHvuVwm6bPOucf8un+R9ISke/2pfmvlJeLN9VgyPZ5cj+3r8kak/FVeoOEn8p7nMXHO\n/VheUO6r8qb0bJL0AUmLnLciWD79S9Y7526R95r4oaTX5QVrZmc49HJJ/ytvRM7v/dvL/X087j/O\nX8gbpXT3iGNeIC+o+pyk6/yffN0g6WN+YCnt8eTxmpK8kT8v+vmXhu9LUmrg8rOStpP0qLzX7U+0\ndQRePtdu6jbz/fav+fvr1dZAWaZ2N8m7LhKS/qyt5/QBeTmqrvD79GeljyT6hryA3Ctm9s8j3tte\nMbPDnXO3yhudeLN/ff9BUmTE8Uc6Xd4qiv8IeMwAgEnMvC+lslR6f7TXyfuneaqkW5xznWZ2k7x/\nWv4h75vRLzvnBv023fL+oL8p6Rzn3IPj+xAAAKhcZnaAvA942/mjW1BEZvaUpDOcc78qcD//JOlk\n59yxRerXYnnBm48656py2o6ZrZD0N+dcV6n7Us38EXYPSTrGT/QNAEBGOQNAkrf8qnPuTX9I/K8k\ntUia7X+DKTP7oaQ+59xVZvYxSRc45z7mfzvb5ZzLtuoBAACTkpmdKG+KzPbyRuUMOuc+VdpeVR8/\nafSTkvZ3zmVN4pyl7Xx503J+I2k/eatUxZxz3UXs3/GSdnPOXV2sfQIAAGQTOAXMH5oqeUNsp0na\nMhz88f1WW1cl+IT8pJLOufskzTJvmU4AALDVl+RNGXtC3mjafyptd6qPmX1Q3rSm7m0N/vi2k5eL\n5XVJd8mbIphpha8xc86tIvgDAAAmSq7lLSUlV6j4nbxvwa5wzv02pW6avAR9Ub8o05KpC+T9kwsA\nACQ5544rdR+qnf//SqacOPm23yAp28prAAAAFScwAOTnI3ifme0o6b/N7D3OuT/61VfKW53hnpQm\nI1cMGTXHzMzGtIoGAAAAAAAAsnPOZVzJNTAAlLKD18zsl5IaJf3RzJZKmuuc+2LKZs/IW7Vl2AK/\nLNP+8j00qkRnZ6c6OztL3Q1UGK4bjAXXDcaC6wZjwXWDseC6wVhw3SAfZhljP5ICcgCZ2U5mNsu/\nPV3SYkmPmdkXJDXIW3Iy1e3yl7o0syMlvZqytCkAAAAAAABKIGgE0Dslfd/MauQFi37knLvTzP4h\nb1WN3/jRpZ8655b7dR8zsyck/V3S58ax7wAAAAAAAMhDzgCQc+4Pkt6foXxajjYXFKFfqEL19fWl\n7gIqENcNxoLrpnzF433q7u7RwMBU1dYOKhptUFNTXd7144nrBmPBdYOx4LrBWHDdoFBWilw8ZubI\nAQQAwOQSj/eppWWNEokVybJwuE1dXRE1NdUF1gMAACA3M8uaBJoAEAAAmBCRSLt6epZnKO/Q6tXL\nAusBAJhMciXzBaTMi2vlCgDlvQoYAABAIQYGMv/b0d9fk1c9AACTDQMnkM1YAoQ5VwEDAAAoltra\nwYzlodBQXvUAAAAYOwJAAABgQkSjDQqH29LKwuFWNTcvzqseAAAAY0cOIAAAMGHi8T7FYmvV31+j\nUGhIzc2LR60Clqu+3JVyFTMAQHXxc7mUuhsoU9muD5JAAwAAjDNWMQMAFBMBIOQylgAQU8AAAACK\noLu7Jy34I0mJxArFYmtL1CMAAKrPXnvtpbvuuqvU3Ui66aabFIlESt2NvBAAAgAAKAJWMQMAYPyZ\n2ZhWwNoWTz75pKZMmaItW7YEbnvGGWdozZo1RTnum2++qfPPP1/z5s3TrFmztGjRoqLsdxjLwAMA\nABQBq5gBACZCMfLNTVTOusHBQU2dWrlhh4megvelL31JW7Zs0fr16zVnzhw99NBDRd0/I4AAAACK\ngFXMAADjbTjfXE/Pcq1b16menuVqaVmjeLxvQvfxu9/9Toceeqhmzpypk08+Waeccoo6OjrU29ur\nBQsW6N/+7d/0zne+U+eee65effVVHX/88dp55501Z84cnXDCCXrmmWeS+6qvr9fFF1+sD33oQ5o5\nc6YikYheeumlZP2NN96oPffcUzvttJMuvfTStH4453TZZZdp33331U477aRTTjlFr7zyiqSto3hu\nuOEG7bnnnpo3b15a+1xt6+q8YNisWbM0Y8YM3XfffVnPxfXXX69jjjkmeX/KlCmKxWIKh8OaN2+e\nLrroIjnnNDAwoFmzZumPf/xjctsXXnhB22+/vV588UWtX79ed9xxh773ve9p7ty5MjMdeuiheT8n\n+SAABAAAUARNTXXq6oooEunQokWdikQ61NXVSAJoAEDRFCPfXKH7ePvtt3XiiSfq85//vF555RWd\ndtppuvXWW5NTs55//nm98sor2rBhg66++mpt2bJF5557rjZs2KANGzZo+vTpuuCCC9L2uXLlSl1/\n/fX629/+prfffluXX365JOnRRx/V+eefr5tuukmbNm3SSy+9pI0bN6Y8lm7dfvvt6uvr07PPPqvZ\ns2frK1/5Stq+77nnHj3++OO666679PWvf11/+tOfAtvefffdkqTXXntNb7zxho444oi8z68k3Xrr\nrXrggQf0u9/9Trfddpuuu+461dbW6tOf/rRWrlyZ3O7HP/6x6uvrtdNOO+n+++/XnnvuqYsvvljz\n5s3TwQcfrJ/97GfbdNwgBIAAAACKpKmpTqtXL1Nvb6dWr15G8AcAUFTZ8s2tWVMjM+X109NTWM66\ne++9V0NDQ2publZNTY1OPPFEHX744cn6KVOm6JJLLtG0adMUCoU0Z84cnXjiiQqFQtphhx3U2tqq\ndevWJbc3M33uc5/Tvvvuq1AopJNPPjk59emWW27RCSecoA996EPabrvttGzZMk2ZsjWMcfXVV2v5\n8uXaddddNW3aNC1dulS33HJLWu6epUuXqra2VgcffLAOOeQQPfzww5Kkq666KmvbQqd+/cu//Itm\nzZql3XffXRdeeGEy6HP66afr5ptvTm73wx/+UKeffrokaePGjXrkkUc0a9YsPfvss7riiit09tln\na/369QX1JVXlTsYDAFS0oLnnEzU3HQAAoFJkyzcXiQxp9er89hGJDKqnZ3R5vjnrNm3apN122y2t\nbPfdd08GTebNm6ftttsuWffmm2/qq1/9qtasWZOcYrV582Y555LJnOfPn5/cfvr06dq8eXPyWAsW\nLEjWbb/99po7d27y/pNPPqkTTzwxLSg0depUPf/888n7qfvefvvtk/t+6qmnAtuO1e677568vcce\ne2jTpk2SvOlub775pu6//37tvPPOevjhh3XiiScmH/e0adPU3t6uKVOmqK6uTscee6x6enr07ne/\nu+A+SQSAAKCiVWqQZHjueerw40TCy53S1FQXWA8AADAZRaMNSiTa0v5H8vLNNU7YPt75znem5fCR\npA0bNmjfffeVpFErdH3rW9/S448/ngx6PPTQQ3r/+9+fFgDKZtddd9Vjjz2WvP/mm2+m5QfaY489\n9F//9V866qijRrV98sknc+47V9unnnoqZ9sgGzZs0AEHHJC8PRwwq6mp0cknn6yVK1dq55131gkn\nnKB3vOMdkqSDDz5Y0ujE08Vc8YwpYABQoYqRwK9UguaeF2N+OwAAQLUpRr65QvexcOFC1dTU6Ior\nrtDg4KBuu+02/fa3v5WUedWszZs3a/r06dpxxx318ssv65JLLhm1TbYpV5/+9Ke1atUq3XPPPXr7\n7bd18cUXp03vOu+889Ta2qoNGzZI8pIq33777Xk9jlxt582bpylTpiiRSOS1r5Euv/xyvfrqq3r6\n6afV3d2tU045JVk3PA0sdfqXJC1atEh77LGHvvGNb2hwcFD33HOPent7FYlExtSHTAgAAUCFquQg\nSbb568Nzz4PqAQAAJqti5JsrZB/Tpk3Tz372M1177bWaPXu2brrpJh1//PHabrvtkomgU1144YV6\n6623tNNOO2nhwoU67rjjRm2Tej91H+95z3v0ne98R6effrp23XVXzZkzJ216VUtLiz7+8Y+roaFB\nM2fO1FFHHaX7778/435HytV2++23V1tbm44++mjNnj07bZ8jZXrMn/jEJ/SBD3xAhx56qI4//nh9\n/vOfT9Ydfvjh2mGHHfTss8/quOOOS5ZPnTpVt912m+68807NmjVLX/7yl3XjjTdq//33z3rsbWUT\nva69JJmZK8VxAaCa1Nd3at26zlHlixZ1qrd3dHk5iUTa1dOzPEN5h1avXhZYDwAAUO3MrOBkxBPl\niCOO0Pnnn6+zzz671F0puSlTpuiJJ57QPvvsM67HyXZ9+OUZI1+MAAKACpUtCWC+CfxKKRptUDjc\nllbmzT1fnFc9AAAASqevr0/PPfecBgcH9f3vf1+PPPKIGhvzz0OE0iAJNABUqGIkASyV4WHGsViH\n+vtrFAoNqbl569zzoHoAAACUzp/+9CedfPLJ+vvf/65wOKxbbrlFu+yyS6m7NW7OO+883XTTTaPK\nzzrrLF155ZVpZcVM2lxsTAEDgAoWj/cpFlubEiRZTJAEAACgClTSFDBMvLFMASMABAAAAABAmSEA\nhFzIAQQAAAAAAIBRyAEEAAWIx/vU3d2jgYGpqq0dVDTakDYFq9B6AAAAACgGAkAAMEbxeJ9aWtak\nJWFOJLyVq5qa6gquBwAAAIBiYQoYAIxRd3dPWvBGkhKJFYrF1halHgAAAACKhQAQgEDxeJ8ikXbV\n13cqEmlXPN63TfXVamAg8yDK/v6aotQDAAAA5eaggw5SX1/1/L9/9913693vfnepuzEhmAIGICem\nMWVXWzuYsTwUGipKfaHyyS9EDiIAAABsi0ceeSSv7fbaay9dd911+vCHPzzOPcpsypQpeuKJJ7TP\nPvvk3O6YY47R+vXri3rsG264Qeecc46uueYanXvuuUXddyEIAAHIKfs0pQ41NdUF1lezaLRBiURb\n2uMPh1vV3NxYlPpC5BOYm8zBOwAAgErVF4+rp7tbUwcGNFhbq4ZoVHVNTRO+jyCFLGM/3M4s42rm\n27yfifTKK6/o0ksv1UEHHVRw/4uNKWAAcmIaU3ZNTXXq6oooEunQokWdikQ61NXVmAyeFFpfiHzy\nC5GDCAAAoLL0xeNa09Ki5T096ly3Tst7erSmpUV98fiE7WOvvfbSXXfdpc7OTp188sk6++yzNXPm\nTB100EF64IEHJElnnXWWNmzYoBNOOEEzZszQ5ZdfLkm69957tXDhQs2ePVvve9/7tG7duuR+6+vr\n1d7erqOPPlo77LCD/vKXv2jKlCm6+uqrtf/++2v27Nm64IIL0vpy3XXX6cADD9ScOXPU2NioDRs2\nSJLq6rz/pw855BDNmDFDP/nJT7I+nt7eXu2+++5pj++yyy7Te97zHs2ZM0ef//znNTAwIEk64IAD\nFE85T4ODg5o3b54eeuihZNmSJUvU0tKiuXPn5nU+J5RzbsJ/vMMCqAQNDW1OcqN+IpH2vOpRGosW\nLc34vCxatHSbtgEAAEBpZPrc3NbQMPqfN8m1RyJ577fQfey1117uF7/4hVu6dKkLhULu5z//uduy\nZYtbsmSJO/LII9O2u+uuu5L3N27c6ObOnet+/vOfO+ecW7t2rZs7d6578cUXnXPOLVq0yO25557u\n0UcfdUNDQ+7tt992ZuZOOOEE99prr7kNGza4efPmudWrVzvnnLv11lvdvvvu69avX++Ghobc8uXL\n3cKFC5PHMzOXSCQCH88vf/lLt2DBguT9Pffc0733ve91GzdudC+//LI7+uijXXu799nm61//ujvj\njDOS265atcodeOCByfv33Xef++AHP+i2bNni6uvr3bXXXpvXOR2LbHEVvzxjLIYRQAByikYbFA63\npZV505QW51WP0sgnv9B45yACAABAcU31R6KMVLNmjWSW18/Unp7M++jv36a+mJmOOeYYNTY2ysx0\n5pln6uGHH866/Q9+8AN97GMfU2Ojl+7gox/9qA477LDkiBoz0znnnKMDDjhAU6ZM0bRp0yRJ//qv\n/6qZM2dq991317HHHps8xlVXXaUlS5boXe96l6ZMmaIlS5booYce0tNPP71NjyPT47rgggu02267\nafbs2Wpra9PKlSslSaeddppuv/129fvn6oc//KFOO+00SdLQ0JC+8pWv6Iorrii7qV/DyAEEIKfh\n6UixWIf6+2sUCg2puTl9GlOuepRGPvmFxjMHEQAAAIpvsLY2Y/lQJCKtXp3fPiIRKUMQaCgU2ub+\n7LLLLsnb22+/vfr7+7VlyxZNmTJ6rMlTTz2ln/zkJ7rjjju29mVwMC1JdOpUrGHz589PO8bmzZuT\n+2tpadHXvva1tO2feeaZjPvZFqnt99hjD23atEmStO++++qAAw7Q7bffruOPP1533HGHli1bJkm6\n8sordfDBB+vwww9PtnUlyEGUCwEgAIGamupyBnSC6jHx8gnMEbwDAACoLA3RqNoSCa1IJJJlreGw\nGpubJ3Qf+Rg5CmaPPfbQWWedpe9973t5t8lljz32UEdHR3IETjEN5xIavr3rrrsm75922mlauXKl\nhoaGdOBJd/EWAAAgAElEQVSBByZXGfuf//kfrVu3Tnfeeack6eWXX9aDDz6ohx9+WN3d3UXv41jk\nDACZWUjSOkm1/ra3OOc6zWxvSTdLmiPpAUlnOef+YWa1km6Q9H5JL0k6xTn31Hg+AAAYT5W8THo+\ngTmCd6g0lfyaBACgUMMrdXXEYqrp79dQKKTG5uZtWsGrGPuQgke37LLLLkokEskRPmeeeaY++MEP\nqqenRx/5yEf0j3/8Q/fee6/2228/7bbbbnntcziXjSSdd9556ujo0CGHHKIDDzxQr732mnp6enTS\nSSelHT9oGfhMx7jyyit1/PHHa/r06VqxYoVOPfXUZP2pp56q1tZWvfzyyzrjjDOS5ddff30yWbRz\nTp/61Kd00kknVc4y8M65fjM71jn3pplNlfQrM/u5pK9J+pZz7sdm9l1J50q6yv/9knNuPzM7RdI3\nJZ2a9QAAUMZYJh0oL7wmAQDwAjiFLtle6D7MLPkzsnzYkiVL1NzcrIsuukgdHR3653/+Z9122226\n6KKLdNppp6mmpkZHHHGEvvvd72Zsn+3+cNknP/lJbd68Waeeeqqeeuop7bjjjmpoaEgGgDo7O3X2\n2Wfrrbfe0jXXXKPPfOYzOR9P6u3TTz9dDQ0N2rRpkz75yU+qvb09WT9//nwtXLhQfX19aauL7bjj\njmn73G677TRz5kzNmDEj63EnmuU7J83Mtpd0t6R/khSXtItzbouZHSmp0znXaGarJS11zt3nB4ye\ndc7Ny7AvV25z4QBgpEikXT09yzOUd2j16mUl6BEwuU2G1yQjnAAAw8ys7HLITAZ77723rr322rTc\nROUo2/Xhl2ecSxeYA8jMpkj6naSwpCskJSS96pzb4m/yjKTd/Nu7SXpakpxzg2b2mpnNcc69vK0P\nBgBKbWAg81tkf3/NBPcEgFT9r0lGOAEAgPEUuAy8c26Lc+59khZIOkLSu8e9VwBQBlgmHSgv1f6a\n7O7uSQv+SFIisUKx2NoS9QgAgOpw6aWXasaMGaN+mgqcSldp8l4FzDn3mpn9UtJRkmaZ2RR/FNAC\nSRv9zZ6RtIekTf4UsB2zjf7p7OxM3q6vr1d9ff2YHgAAjBeWSQfKS7W/Jqt9hBMAAKXS2tqq1tbW\nvLb961//Os69Ka7e3l719vbmtW3QKmA7SRp0zr1qZtMlLZaX2PmXkk6S9CNJZ0u6zW9yu3//Xkmf\nkXRXtn2nBoAAoByxTDpQXqr9NVnpI5zIXwQAwMQbOaDmkksuybptziTQZvZeSd+XVCNvutiPnHPL\nRywD/ztJZ6YsA3+jpEPlLQN/qnPuyQz7JQk0AABAikw5gMLhVnV1lX+QK3Pf29TVFSn7vgNAuSIJ\nNHIZSxLovFcBKyYCQAAAAKPF432KxdamjHBaXBEBlMmwQhsATDQCQMhlXFYBAwAAwMRoaqqriIDP\nSOQvAoDxYZbxczwwJgSAAAAAUJBKz18EAOWI0T8oNgJAAAAAKEghK7T1xePq6e7W1IEBDdbWqiEa\nVd04LMsblKSaJNYAgGpHAAgAAABj1heP6zfd3Tpu+vN6Yu7NenX+EdpxQTi5QluuAE9fPK41LS1a\nkUgk99fm3y5mEChTkupEok2SN+0uqB4AgGpAEmgAAIAAQaNUxrN+okbIjEXGAE44rEhXl+qamgLr\n2yMRLe/pGbXfjkhEy1avLlo/g5JUk8QaAFAtSAINAAAwRkGjVMazXtKEjJAZq57u7rS+SdKKREId\nsZjqmpoC66cODGTcb01/f1H7GZSkmiTWAIDJYEqpOwAA5agvHld7JKLO+nq1RyLqi8e3qR5A9cgW\nxFgbi417fVBbqbTvR0EBnKD6wdrajPVDoVARerdVUJJqklgDACYDRgABmJQKyUkxUTkrAEycXO8J\nhQY5Cq3PVVfq96OgAE5QfUM0qrZEIq3/reGwGpubi9rPoCTVhSSxBgCgUhAAAjDpBH1gKnRKw/Ax\nyjVnx3ibzI8dlSnoPaHQIEch9dlyJg63zef9aDwFBXCC6of72PHtb6vmrrs09JGPqPHCC4ve9+FE\nzrFYh/r7axQKDSWTVOdTDwBANSAABKBijTVpaqE5KYLqS/2NfClN5seOyhX0nlBokKPQ+lx1E5VD\nJ5tkACcWU01/v4ZCITU2NyfLg+qHt6lrapIOP1y6+GLpmGPGpa9NTXU5AzpB9QAAVDoCQAAqUiFJ\nUwvNSRFUX+pv5EtpMj/2fDA6qjwFvScUGuQoRpAkW91E5dDJJRnAGWN90sKF0q9/PW4BIAAAJjsC\nQBh3pVw6txj1KE+5Ag3OuZxBiEJzUgTV5/ONfLVed8UYjVCt54bRUeUrnyBKoUGOQupz1U1UDp0J\ncdRR0sqVpe4FAABViwAQxlUpl84tRj3KVyFJU/POSTHGb+uDPkxW83VX6GiEaj43jI4qX5UcRMln\n9FDFWLhQam6WnJPMSt0bAACqj3Nuwn+8w2IyaGtocM77Vy7tpz0SqYh6lK9cz10+z+u6VatceyTi\nli5a5NojEbdu1aqi9W3dqlWuNRxOO/aScDh5jEq57latWucaGtrcokVLXUNDm1u1al3gNv++9LJR\nj/2zodmu7tCTM7YfaVvOTT79KydLFy3K+NiWLlpU6q7Bje97ArbBggXO/fnPpe4FAAAVy4+3ZIzF\nMAII46rUS+eOx9K7KA+FJE2VtiEnxRgEfSNfCdddPN6nlpY1aUsiJxJtkraulpNtm/PO/KK+fMfP\ntOHRZ/Vi/4Fa39+szQ826ZmW9PaZ5Htu8ulfuSmHXC3IbjzfE7ANhvMA7btvqXsCAEDVIQCEcVXK\npXOLUY/yVUjS1InqX7bjVcJ1193dkxZckaREYoVisQ41NdWpLx5X7OxmLXhpD81WROsV1WY1KZFY\noV/c2yG302L19C/P2H6G3sia4yffcxPUv3JUydOMgAkzHAD67GdL3RMAAKoOASCMq1IvnVtoPcrb\nWJOmllo+112pk5cPDGT+89DfX5PM07P6pb9K+qsk6RQldKekzWpSf39N1v2+tjGhNS0rs+b4yfc1\nmat/5aqqcrUA42XhQunaa0vdCwAAqhIBIIyrUi+dW4yld4FiC7ruyiF5eW3tYMbyUGgoYzLjHymh\nDyqm/1WTQqGh4Xxvo8x67j6teOkvaWWpiZDzfU3m6l85K+fAJFAW3vc+6S9/kV57Tdpxx1L3BgCA\nqmLZ/kkf14OauVIcFwAqQXskouU9PaPKOyIRLVu9OrC+GDLl2AmHW9XV1ajf/vvF6ly3blSbei3S\nxvBCdXU1SlLG9sdNv1OxRx4e1bZz0SJ19vYWpX/lOgUMQJ4WLZLa26XFi0vdEwAAKo6ZyTmXcTlN\nRgABQJkph+Tlw0GUWKxD/f01CoWG1NzsBVd+0505T8/0uU+PCsCMbP+b7gekR0a33db8R7n6B6DC\nHXWUlweIABAAAEVFAAgAyky5JC9vaqrLGFDJlqdnSVeX6lK2z9R+ht4oWt6tbP0DUOEWLpS+851S\n9wIAgKpDAAgAyky5Jy8vJHcWebcABDrqKOmss6ShIammfBO7AwBQacgBBABlqC8e19qUIMniEUGS\noHoAqGj77y/99KfSe99b6p4AAFBRcuUAIgAEAGUsHu9Td3ePBgamqrZ2UNFoA9OeAFS/c87xRgJ9\n+cul7klZ64vH1dPdrakDAxqsrVVDNJq2omS2OgBA9SIJNABUoEwrXSUSbZJEEAhAdVu4ULrnHgJA\nOfTF41rT0pI2Hbgt5Xa2OoJAADB5MQIIAMpUJNKunp7lGco7tHr1shL0CAAmyCOPSJ/6lPT446Xu\nSdlqj0S0vKdnVHlHJCLnXNa6ZatXT0T3AAAlkmsE0JSJ7gwAID8DA5kHafb3kxQVQJU78EDpb3+T\nXnih1D0pW1MHBjKW1/T356wDAExeTAEDcmD+PEqptnYwY3koNDTBPQGACTZlinTEEdJvfiN9/OOl\n7k1ZGqytzVg+FAop20j7oVBoPLsEAChzBICALHLNrScIhIkQjTYokWhLywEUDrequbmxhL0CxiYo\noE7AHaMsXCj9+tcEgLJoiEbVlkik/Z/SGg6rsblZknLWAQAmJwJAQBY93d1p/zhJ0opEQh2xGB9K\nMCGGEz3HYh3q769RKDSk5uZGEkDniRXUykdQQJ2AOzJauFBaRr6zbIZfGx2xmGr6+zUUCqmxuTnt\nNZOrDgAw+ZAEGsiis75enevWjS5ftEidvb0T3yEAecu0glo43KaurghBoBLIlax22erVgfWYpF5/\nXdp1V+nll6Xttit1bwAAqAgkgQbGINfcegDlqy8eV+zsc7QgcY8OU0Q7KC5JSiRWKBZbW+LeTU5B\nCWlJWIuMZs6UwmHpoYdK3RMAAKoCU8CALDLNrT9n+iz9aeMc3R9pHzWdhOkmQOkNTyVa/dJfJf1V\nknSKErpT0mY1sYJaiQQF1CdTwL2QvxWT8u/MwoVeIujDDy91TwAAqHgEgIAsUufWv/rMc/p94g39\n7q1ubf5jk/RHKZFok+Tlack03SS1HuVtUn6oqlKZcnf9SAl9UDH9r5pYQa1EgpLVBtVXi0L+Vkza\nvzNHHSXF41JLi6Tc79e8lwMAkBsBICCHuqYm1TU1KRJpV98jy9PqvOkkHWpqqlN3d0/aP+Uj61G+\nJu2HqiqVbSrRO9TPCmolFJSsNp9kttWgkL8Vk/bvzMKFUpv3npzr/VoS7+UAAATIGQAys90l3SBp\nZ0lO0vecc91m9j5JV0mqlTQo6Xzn3G/9Nt2SjpP0pqRznHMPjmP/gQkxMJD5pTI8nSSoHuWrGj9U\nTebltLNNJZo+92l1dTVqht5QeySS89zkOn+T+dwWajigPtb6alDI34pJ+3cmHJYGBqSnn875fu2c\nq7r3cgAAii1oBNA/JH3VOfeQme0g6QEzWyvp3yQtdc6tMbPj/PvHmtnHJO3rnNvPzI6Q9F1JR47n\nAwAmQm3tYMby4ekkQfUoX9X2oWqyL6edbSrRkq4uSW8Enptc50/SpD63KFwhfyvybVt106DMvFFA\nv/71mN6vK/W9HACA8ZAzAOSce07Sc/7tzWb2mKTdJG2RtKO/2SxJz/i3PyHp+/7295nZLDPbxTn3\n/Hh0Hpgo0WiDEom2EUtKb51OElSP8lVtwbtMOXBWJBLqiMUmRZAi11Si9kgk8NzkOn/OuUl9blG4\nQv5W5NO2aqe0+gGg2toZGatDoSE557LWAQAAT945gMxsL0mHSrpX0oWS1pjZ5fKWkj/K32xXSU+n\nNNsoaYEkAkAFCpp2wLSE8TX8j3Ms1qH+/hqFQkNqbm5MlgfVo3xVW/CO5bSzTyXK59yM5fxNpnOL\nwhTytyKfttU4pVWSFwD66lcV7fxWzvfranovBwBgPOQVAPKnf90iqcUfCXS+pAudc/9tZidJuk7S\n4uHNRzTP+JVMZ2dn8nZ9fb3q6+u3reeTSNCUjsk+5WOiNDXV5fwHOqge5anagneTaTntbZXPucm1\nTbYRBpxbbItC/lYEta22Ka1JH/iA9Oijajr2MKkr9/t1tbyXAwCQr97eXvX29ua1rWX7hza5gdk0\nSask/dw5922/7FXn3Cz/tkl61Tm3o5ldJanXOXezX7de0qKRU8DMzAUdF1u1RyJa3tMzqrwjEtGy\n1asD6wFMHpkCwq3hsBq7uiZ9QDifc5NrG2l0DiDOLcpJJNKunp7lGco7tHr1shL0qDj64nH1nH66\npu69twZ32YVRzgAA5GBmcs6NHJgjKXgVMJN0raRHh4M/vk1mtsg5t07ShyU97pffLukCSTeb2ZHy\nAkNM/ypQ0JQEpnwAGDZZltMei3zOTT7bcG5Lg6nOwaptSquUEpR9/XXp4YclMcoZAICxCpoCdrSk\nMyX93syGl3NvlfRFSV1mNlXSW5K+JEnOuTvN7GNm9oSkv0v63Ph0e3IJmrbAlA8AqSbDctpjlc+5\nybUN57Y0mOqcn2qb0iqR2B4AgGIKWgXsV/KSPGdyWJY2FxTaKaTLtqxxY3NzXvUAAFQyggD5q7Z8\ndIxyBgCgePJeBQylEzQlgSkfAIBqRhCgPMTjferu7tHAwFTV1g4qGm3YpmDTWNozyhkAgOIhAFQh\ngqYdMC0BAFCtCAKUXjzep5aWNWn5hRKJNknKKwg01vaMcgYAoHgCVwEbl4OyChgAAMgTq9uVXqEr\njBXSvi8e19qUUc6LGeUMAEBWY14FDAAAoNSY6lx6AwOZ/2Xs768Z9/aMcgYAoDgIAFWYoPnzhc7P\nL7VK7z8AYHwQBCit2trBjOWh0NCEtAcAAIUjAFRBgubPFzo/v9Qqvf8AgOo3Wb+oiEYblEi0pf2N\nDodb1dzcOCHtAQBA4cgBVEGC5s8XOj+/1Cq9/wCA6pbpi4pwuE1dXZFJEQSKx/sUi61Vf3+NQqEh\nNTcv3uZVwAppDwAAgpEDqEoEzZ8vdH5+qVV6/wEA1a27uyct+CNJicQKxWIdkyKQ0dRUV9DjLLQ9\nAAAozJRSdwD5C5o/X+nz6yu9/wCA6sYXFQAAoJIRAKog0WiDwuG2tDJv/vzivOrLXaH9j8f7FIm0\nq76+U5FIu+Lxvm06fqHtAQDVjS8qAABAJWMKWAUZHjYdi3WkzJ9vTJYH1Ze7QvpfaAJpElADAIKQ\nyBgAAFQykkCjKhSaQJoE1ACAfJDIGAAAlDOSQKPqFZqXgbwOAIB8kMgYAABUKgJAqAqF5mUgr0Nl\ni8f71N3do4GBqaqtHVQ02pD8gJarDgAAAAAmCwJAqAqF5mUgr0PlypW/SRK5nQAAAABA5ABCFSk0\nLwN5HSpTrvxNzjlyO1WhvnhcPd3dmjowoMHaWjVEo6praip1twAAYxA0UpeRvACwbcgBhEmh0LwM\n5HWoTGPJ30Rup8rVF49rTUuLViQSybI2/zZBIACoLEGrsLJKKwAU15RSdwAACpErfxO5napPT3d3\nWvBHklYkElobi5WoRwCAseru7kkL7khSIrFCsdjavOoBANuGABCAihaNNigcbksr8/I3Lc5Zh8o0\ndWAgY3lNf/8E9wQAUKigUbys0goAxcUUMAAVbXgIeCzWkZK/qTFtaHiuOlSWwdrajOVDodAE9wQA\nUKigkbqM5AWA4iIJNACgYmTKAdQaDquxq4scQABQYTLl+AmHW9XV1Zg1B1BqPQBgtFxJoAkAAQVi\nRSJgYvXF41obi6mmv19DoZAWNzfzmgOAChW0CiurtALAtiEAhLJQ6DKe5bgMaMYVicJhRRiNAAAA\nAACYYCwDj5IrdBnPcl0GNNuKRB2xGAEgAAAAAEDZYBUwTIhCl/Es12VAWZEIAAAAAFAJCABhQhS6\njGe5LgPKikQAAAAAgEpAAAgTotBlPMt1GdCGaFRt4XBaWWs4rMXNzSXqEQAAAAAAo5EDCBMiGm1Q\nItE2ahnP5ubGCWk/Xobz/HSkrEjUyIpEAAAAAIAywypgmDCFLuPJMqAAAAAAAGTHMvAAAAAAJlw8\n3qfu7h4NDExVbe2gotEGvsADgHHEMvAAAAAAJlQ83qeWljVpU/gTiTZJIggEACVAEmgAAAAARdfd\n3ZMW/JGkRGKFYrG1JeoRAExuBIAAAAAAFN3AQObJBv39NRPcEwCARAAIAAAAwDiorR3MWB4KDU1w\nTwAAUkAAyMx2N7NfmtkfzewRM4um1DWb2WN++TdTypeY2Z/NbL2ZNYxn5wEAAACUp2i0QeFwW1pZ\nONyq5ubFJeoRAExuQUmg/yHpq865h8xsB0kPmNlaSfMlfVzSwc65f5jZPEkyswMlnSLpQEm7SfqF\nme3vnNsyfg8BAAAAQLkZTvQci3Wov79GodCQmpsbSQANACWyTcvAm9mtkq6Q9EVJVzvn/mdE/RJJ\nW5xz3/Tvr5bU6Zy7d8R2LAMPAAAAAABQRLmWgc87B5CZ7SXpUEn3SdpfUp2Z3WtmvWZ2mL/ZrpI2\npjTbKG8kEAAAAAAAAEokaAqYJMmf/nWLpBbn3BtmNlXSbOfckWb2QUk/lrRPluYZh/p0dnYmb9fX\n16u+vn4bug0AAAAAADC59fb2qre3N69tA6eAmdk0Sask/dw5922/7OeSLnPOrfPvPyHpSElfkCTn\n3GV++WpJS51z943YJ1PAAAAAAAAAimjMU8DMzCRdK+nR4eCP71ZJH/a32V/Sds65FyXdLulUM9vO\nzPaWtJ+k+4vwGAAAAAAAADBGQVPAjpZ0pqTfm9mDftkSSddJus7M/iDpbUmflSTn3KNm9mNJj0oa\nlHQ+Q30AAAAAAABKa5tWASvaQZkCBgAAAAAAUFRFWQUMAAAAAAAAlYkAEAAAAAAAQJUjAAQAAAAA\nAFDlgpJAAwBQdeLxPnV392hgYKpqawcVjTaoqaku723yaQ8AAACUEwJAAIBJJR7vU0vLGiUSK5Jl\niUSbJKUFeLJtIymwPQAAAFBuWAUMADCpRCLt6ulZnqG8Q6tXLwvcxjkX2B4AAAAohVyrgDECCAAw\nqQwMZP7T199fs03bbEsdAAAAUGoEgAAAk0pt7WDG8lBoKK9tso1gTW0PAAAAlBtWAQMATCrRaIPC\n4ba0snC4Vc3Ni/PaJp/2AAAAQLlhBBAAYFIZTtQci3Wov79GodCQmpsb0xI457NNrjoAAACg3JAE\nGgAAAAAAoArkSgLNFDAAAAAAAIAqxxQwAAAAoIrF433q7u7RwMBU1dYOKhptGDVtNZ9tAACVjQAQ\nAAAAUOGyBXDi8T61tKxRIrEiuW0i4SWyHw7w5LMNAKDyEQACAAAAKliuAE53d09auVe3QrFYRzK4\nk882AIDKRw4gAAAAoIJlD+Cs1cBA5u97+/trkrfz2QYAUPkIAAEAAAAVLFcAp7Z2MGNdKDSUvJ3P\nNgCAykcACAAAAKhguQI40WiDwuG2tPJwuFXNzYuT9/PZBgBQ+cgBBAAAAFSwaLRBiURb2jQwL4DT\nmMzhE4t1qL+/RqHQUFq5pLy2AQBUPnPOTfxBzVwpjgsAwHjqi8fV092tqQMDGqytVUM0qrqmplJ3\nC8AkEI/3KRZbmxLAWUwABwAmITOTc84y1hEAAgCgcH3xuNa0tGhFIpEsawuHFenqIggEAACACUEA\nCACQJtdIFUaxjE17JKLlPT2jyjsiES1bvboEPQIAAMBkkysARA4gAJhkMo5USbmdrY4gUG5TBwYy\nltf09+e9j6DgG8E5AAAAjBUBIACYZHq6u9MCPJK0IpFQRywm51zWOgINuQ3W1mYsHwqF8mqfKzBX\n19QUWA8AAADkwjLwADDJ5BqpUoxRLJNVQzSqtnA4raw1HNbi5ua82mcLzK2NxfKqBwAAAHJhBBAA\nTDK5Rqpky8+W7yiWyWx4FE5HLKaa/n4NhUJqbG7Oe3ROUPCN4BwAAAAKQQAIACaZhmhUbYlE2miS\n1nBYjf5IlVx1yK2uqWnM07GCppAVOsUMAAAAkxsBIACYZPIZqTLWUSwYu6DAXFA9AAAAkAvLwAMA\nUCb64nGtTQm+LR4RfAuqB8YDq88BAFA5ci0DTwAIAAAAGWVcfS4cVqSriyAQAABlKFcAiFXAAAAA\nkBGrzwEAUD0IAAEAACAjVp8DAKB6EAACAABARqw+BwBA9SAABAAAgIwaolG1hcNpZa3hsBaz+hwA\nABUnZxJoM9td0g2SdpbkJH3POdedUv81Sf8uaSfn3Mt+Wbek4yS9Kekc59yDGfZLEmgAAIAKwOpz\nAABUjjGvAmZm8yXNd849ZGY7SHpA0iedc4/5waFrJL1L0geccy+b2cckXeCc+5iZHSGpyzl3ZIb9\nEgACAAAAAAAoolwBoKm5GjrnnpP0nH97s5k9JmlXSY9J+g9JF0m6LaXJxyV939/+PjObZWa7OOee\nL/xhAACAiRCP96m7u0cDA1NVWzuoaLRBTU11494WAAAA4ydnACiVme0l6VBJ95nZJyRtdM793iwt\nsLSbpKdT7m+UtEASASAAACpAPN6nlpY1SiRWJMsSiTZJCgzkFNIWAABUv6AvivgiaXzlFQDyp3/d\nIqlF0hZJrZIWp26S5bbk5Q4apbOzM3m7vr5e9fX1+XQFAACMo+7unrQAjiQlEisUi3UE/gNWSFsA\nAFDdgr4o4ouksent7VVvb29e2wYGgMxsmqSfSvqBc+5WM3uvpL0kPeyP/lkg6QE/588zknZPab7A\nLxslNQAEAADKw8BA5n8N+vtrxrUtAACobkFfFPFF0tiMHFBzySWXZN025zLw5kV4rpX0qHPu25Lk\nnPuDc24X59zezrm95U3zer+f5+d2SZ/12x4p6VXy/wAAUDlqawczlodCQ+PaFgAAVLegL4r4Imn8\n5QwASTpa0pmSjjWzB/2f40Zsk5zi5Zy7U9JfzOwJSVdLOr+ovQUAAOMqGm1QONyWVhYOt6q5eXGW\nFsVpCwAAqlvQF0V8kTT+glYB+5UCgkTOuX1G3L+gCP0CAAAlMDzEOhbrUH9/jUKhITU3N+Y19LqQ\ntgAAoLpFow1KJNrSpnl5XxQ15lWPwplzGXM0j+9BzVwpjgsAAAAAAEojHu9TLLY25YuixaNWActV\nj2BmJufcyMW5vDoCQAAAAAAAAJUvVwAor2XgAQAAAKDcxON96u7u0cDAVNXWDioabWC0AABkQQAI\nAAAAQMWJx/vU0rImLV9IIuEloicIBACjBa0CBgAAAABlp7u7Jy34I0mJxArFYmtL1CMAKG8EgAAA\nAABUnIGBzJMZ+vtrJrgnAFAZCAABAAAAqDi1tYMZy0OhoQnuCQBUBgJAAAAAACpONNqgcLgtrSwc\nblVz8+IS9QgAyhvLwAMAUGGCVr0ptB4AKkU83qdYbK36+2sUCg2puXkx72cAJjWWgQcAoEoErXpT\naD0AVJKmpjreuwAgT0wBAwCgggStelNoPQAAAKoTASAAACpI0Ko3hdYDAACgOhEAAgCgggStelNo\nPQAAAKoTASAAACpI0Ko3hdYDAACgOrEKGAAAFSZo1ZtC6wEAAFCZcq0CRgAIAAAAAIAqEI/3qbu7\nR0ndh7oAACAASURBVAMDU1VbO6hotGHUlzxB2xRSn8/xMb5YBh4AAAAAgCoWj/eppWVN2mqfiYQ3\n7Ts1QJNrm0LqJQUeH6XFCCAAAAAAACpcJNKunp7lGco7tHr1sry2KaTeORd4fIw/RgABAAAAAFDF\nBgYyf7zv76/Je5tC67e1DhOLABAAAAAAABWutnYwY3koNJT3NoXUZ5vlk3p8lBbLwAMAAAAAUOGi\n0QaFw21pZeFwq5qbFwdu89Ejd1B7JKL9N63SMdP30Q6KZ9xHpvb7zT9Je/5tTWDbahCP9ykSaVd9\nfacikXbF43151eVTX8ix88UIIAAAAAAAKlhfPK7fdHfruOnP64m5N+vV+UdoxwVhNTc3qqmpTn3x\nuHq6uzV1YEAfmfmmdjs0IZv5boVCQ/rokTvqlR9coxWJRHJ/n5t+ltbv05jcxwy9ofZIZFR79/p6\nHfrsr/XtBzdlbTvy+IO1tWqIRlXX1JTse7a61MfX092t1zY9rz8/+7pem3+kZu62j6LRBs3QG8n2\nz77+ptZrb9nMA5KrkA3XZ2qb2rd86h9OvK4H34pps7z+JRJteuy3v9Gfb/+pNjz2nF7uP0DrFdVm\nNSUTYM/QG7qp45Kc9UGPLduxpW1MsO2cm/Af77AAAAAAAKAQ61atcq3hsHNS8qc1HHbrVq3Kq76t\noSGtbvinPRIJbB/UNqh9UN+ytT9ZYbeDVrn95p/kWubvmrFOcjnrw+FW9+9LL8u676B6ybkdtMqd\nM3121vq6Q0/J2T5XfdBjk5yLRNpHXQ9+vCVzLCZbxXj+EAACAAAAAKBwQUGYoPqlixZlrF+6aFFg\n+6C2Qe3zCSBl2+YwRdxhyl4nucD6xrn7FFQftP/Fs3O3z1UftG/JuUWLlo66HnIFgJgCBgAAAABA\nhZo6MJCxvKa/P6/6wdrajPVDoVBg+6C2+Rw/qC5b+3coe/vhuncod9vawcwJqvOtD9r/DsqcNDvf\n+qC6bU2wTRJoFKwvHld7JKLO+nq1RyLqi8eDGwF5KkayMwAAAKBaBQVhguobolG1hcNpda3hsBY3\nNwe2D2ob1D6fAFK2bf6ukP6u7HXe79z1A1MzL1Gfb/2W6Ruy1ofDrZq31y5jrg/q+1gSbDMCCAXp\ni8e1pqUlLWFYm397ZOIuYFvF431qaVmjRGJFsmxMyc4A/P/27jxOzqpK+PjvkGgSdsQFEB2g1REV\nNQ6bCyQfhXQgru+8yqsooI46OiaoM25ZhswAbugoiY7jitsg7qOmNSTOmGRAFp1BFASRdhmRZRTZ\nJVHgvH/cp0Mlqa6qdKW6qqt+388nH6qfW0/37eJ21X3Oc8+5kiSpT81btIglo6NbXJMtHhpifhWE\nadY+dt22bOVKpm3cyL0zZzJ/4cLNxxud3+zcVn5+o7bxzn8RQ1zNQvbd51O8gf34wI3Xb9MGcNs+\nu4/bPjS0mGe99NUs2aoAdrP2U2btxfSDHsTw/ss45sjXbNN+8sy92PngPVl++nx24+ks2ep6uVl7\no9+t9mePFdjeHlFSxCZXRGQ3fq52vKXDw5yxZs02x5cND3P66tVd6JH6yfDwUtasOaPO8WWsXn16\nF3okSZIk9Z4NIyOsrQnCHLtVEKZZe7vfv53zW/neY8+59Tc3cu0Nd9TscnYsu3HH5vNvuONurs4D\nN+9wVtte79yxXb5aaZ/oa9tqe7PfrdXXPSLIzKjbZgBI7Vg+dy7L16/f9vicOSxft27yO6S+Mnfu\nctavX77N8TlzlrNu3bbHJUmSJGmQNQoAmQKmtrSSsylN1IwZ9YuibW+xM0mSpKliw8gIa1asYPqm\nTdwzYwbzFi3aZrVAo3ZJGo8BILWlWT6n1I5Fi+YxOrpkixpApdjZ/C72SpIkqTOa1de0/qakdpgC\npra1mw8qNTIysoGVK9eyceO0zXm8FoCWJEn9aNz6mrNmcfq++7L0hhs44+67t223/qakiilg6qij\nFyww4KOOWbDgaAM+UotMC5CkqW36pk11j0875BA491ymv+QlcOml27Zv3NjprknqAwaAJEnqA6YF\nSNLUN259zb32gqEh7tlzz/rt1t+U1IKdGjVGxCMi4rsRcWVEXBERi6rjZ0XEVRFxeUR8NSL2qDnn\n7RHxs4i4OiLmdfoXkCRJsGbFii2CPwBnjo6yduXKLvVIkrS95i1axJKhoS2OLR4a4tiqvmazdklq\npNkKoD8Bb8zMH0bErsB/RcRaYA3w1sy8LyLeBbwdeFtEPA44AXgc8HDgOxHxmMy8r4O/gyRJA2/c\ntAHTAiRpyhhbsbmspr7m/Jr6ms3aJamRhgGgzLwRuLF6fGdEXAXsl5lra552CfCX1ePnAZ/PzD8B\nv4yIa4HDgYt3eM8lSdJm46YNmBYgSVNKs/qa1t+UNFENU8BqRcQBwGxKwKfWK4BvVY/3A66rabuO\nshJIkiR1kGkBkiRJaqSlItBV+teXgVMz886a40uAP2bmuQ1Or7vf+/Llyzc/njt3LnPnzm2lK5Ik\nqQ7TAqT+485+kqRm1q1bx7p161p6bmTWjc/c/4SIBwCrgG9n5gdqjp8CvAp4VmZurI69DSAz31V9\nvRo4LTMv2ep7ZrOfK0mSJA2qujv7DQ0xfPbZBoEm0cjIBlasWMOmTdOZMeMeFi2ax4IFR7fcLkmT\nLSLIzKjX1nAFUEQE8AngJ1sFf+YDbwbmjAV/Kt8Azo2If6Kkfj0auLTN/kuSJEkDZbyd/ZatXGkA\naJKMjGzg1FPPZ3T0zM3HRkeXALBgwdFN2yWp1zRLAXs68FLgRxFxWXVsMbACeCCwtsSIuCgzX5eZ\nP4mILwI/Ae4BXudSH0mSJHVCsxSpqZxC5c5+3bdixZotgjsAo6NnsnLlMhYsOLppu9QprjzTRDXb\nBewC6heKfnSDc94BvKPNfkmSJEnjqpsiVT0+esGCpu29zp39um/TpvqXShs3TmupXeoEV56pHS3v\nAiZJkiT1ivFSpNauXNlSe69zZ7/umzHjnrrHZ868t6V2qRPGX3m2tks90lTS0i5gkiRJUi9pliI1\n1VOo3Nmv+xYtmsfo6JItLraHhhazcOH8ltqlTnDlmdphAEiSJElTTrMUqX5IoTp6wQIDPl00lk6z\ncuUyNm6cxsyZ97Jw4fzNx5u1S53gyjO1o+k28B35oW4DL0mSpDbUq/GzeGiI+dU26c3aJWkqGStq\nf9v1N3H56O1cdvdK7qS8lw0NLebssw0+qmi0DfyUCgA12slhKu/yIEmSpO23YWSEtTUpUsdulSLV\nrF2SpoJ6Ae2Xz9qLqw+azx77D7Fw4bEGf7RZXwSA6u7kMDTE8NlnA4zb5oe8JEmSJGmqWjo8zBlr\n1mxzfNnwMKevXt2FHqmXNQoATZldwBrt5DDVd3mQJEmSJKmeqV7UXr1jyhSBnsig9w9CkiRJU93I\nyAZWrFjDpk3TmTHjHhYtmme6hzRA+qGovXrDlAkANRr046WT+QchSZKkqWxkZAOnnnr+FluNj44u\nATAIJA2IeYsWsWR0dNui9gsXdrFXmoqmTACo2aD3D0KSJEn9ZsWKNVsEfwBGR89k5cplBoCkATFW\n13ZZTVH7+Ra11wRMmQBQK4PePwhJkiT1k02b6k/XN26cNsk9kdRNRy9Y4PWt2jZlAkDQeND7B6Fe\nZu6+JEmaiBkz7ql7fObMeye5J5KkqW5KBYCkqcjcfUmSNFGLFs1jdHTJFvOIoaHFLFw4v4u9kiRN\nRTFeAeWO/tCIbOfnuppCU8nw8FLWrDmjzvFlrF59ehd6JEmSppKRkQ2sXLmWjRunMXPmvSxceKxz\nX0lSXRFBZka9tim3AqjfV1MY3Oo/5u5LkqR2LFhwtPNBSVLbplwAqJ93Quj34NagMndfkiRJktRt\nO3W7A9urn1dTjB/cWtulHmlHWLRoHkNDS7Y4VnL3j+1SjySpf42MbGB4eClz5y5neHgpIyMbJvV8\nSZKkXjXlVgD182qKfg5uDbKx1VsrVy6ryd2f76ouSdrB2l1J60pcSZLUz6ZcAKifd0Lo5+DWoDN3\nX5I6r9008X5OM5ckSZpyAaB+Xk3Rz8EtSZI6rd2VtK7ElSRJ/WzKBYCgf1dT9HNwS5KkTmt3Ja0r\ncSVJUj+bkgGgqazZNu/9GtySJKnT2l1J60pcSZLUzwwATSKLS0qS1DntrqR1Ja4kSepnkZmT/0Mj\nshs/t9uGh5eyZs0ZdY4vY/Xq07vQI0mSJEnqLc2yJpo9p9n5rXx/aaqKCDIz6rW5AmgSWVxSkiRJ\nksYPwrSSNdHoOUDD883K0CAzADSJLC4pSZK6xTvi22/DyAhrVqzgtutv4mc33M5t+xzJ7g8/aLtf\nm3ZXM0j9plEQZsWKNVscL21nsnLlss1/E42ek5kNz2/l+0v9ygDQJLK4pCRJ3TeIF9rN7nh7R3xb\nG0ZGOP/UUzlzdHTzsRNu3olvXXkio6PnA629Nu2uZujk6z8W4Jq+aRP3zJjBvEWLOHrBgo79PGlM\noyBMK1kTE8msGGszK0ODzADQJLK4pCSpFYMYoJgsgxroaHbH2zvi21qzYsUWwR+ALzDKYazkB6Or\nt3ltxvu7bXc1Q6de/3oBriXVY4NA6rRGQZhWsiYaPWe8WrNj55uVoUFmAGiSuc27JPW/dlJtBjVA\nMVkGNdDR7I63d8S3NX3TprrHd2EjsOVr0+jvtlOrGdpVL8B15ugoy1au3CYAZPqgdrRGQZiFC5tn\nTTTLrGjUZlaGBpkBoAHjB7QkdVa7qTaDGqCYLIMa6Gh2x3uQ74iPlwZ1z4wZdZ9/FzOB8tqMnXvl\npVez162PZVdGuJMSPBn7u50xo/FqBOjO6z9egGvaxo1bfG36oDqhURCmlayJVp4zXptZGRpomTnp\n/8qP1WRbtWp9Dg0tTsjN/4aGFueqVeu73TVJ6hvz5i3Z4n127N/w8NKW2ufMOa1u+5w5p3Xxt9rS\nqlXrc968JTlnzmk5b96SKfU50uz171f15wBv3/z/rll7v1q/alUuHhraYjAsHhrK9atW1W17IUO5\nK6tyaOjtedZp79qm/UVVe+3fbSuvbTde/yXz5m37hwC5dHh4i+e1+54mjWfVqvU5PLw058w5LYeH\nl/b9+400Wap4S91YTF+uAHKVS33eVZakzms31abXV2JM9bv9g7j0f8PICBetWMFxs27i2r3P49Z9\njmCP/Yc23/Fu1t7PGqVBnb56NQDLVq7k1t/cyLU33MGt+xzO0/e/mIUL53PRijPHrxFUrQKaOfPe\nHbaaYUebt2gRS0ZHt/gdFg8NMX/hwi2eN9XTB01f612WxpAmX98FgKb6xLSTWvmA9kOwe5rVBJnK\nk5ep3n9pe7SbatPrAYqpfjNh0Jb+1y30u2cwvPBEjq6CP43a+12zNKijFywYtyDy98/6+7rHx2oE\nDQ0t5pgj92Dp8DDTN23i0BkzmPfmLXfZ2jr9bPEk7sI19nOWrVzJtI0buXfmTOYvXLjNz5/K6YOD\nnr7m/ErS1vouADRVJ6aTsQ1nsw/oVrcpnWiQott6uX+NXntgh0xeuvX/btAnXxo8zQI4zdo7GaBo\n9lnTqH2sbdYlP+VQvs/VLNpc6wTgtutGN1/o9vp20oN017lZod/tKQTcj8ar83PvzJkTPnfGXtcx\nfPgyjjlyD2753MfG3WWrF3bhahTgGvubf8z1N3H3rHO57O6Vm//mp0pB3V7Y/a6T8692NxRo9wad\nN/g6x9dOHTNeblhJHeMRwHeBK4ErgEXV8QcBa4FrgDXAnjXnrAB+BlwOzB7n+3Ys362V2gm9Vrug\nUf75jtQsv7xZDnejGkK9Xl+o1/vX6LXfEbn33fx/Z+0ADaJmdQ26Ufeg2WfN9tZCqa11siur8pRZ\ne3X8c0zb77Q5c+rWeTltzpyW2vtdvbH99hbHbrNzm9XYabUGTzfU+91OmbVXHvn4F29+z1q/alUu\nmTcvT5szJ189+7A8evYJW7yn1bYvmTdvm9e00+2Zza8LOl1zrZPzr2bntzOvn4z28fTCuBnrf6Pr\nxU629/p1i3pfFW+h3r+6Bzc3wj7Ak6vHuwI/BQ4G3gO8pTr+VuBd1ePjgW9Vj48ALh7n+3bsl233\nza4bJnMC0Oiio9mHYDtBim7r9f41eu13xOSlm//vuj35klS0czE6XtuhDCdkHjXrwEn7HBvPjpr0\n95upHISYLOtXrcqlw8N52pw5uXR4eLvGRqNzp3Lwrdm4aCegPBntY7p9E6qT8692NxRo97XpxGvb\nK+Om28GxXr9uUe9rFADaqcnqoBsz84fV4zuBq4CHA88FPl097dPA86vHzxs7npmXAHtGxMNaX4/U\nvkWL5jE0tGSLY2UZ6rFAo6Wgayetj1trdRvOHWHBgqNZvfp01q1bzurVp2+xlLBZilijGkK9XgCw\n1/vX6LXfEbn33fx/N9H+5+1Xs3R4mOVz57J0eJgNIyM7pD/SoGr2WdOofby2h+9xNcPDy3jS0O4N\nv3enjaXSnLFmDcvXr+eMNWs4/9RTN79vNGvvZ/MWLWLJ0NAWxxYPDXFsVei3WfsgOHrBAk5fvZrl\n69Zx+urV25V+1ejcZull7aSfdVqz94vxUgfXrlzZE+0bRkZYOjzMY65fxVGzDmJX7v9bH7su2DAy\nwgG/XcP8mY/kUIY3P6f2uqFdnZx/tbuhQLvFvTtRHLzb42ZMs+vFTrf3+nWLpraWawBFxAHAbOAS\n4GGZeVPVdBMwFuTZD/h1zWnXAftXz5kUzWon9OIfVK9MAJrlcDf6ICmBxvptvaCXCxRC89d+vLb7\nJy+f4XcbD95ck6P23A0jI8y84jPMYR13MWOLuh15+9XM+p9L67bNnHnvDqkX0qh2wHj9f/Q+L2T2\nDd/jjMuu3/yzJrsugtRv2rkYHe89/pAjH8vpq09n6fClJVF8nO/dada5GV+zQr+tFgLW9mu2y1ar\nu3B1Q7P3i3YCyp1ur1db6eWzXsbVB83fvLvdbtzB+aeeykc2P+fXnDzz+/zy4Hm85fTXsRt3NKxp\n1mrtzk7OndvdUKDdG4ydKA7e7XE1ptvBsV6/btHU1lIAKCJ2Bb4CnJqZd0TE5rbMzIiofQeLrU6v\n/+7WQY2KO7byBzXZRbd6ZQLQLHg20SBFL+hWgcJWJwitFH3duq3Z5GVsa9/zTz2V1Tf/AvgFACcw\nyreAfff5FLNv+B4fuPn6bdoeNnQhxxy5R8PilI2KVwJtTb4ey6/4QE3wBwbnYk3qlHYvRnv5QnZH\nTfr7VaNCv620a2KmcvCt2d90u6ubOtleL+B7zt23sGz/33P66nMBWDo8vM1zPr3xFpY99NbN85Md\nUby7k3PndjcUaHfDgom21+6Mt/XcuNvjaky3g2O9XFhdU1/TAFBEPIAS/PlsZv5bdfimiNgnM2+M\niH2B/62O/4ZSOHrM/tWxbSxfvnzz47lz5zJ37txJ2Qmr2R/UZFTM39pkTAC2ZyXHeNuUXrRiBcfN\nuolr9z6PW/c5YvOFfKMgRa9Uq+/Gtr+tThAavfaN2hpNXsZ+r3qToC8wynF7L+KR++69TZBlrO31\nZ5/DRSvOnPAd9cxsa/I1bePOdV/TQblYkzphR1yM9uqF7FROtVF/m6rBt2Z/0+0GlDvZ/h9nnVX3\nd6qdQzQKCu+IFYW187dn7f4HHj57lNj9sVvcxFvTwry6kUZz23bn9Y3aa1dHjfe7jdfebGe8bo+r\nsddmvNX1Y8Griaxub+X82uBYvde2V66r1HvWrVvHunXrWnvyeMWBqmWJAXwGeP9Wx98DvLV6/Dbq\nF4E+ku0oAj0ZO2GNFYB8/ROelPP3PmiLnQzG2of3PjDnMCcPZd7m3U0g8+jZJ2w+96hZB27RNla0\na/2qVfnq2Yfl/JmP2OL8oaHFedZp7+pa8cnJKpimLbVSWHN7d92pfd1bKR7Z6DntFqds53s3O9+i\npJK2R7PdmNrZ6UlSfc2KZ3ervZU5RKPntDs/6va8upPz/na/d6tz426Nq3r9P2nmXnn07BPyrNPe\n1dLOeBM9v16711uaqCreUj/GM15DOY9nAPcBPwQuq/7Np2wD/x3qbwP/QeBayjbwTxnn+27TyU5f\n8E3kDWtsi9tdWZUnzdyrbtvYoaNnn9Dw/G5uj9vuDiBejE9MK0GQiey6sz3/Xzr5/dv53s3O92JN\n0vZq96JAUn9oZQ7R6Dmdnjd3el7dzflds/Ze3vkus7Nz226PCw2WRgGghilgmXkBjLtT2DHjnPP6\nRt9zPJ3Oz5/Ics4vMMphrASST2+8pW7bD6plezN++X3OvOXn455/zt1bnj+Z9Uwmq2CattRKysFE\nXtuxtlaWsXaypkc737vZ+d1OJ5E09UzVVBtJO1Yrc4hmz2ln/tPteXU35v2tntvr6bjt/O7tnu/1\nliZLy7uAdVqn3xAm+ma3CxuZNfPnUOdvb5eag7tSv5jXLvVO3Opnd9pkFUzTlloJ0Exk152x131H\nTHAatXWyXkir39+LNUmStL1amUOM95x25z/dnld3ct7fbG7a7Ht3e8OAZtr53ds93+stTZrxlgZ1\n8l/5sVvqdMrHRJfdzd/7oHz17MPqth3KcELm0NDbGz7nqFkHdnVJX7u1EUzHmbhWUhLGe2193SVJ\nkqaWbs+rOznv3xG/Wy+n47Y7L+/0aye1igYpYJHjRCM7KSKy3s/dMDLC2ppo+rE7MOWj3o5Mi4eG\nmH/22eNu6TjWDttuaX3KrL346eYtrY+tu2XkyTP34pcHz+M5z529TcX72p89GZq9tu22a+Iavba+\n7pIkSVNLt+fVnZz3d/t367R25+WD/Nqpd0QEmRl123opANRpnXyz2xHnS5IkSZIkTZQBIEmSJEmS\npD7XKAA03g5fkiRJkiRJ6hMGgCRJkiRJkvqcASBJkiRJkqQ+ZwBIkiRJkiSpzxkAkiRJkiRJ6nMG\ngCRJkiRJkvqcASBJkiRJkqQ+ZwBIkiRJkiSpzxkAkiRJkiRJ6nMGgCRJkiRJkvqcASBJkiRJkqQ+\nZwBIkiRJkiSpzxkAkiRJkiRJ6nMGgCRJkiRJkvqcASBJkiRJkqQ+ZwBIkiRJkiSpzxkAkiRJkiRJ\n6nMGgCRJkiRJkvqcASBJkiRJkqQ+ZwBIkiRJkiSpzxkAkiRJkiRJ6nMGgCRJkiRJkvqcASBJkiRJ\nkqQ+ZwBIkiRJkiSpzxkAkiRJkiRJ6nMGgCRJkiRJkvqcASBJkiRJkqQ+ZwBIkiRJkiSpzxkAkiRJ\nkiRJ6nMGgCRJkiRJkvpc0wBQRHwyIm6KiB/XHHtyRFwcEZdFxPcj4rCathUR8bOIuDwiZneq45p6\n1q1b1+0uaApy3GgiHDeaCMeNJsJxo4lw3GgiHDdqVysrgM4B5m917D3AaZk5G/j76msi4njgUZn5\naODVwId3YF81xfmGpYlw3GgiHDeaCMeNJsJxo4lw3GgiHDdqV9MAUGb+J3DLVofvA/aoHu8J/KZ6\n/Dzg09V5lwB7RsTDdkxXJUmSJEmSNBHTJ3jeG4DzI+K9lCDSU6vj+wG/rnnedcD+wE0T7qEkSZIk\nSZLaEpnZ/EkRBwDfzMxDqq9XAN/NzK9FxAuBV2fmsRHxTeBdmXlh9bzvAG/JzP/e6vs1/6GSJEmS\nJEnaLpkZ9Y5PdAXQSZm5qHr8ZeDj1ePfAI+oed7+3J8e1rQzkiRJkiRJ2vEmug389RExp3r8TOCa\n6vE3gJMAIuJI4NbMNP1LkiRJkiSpi5quAIqIzwNzgAdHxK8pu369Cjg7IqYDd1N2/CIzvxURx0fE\ntcBdwMs71nNJkiRJkiS1pKUaQJIkSZIkSZq6JpoCJm0jImZFxEMiwnGllkXEzhHxqGpFodQSx40m\nIiKsQajt5rjRjuA4UisiYpeIODwiZna7L+pPXqhrh4iIVwG/Aj4EfLDL3dEUERGnUMbN+4BPRMQe\n3e2RpgLHjSYiIt4GfDgiXtLtvmjqcNxooiLibRFxRkQ8GyBNu1ATEXEi8AtKyZVPRsQTutwl9SED\nQGpbRDwceAFwOKUI+MER8dcRsXd3e6ZeFhF7AscBT8/M51WHF0XEo7rYLfU4x40mIiLeAMwHVgF/\nHRFvqT67vCuvcTluNBERMS0ilgPHAlcA742IF0fEXt3tmXpZRMwAjgaOy8xnAz8DXhURh3W3Z+o3\nBoA0IVsFd24FHgTMysyNwJmUYNCh3eibeldEPHQsZSczbwUeBzykal4B7AEc06XuqUc5btSOKi35\nmcCyzFwFvA3YE3gJeFde9Tlu1IadKBvonJqZ5wFvp8yLj+1qr9RzImLfsVXMmbkJeCqwT9X8aeAm\n4P92qXvqUwaAtF0iYqeIeC9wYUScGRHPzsy7gEuARwNk5neA3wBHRMTOXeyuekQ1bs6ijJMPR8Qr\nq6YvAYcBZOZ/AVcBB0TEgd3pqXqJ40YTEREPiIh3R8QrIuIJmXkf8CPgRdVTLqL6zIqI2V3rqHqK\n40YTVY2df4yI50TEUGb+CfghZfUYwNcpactPiogDutRN9ZAo3gN8HzgnIv6uavoXyipnMvPnlPec\nnSPiyO70VP3IAJC214uBx1PubPwQ+EiVkvEb4Ck1aRhfBf4SuKcrvVSvmQccAjwG+FfgLRFxCCXP\neb+IeGr1vAuAI4E/dKWX6jWOG22XiHgI8DXKHdR9gHMj4nHAvwO7RMRh1cqNK4DfAft2rbPqGY4b\nTVQV0FkLDAFHAF+IiN0owcMHR8RjqmDifwIPBrwxKig3sZ6QmfsD/wAsiIjnAdcAVI8Bfgo8FPhj\nV3qpvmQASC2pyXXfCbg0M2/KzC8B3wJOA75CmRA9EyAzL6MEhR7The6qR9SMm3uBm4H7MnMdcB7w\ncsrKjTuA50bEAzPzp8DdgPVcBpjjRm3YHXhoZp6cme8Avg2cQPnsuhI4ESAzR4EDgf3Aei5y3GjC\n9gA2ZeaJmbkU+CXwWuBaIIFh2Lxa9bGUm6gaUDXvGXcDe0TELpl5OfB5Sv2fAH4AvDQids/Mm3xS\nTQAAEqlJREFU64AHYtBZO5ABILVq7A1rd+BBETGt+vrvgOcCM4CPAXMj4lMR8UVgJuWDUAOm5gNu\n7L+zKHdN96++Pgt4ImXi9FngEZS7Zl8GdqMUvtOAcdxoe4xz8X0b8JOIeHr19YcoF+sPptyB3z8i\nTouIXSh34m8D67kMEseNdrAHAr+oWQG/GJhLWbFxMXB4RLy+mjffBtzQlV6qq+rMb6YDlwJPrr7+\nLLAr5X3n68DtlJWI/1Ydu2ryeqt+ZwBIdUXEkbW7FVTLV6GkYcyhLHMlM28DPgMsz8wfAK+nRK4v\nzcxnZuadk9tzdVNEHB8R+4xNimvGzb8DBwCHRsSsalysAt6amb8EXkEZWxsy8xmZ+b+T33t1i+NG\nE1F78V0V7AWYRlkdNhQRO2fm/wCXAXMz81LK1roHUdIGr61WsmqAOG60I9SMnd9RUnQeHhHTM/Ma\n4HLg5Zn5dUowcR6lbMLPMvOCrnRYXRERJ0bEQZT3mNr5zZWUYNDsiHhIZt5NCTafkpm3AH8FvBtY\nnZlHVPWApB0ivHmhWhExFziXMvGZDizJzB9ExBMp2y5/OCL+FngG8DeZeX1Vh+N5lJ0y/hQR4V2x\nwRIRT6MsX70S+BPw+cw8ryrKewLwT9V/jwX+JTO/FxEPA94LvC4z7+hS19VFjhtNREScTAn+/Scw\nkpkXVcefDvwYOJ6yk8oXM/PCiJhJqatwVGb+KsqOcjOqDQw0IBw3mqiIeAVltfvFwL9m5q+r40+h\nzJffTFmR+t5qrOwNbACOycwbImJ3gMy8vSu/gCZdRPwFZX5zLXALcFVmnlHVG3sj8H7gKZRxdWFm\nnluddz5wYmb+rjs91yBwBZA2q+5mPAt4Q2YuAL4LvCwijqLc4dgAkJnvq77++4h4NfAB4M5q1wOX\nRA+mpwDvzMzjKSsyjomIE4Abga9l5h8z87PAT4A3RsRbKUtcr/cifqA5brRdIuJw4E3Acko6xZsi\n4rgqveIplHTkVVXbSVXR8AMpS+1vB8jMe7yIHyyOG01URDwLWASspBR6flu1Sv5hlLqXuwAfpaQm\nnxIR+1LqX36fMlcmM283+DNwDqTc1DoeeB/whIh4Q2b+Fvh4Zv42M88H1gMvj4h3RcRFlIDR77vX\nbQ0CVwANuOquxAOA32dmRsRq4PzMfH/14fYi4M+BxZl5e0RMy8x7I+KhwGzgZOC7mfmxrv0SmnQR\nsQelNsIvq/Hwr8BoZv59tfvFscArgZMy8+aacTMDeBLwEuBKx81gcdxoIiJip7Fl8xFxIvDYzFwW\nETtTVp8uysynbnXOQ4AXAs+npO6823EzWBw32hEiYilwd2a+LyL2p6zYeHpmnrjV8w4BnkNJ93o4\ncGZmfmqy+6vuiLIj8mOAy6psiHdSVgy+qQo0HwZ8AnhWZt44Nr+pzn0sZez8PjM/0a3fQYPDANAA\ni4hTgSXAOuCGzDw1Iv4PZeLz2sy8q7prdgKwLjO/WZ33BEoO/MYudV1dFBF/Q7mLehHwv5n5VxFx\nBGUl2HAVKNyPUiD8Z5n54eq8pwFXeBdsMDluNBERcRrwMMpn0BerNOVPZuZBVftOlF0oL8zM99ac\nF9VNjT8DrhubaGswOG40UdXY2Qm4ODO/Xc2L35aZh1ftB1G27V6bmZ+pc/4TKTcqHDsDosqGOIOy\n6utm4K2UjXC+BzyuqulDRLwf+ENmLqm+nk+pmeqKH00qU8AGVFVj4zjgCcBrgCdHxMsoy1Vvotxp\nB/gpZeevqM57AXAkZWtLDZiIeDBlyfOTKIHCGRGxmLKd5QZKXjPArcBvqd5jIuIZlO1PnRANIMeN\nJqK68/40YDXw+oj4O0oR3ssj4i01T/0w8KSI2Dki9qzG1tMBMvNXXogNFseNJiIipkfEWcDhlB0l\n3xcRL6TctLgmIl5ePfV/ge8Aj4qIB0TE/hHxd9XNUTLzR46dwRERsyi1w46qymf8inJz/T7KJjnv\nqZ73AEpAaFo1bh5D2drdsaJJZwBocN0O7AXsXEWm30eZMO0KXALMi4jHZ9nl627gkdV538jMj2fm\npm50Wl13C3Aw8JBqaf2HKePocOCLwHMi4ojM/ANla9Q9q/O+l5mftH7CwHLcaLtEKbh7FPDmzPwG\nsIwyWX45ZSXZayNiz2o8/RG4tRo/9wKfTXfaGUiOG7XhAZQA4Gsz83PA6ZQL+2dQivm+LCJ2z7Ib\n5QOAXaval5uAr2fmFV3qt7ooy+5dT6XsBAdlO/ffAScBZwHHR8SzqrHy0OqcP1FWOp9TXWdJk8oA\n0ICp8lABdqNEog8GqCZKd1Lutn8X+BHwiYj4FDBM2fkA72oMjpqxUvt4JvBl7r9L+j3gF5Rid6OU\nux1nRsQXgBO5f9zchwaO40YTEWUr5Xsou8O9uDp8IeVO/BHAb4CvAudUKYIvBnav0nfuyGqHHg0W\nx40mqqrHcjfw38Czq8NfBW4AHk/ZiOBK4ONVkecjgHsAqmK+P5v8XqubImKnKpUU4JOUumJk5jWU\nG+n7VW1vBl4TEasoxcQvqZ5nJoW6xgBQn4uIF0XEEXH/FpT3Vv/9JSXd4ikRcUD19G8AL83MmzPz\ndEpaxsXAoZn5g8nuu7onIt4ErIyIIdhi3NxFWRp9UJTtT6FMsI8C7snMFcBfAyPAX2Tmv09659U1\nEfGCiDhkLPDjuFEromy3PfZ4WnURDyWF5+HVatR7gCson1uPptRYWEWpGbUT5a69E+oBEhGHVsXj\ngbJLV/XQcaOGImLfsc+pKnB4b5WicwXwyIj4s2ql+/coK8j+SLmQvwb4FGWl6mld6by6IiL+vPbr\nzLyv5ibVBcCeEXFM9fVPKTXI9s6yvftrgXMo85uvTVafpfEYAOpTETE3IjYAf0Wp8fP2Ks99t4hY\nXOUq/xuwP2XrdzLzP4Hfjb3JZeZFmfkv6XbLAyGKXSLiI8DxlN0KflW1zYqIf6gKaW4A7gL+EiAz\nLwf+RFk9RmZem5mfcdwMjoh4TET8AHg1ZaKzJMqOGETEGY4b1RMRwxHxbUqw+SQoQcMoWyzPpazc\n+DllKT2ZeTXlIv7ALFtyfwJ4SWa+qkrj0QCIiGMi4gLKjoH31Rw/3HGjRmrGzoeAf4YSOIyIv6Cs\niP8PYDowv2q7kLLj7ezM3JiZS4H/k5knVyuG1Oci4skR8StgVVU/tbbtnVWdqCuBy4C/qgKKP6es\nfN4foLqx/pUqfVDqOgNAfSYiplUFyV4GrMjMeZTUi92BjZRizl/IzCuqC7ARSr2fj0TENyi5zP/T\npe6rSyLiAdVd0OnAQ4DjMvO/KB9gYznOH83MdZn5K8ruKY+OiM9HxDcpk/DRLnVfXVLdMYVSI+GL\nmXkc8G7gzyh32gH+xXGjMVWgeXpEvBV4B/BBStrx/Ih4fvW03Si7lN5BWa3xhIh4U0TsRam9sblm\nQrob5UCoxs20KLsJfg74YGa+dqv6YHvguNE4qpubZ1J2nnwt8IiIeGa1EuhAypbd11B2cpoTEadE\nxM6UjQluHPs+1qQbDDUp7IcA76RkRDwvImbUPO09mfmlqo7PuZQNcs6rbmzsSlkJJPWc6d3ugHaM\n6o3q3ZQL9s8Dr8v7CzW/EHgE8BRgNDNHqwv+P2XmqurO/QnAVZn5gW70X91RM24eGBFf5/6JzrSI\neAfw+Gp8fCUzL68ZNz+KiFdQVgo9JDM/1LVfQpOuZtzMqOqEzQZ2hrJ7TkTcDbwwIr6YmZeN1eZw\n3Ay2ql5CVHfcfw28ODOvqdJ4ZlPSKgC+M5aWk5k/iIglwBuA9ZRiqyPd6L+6o2bc3BsRd1EutL5b\ntR1PWfFzZ2auHTvHcSPYPHbG6sk9Gfh+Zn65KovwB0pKV2Tml2tO+zKl9s/fAm+hzH8sgzAgqvnN\nGcD0iBgB1mbmjRFxOeWmxXrKah+y2t597HFEnEzZKfmxmfnRye+91Jow9Xnqqz7gPkRZ5fNt4GTg\n68BHgb+hRK8vpixvnZ6ZC6vzjgauz8xrIyLMgx8sW42b1ZSCmP8BLKTkuE8D/rU6/vzMfGJ13nzg\nN5n54y50W1221bg5n5LSdQmlZthrKHe9nk5J93pgZr6+Om+Y8n7juBlAVeDvTOCczFxc3VnfCEzL\nzD9FxOcpE+1PbnXe7pl5e0Q8sHquaRcDpM64eSjwekrAcIhyAb+JsqPO0przHDcDrs7YOZiS2n4l\nMI+S4v5rSj3el9act0tm3lWtHPujK34GR0TMAc6mBJX/i5LW/ubMXF+1v5+ycvmMKuATmZkR8QLK\n/OaSbvVd2h6uAOoPu1HubMzLzDsi4neUXQyenZnvH3tSRBwKLI6IR1IK2g1R8uStRj+Yth43t1B2\nu7ieUjvqxMy8Cvj7iHhu9cF4AWX77mu61Wl13dbj5vfA4yjFMv8MOAb4B0oBxNlQJtSUceNOKQMo\nInal7JDybuDkiPhkZl5bNd9XXaTPoKRe1J63kBJQfGdm/nEy+6zuqzNuPlWtGLsQeBCwtFqZegjw\nuYj4Qmb+uEoT2x3HzcCqM3Y+k5lXVWmmpwCXZeY/RylAf11EPC0zv1e952wEPla7ukMDI4H3ZeZn\nASLiiZR6UOur9vdRbow+jrKRxR6UAvM7AbdPem+lCTIA1Acy87aI+CXwcmAF5SJ9X+CYiLgoM2+o\nnvpg4LbMHKvxc86kd1Y9o8642UCZVF8AvIQSIFwXEftR8pivzLKr0+e702P1gnHGzYMpWyx/fizo\nHBGvoawiG6uZcF5XOqyuy8w7I2JhZv5PROwD/CPwkpqVp3sBO1cX7w8HnlqlZHzclRuDa5xx8/+A\ntcBFmTl2wXU1JSUjqq8/6bgZbHXGzmmU1cw3A39OWeVMZm6MiPOAPatTz8vM33ajz+oJ3wcujbIb\n5b2UlUBjN7KmZ+Z1EfEx4K1VqthvgVMy8yvd67K0/SwC3T++Cjw5IvbNUmX+R5Rl0ftGxAFVLvxZ\nlDczIiLG/1YaILXj5nbKyp7fA6dTCmh+jpIedmVm/q6L/VRv2Xrc/JjyfrNfROwdEf9AKQJ9QTc7\nqd5Rc+PhA5RC4MM1K08PpGyh+wbKxgT7VOd4ET/gtho3Q9W4uY+SYjrmLZQ6h9dV5zhutPXYeVRE\nHF9d1F8LfCwi/jwiFgNHUYKIGPwZbJl5d5bd3u6tDg1z//vKPdWxxwPHAZdn5imT30upfQaA+scF\nwO8oS1vJsoPT4ZTljC8GngQcP1aUzJQvVbYeNxcDzwF+kJlvBD5G2RHsH7vWQ/Wi8d5vdgKeSrmb\n+szaoqwSQGbeCHwcWFJz+EjgUOCxwHMz84Pd6Jt619bjpioI/eyI2EC5IDspM3/fzT6qN9WMnbdX\nX7+TEmg+DXgipVzCz7vXQ/WaKDtVTqOksn+rOnZwRPwFJfj86Mxc3M0+Su2wCHQfiYinUfKdV1KW\nMZ5DKej7k5potrSFOuPmE8DiKhgk1VVn3HwSeGNm/rCrHVNPqyma+RXKjoM3U9IHr8rMDd3tnXrV\nVuPmBuBO4IfANZn5393tnXrZVmPnJuBu4AvAFZn5h+72Tr2qqg/1MeBrwCspn1dvNtCsfuAKoD6S\nmd8D3klZmvht4MuZ+WODP2qkzrj5qsEfNVNn3HzF4I+aqS7EdgYeCpwA3JyZHzH4o0a2Gjf/D7gh\nM88z+KNmtho7LwJ+lZmXGvxRE7OBE4E3UebFrzT4o37hCqA+VO2ocq+BH20Px40mwnGj7RURfws8\nEnhLZm7qdn80NThuNFGOHW2viNgfOAl4r7sJqt8YAJIkSZMmInaqCvlKLXPcaKIcO5J0PwNAkiRJ\nkiRJfc4aQJIkSZIkSX3OAJAkSZIkSVKfMwAkSZIkSZLU5wwASZIkSZIk9TkDQJIkSZIkSX3OAJAk\nSRo4EbFHRLy2erxvRHyp232SJEnqJLeBlyRJAyciDgC+mZmHdLkrkiRJk2J6tzsgSZLUBe8ChiLi\nMuBnwMGZeUhEnAI8H9gZeDTwXmAG8FJgE3B8Zt4SEUPAB4GHAH8AXpWZP538X0OSJKk1poBJkqRB\n9FZgNDNnA2/equ3xwAuAw4AzgTsz8ynARcBJ1XM+CizMzEOr8/95UnotSZI0Qa4AkiRJgyjGeQzw\n3cy8C7grIm4Dvlkd/zHwxIjYBXga8KWIzac+sJOdlSRJapcBIEmSpC1tqnl8X83X91HmTjsBt1Sr\nhyRJkqYEU8AkSdIgugPYbTvPCYDMvAP4RUT8X4AonriD+ydJkrRDGQCSJEkDJzNvBi6MiB8D7wHG\ntkXNmsfUeTz29YnAKyPih8AVwHM722NJkqT2uA28JEmSJElSn3MFkCRJkiRJUp8zACRJkiRJktTn\nDABJkiRJkiT1OQNAkiRJkiRJfc4AkCRJkiRJUp8zACRJkiRJktTnDABJkiRJkiT1uf8PJSNLdlkW\nJdIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f36f4610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRHSw/wPTJ/kES1xZ5AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef7c7e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f372f510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef57e710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38d0210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB8qwOJMFgwIyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f34eea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3cfb310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niBEuCaCIiIiIiIiIiBHu/wOAJi6VAwT1SwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f35fbf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3bb8490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efab9910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJGmMmfyRJEmSJEkaY/8fZBGlstRex4AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef66ec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bq_average_dataframe, bq_packetloss_dataframe = plot_ping_comparation(bq_df_ping6, bq_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDpcEUEREREREREREh/s/aVvJvMVRuhUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3bb8550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efa296d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIkAAAF8CAYAAABL1etVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREBEkSRUREREREREQE8H/osHtsnO1PFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef26bf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGMWy+BMRERERERERMYr9Hx98zYCPStqWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efb2b710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTrZdOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f37bfd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH4w8nbP58gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b274d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef748810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef26d490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSXIpE5n2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3851a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMzKyF/T+HywQ2s5URWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f39a4410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef2aee90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wa_average_dataframe, wa_packetloss_dataframe = plot_ping_comparation(wa_df_ping6, wa_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef809710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiIiImIM/H8Jnqq3/c5EbAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f35baf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREdID/A630Up7ZVmrgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef6b2150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMMjMzMzMzMzMrEb+D2ziLBp0DKwfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f38a7990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH0AAAF8CAYAAABScse2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucHGWd7/Hvb5KQBElIQsI9ITJ44bJczmrYBUlGXWaC\nARQRSAIuAq6HVZIouqy5kSAXWRfXZYKu6OJyUaLCqkAGyXDwTOJyFhAlsCh4GYQAAYQQYkJMIMnv\n/FE1Y8+ku6unq6uruubzfr36lUldn6p+6qmqXz8Xc3cBAAAAAAAgX5rSTgAAAAAAAABqj6APAAAA\nAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADkEEEfAEAqzGyyme00s4a/\nF5nZfDP7Zg22s9PMDq5Fmvptd6mZ3VLr7eZJUue+EZhZl5ldkHY64jKz4Wb2SzPbJ/z/jWZ2edrp\nKmRmj5vZ1AGu02JmzyaVpmqY2Slm9t200wEAiNbwD9oAgIExs6fNbFL49y4vRXkKxtSKmX3MzP7H\nzF43sxfM7KtmNrpnvrt/0d3/Ls00RvByM83s/Wb2ZHh8P+nJH+G8LjObVmK9WC/VhdsuFZgazMGY\n/sLz9Scz22RmL5vZf5rZvjXYtCsij2RBeB3+R5lFPiFplbu/FP4/c8fl7ke4++p67a9YwKgWQWB3\nv0vS4Wb2F7ESCABIHA/0ADD4eL+/M/VSlDVm9llJV0v6rKTRkv5K0mRJnWY2NMWk1YSZjZf0n5IW\nShor6WFJ3ytYJMk8Urht8mE0l/Qpdx8l6RBJe0i6Jt0kZcr/ltQ/mGFpJMRCaew7aWY2JPxzuYJA\nGwAgwwj6AADKMrM9zexmM/tDWEtoYc/LTPjL+3+Z2T+b2atm9pSZTS9Y961mttrM/mhm94Y1ZIr+\nwmxmp5vZ783ssLCZxr+a2fPh5ytmtlu4XIuZPWdmF5vZS2a2zsw+VrCdvczsLjPbaGYPmdkVZvbT\nKo99tKSlki5y90533+Huz0g6U9LBkmaHy/X+cl5QU+pvzeyZsEbGgoJtNpnZAjP7XXheHjazAwZ4\n3vv8Ut+/dlZ43leF2++UNL7MYX5Y0uPu/p/u/kZ4vEeZ2dsjzs0nwuO/JKx5ckc4/dCwRsoGC5qy\nnFL+LP95k5EL1ClfmNl7zGytmU0N390Xhd/BS2Z2U5gvKvmuR4bLv2pmvzKzS6xGzXTcfaOkOyQd\nXbC/88L9/NHMusPvqPC4Pmhma8Jz8Dszay1y7PuZ2WMWBDt7rvHucJtPmdnsgun3m9kyM3vNzJ4w\ns/fFSEtbOH1PM7sh/P6eM7PL7c+1DksGIC2onXawpAdLnTMz+zsz+62ZrTezO8xsv3D6ZWbWHv49\nzIIab18K/z/SzLaa2Zjw/39lZv8vzN9rrKAWXJjvrzCz+yW9LumtRdLwdM95MrMpFlz/G83sRTP7\ncqm0h8vPD/PY73u+h3D6cDO7JsyDL5rZv5nZCDN7i6QfS9rfgmv0j2Y2S9J8SWeF0x6JOu8F3/W/\nmNkrkpaEu14laUa5NAMA0kfQBwAGGXd/q7uvLZgU9bK9TNIoBS8w0yT9raTzCuZPkfSkpL0kfUnS\nDQXzbpX0gKRxCoIJ52jXlzYzs/MU1KZ5v7v/SkGtkymSjgo/UyQtKlhnHwW1bvaXdIGkr5rZnuG8\nr0raFC5zbpjeamuRHCdphKQfFE5099cl3S1pl5fmAsdLeruk90u61MzeEU7/rKSZkk5y99GSzpf0\npyLrlzvvUcdzq6SfKfhOLldwHkqtc7ikRwuObYukbklHhP9/b7HmKO7+DUnfkfRP7j7K3T9oZsMk\n3SXpHkkTJM2R9B0rEUAqte0eZrvUlEg8X1gQtLxV0ofDtJ0XLt+iIKiwh6Tr+q1W6rteImmSgu/w\nRBXP/wPVE/jbS0HA7rcF816SNCPMV+dJ+oqZHRMuP0XSTZI+6+57Spoq6Zl+x/5WSV2S2t39y2HQ\n4FpJ08Nt/rWkNQWrTJH0OwX5bImkH5jZ2CrT8nS43o2S3pDULOkYBdfYxyXJ3W9y9/NLnJe/kPSU\nu+8setKCQMtVks6QtF947D190nQp+H4l6d2SXgjTpPCYn3D31ywIzq6Q9AV3Hyvpc5L+M/wuepwT\npncPSYXlbI/C7/9aSV8Jz8HBkr5f4tgkaV8F53l/BfnxGwXX1dUKan4dFf57gKRLw3JquqR14TU6\n2t2Xh+fhu+G0Y8Jt3KgS5z00RUG5sHe4viQ9IWmyme1RJt0AgJQR9AGAwc0kfS781XqDmW1QEABw\nqbca/1mS5rv762Etly9L+mjBNp5x9xvc3SXdLGk/M9s7/OX9XQpePra7+/2S7tSuQabPKHh5mubu\nT4XTZit4sXrF3V+RdFm/fb4Zzt/h7j+WtFnSO8L0fljSEnff6u5PKHi5rLaZxXhJr5R4kXxRQWCj\nlMvcfZu7P6bgnB4VTv+4pIXu/ltJcvfH3P3VwhUrOO8lj6fgvC929zfd/acKAjGl1nmLpD/2m7ZR\nwUtrJQq3+1eS3uLuV4ff+f9V8JI8q8JtndkvL77ab37S+eIsSV9XEOR4OJx2tqQvu/vT4Uv0fEkz\nrW+fV6W+6zMkXeXuG939eQUv+XGa/JikdjN7TdLLCoIAc3pmuvvd7v778O/VkjolnRDOvkDSDe5+\nXzh/nbv/umDbh0v6iYLr9d8Lpu+U9BdmNtLdXwqDsj3+4O7Xhuf7+5J+rbDmRzVpsaAD5pMkfcbd\n/+TuL0v6VwVB0ihjFAT1+usJspwd7nNNWKNtvqS/Dq+XByS9zczGhWm8QdIBYdBrmoIaLVIQ0Lnb\n3e8J0/1/FDSHnFGwrxvd/Ql33+nu2yPS/Ea43/HuvsXdS9ZSCvVc06sldSi4XkzS30m62N1fc/fN\nkr6oP5+zYvnNCqdXeN7XuftXw+PaGk7rOd9jItINAEgRQR8AGNxc0j+7+9iej6Qj9ecXgvGShqlv\njYC1Cn5J7vFi78aCWiJSEDDYX9KrBS8IklSsactnJX3V3dcVTNu/yD73L/j/+n6BmC3hPidIGtpv\nP88V2ackycy+HjZx2GRmny+yyCuSxlvxTq33U/DiXcqLBX/3pE+SDlTwi3k5lZz3UvaXtMHdC2sP\nPVNqYQWBkdH9po1W8RfoSvbd/zt+RpWlW5K+V5gXw/zYf/tJ5ou5YRoKAxs9tUIK9zlUQY2hHqW+\n6/7no1xeXFCQF79WYjGXNMfdxyi4TsdKmliwjZPM7IGw+dIGSR9QEBiSyuc7UxAUeU5B/07BzoIg\n11mSLpS0zsxWFNRikqTn+23nGQXnq9q0HKQg379QEPj7usoHV3tsUFAzrpQ+32N4bOslHRBeKw8r\nCPBMVRDk+X8KanD1/L8nfWf0C0wer6AWTo+BNN+7QEENsScsaHJYrqlUsWt6PwVlxe6Sfl6Qph+r\nfJPO/io578WOq+d8vzaAfQEA6oygDwCg/y/Bhf9/RUHtickF0yapzMtrgRckjTOzkf3W7a9V0iIz\n+3DBtHVF9lkYFCrlZUnbVfAi3O/vPtz9wrCJwyh3v7rIIv8taZuk0wsnhs0ZTlLQLGSgnlXQBKOc\nqPP+uoIXvR6FL50vSBprZoXzD1LpZkW/1J9rpiis3dAcTo/Sf5vrJE3s1yzrIFWWX1zRtWCSzhdn\nSDrNzOZG7HO7guZLUV6oYJ+SJHe/qiAvfrLMNi1c/nFJVyhotiYzG64gYPMlSXuHAbO79edzWi7f\nuYLmWesl3VoY5PSgL6tWBXnsSUnfLFivfzDvIAXBoWrT8qyC622vgsDfnu5eyQhRj0l6a4kArdTv\newzz+V76c+BqlYLmeccoaBq5SkHTqCmSepogrpV0S7/A5Ch3/1LBfipuvufuv3P32e4+QdI/Sbq9\nX3lZqNg1vU5BWfEnSYcVpGmMB83qSqWnf83FSs57se0cKunpsHYRACCjCPoAwOBW9iXb3Xco6Gfi\nSjPbw8wOUtAc69tRGw6bJD0saakFnaP+taSTtevLwy8VvFx91f7c6e9yBYGg8RaMLnWpdh2Vp1R6\nfxDuc6SZvVNB85+q+lHxoLPcyyQtM7O28DgmKzgnf1DQp81A/buky83sEAscGTYr6X8c5c77I5Km\nmtnEsM+a+QXr9pz3y8L0vkfBeS/lh5KOMLMPm9kIBef6UXf/TQXH8pKCvkh6PKCgpssl4b5bwn1/\nt8i6/VXS7CnpfLFOwYv/PDO7sGCfn7Gg0+Y99Of+UIr2HdPP9yXNN7MxYX8wFxXZZxw3SdrHzE6V\ntFv4eUXSTjM7SX37nLpB0nlm9j4LOhM/oF+tnTcVBL3eIunmMG/ubUGHy28J578uaUfBOnub2dzw\nuz5D0jsVBHeqSou7v6CgGdi/mNmocF6zmU1VBHd/TkH/QscWTC5sxrQ83OdRYVDqKkkP+J/7N1ul\noJ+nX7r7mwoCuh9X0E/Q+nCZb0s6xcxazWyIBZ0lt1jfjtgrbr5nZueYWU9tmo0K8ka5fNVzTZ+g\noEnZbe7uCgJx/9qzrfB89pzvlyTtZWHn4wXTJvcEZ2Oc92kKvm8AQIYR9AGAwa3UaDiF0+YoeNl7\nStJPFQQ6/qPM+oX/P1tBR6jrFXQo/D0F/Vj0WTbsC+VkSd+0YBSfKxQELh4LPw+H04rto7+LJO2p\noMnNTQpe9t4os3xZ7v7PkhYoGBr7jwrOw0hJf1PQ3KL/eSiXvn9REAzoVPCi900FnUX3X6/keQ/7\nEvmegnPzMwV99hSuO1vBy++rCgIjN5U5vlcU1GS6Mlz+3aqsDxUpeHk/LGwS8oPwZfkUBbWgXlbQ\n4fFHKwwgVZIXk8wXPXnxWQWBn8+b2fmSvqUgsLRawXexRQX96ETs8wsKajn9XsH3fZti5MX++wvP\n97WSFrn7JgXN076v4HucpWB0r55lf6awQ2UFzXG61K/mXbi9DytounaDgmZsn1FQG2a9gv5u/r5g\nlQclvU3Bd325pNPdfUPMtPytgoDRr8J1b1PfmmzlXK++fTz15qmw/6DFCmogrVPQuXZhPv9vBddh\nT62eJxTUoOntaDwMLH1QQXnwBwU1fz6rvoGegQT12iQ9bmabFJyLme6+rchyrqDW2IYw7bdI+t8F\n19U/Kgh4PWBmGyXdq6DZmNz9SQV5/SkLRpHbV8E5laT1ZtbTd1W5817q2pyp4JwDADLMgh8IIhYK\nOkB8WNJz7n5Kv3nDFXTc+b8UPBCcFf7KCABAH2b2PUm/cvfL6rjPf1LQxOS8yIUr297HFLzMHx8G\nCNCAap0vKtzn30s6093fW699JiW8Di5w9xOilq0XM9tNQS2497l7Jc3vUKWwVubZ7l5pgBgAkJJK\na/rMUxD5LxYhukBBx4lvU/ArxT/VKG0AgAZnZu8Kmwk0hU08TpX0o4T3+Y6wyZRZMDT0+QqaMNWE\nu9+o4Jf+42q1TSQv6XxRYp/7mtnxYf5/h6SLk97nYObub7j74QR8kufudxHwAYDGMDRqATM7UMGI\nC1cqeFjp71QFnf9JQZXZ62qWOgBAo9tXQV8qeynoLPRCd3804X2OUtCcYX8FfVdc4+531nIH7h7Z\npxEyJ/F8UcRuCkZBequCZkzLJZUamavRlGryAwAAMiSyeZeZ3aags7vRkj5XpHnX/0hq6xlq18x+\nJ2mKu7+aTJIBAAAAAAAQpWxNHzM7WdIf3P2RcASOqpkZvwYBAAAAAADUmLsXHUEyqnnXcZJONbMP\nKBjRYLSZ3ezuf1uwzPMKRlxYZ2ZDJe1ZqpZPJZ1GIz+WLl2qpUuXpp0MNBjyDapF3kE1yDeoBvkG\n1SDfoBrkG1TCrGi8R1JER87uvsDdJ7p7z7CWP+kX8JGkOyWdG/79EUn3xUgrAAAAAAAAaqDS0bsk\nyRR22Gdml4VDNUrSDZL2MrPfSvq0pM/XNokAAAAAAAAYqMjRu3q4e5ekrvDvJQXTt0k6s9YJQ+Nr\naWlJOwloQOQbVIu8g2qQb1AN8g2qQb5BNcg3iCty9K6a7cjM6dMHAAAAAACgdsys6o6cAQAAAABA\nHZTrkBeQBj5AFkEfAAAyoKNjtdrbO7Vt21ANH75dc+e2asaMqWknCwAA1BktZFBKNUFBgj4AAKSs\no2O15s1bqe7uK3undXcvlCQCPwAAAKjaQEbvAgAACWhv7+wT8JGk7u4rtWzZvSmlCAAAAHlA0AcA\ngJRt21a84u3WrUPqnBIAAADkCUEfAABSNnz49qLTR4zYUeeUAAAAIE8I+gAAkLK5c1vV3Lywz7Tm\n5gWaM+fElFIEAACQHZMnT9Z9992XdjJ6fec731FbW1vayagIHTkDAJCyns6aly1brK1bh2jEiB2a\nM2c6nTgDAAAoGLUq6eHsn376aR188MHavn27mprK1485++yzdfbZZ9dkv1u2bNHnPvc53XbbbXrz\nzTd11FFHadWqVTXZtkTQBwCATJgxYypBHgAAUFRHx2q1t3dq27ahGj58u+bObR3wc0MttlGJ7du3\na+jQxg01uHtd9/eJT3xCO3fu1JNPPqlx48ZpzZo1Nd0+zbsAAAAAAMiojo7VmjdvpTo7r9CqVUvV\n2XmF5s1bqY6O1XXdxi9+8Qsdc8wxGj16tM4880ydddZZWrx4sbq6unTggQfqS1/6kvbbbz9dcMEF\neu2113TyySdr77331rhx43TKKafo+eef791WS0uLLr30Ur3nPe/R6NGj1dbWpvXr1/fOv+WWW3TQ\nQQdp/Pjxuuqqq/qkw9119dVX65BDDtH48eN11llnacOGDZKC2jpNTU26+eabddBBB2nChAl91i+3\n7tSpQQBszJgxGjVqlB588MGS5+LGG2/UCSec0Pv/pqYmLVu2TM3NzZowYYIuueQSubu2bdumMWPG\n6Je//GXvsi+//LJ23313vfLKK3ryySd111136Rvf+Ib22msvmZmOOeaYir+TShD0AQAAAAAgo9rb\nO9XdfWWfad3dV2rZsnvrto033nhDp512ms4//3xt2LBBs2bN0o9+9KPeZlcvvfSSNmzYoLVr1+r6\n66/Xzp07dcEFF2jt2rVau3atRo4cqYsuuqjPNpcvX64bb7xRf/jDH/TGG2/ommuukST96le/0ic/\n+Ul95zvf0bp167R+/Xo999xzBcfSrjvvvFOrV6/WCy+8oLFjx+pTn/pUn23ff//9+s1vfqP77rtP\nX/jCF/TrX/86ct2f/vSnkqSNGzdq06ZNOvbYYys+v5L0ox/9SD//+c/1i1/8QnfccYe+9a1vafjw\n4Tr99NO1fPny3uW+//3vq6WlRePHj9dDDz2kgw46SJdeeqkmTJigI488Uj/4wQ8GtN8oBH0AAAAA\nAMiobduKN5VauXKIzFTRp7Oz+Da2bh1SURoeeOAB7dixQ3PmzNGQIUN02mmnacqUKb3zm5qadNll\nl2nYsGEaMWKExo0bp9NOO00jRozQHnvsoQULFvTpp8bMdN555+mQQw7RiBEjdOaZZ/Y2a7r99tt1\nyimn6D3veY922203XX755X362Ln++ut1xRVXaP/999ewYcO0ZMkS3X777dq5c2fvMkuWLNHw4cN1\n5JFH6qijjtKjjz4qSfr6179ect24zbr+8R//UWPGjNHEiRP16U9/ujfQM3v2bH33u9/tXe7WW2/V\n7NmzJUnPPfecHn/8cY0ZM0YvvPCCrrvuOp177rl68sknY6WlUOM2tAMAAAAAIOeGD99edHpb2w7d\nc09l22hr267Ozl2njxixo6L1161bpwMOOKDPtIkTJ/YGSiZMmKDddtutd96WLVv0mc98RitXruxt\nPrV582a5e2+HzPvuu2/v8iNHjtTmzZt793XggQf2ztt9992111579f7/6aef1mmnndYnEDR06FC9\n9NJLvf8v3Pbuu+/eu+1nnnkmct1qTZw4sffvSZMmad26dZKCpmxbtmzRQw89pL333luPPvqoTjvt\ntN7jHjZsmBYtWqSmpiZNnTpV733ve9XZ2al3vvOdsdMkUdMHAAAAAIDMmju3Vc3NC/tMa25eoDlz\nTqzbNvbbb78+ffJI0tq1a3sDOP1H1vryl7+s3/zmN3rooYe0ceNGrVq1Su5eUW2a/fffX88++2zv\n/7ds2dKnv59Jkybpnnvu0YYNG3o/W7Zs0X777Re57XLrxh0dbO3atX3+7gmSDRkyRGeeeaaWL1+u\n5cuX65RTTtFb3vIWSdKRRx4padfOo2s5UhlBHwAAAAAAMmrGjKm69to2tbUt1rRpS9XWtljXXjt9\nQCNvxd3GcccdpyFDhui6667T9u3bdccdd+hnP/uZpOKjXW3evFkjR47UnnvuqVdffVWXXXbZLsuU\nCgCdfvrpWrFihe6//3698cYbuvTSS/s03brwwgu1YMGC3iDLyy+/rDvvvLOi4yi37oQJE9TU1KTu\n7u6KttXfNddco9dee03PPvus2tvbddZZZ/XO62niVdi0S5KmTZumSZMm6Ytf/KK2b9+u+++/X11d\nXWpra6sqDcXQvAsAAAAAgAybMWNq7OHV42xj2LBh+sEPfqCPf/zjmj9/vk466SSdfPLJ2m233Xo7\ncy706U9/WrNnz9b48eN1wAEH6OKLL94lMFO4TuE2Dj/8cH31q1/V7Nmz9frrr+viiy/u03Rq3rx5\ncne1trZq3bp12nvvvTVz5kydeuqpu2y3v3Lr7r777lq4cKGOP/54vfnmm1q5cmWffov6p73/fj74\nwQ/qL//yL7Vx40add955Ov/883vnTZkyRXvssYdeeOEFnXTSSb3Thw4dqjvuuEMf//jHdfXVV2vy\n5Mm65ZZb9Pa3v73kMQyU1WsMejPzeo93DwAAAABAozCz2B0K18uxxx6rT37ykzr33HPTTkrqmpqa\n9Lvf/U4HH3xwovsplT/C6UWjXTTvAgAAAAAAZa1evVovvviitm/frptuukmPP/64pk+fnnayEIGg\nDwAAAAAAKOvXv/61jj76aI0dO1Zf+cpXdPvtt2ufffZJO1mJufDCCzVq1KhdPp/85Cd3WbaWHS/X\nGs27AAAAAADIgEZq3oX6o3kXAAAAAAAAJBH0AQAAAAAAyCWCPgAAAAAAADlE0AcAAAAAACCHCPoA\nAAAAAADkEEEfAAAAAABQ0hFHHKHVq1ennYya+elPf6p3vvOdaSejLgj6AAAAAACAkh5//HFNnTo1\ncrnJkyfrJz/5SR1SVFxTU5OeeuqpyOVOOOEEPfnkkzXd980336ympibdcMMNNd1uXEPTTgAAAAAA\nAChtdUeHOtvbNXTbNm0fPlytc+dq6owZdd9GFDOTu1e1bs96ZhYrDdXuP44NGzboqquu0hFHHBE7\n/bVGTR8AAAAAADJqdUeHVs6bpys6O7V01Spd0dmplfPmaXVHR922MXnyZN13331aunSpzjzzTJ17\n7rkaPXq0jjjiCP385z+XJH30ox/V2rVrdcopp2jUqFG65pprJEkPPPCAjjvuOI0dO1ZHH320Vq1a\n1bvdlpYWLVq0SMcff7z22GMPPfXUU2pqatL111+vt7/97Ro7dqwuuuiiPmn51re+pcMOO0zjxo3T\n9OnTtXbtWknqrYl01FFHadSoUbrttttKHk9XV5cmTpzY5/iuvvpqHX744Ro3bpzOP/98bdu2TZJ0\n6KGHqqPgPG3fvl0TJkzQmjVreqfNnz9f8+bN01577VXR+awngj4AAAAAAGRUZ3u7ruzu7jPtyu5u\n3btsWd22UVh75a677tKsWbO0ceNGnXrqqb1BmVtuuUWTJk3SihUrtGnTJn3uc5/T888/r5NPPlmX\nXnqpNmzYoGuuuUann3661q9f37u9b3/72/r3f/93bdq0SZMmTZIkdXR06OGHH9Zjjz2m73//+1q5\ncqUk6Y477tAXv/hF/fCHP9Qrr7yiE044QbNmzZKk3j6HHnvsMW3atElnnHFGxedHkm699VZ1dnaq\nu7tbv/nNb3TFFVdIkmbPnq3ly5f3Lrdy5UrtvffeOvrooyVJDz30kH7xi1/owgsvHND+6oWgDwAA\nAAAAGTU0rHHS35CVKyWzij5DOzuLb2Pr1gGlxcx0wgknaPr06TIznXPOOXr00UdLLv/tb39bH/jA\nBzR9+nRJ0t/8zd/oXe96V2/NGTPTxz72MR166KFqamrSsGHDJEmf//znNXr0aE2cOFHvfe97e/fx\n9a9/XfPnz9c73vEONTU1af78+VqzZo2effbZAR1HseO66KKLdMABB2js2LFauHBhb6Bn1qxZuvPO\nO7U1PFe33nprb6Bpx44d+tSnPqXrrrsuc826ehD0AQAAAAAgo7YPH150+o62Nsm9os/21tbi2xgx\nYsDp2WeffXr/3n333bV161bt3Lmz6LLPPPOMbrvtNo0dO7b3c//99+vFF1/sXaawmVWPfffdt88+\nNm/e3Lu9efPm9W6rpznV888/P+Dj6K8wHZMmTdK6deskSYcccogOPfRQ3XnnndqyZYvuuusuzZ49\nW5L0ta99TUceeaSmTJnSu24afQqVQ0fOAAAAAABkVOvcuVrY3d2nedaC5mZNnzOnrtuoRP/aLpMm\nTdJHP/pRfeMb36h4nXImTZqkxYsX99a0qaWevoF6/t5///17/z9r1iwtX75cO3bs0GGHHaaDDz5Y\nkvSTn/xEq1at0t133y1JevXVV/XII4/o0UcfVXt7e83TWA2CPgAAAAAAZFTPCFuLly3TkK1btWPE\nCE2fM2dAI2/VYhtSdC2WffbZR93d3Xrf+94nSTrnnHP07ne/W52dnXr/+9+vN998Uw888IDe9ra3\n6YADDqhom+7eu8yFF16oxYsX66ijjtJhhx2mjRs3qrOzs7f/np799wRlBnJcX/va13TyySdr5MiR\nuvLKKzVz5sze+TNnztSCBQv06quv6uyzz+6dfuONN/Z2+Ozu+vCHP6wzzjhDF1xwwYD2nySCPgAA\nAAAAZNjUGTNiD68edxtm1vvpP73H/PnzNWfOHF1yySVavHixLr74Yt1xxx265JJLNGvWLA0ZMkTH\nHnus/u3f/q3o+qX+3zPtQx/6kDZv3qyZM2fqmWee0Z577qnW1tbeoM/SpUt17rnn6k9/+pO++c1v\n6iMf+UjmijU3AAAgAElEQVTZ4yn8e/bs2WptbdW6dev0oQ99SIsWLeqdv+++++q4447T6tWr+4wK\ntueee/bZ5m677abRo0dr1KhRJfdbb1av9mZm5llr2wYAAAAAQFaYWeb6hBkM3vrWt+qGG27oraGU\nVaXyRzi9aDs5OnIGAAAAAADIIYI+AAAAAAAgV6666iqNGjVql8+MmM3kGg3NuwAAAAAAyACad6Ec\nmncBAAAAAABAEkEfAAAAAACAXCLoAwAAAAAAkEND004AAAAAAAAImBXtmgWoCkEfAAAAAAAygE6c\nUWs07wIAAAAAAMghgj4AAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAAgBwi6AMAAAAA\nAJBDBH0AAAAAAAByKDLoY2YjzOxBM1tjZo+b2dIiy3zMzF42s0fCz/mJpBYAAAAAAAAVGRq1gLtv\nNbP3uvsWMxsq6b/M7Mfu/mDhYpKWu/vcxFIKAAAAAACAilXUvMvdt4R/7iZpmKSd/Rax8AMAAAAA\nAIAMqCjoY2ZNZrZG0kuSOt39Z/0WcUmnm9mjZnabmR1Y64QCAAAAAACgcpHNuyTJ3XdKOtrM9pT0\nQzM73N1/WbDIXZJudfc3zewTkm6S9P7+21m6dGnv3y0tLWppaYmRdAAAAAAAgMGlq6tLXV1dFS1r\n7j6gjZvZYklb3P3LJeYPkbTe3cf0m+4D3RcAAAAAAABKMzO5e9EudyoZvWu8mY0J/x4p6URJT/Rb\nZt+C/54q6VfVJxcAAAAAAABxVdK8az9JN4U1eJokfc/d7zazyyQ97O53SZprZqdK2i5pvaSPJZVg\nAAAAAAAARBtw866qd0TzLgAAAAAAgJqK1bwLAAAAAAAAjYegDwAAAAAAQA4R9AEAAAAAAMghgj4A\nAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAAgBwi6AMAAAAAAJBDBH0AAAAAAAByiKAP\nAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADkEEEfAAAAAACAHCLo\nAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADIIYI+AAAAAAAAOUTQBwAAAAAAIIcI\n+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQwR9AAAAAAAAcoigDwAAAAAAQA4R9AEAAAAAAMgh\ngj4AAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAAgBwi6AMAAAAAAJBDBH0AAAAAAABy\niKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADkEEEfAAAAAACA\nHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADIIYI+AAAAAAAAOUTQBwAAAAAA\nIIcI+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQwR9AAAAAAAAcoigDwAAAAAAQA4R9AEAAAAA\nAMihskEfMxthZg+a2Roze9zMlhZZZriZfc/MfmtmD5jZQYmlFgAAAAAAABUpG/Rx962S3uvuR0s6\nWtJ0Mzu232IXSFrv7m+T9BVJ/5RISgEAAAAAAFCxyOZd7r4l/HM3ScMk7ey3yKmSbgr//k9J769Z\n6gAAAAAAAFCVyKCPmTWZ2RpJL0nqdPef9VvkAEnPSpK7b5e00czG1TylAAAAAAAAqNjQqAXcfaek\no81sT0k/NLPD3f2X1exs6dKlvX+3tLSopaWlms0AAAAAAAAMSl1dXerq6qpoWXP3ijdsZoslbXH3\nLxdMu0fSUnd/wMyGSnrB3ScUWdcHsi8AAAAAAACUZ2Zydys2L2r0rvFmNib8e6SkEyU90W+xOyWd\nG/79EUn3xUsuAAAAAAAA4opq3rWfpJvMbIiCANH33P1uM7tM0sPufpekGyTdYma/lbRe0sxEUwwA\nAAAAAIBIA2reFWtHNO8CAAAAAACoqaqbdwEAAAAAAKAxEfQBAAAAAADIIYI+AAAAAAAAOUTQBwAA\nAAAAIIcI+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQwR9AAAAAAAAcoigDwAAAAAAQA4R9AEA\nAAAAAMghgj4AAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAAgBwi6AMAAAAAAJBDBH0A\nAAAAAAByiKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADkEEEf\nAAAAAACAHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADIIYI+AAAAAAAAOUTQ\nBwAAAAAAIIcI+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQwR9AAAAAAAAcoigDwAAAAAAQA4R\n9AEAAAAAAMghgj4AAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAAgBwi6AMAAAAAAJBD\nBH0AAAAAAAByiKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADk\nEEEfAAAAAACAHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADIoaFpJyDPVnd0\nqLO9XUO3bdP24cPVOneups6YkXayAAAAAADAIEDQJyGrOzq0ct48Xdnd3TttYfg3gR8AAAAAAJC0\nyOZdZjbRzP6vmf3SzB43s7lFlmkxs41m9kj4WZRMchtHZ3t7n4CPJF3Z3a17ly1LKUUAAAAAAGAw\nqaSmz5uSPuPua8xsD0k/N7N73f2JfsutcvdTa5/ExjR027ai04ds3VrnlAAAAAAAgMEosqaPu7/o\n7mvCvzdLekLS/kUWtRqnraFtHz686PQdI0bUOSUAAAAAAGAwGtDoXWY2WdIxkh7sN8sl/bWZrTGz\nu83ssNokr3G1zp2rhc3NfaYtaG7WiXPmpJQiAAAAAAAwmFTckXPYtOt2SfPCGj+FfiFpkrtvMbOT\nJP1I0tv7b2Pp0qW9f7e0tKilpaWKJDeGns6aFy9bpiFbt2rHiBGaPmcOnTgDAAAAAICqdXV1qaur\nq6Jlzd2jFzIbJmmFpB+7+79WsPzvJf2lu79aMM0r2RcAAAAAAAAqY2Zy96Jd7lQyepdJukHSr0oF\nfMxsn3A5mdkUBcGkV4stCwAAAAAAgORV0rzreEnnSHrMzB4Jpy2QNEmS3P16SR+R9Pdmtl3SFkkz\nE0grAAAAAAAAKlRR866a7IjmXQAAAAAAADUVq3kXAAAAAAAAGg9BHwAAAAAAgBwi6AMAAAAAAJBD\nBH0AAAAAAAByiKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCHCPoAAAAAAADk\nEEEfAAAAAACAHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADIIYI+AAAAAAAA\nOUTQBwAAAAAAIIcI+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQ0PTTgAAID86Olarvb1T27YN\n1fDh2zV3bqtmzJha8XwAAAAAtUPQBwBQEx0dqzVv3kp1d1/ZO627e6EkacaMqZHzAQAAANSWuXt9\ndmTm9doXAKD+2toWqbPziiLTF+ueey6PnA8AqA9qZQJAvpiZ3N2KzaOmDwCgJrZtK35L2bp1SEXz\nEQ8vaQAqQa1MABhcCPoAAGpi+PDtRaePGLGjovmoHi9pACrV3t7Zp6yQpO7uK7Vs2WLNmDE1cj4A\noLEwehcAoCbmzm1Vc/PCPtOamxdozpwTK5pfiY6O1WprW6SWlqVqa1ukjo7V8ROeA6Vf0u5NKUUA\nsopamQAwuFDTBwBQEz2/AC9btlhbtw7RiBE7NGfO9N7pUfOjUJulNF7SAFSKWpkAMLgQ9EFs9COR\nT3E7eaSTyOrFPTdpntsZM6aW3VfU/HJoclAaL2nlNfI1BdTa3Lmt6u5e2Kc8DWpdTq9oPgCgsRD0\nQSz88p5PcTt5rEUnkXFesho5IBX3msrzNVlJbZbB+nLOS1ppXFNAX0nXygQAZIy71+UT7Ap509q6\n0CXf5dPWtijtpCGGqO816fkrVqzy5uYFfeY1Ny/wFStWRaY9at2485MW95rK8zWZZL7JgxUrVnlb\n2yKfNm2Jt7Ut2uW4V6xY5a2tC33atCXe2rpwwPMbFdcUUHtxy5Mky5vBWtYBGNzCeEvRWAw1fRAL\n/UjkU9xOHuPOj9OMJ+6oJJXsO8maRHGvqTxfk1G1WQZ7869yTeeSrn2X5RpWXFNAbdWjtm9aaRsM\nslxeA0gGQR/EQj8S+RS3k8e48+O8ZCUdkEr6YTfuNZXnazKqyQEv56XFDXaWy7eSMv0SxTWFwSjJ\nF/t6/LiSVtryLu9BLwJag1Mjd+tQLwR9EAv9SORT3E4e486P85KVdEAq6YfduNdU3PWzfmMsV5uF\nl/PSkqx95+6ZfonK+jWV9PoYfJJ+sU/6x5U005Z3eQ565T2gheKyXPMwSwj6IFK5B86oX955WG1M\ncTt5jDs/zktW0gGppB9243agGWf9Rr8xRn13g7k8SqP2XVZeoupxTZXKW7VoNpflaw7pKZdvkn6x\nT/rHlTTTlnd5DnrlOaCF0rJc87BS9fjBtWGCPll+WM/zr3iVPHCW+uWdh9XGFnfo7Tjz47ykJR2Q\nqsfDbtS5i1Lt+o1wYyyn3Hc32MujJGvfBX0HFp+XFUleU+XyVpxmc41wzaUty89PSYrKN0m/2Cf9\n40qaaZPSf65PsqlKnoNeeQ5ooXS+znLNw0rU7QfXUj081/qjGKN3ZXlElrhpy/KxuccbtYQRT5BH\nxa/Z+RGjf1U+P03Tpi0pes1Om7akovlZRnlU2ehepeaXy7dZztP1UC5vRV0zUfmyka+5HnFGUoqa\nl+Xnp0pUe+xxR8isVdqrLU8qmZ9W2tJ+rk96BNI8l9fc5xtbteV90iMKJ62W6QvjLSr2KToxiU+c\noE/aX0aSacvysbnHe+DMw8MqUEyWH3bjyPqNMY48lEdpDzMc9aKUxTxdD+XyVtygTiNfc+7xXlCj\n1m2Ec1PtS0zUsUflmzy/2Cct7ef6erzA5rW8Jt+XFycAX4+0VVveN/qPsbX8wbVc0KchmnelXe2q\nnLwPBZtkh7r1kPVOadGYkm76lpY0q+QnrR7lUZLlTRaap0U1ySyXjjyXteXy1pw58Tqtb+RrTorX\nZNS9fAfhWX9+itN0L+rYo/JN3H6ssiCqr6ukypO0n+vr0VQlq88gceUh3ycl6302Rt0ryuXrpLt1\nSFq9+iFriKBPJQeb1lBtlX4RpbZfi2NLUpId6iYt6wUckDVZvzHGkXR5lHR508h9u9SjrE2zD45y\neStup/VxOpGu1bmJI4m+FHrmZeGHpXLivMSU0jOvkvKskV/sy5UZkhItT+Lmq6TXp6Pq8ho53ycp\n6302RpWHlQS6G/XH2Lr94FqqClCtP8GuqlNdtazatX/tWaZYlbdKqoQNvApv5cdWLm0DOb9R1f2q\nrQaaZhXSWlWBzWpVyCiNnHYgCUmWR0k3jWvk5mlJN8NJuw+Onm2kcZ+sxfNNkuJcF1Hrpl0lvycN\npe6jcZruDeYmOu7xz00ccfNV0utnvakKsinrfTY2QnmfpFp1CxHGW1TsU3RiEp84QZ+og026/Wsl\nD1XlvohKtl/tsWXhYTer4hZwST9Mxw3KVNtXQC3SjsZFsC8ZST9QNUL/JaUk/TCZdh8cacrCjxsD\nvxdV9oJa6Y9qUQ/KSZV3cfqgqMWx51m5MqMeL6dxA2pJr1+rF8RS+x6sPxjW4tizen7qca+Ioxbl\nPdxzEfQpJ+7DdtIdKSbZGXLcizTth924BUicY0uzt/e4QZm4D5tpf+9IB8G+aFEvsGmNptPIL4FJ\nlzdxXwLT/oUzjrR/3KikTInzghr35TXJ8q4Wv0wndeyNLs2aPpXI6ot9XLW63hvx3NTq2NN8xkoq\nAF+vYxvMZV6t5D7ok/TLe5q/0MZNW9RFmubDbi1qysQZljJqfpK/3KedZxv5Jce9cR8q0paFh+Us\nK1emJF3eVJq+RnwgSjpgRU2f5O4ljfwDQhaCjY16zaYty7Wg0n6xT1LSLSN6lkmqZmGax17pMnEM\nPKhTuwB8lsv6LMhKDblyQZ+G6Mg5StwOkKLmx+0ULcnOkKPSFtUxV5odvsXtNCxq/bid0ibZWV7S\nozPkuaM/OuCuvmPWrI92k7Y4o+nUoxPsRu2gMukOwON2cpj2oANxxH2+qcdIQWlJOm2V3Ecb9ZpN\nWyVlRloDCqTd4W2S4l7vUecm7oAHST7/1aKsS7LMKXfso7RJy86dowPXT9JYtelJzdVmzeg996O0\nSZ3t7Rq6bZveNXy4Wv9hrqbOmLHLPsqVV1ku6+shajTBRhg4KBdBn6SHaov7QBjngTdu2qIu0jQf\ndispQMpdZLUYlrLc/CR7U096dIY8D72d5weuSsS5eTRysK8e4oymI2V7dIi0xR3Svdz8uEGlRh6V\nLu0fN7JcpiQ98msj30cbQbkyI82ytBYvv2mOqFdO3Os9blCoHiNMVTuaciXlSdQyccqbUsf+pcUz\n9Z4/Pqx71v9e0u8lSWepW3dL2qwZ2vhct1bOW64ru7t711sY/l0s8FNKPUbSzqqo5+6sj4zWq1QV\noFp/gl01rixX0Y1bHS+tY4tbTbQeVQ3jVIXsmV+sOl8ybWsH3sFlVvN0OY3eNC2u2vcl1Rj9wtRD\n1vuRyKta9KWA6tTjXpSWuH1U1KK5BPInmf7ZslGexb3ek+56IO7z38CbcA/8uXtgzRIrL29KHfuJ\nYw/edaLk71KbS+7T9yo+f1FbWx3yRj7u443UpUYYb1GxT9GJSXwaPejTqBr5gazRh++rpABMa3SG\nRjbYX75r8dAzGPNNJbLcj0SeNXK/MXmQ53tRnB/FyHcoJu69IOv5Ks71Hve5PulrMs5oypXML7dM\nUsd+2thJu06UfJqmeXPzfL/oiKOKzl8ybVpF56zS489zeRp3UKV6Hnu5oE8umnehtCxXW49KW1Q1\n0Swfm1RZn0NxmoIM1qYig71KfdzmFIM131Qiy/1I5Fkj9xuTB3m+F1XbR8Xqjg75z5Zrmv5Lr2t4\nbx8ZPfMxeMV99sx6eRbneo/bJUXSXRNU8l4Rt6wrtUzc+1ypY58weh9pw9pd1hu517O69trp+u/2\nn0uP77rdHSNGlD2OYuL0+ZP1fF9OXrrUIOgzCDTqA1mjd5LYyAVclmU92Je0rNw88iqr/UjkWSP3\nG4PGVSpf+R+f1Mp531bnhqckPSWpbx8Z5DvEuRfkvTyLExSKOz9Kmuc+7n2u1LGP0vFaOG9enz57\nFjQ3a/6112rqjKkapU1a2N29y/zpc+bU5Lh65Pk+HvXcnXS+rZlSVYBq/Ql2BVSu0ZtTNHJVRmRb\nlptTAAPVyP3GoHGVylefOObdRZtDvEtt5DvERnmWnjTPfZL3uVUrVviitjZfMm2aL2pr81UrVgxo\nftaPLwsa5blbZZp3WTA/eWbm9doX8qOjY7WWLbu3IDJ6YsP80l6st/fm5gW69trBUysFACoRVdY3\n8r0A2VUsX/3sny/V0lWrdln2w2Mn6YJbbiHfITbKs/Skee7zfp/L+/E1AjOTu1vReQR9gORQwAEA\n0DgWtbXpis7OXaYvbmvT5ffck0KKgMDqjg51trdr6LZt2j58uFrnzu0z7Hbc+WnKctqAUrKWb8sF\nfcr26WNmEyXdLGlvSS7pG+7eXmS5dkknSdoi6WPu/kjsVAM5UKxtc9wCImsFDAAAedE6d25d+sAA\nBmJ1R4dW9uu7ZWH499QZM2LPT1OW0waU0mj5tmxNHzPbV9K+7r7GzPaQ9HNJH3L3JwqW+YCki9z9\nA2Z2rKRr3f2vimyLmj4Y9IoWEM3Narv22ooKiLjrAwCA8lZ3dOjeZcs0ZOtW7RgxQifOmcM9FqmK\nqoEWd36aspw2oJQs5tuqa/q4+4uSXgz/3mxmT0jaX9ITBYudKummcJkHzWyMme3j7i/VIvGNXFUR\n6K+zvb1PwEaSruzu1uJlyyrKt3HXB9JCWQ2gUUydMWPQlk88d2fT0G3bik4fsnVrTeanKctpQ77F\nKe8aLd9WPGS7mU2WdIykB/vNOkDSswX/f07SgZJiB30auaoiUEzcAqIRChgeCLMp6b4Ays2nrAaA\n7OO5O7u2Dx9edPqOESNqMj9NWU4bkpfWe0Pc8q7R8m1FQZ+wadftkua5++Zii/T7f9F2XEuXLu39\nu6WlRS0tLWX3G1WrIe1aD4O9b5aol7xGPrakxC0gsl7A8ECYTUn3BRA1P+2yOq48d56ZtLTvk4P5\n3AMDlYXn7jjPlnm+3qP6moo7P837HP1oNbYkfxRMMl/GLe/iXlO10NXVpa6ursoWLjWWe89H0jBJ\nKyV9usT8r0uaWfD/JyXtU2S5AY81v2TaNHdpl8+SadMqmu/uvmrFCl/Y2upLpk3zha2tvmrFigGn\no5hVK1b4gubmPvtd0Nxc8fbjrp+2cumv5NiS+l6yrti5mR8z3wxk/aQtbG0tek0uamtLO2m5EHXd\nlJof9b0kPb+SsjrusSclqjyLO78RlDv3UfOSvk/G3f9gvRcBxdTiuTuOOM+WeShro6xascIXtbX5\nkmnTfFFbW9FngGrmZ+E+V0naq3n+QbLi5o1yz49J58taxRmquaZ6lql1ng3jLcVjOqVmBOvJFIze\n9ZUyy3xA0t3h338l6YESyxVNXLkDjvuikeQNIO7LbaO/HJdLfy2+l7gXQtybQ5I3l6gbW9LrJynu\nA2HWb9ppPnTEubnFvbHFnR+3vEvzYT7pgFjP8WX1YTbOS1jS98m4+0/7JTHL9ykMTrUoz5Lafz3K\n2sGqHve5OBo94Jf0O03S6UvyXb3c82PaP1jGyddpPX+UC/pENe86XtI5kh4zs55h2BdImhRGca53\n97vN7ANm9jtJr0s6r7I6RtFVuuJWVaykGmq11UgHQ98s5VST/p55Ud9L3CZCaTdliRK3g8io9dPs\nu6WS5mel1s9607C0+zqIUw3VE+4LIGp+3KrbaTYPS7rzzLTzVU8aqqn+7O5lv5ek75NR+SLu+knK\n+n2qJ42N2qwxy2nLsrjP3XHFebaMW9YOZvXoJDrONZeFZofVSvqdJun0Rc2PmzfKPT8OLXHd1ypf\nJlneZfH5I2r0rv+S1BS1EXe/qJqdRx1wz0EvLhg2c3rBsJlR8+PcACQl2nlT1vtmkap/uQ8CjcXn\nSclfCHFvDnHnp/2gm+aLRCXtW0utX4sCMMn+P2rx0JHkKAHl5r/vH/4h0b4AouZHldVR0gySJx0Q\nS/thNu4DXbl5Sd8n4zxMVrJ+ktK+T0nx+1lIO1hZShYCYllWLu1xn7vjivNsGbesHcySvs/FvebS\nDjrFkfVRe+PeS5L8UbCzvT3WtqPmJ1neZfH5o+LRuxLZeQUHHFWrodz8ODeAqF8w4/7aUcn6WR5t\nJyr95eYlfSEk/YtFuflp/5KU9otEVAFZbv2433vSv6akXaMjzs0t7o2tFjfGODXc4tQgi5oXtX7S\nAbG0h9mN80AX9RKW9H0ybg2zuPkqan5SQdxazI/b+Xrawcpykk5b2vf5pEdSjPPcHVecZ8u4ZW0l\nGjnYV07S97m411zSQack36fiBqSSfgZIu7ZM1PNjkvmyZ/9JlHe1eP6otVSDPkkfcBI3gJ55cX/t\niFo/7RobcV/uy81L+kE86V8sys1P+5ektF8kpPIFZLn145YHSf+aknaNjlrcWOPc2LL8IhCn1mbU\n+kkHxGoxzG6SD6RxXsKSvk/GfZiMk6+i7qNSvNrCadcwS7u5R1q1IitRj9p3SdXASvsZJUqcZ8u4\nZa0UP2DWqE0ik77Pxb3mkgw6SeXL6qR/sIu7flxZqC1T6vmxHj9IJiXu80ciSnX2U+tPsKu+inVi\nVOuRiMp1ehunw7ikpd05VT1GaCj1vUTli2o6dItav1bz0x6lKO18Eyd9lZQH5c5N3HMftX7cfJPk\nKAGVzm9kSZblaZb3SZRHtRo5o5Jzn3aeS7Jj/DjlYTWdONbrPuUev/P1JAfaSDpPx73eazFybKn5\nSR9b0s92cY49aXHL0rgdszZ6Z8Rx1OIeG+f5J83OgqPyXdz144p7L0H1KsnTAy0rw3iLin2KTkzi\nUyzoU8kBJ6lcRk47kzf6aDtxxXkQj1o/yflpj1KU9otELdI3kGBgNS+v1Y5AEJW+qPlpj36RZ+XK\ns0pecurxIlROmvkq7XtdlsW5j9YjiJtkvkn6XpHkKE1J38eSfPmPG7RJ+9ku64GNONdE2oHSRpb2\nfabcuU36farn+KsJSFWyfi3Evdeg9qotK8sFfVJt3iUl2ySgkn1L1VUjTVraVb9TqXZWoNomQpWs\nn+T8tEcpSroqZNLNNcqd97jNn+L2UxWVvqj5aY+Kkmdx+p2JWr8e4uSruE1Z0qz+nHVx7qOV5Ls0\nm1zGbRqXRnOPWuXpuHk+bv8lcfq2y/qzXZb7epLilaVx+6NMu/+2NKV9n0mzs2ApXv+zUevXQtx7\nDWovibIy9aBP2spl5DQzedKdqiU92k6S0n5BKyfueavFTT/NF4lapK+UuA/6teinKo4stz1udHH6\nnalk/SxL+oF0MIt7H81ynorTz0It5ic5SlPctEWJG9CK07dd1p/tGjmwkXTH8LUoqxtZln/kT7qz\n4HIa+fkDyUmirBz0QZ+sykKNjay+CGS9gIxz3vJ+048j7oN+LWqIxcWvKcmopDyLKuuilsmqRq9B\nluXRcGpxH81ynsryD1tZz9NxfrkvN791zpxEa2BFpT2uRg5sJN0xfKOX1Y2uVL6vx/tUVLrirI98\nSqKstFK/qNSamXm99oX8W93RoXsLCsgTc1JAFmuCtKC5WdOvvTYXxxdH3HOzqK1NV3R27jJ9cVub\nLn+p6I8AABk7SURBVL/nnpqmFainqPIwq+Vl0SaXzc1qo7wbFMrly0bN01L0vaqS+Vk9tihxjz1t\ncc993HzbyN89gNqptqw0M7m7FZ1H0AfIFm76pcU5N1l/2AQGGwKxyKvB/HI/mI8dAGqlmrKSoA8A\niIdNIEuWtrRo6apVu06fNk1Lu7rqnyAAAIAGVS7oQ58+AAYN+swBsiPL/XsAAADkRVPaCQAAAINP\n69y5Wtjc3GfaguZmnUjHpQAAADVD8y4AAJAKmlwCAADER58+AAAAAAAAOVQu6EPzLgAAAAAAgBwi\n6AMAAAAAAJBDBH0AAAAAAAByiKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAAACCH\nCPoAAAAAAADkEEEfAAAAAACAHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAAAADI\nIYI+AAAAAAAAOUTQBwAAAAAAIIcI+gAAAAAAAOQQQR8AAAAAAIAcIugDAAAAAACQQwR9AAAAAAAA\ncoigDwAAAAAAQA4R9AEAAAAAAMghgj4AAAAAAAA5RNAHAAAAAAAghwj6AAAAAAAA5BBBHwAAAAAA\ngBwi6AMAAAAAAJBDBH0AAAAAAAByiKAPAAAAAABADhH0AQAAAAAAyCGCPgAAAAAAADlE0AcAAAAA\nACCHCPoAAAAAAADkEEEfAAAAAACAHCLoAwAAAAAAkEMEfQAAAAAAAHKIoA8AAAAAAEAOEfQBAAAA\nAADIIYI+AAAAAAAAORQZ9DGzb5nZS2b2PyXmt5jZRjN7JPwsqn0y0Yi6urrSTgIaEPkG1SLvoBrk\nG1SDfINqkG9QDfIN4qqkps9/SJoescwqdz8m/FxRg3QhByigUA3yDapF3kE1yDeoBvkG1SDfoBrk\nG8QVGfRx959K2hCxmNUmOQAAAAAAAKiFWvTp45L+2szWmNndZnZYDbYJAAAAAACAGMzdoxcymyzp\nLnf/iyLzRkna4e5bzOwkSde6+9uLLBe9IwAAAAAAAAyIuxdtgTW0BhveVPD3j83sa2Y2zt1frSQB\nAAAAAAAAqL3YzbvMbB8zs/DvKQpqD70asRoAAAAAAAASFFnTx8yWS5omabyZPStpiaRhkuTu10v6\niKS/N7PtkrZImplccgEAAAAAAFCJivr0AQAAAAAAQGOpxehdGKTMbKSZTTAz8hEqZma7m9khZha7\nTzEMHuQbVKunCTowEOQbxEUeQqXM7C1mNsXMRqSdFuQTL+uoipn9naRnJH1V0nUpJwcNwsw+piDf\nfFnSDWa2Z7opQiMg36BaZvZ5Sf9mZrPTTgsaB/kG1TCzz5vZFWZ2siQ5zSlQATM7W9LvJV0q6Vtm\ndkTKSUIOEfTBgJnZAZJOkzRF0t9KOtTMLjSzvdJNGbLMzMZIOknS8e7+wXDyXDM7JMVkIePIN6iW\nmX1a0nRJKyRdaGaXhPcvfoFHSeQbDJSZDTGzpZJOlPS4pGvMbJaZjU03Zcg6Mxsuaaqkk9z9ZEm/\nlfR3ZvbudFOGvCHog4r0C+i8JmmcpJHuvlXSlQoCQO9KI23ILjPbu6c5jru/JukwSRPC2e2S9pT0\nNyklDxlFvkFcYbPj90n/v737jra7rNI4/n2SABog4AgIiFIyIEgN0pGRpQiSUWyjCFGKWAYFCwpo\nQLGADAKDY0PpIyodRUF0oQKRLkqNSAQFRUFpQyihJc/8sd8rx7tulFzw/m7ueT7/cE/5sd6stdc5\nv7Pf/e7NJ2yfC3wMWBrYGbIDH0NL3MQwjaOG3nzQ9qnAx6n74ld3uqoYlSStMFCxbPsxYHNg+fby\n/wJ/pgYlRTxrkvSJv0vSOElHAJdKOkTSa20/DFwJrA5g+8fAH4FNJU3scLkxSrS4OZyKk6Ml7dFe\nOgPYGMD2L4CbgFUkrdrNSmM0SdzEcElaRNJhkt4paR3b84Drgbe2t1xO+96SNKWzhcaokriJ4Whx\n8xlJr5M02fYTwLVUhRjAOdSR5PUlrdLRMmOUUfk88HPgREkfbS99japoxvZvqc+ciZI262alMRYl\n6RP/yE7A2tQOxrXA19txiz8CG/YcsTgbeDPwZCerjNFmW2BdYA3gW8B+ktalziyvKGnz9r5LgM2A\nRzpZZYw2iZtYYJKWBb5D7ZQuD3xb0kuBnwCLS9q4VWjcCNwDrNDZYmPUSNzEcLQkzgXAZGBT4DRJ\nS1LJwmUkrdGShz8DlgGyGRoDNgbWsb0S8Gng3yW9HpgF0P4GuBlYDni8k1XGmJSkTwyp59z6OOAq\n23+2fQbwA+Ag4CzqBuiVALavoRJBa3Sw3BgleuJmLnAvMM/2RcCpwO5UhcaDwA6SFrV9MzAHSH+W\nPpa4iWdoErCc7V1tfw44H9iR+v6aCUwDsH0rsCqwIqQ/SyRuYliWAh6zPc32gcBtwJ7ALYCB7eCv\nValrUhun0cd6PjPmAEtJWtz2dcApVD8fAVcDb5c0yfYdwKIk0RzPoiR9Yn4GPqAmAf8iaXx7/FFg\nB2Ax4Fhga0knSTodeA715Rd9pucLbeC/z6V2Rldqjw8H1qNulk4GXkTtjp0JLEk1ros+k7iJBTWf\nH9wPAL+StGV7/BXqB/oy1G77SpIOkrQ4tev+AKQ/Sz9J3MSzaFHgdz2V7tOBramqjCuATSTt1e6b\nHwDu7GSV0bkh7nEmAFcBG7THJwNLUJ875wCzqYrD77bnbhq51cZYl6RPACBps94pA600FeqIxSuo\nElZsPwB8A/iU7auBvajs9FW2X2n7oZFdeXRJ0lRJyw/cBPfEzU+AVYCNJD23xcW5wP62bwPeScXW\nDNsvt/2XkV99dCVxE8PV+4O7Nd0FGE9Vgk2WNNH274FrgK1tX0WNwV2NOhZ4S6tajT6SuIlnqidu\n7qGO3rxQ0gTbs4DrgN1tn0MlD7elWiL8xvYlnSw4OiNpmqTVqM+Y3nucmVQCaIqkZW3PoRLMu9m+\nH3gXcBjwQ9ubtv4+Ec8KZcOiv0naGvg2daMzATjA9tWS1qNGJB8t6SPAy4H32/5T66vxemq6xROS\nlJ2v/iJpC6osdSbwBHCK7VNbY90dgf9u/3018DXbl0l6AXAE8D7bD3a09OhQ4iaGS9KuVNLvZ8B5\nti9vz28J3ABMpSagnG77UknPofokbGX7dtU0uMXaIILoE4mbGA5J76Sq2q8AvmX7D+35Dan75X2p\nytMjWpw8H5gBbGP7TkmTAGzP7uQfEJ2Q9DLqHucW4H7gJtsHt/5hHwaOAjakYutS299u1/0ImGb7\nnm5WHv0glT59rO1avAr4kO1/By4E3iFpK2onYwaA7SPb409Keg/wBeChNq0gpc79aUPgUNtTqcqL\nbSTtCNwFfMf247ZPBn4FfFjS/lTp6p/yw72vJW5igUnaBNgH+BR1XGIfSdu34xMbUseNz22v7dKa\nf69KldHPBrD9ZH6495fETQyHpFcBHwC+RDVr/lirhn8B1cdyceAY6tjxbpJWoPpZ/py6V8b27CR8\n+tKq1GbWVOBIYB1JH7J9N3Cc7btt/wi4GNhd0n9JupxKEt3X3bKjH6TSp8+03YdFgPtsW9IPgR/Z\nPqp9ob0VeAkw3fZsSeNtz5W0HDAF2BW40Paxnf0jYsRJWorqc3Bbi4dvAbfa/mSbWvFqYA9gF9v3\n9sTNYsD6wM7AzMRNf0ncxHBJGjdQEi9pGrCm7U9ImkhVmn7A9uaDrlkWeAvwBupYzmGJnf6SuIln\nStKBwBzbR0paiarK2NL2tEHvWxd4HXWU64XAIbZPGun1RndU04zXAK5pJx8OpSoD92nJ5Y2B44FX\n2b5r4B6nXbsmFT/32T6+q39D9I8kffqIpA8CBwAXAXfa/qCkN1E3OnvafrjtjO0IXGT7++26dajz\n7I92tPTokKT3UzullwN/sf0uSZtSFV/bteTgilST79/YPrpdtwVwY3a7+lPiJoZL0kHAC6jvodPb\nMeQTbK/WXh9HTZC81PYRPdepbWasDNwxcHMd/SFxE8PR4mYccIXt89t98cdsb9JeX40ar32B7W8M\ncf161OZE4qaPtJMPB1MVXvcC+1MDbS4DXtp69CDpKOAR2we0x6+h+qCmsidGVI539YnWM2N7YB3g\nvcAGkt5BlaL+mdpRB7iZmtildt0bgc2oMZTRZyQtQ5Uzr08lBxeTNJ0aOzmDOqMM8H/A3bTPFEkv\np0aV5iaoDyVuYrjaLvsWwA+BvSR9lGqke52k/XreejSwvqSJkpZu8bUlgO3b8wOsvyRuYkFJmiDp\ncGATahLkkZLeQm1UzJK0e3vrX4AfA/8qaRFJK0n6aNsQxfb1iZv+Ium5VC+wrVp7jNupTfV51LCb\nz7f3LUIlgca32FmDGsOeeIkRl6RP/5gNPA+Y2LLPR1I3SEsAVwLbSlrbNZ1rDvDidt33bB9n+7Eu\nFh2dux9YC1i2lcwfTcXRJsDpwOskbWr7EWqM6dLtustsn5BeCH0rcRMLTNU0dytgX9vfAz5B3SDv\nTlWN7Slp6RZTjwP/12JoLnCyMyWnLyVuYpgWoRJ+e9r+JvBZ6of8y6lmvO+QNMk1RXIRYInWy/Ix\n4BzbN3a07uiYa+rW5tQUN6jR6/cAuwCHA1MlvarFy3LtmieoquYT22+tiBGVpM8Y186UAixJZZvX\nAmg3Rg9Ru+oXAtcDx0s6CdiOmlhAdi/6R0+s9P79HOBMntoJvQz4HdWs7lZqR+MQSacB03gqbuYR\nfSdxE8OlGn38JDXZbaf29KXUrvumwB+Bs4ET2xHAnYBJ7WjOg27TdaK/JG5iOFpvlTnAL4HXtqfP\nBu4E1qaGCcwEjmuNmjcFngRozXh/M/Krjq5JGteOiQKcQPUJw/YsagN9xfbavsB7JZ1LNQW/sr0v\npyaiM0n6jDGS3ippUz01LnJu++9t1FGKDSWt0t7+PeDttu+1/VnqyMUVwEa2rx7ptUd3JO0DfEnS\nZPibuHmYKnteTTWqFOqGeivgSdtfBP4TOA94me2fjPjiozOS3ihp3YFkT+Imni7VaOyBv8e3H+5Q\nx3Ne2CpPnwRupL67Vqd6JpxL9YEaR+3Q5ya6j0jaqDWBB2q6VvszcRPzJWmFge+pliic247e3Ai8\nWNLKraL9MqpK7HHqh/ss4CSqIvWgThYfnZH0kt7Htuf1bE5dAiwtaZv2+Gaqp9jzXaPY9wROpO5x\nvjNSa46YnyR9xghJW0uaAbyL6tnz8XZmfUlJ09vZ4+8CK1Fj2rH9M+CegQ8125fb/pozGrkvqCwu\n6evAVGrCwO3ttedK+nRrhDkDeBh4M4Dt64AnqCoxbN9i+xuJm/4haQ1JVwPvoW5sDlBNsUDSwYmb\nmB9J20k6n0oy7wKVLFSNRN6aqtD4LVUmj+1fUz/cV3WNzz4e2Nn2u9sRnegDkraRdAk17W9ez/Ob\nJG5ifnri5ivAV6EShZJeRlW+/xSYALymvXYpNal2iu1HbR8IvMn2rq0yKPqApA0k3Q6c23qi9r52\naOv9NBO4BnhXSyT+lqpyXgmgbaif1Y4HRnQuSZ+FnKTxraHYO4Av2t6WOlYxCXiUash8mu0b24+u\n86j+PV+X9D3qbPLvO1p+dETSIm2ncwKwLLC97V9QX1gD55WPsX2R7dupiSerSzpF0vepm+5bO1p+\ndKTtjEL1PDjd9vbAYcDK1G46wNcSN9GrJZgnSNof+BzwZepY8WskvaG9bUlqouiDVFXGOpL2kfQ8\nqp/GX3sgOJMk+0KLm/GqSYDfBL5se89BPb+WInETQ2gbmodQEyP3BF4k6ZWt4mdVarT2LGr60isk\n7SZpIjVc4K6B/096zPWPniPq6wKHUqcfXi9psZ63fd72Ga0vz7epQTents2MJaiKn4hRZ0LXC4jh\naR9Mh1E/0k8B3uenmi2/BXgRsCFwq+1b24/8J2yf23bodwRusv2FLtYf3eiJm0UlncNTNzfjJX0O\nWLvFx1m2r+uJm+slvZOqCFrW9lc6+0fEiOuJm8Va368pwESoiTeS5gBvkXS67WsG+mwkbqL1P1Db\nXf8DsJPtWe2IzhTq2ATAjweO3Ni+WtIBwIeAi6mmqed1sf7oRk/czJX0MPXj6sL22lSqsuch2xcM\nXJO4iYF+K+0IzgbAz22f2VoePEId15LtM3suO5Pq5fMRYD/q/ictDvpIu8c5GJgg6TzgAtt3SbqO\n2qi4mKrqwW0U+8DfknalphyvafuYkV99xNOjHGte+LQvta9Q1TznA7sC5wDHAO+nMtRXUKWrE2zv\n3a77N+BPtm+RpJxp7y+D4uaHVEPLnwJ7U2fWxwPfas+/wfZ67brXAH+0fUMHy46ODYqbH1HHta6k\neoC9l9rZ2pI6yrWo7b3addtRnzeJmz7VEn6HACfant520R8Fxtt+QtIp1M31CYOum2R7tqRF23tz\nrKKPDBE3ywF7UUnCydQP98eoSTgH9lyXuOljQ8TNWtSx9ZnAttTx9T9Q/XTf3nPd4rYfbtVhj6ey\np79IegXwP1Qi+RfUsfV9bV/cXj+KqlI+uCV5ZNuS3kjd41zZ1dojFkQqfRZOS1I7GNvaflDSPdT0\ngdfaPmrgTZI2AqZLejHVlG4ydeY9HeT70+C4uZ+aUvEnqhfUNNs3AZ+UtEP7IryEGrU9q6tFR+cG\nx819wEuphpcrA9sAn6YaGE6Buomm4iYTTvqUpCWoySaHAbtKOsH2Le3lee2H+WLU0Yre6/amEomH\n2n58JNcc3Rsibk5qlWGXAv8CHNiqUNcFvinpNNs3tCNgk0jc9KUh4uYbtm9qx0d3A66x/VVVA/k7\nJG1h+7L2efMocGxvBUf0FQNH2j4ZQNJ6VI+ni9vrR1Iboi+lBlIsRTWJHwfMHvHVRgxTkj4LIdsP\nSLoN2B34IvXDfAVgG0mX276zvXUZ4AHbAz17ThzxxcaoMUTczKBuoi8BdqaSghdJWpE6kzzTNY3p\nlG5WHKPBfOJmGWoU8ikDiWZJ76WqxQZ6IJzayYJjVLD9kKS9bf9e0vLAZ4Cde6pMnwdMbD/YXwhs\n3o5cHJcKjf41n7h5G3ABcLntgR9Zv6aOW6g9PiFx07+GiJuDqKrle4GXUNXM2H5U0qnA0u3SU23f\n3cWaY9T4OXCVaorkXKriZ2ADa4LtOyQdC+zfjoHdDexm+6zulhyx4NLIeeF1NrCBpBVcneGvp8qd\nV5C0SjvXfjj14YUkzf9/FX2kN25mUxU89wGfpRpgfpM6+jXT9j0drjNGl8FxcwP1ebOipOdL+jTV\nyPmSLhcZo0vPhsMXqIbe2/VUma5Kjbv9EDVgYPl2TX6497lBcTO5xc086gjpgP2o3oV3tGsSN31u\nUNz8q6Sp7Uf8LcCxkl4iaTqwFZU0JAmfsD3HNaltbntqO576XHmyPbc2sD1wne3dRn6VEc9ckj4L\nr0uAe6iyVVyTlzahyhR3AtYHpg40FctxrmgGx80VwOuAq21/GDiWmuT1mc5WGKPR/D5vxgGbU7um\nr+xtqhoxwPZdwHHAAT1PbwZsBKwJ7GD7y12sLUavwXHTmjq/VtIM6kfYLrbv63KNMfr0xM3H2+ND\nqcTyQcB6VCuE33a3whiNVBMmx1NH1X/QnltL0suohPPqtqd3ucaIZyKNnBdikragzi9/iSpPPJFq\nyvurnox1xN8YIm6OB6a3BFDEkIaImxOAD9u+ttOFxajX0/jyLGpa4L3U8cCbbM/odnUxWg2KmzuB\nh4BrgVm2f9nt6mK0GhQ3fwbmAKcBN9p+pNvVxWjWej4dC3wH2IP6vto3yeUYC1LpsxCzfRlwKFVy\neD5wpu0bkvCJv2eIuDk7CZ/4R4aIm7OS8Imno/0AmwgsB+wI3Gv760n4xN8zKG7eBtxp+9QkfOLv\nGRQ3bwVut31VEj7xNEwBpgH7UPfGeyThE2NFKn3GgDYFZW6SPbEgEjcxHImbGA5JHwFeDOxn+7Gu\n1xMLh8RNDEfiJoZD0krALsARmQIYY02SPhEREfFPJWlca8Yb8bQlbmI4EjcREX8rSZ+IiIiIiIiI\niDEoPX0iIiIiIiIiIsagJH0iIiIiIiIiIsagJH0iIiIiIiIiIsagJH0iIiIiIiIiIsagJH0iIiIi\nIiIiIsagJH0iIiKiL0haStKe7e8VJJ3R9ZoiIiIi/pkysj0iIiL6gqRVgO/bXrfjpURERESMiAld\nLyAiIiJihPwXMFnSNcBvgLVsrytpN+ANwERgdeAIYDHg7cBjwFTb90uaDHwZWBZ4BHi37ZtH/p8R\nERER8fTkeFdERET0i/2BW21PAfYd9NrawBuBjYFDgIdsbwhcDuzS3nMMsLftjdr1Xx2RVUdEREQM\nUyp9IiIiol9oPn8DXGj7YeBhSQ8A32/P3wCsJ2lxYAvgDOmvly76z1xsRERExDOVpE9EREREHeMa\nMK/n8TzqfmkccH+rEoqIiIhYKOR4V0RERPSLB4ElF/AaAdh+EPidpP8AUFnvWV5fRERExLMqSZ+I\niIjoC7bvBS6VdAPweWBghKl7/maIvwceTwP2kHQtcCOwwz93xRERERHPTEa2R0RERERERESMQan0\niYiIiIiIiIgYg5L0iYiIiIiIiIgYg5L0iYiIiIiIiIgYg5L0iYiIiIiIiIgYg5L0iYiIiIiIiIgY\ng5L0iYiIiIiIiIgYg5L0iYiIiIiIiIgYg/4fXWWifsQO/OkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f35c8450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZmZmZmZtbAnPwxMzMzMzMzM2tg/x+Iz5q+qxTd7QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef9fddd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucJGV59//vtbswAy7I+XxKGgyeQ36JGiUzo2anV0dU\nXipIJJ54nkTRmQ3xyM4uOwjrQ9Qk7IyaaB48gIqimBV2dHdW4uyoMfCEg0YBlU5whQVUXBBcZ2B3\nr98fVTPbM9PdVTPV1dVd/Xm/Xv2anrrrcFd1dXXX1fd93ebuAgAAAAAAQH4tyboCAAAAAAAASBcB\nIAAAAAAAgJwjAAQAAAAAAJBzBIAAAAAAAAByjgAQAAAAAABAzhEAAgAAAAAAyDkCQACA1JnZP5nZ\nmgTL/9DMuuo9L/LJzIbM7Jqs65EFM+sxs59nXY96MLO/NrN/DJ+fYmZ7zaxpvrua2RvMbMsilhs3\nswvSqNNimdnNZvaMrOsBAEhX03yIAgBai5nda2Ynm9n7zWxbhfIjzOwJM3uGu7/d3S9f7Lbc/Vnu\nPlHveRcrvIH7tZntn+Z26i0MDnyrSlmiG+y56w7X9ftz5mlUYMYbsI1EwuO118weM7PfmNndZvbm\nrOvVSOE15KQqZftLGpT0ocbWKj53/7y7FxezqBZ5jlYKHlV6ry3CRyR9IOE6AABNjgAQAGCxpm9i\nrpH0QjM7ZU756yV9393vrLUSM1uWSu1SEu7nn0naK+mVmVYmHZbiuhsVmElzH+rpfnc/yN0PlnSR\npH8xs6dlXakGqnU+vErSXe7+QKMqU0sTXaeqHbNFnfNl+3WjpBeb2dGLqhUAoCUQAAIAJOLu90v6\nN0l/OafojZKuliQz+4yZXRY+7zGz+8zsvWb2gKSrzKzTzD4btqq5Myyb6cYSthR4Sfh8yMyuC+f/\nTdjl6/+rMu/zzOx7ZrbTzHaY2YiZ7Zdwl98o6XuSPivpTeUF4X5+3My+Hrbs+I6ZHW1mV4b7dpeZ\n/WHZ/O83s3vC/fiRmb26rOz74TqmH3unu7aZ2SvD+Xea2bfM7PQ5+/+ucPlHzOyLZtYRFtdqeTDd\nauqRcHvPt8CacJ0Phcf84CrLL7hVg5m90Mz+X1jPW8zsT8vKxs3sA+Ex/I2ZbTGzw8vK32hmPzOz\nX5XV8SUVtrGfmV1rZl8Jnz89XPfO8Nw5q2zez5jZx8xsU7jN/yhvWWFmvWb247C+HzOzbXNbYyyW\nu39D0q8lPTvc1qFhPX4Rnjs3mtnxZXU5zMw+bWb3h+X/Wmm9ZjYQnivHWdAqb1O47w+b2UTZfPeG\n5+OPwvV9avq8MbNDFlsXM3uFmd0RbvO7ZvbsmIfkZZLmtSwsW+9xZnZDuB8/NbP/FU7vNLPfmdlh\n4f+DZvakmS0P/7/M9nUr6zCzj4Tn0YMWdFXtDMvmXacq1OHNZvbt8LmZ2T+G75NHzewHZvbMGvt3\nqgXdrh41s41mdmjZel9gZv8eHrM7zKw7nL5eQfD5oxa8R0dsX+vL6evF68J5qx738LV+r5n9QNJj\nZrbE3Scl3SppMS2aAAAtggAQAGBR3P333H17+O9nVRYAMrM/kPRcSV+Ynl2zgwNHSzpU0kmS/lrS\nUPj89yStkHT+nPnnBhbOknStpKdKukHSR6vMu1vSKkmHS/pTSS+VdGH8vazojZI+J+nzkopmdtSc\n8tcp6LpyhKQpBcGi/wzr8BVJ/1A27z2SzgxbgFwq6XNmdowkuftzw9YhB0l6l6S7Jd1mQQuRL0ga\nCLfxdUk32r5f8j2sQ1HB8XyOpDeH69zm7vOCJKE/C/8+NdzuzZLeoiDI1SPp9yUt1+xjPaPKuue2\nSpj5P7xBH5V0paTDwuMyWn4jLOm8sO5HSdpf0rvDZZ8h6WNh+bEKzoPj5tYpvJnfKOl3Co6JFLR0\n2CzpSEn9kj5vs1vdnKvgfDxUweuzPlzXEZK+LOl9YX1/rOCcStyqycyWmNkrFbye90xPVhB0OCl8\n/E6zj/01kjolPUPB8Sk/r6bXe4mC87XL3XcoOI9+Hm7nKEkXz1nkLyT1SipIepqk6bxdSxZTFzM7\nI1zufys4Zp+QdIOFXSfnXEPmepaCY1zNFyVtV/D6v1bSB83sxWEg4xYF56wkdUu6V9KZZf+Ph8+v\nkHSqgmvVqZKOl3RJ2TbmXqdq6VXwHjrN3Z+q4Hx7uMq8puB1eUtY/92ShiUpDKxtkvQBdz9UwTl/\nvZkd7u6Dkr4t6R3he7Tf3bvDdT4nnPblGse9PPj9egVBtkPcfW847a7wWAAAcooAEACgHjZKOtr2\nteB4o6Svu3v5DVB5MGCvpHXu/mR4w/Y6SR9090fDFkUbND94UO7b7r7Z3V1BMKbiTYu73+but7j7\nXnf/maRPKrgBXBQzO1PBzeB17n6bpJKCm+aZTUr6qrvf7u5Tkv5V0u/c/XNhXa+TdEZZ/b7i7g+G\nz6+T9FNJz6uwzcskvdLdH1cQoNjk7je5+x4FuTsOkPTCssWG3f1Bd9+pIODxh4pW6Xi/QdLfu/u9\n7v5bBQGD11v8PEG3hS0QdprZTgXBk+mASZ+kH4d5VPa6+xcVBLmmu9W5pE+7+z3hOXJd2X68VtIN\n7v7v7v6kgpv2uQHDgyVtkfRTd39rePxfIOkp7n6Fu+92928puNk+r2zZr7r7f4bH9vNl23y5pB+6\n+8awvsOSHox5HKo5LjwuuyR9VdJF7v59SXL3X7v7v7r7ZPi6f1DhuWtmx0paKelt4Xtmt7t/u2y9\nZmb/IOnPJb247H34hIKAwynuvsfdvzvnmH3U3e8Pz5v108clQV3+StIn3P3/eeBqBUHRF8Q4NodI\neqxSgZmdqOB8f5+7PxEes/+r4LojBS2Hus1sqYIWVcPh/52S/ljShJmZggDJ37r7I+F+/R8FgZFp\nc69TtTwp6SBJTw9b1Px4+r1dgUu62t3vdPddktZKOid8X52v4Nq5WZLc/ZsKAsh95Ycgoi5Rx90V\nXCPuD69T0x5TcNwBADlFAAgAkFh4E/Nl7bsBe4PC7l9V/NLdnyj7/zgFLROm3RexyYfKnu+S1Fkp\nKGFmTwu7rjxgZo8quKk9fO584bz/bPu6W72/ynbfJGnM3X8d/n+t5nQDk/SLsueTc/7/nYJWNNPb\nfKOZ3V4WIHlWef3CG90vSXqju0+3DDlWQcsHSVIY2Pi5gtYL08pvPGdtc4GOlfSzsv+3S1qmoGVE\nHGe4+6HTDwUtLqZvXo9T2X6EfqbZLXmq7cdxKjtH3P13mt3awhTc7D5L0t+VTZ97ns3dpmv2uVV1\nm6Gq56mZPW77EjyfUGW2HeFxOVhBkOKlZcsfaGafCLvrPKogqPHUMHBxoqRfu/ujVdZ7iKT/JekK\ndy8PonxYQQujMTMrmdn75ixXfmy2h/ucpC4nS3rXnCDgCQrOqyg7FRyXSo4Lt/nbOfWdfg9sU9AC\n6I8k/ZekbyoIWD1f0j1hgOtISQdKurWsbt9Q0Dpq2tzrVFXu/m8KWkV9TNJD4fE6qMYic4/1fuG2\nT5b0ujnH7EWSjinfXER1qh338vdWpZHiDlZw3AEAOUUACABQL59V8Ct2r4Kb5hvnlNfq0vWAghvJ\naSeqPv5J0p2STg27ZQyqymefu78t7EJxkLtfMbfczA6QdI6ClgQPhHlB/kbSc83sOQutmJmdrKBF\n0jskHRYGAn6oMEASbm+jpH909/KhpncouMGbXs/0Tfj9VTYVt4tSpfl2SDql7P+TFHRXeajCvHGU\nt1y4X2X7ETpZ1fdjbr1mgirhsSoP7LmkMQUBp5vKuuntkHRieMySbtPK/5/L3ZeH59LB7l4zoBkG\nGd4n6dlm9qpw8rsUdMN6Xnjudis4fqbg5v0wM3tqlVXulPQKSZ82s5mWYe7+uLu/290LClpa/a2Z\nvbhsuZPmPJ8+Louty3ZJ68uDgOFx+VKt4xH6QbjNSnaE2ywPbJ6kfQG570n6A0lnSxp397vC8pdr\nX/evXykI8D2jrG6HeNAdc9qCuve5+4i7/7GCrnBPk/SeGrPPPdZPSvqlgmN2zZxjdpC7T4+GFqdO\ncY57pfU8XdL3Y6wfANCiCAABAOoi7PbxiIJ8E9e6++6y4umbxWquk3SxBclmj5f0TtVnxKjlCro1\n7LIgUfLbE6zr1QqCH09X0OXsueHzb2tfy6eFjMTzFAX7+CtJS8zsLQparEz7lIJRkD4yZ7nrJPWZ\n2UvCnB7vUtDS6N+rbCdunX6poMtLoWzatZIusmCI+OUKuv580fflDEniG5KeZmbnmdkyMztX0ukK\numRF1f16SWeZ2Z+G+WSG5sxrkuTuH1aQL+kmCxJI36ygxdh7LUgI3aMgUPLFiO1JQa6lZ5vZq8J8\nS+/Q7FYZiYRd2f5e+3LQLFcQoHg0zJe0rmzeBxQcv4+H75n9LEwQXjbPhIKWeF81sz+RJDPrM7NT\nw+DVbyTtUfCaS8G+X2hmx4fbG1TQ+ixJXf5F0tssSMZuZvaUsA5xWqR9XVW6a7r7zxWc7//HgkTO\nz5H0VgXdQadbJN6q4DWaTpL875LeNv1/eA7/i6QrzezI8PgcHwawF8zM/tiCxOn7KTjHJhUc34qz\nSzrfgoTkByoYfv3LYWu+zyk4t3vNbKkFSa17bF/S7Yc0+z1aadqCj7sF3eP+SNLWBe46AKCFEAAC\nANTT1Qp+zZ7b/WtuEui5wZ0PKPj1/n8UtNz4soJ8JZVUGm2qWrDo3Qpy9PxGQWubL9aYN8obJX3K\n3e9z91+Ej4cUdPv4CwvyjVTaz4p1dfc7Fdzwf09BV6dnSfpO2XznSnq1zR4J7EXu/hMFeUJGFARt\n+iSdNSfgNnd7kfsc3jSvl/TdsNvI8xQEoa5RMELYfyu4se2PWlf5flarS5iX5hUKAli/UvBavaKs\ne93cdZQv+6OwHl9U0BrkMQVd7aYqzHu5gpZU31TQ5ecsBclvf6ngtfvL8JjOWm5uHdz9VwpyVX0o\nrO/TFeRmmdLizd3WpySdZGZ9CpJjHxBu698VBFnK5/9LBa1G7lYQABioUOdvKgiM3GhBYuDTFNzg\nPxau82Puvq1smS8oeP+VFOSjujwsW1Rd3P1WBXl2PqpghLOfal+wNMomSadbkGNo1n6FzlPQOm2H\ngvxJl4TdsKZtU9Bd8Zay/5dr32h3UtDq6h5J/xF2bduq2a2Oot435efLwQquMb9WkHT6Vwq63FVb\n7mpJn1HQ+nF/7Ttm90l6laTVCs7p7QreI9PByQ2SXmvBaGtXhtOGJH02fN++tsZxr7U/Z0n6Vo28\nRQCAHLDgx4YqhUHugasVjOjgkj7p7sMWDOX7SgW/Gv1C0pvd/YHwl7SvKfiSKEnXh1+8AACIzcze\nLukcd39x5Mxoe2HLhp0Kuvr9LGr+Om1ziYLuT39RFkRpWWb2P5IumBNEyZSZ/W8FXbQuyroueWdm\n/yHprWFgGgCQU8siyp9UMCLFHeGXq1vNbKukD7n7Wkkys34FzZWnm9Vvc/dXVl4dAADzWTD0eUFB\na5jTJP2tghYuQEVmdpakmxS0jPiIpB+kHfwJuwfdoqA71HR+l/9Ic5vtzN3/Jes6tAt3jzMyGwCg\nxdXsAubBELJ3hM8fl3SXpOPmjCixXPv6j0sLy38AAIAUdIH4ZwVdtW5S0GXn45nWCM3ulQqSFN+v\nIHj4+tqz18WfKugyNN317tVzhtEGAABoWjW7gM2a0ewUBf2nn+nuj5vZegV9vh+V1OPuD5tZt4LE\njPcp6JP9bpqSAgAAAAAAZCtWACjs/jUu6XJ33zin7P2SOt19yMwOkrTH3XeZ2cskbXD3eUN4mlk9\nRnYBAAAAAABAGXev2DMrchSwcDjL6yV9bm7wJ/QFSa8JN/JYOIqI3P0bkvYLhwutVCEebfRYt25d\n5nXg0XoPzhsei3lw3vBYzIPzhsdCH9s2bdLqQkHrtG84sNWFgrZt2hR7Wa+x7Lru7lnl04913d01\ny7I+Lu6uwd7eivVbUyxmXrdmeXDN4bGYB+cNjziPWmoGgMzMJF0l6U53v7Js+mlls71KQW4gmdnR\n4TIKh481nz2cKwAAANDyxoaHtb5UmjVtfamkrSPR+evjLLu7o6Pisns6O2uWNYNlU5VTYy2dnGxw\nTQAA5aJGAXuRpPMl/cDMbg+nrZZ0gZn9gYLkz/dKeltY9lpJbzez3ZJ2qTEJGQEAAIAFmxgd1djw\nsJZNTWl3R4d6BwbU1dcXqzxJkCPOsr0DAxoslWYFilYXClrZ3y9JNcuy1uwBKgBoVzUDQO7+HVVu\nJfSNKvN/TNLH6lAv5ExPT0/WVUAL4rzBYnDeYDE4b/KpVgBnYnRUW1atmhVEGQyfd/X1RZZPBzl6\n5myzPMhRbftxAiTT9Vw7MqKlk5Pa09mplf39swJUtcqigltpigpexalflvVPKs6+lUZHNTQ+nrt9\nR7r4rEJiGfVJcwAAACAt2zZt8tWFgrs081hdKPi2TZvc3X2wt3dW2fRjTbEYq7zS+i8uW3+t7Uct\nm/a+T88z2Nvr67q7fbC3d96261G+plj0dd3dvqZYnLftWvWLU55m3ZOox75FvXYAUEsYb6kci6lW\nkOaDABAAAADSFBXAWdfdXbF8XXd3rHL32kGOOAGkasumve9ZBymSBN8aUfckAaSkgcWocgCIUisA\nFJUDCAAAAGg5UXl2orphxe2mVa1rTtT2ay2bVNS2qyWhXjsyoq6+vsTlSetXqzztuiftGphk3+KU\nA0ASkcPAAwAAAK0mKoDTOzCgwUJhVtnqQkErwjw1UeVJt5+mqG1nHaRIEnxLu+5RI7RFlScNLJJA\nG0CaCAABAAAgd6ICOF19fSpu2KC1xaKGuru1tljUyg0bZlqwRJUn3X6aoraddZAiSfAt7bonDSAl\nDSxmed4AyD+6gAEAACB34oyiFdUNK0k3rTjbT0vUtqNG6UpanrR+UeVp1j1pACnpvmV53gDIPwty\nBDV4o2aexXYBAAAABEONby0LMqyoMIx8kvJWrXulHD+rC4WZ1l9R5QCQNTOTu1vFMgJAAAAAABBo\n5uAXAEQhAAQAAAAAAJBztQJAJIEGAAAAAADIOQJAAAAAAAAAOUcACAAAAAAAIOcIAAEAAAAAAOQc\nASAAAAAAAICcIwAEAAAAAACQcwSAAAAAAAAAco4AEAAAAAAAQM4ty7oCQCubGB3V2PCwlk1NaXdH\nh3oHBtTV11e3crQuXlsAAAAAzYQAELBIE6Oj2rJqldaXSjPTBsPnXX19icvRunhtAQAAADQbuoAB\nizQ2PDzrBl+S1pdK2joyUpdytC5eWwAAAADNhgAQsEjLpqYqTl86OVmXcrQuXlsAAAAAzYYAELBI\nuzs6Kk7f09lZl3K0Ll5bAAAAAM2GABCwSL0DAxosFGZNW10oaEV/f13KpSCXzJpiUUM9PVpTLGpi\ndHRBdUy6PBYnzmsLAAAAAI1EEmhgkaaT+a4dGdHSyUnt6ezUyv7+melJy5MmEiYRcXaiXlsAAAAA\naDRz98Zv1Myz2C7QStYUi7p8bGze9LXFoi7bvDn15SWGuQcAAACAVmJmcnerVEYLIKBJJU0knHR5\nhrkHAAAAgPwgBxDQpJImEk66PMPcAwAAAEB+EAACmlTSRMJJl2eYewAAAADID7qAAU0qaSLhpMsz\nzD0AAAAA5EfNJNBmdqKkqyUdJcklfdLdh83sMkmvlLRX0i8kvdndHwiXGZb0Mkm7wum3V1gvSaAX\niGS7aLRKOXxWFwpauWFD1Rw/CykHAAAAANRXkiTQT0q6yN3vMLPlkm41s62SPuTua8OV90u6RNLb\nzezlkk5199PM7PmS/knSC+q2J22KZLvIQtrD3AMAGoMfkQAAgLTAYeDNbKOkEXe/qWzaxZJOcPd3\nmNknJP2bu38pLLtbUre7PzRnPbQAWoCo4bzrMdx3MxgdndDw8Jimppapo2O3BgZ61dfXFbscAADM\nVvFHokJBxRqtNcvLG1XHxQagCF4BQPriXGu5HjePugwDb2anSDpD0s3h/+sl/aWkRyX1hLMdJ+nn\nZYvdJ+kESbMCQFlp1V/A2iHZ7ujohFat2qJSaf3MtFJpUJLU19cVWY72k/T9nHY5sBi1zivOOSxG\ntREZ146MqKuvL7I8bUlaMdMCGgDSF+day/W4dcQKAIXdv74iaZW7Py5J7j4oadDM3i+pX9LQ9Oxz\nFq/Y1GdoaGjmeU9Pj3p6ehZQ7YVr5W5UzZ5sN+lNycToqEbe1K8THj5Jh6qouzWgx9WnUmm9RkbW\nqq+vS8PDY7OCP5Jmyg/SY9wULVKr3lAmfT+nXR53H7jRT0eSY5tl4K/WeSWpaT+j0Nya/UekqABU\nrfdc1sErAGgHca61XI+zNT4+rvHx8Xgzu3vNh6T9JG2R9DdVyk+S9F/h83+W9PqysrslHV1hGW+0\nwd5ed2neY02xGKs8S9s2bfLVhcKsel1cKPi2TZtilTe6bqsXsO1Ky5+jgi/XJpfcu7vXuXvwt8LL\n4y945nmJtj9dh8HeXl/X3e2Dvb3zlo0qb1VJX7t61aHasa1VlvT9nHZ5nP2uduyb4XVpZUmObdLy\npGqdV838GYXm1uzff9Z1d1fc/rru7sj3XK1lAQD1Eeday/W4uYTxlorxnZotgMzMJF0l6U53v7Js\n+mnu/tPw31dJuit8foOkd0r6opm9QNIjPif/T1aa/RewWpo52W7SaG+l5b+kkv5EI/pP9amzc48k\nqaNjd8XlD3nwZq1/+L8Xvf1WbhmWVNaR+iStHZK+n9Muj1Lr2Ls7v6AkkOTYZt1VZjHnVTN8RqG5\n9Q4MaLBUmj8iY39/rPK01WrFHPWey7oFNAC0gzjXWq7HrSOqC9iLJJ0v6QdmNj2c+2pJF5jZHygY\nBv5eSW+TJHf/upm93MzukfRbSW9JpdaL0OzdqKJ09fXVvMGIKk9L0hvhass/RZMqFFarv3+lJGlg\noFel0uCsbmCFwmqdesBB0sOL337WN3xZyjromeRGPen7Oe3yKNzopyfJsc36h4Ja51XwY07lsnoh\nwWM+NfOPSFLtANS/ffjDFZeZfs9lHbwCgHYQ51rL9bh11AwAuft3JC2pUPSNGsu8M2mlFqvWF9Ok\nv4C1ekLZtHJixLkRXszyBxz+c23YsFJ9fV2aGB3V94aH9bIDHtI9h39RjxzzfD31hIL6+1fqe8O3\nSj9c/PazvuHLUtZBzyQ36knfz2mXR8n6Rj/PkhzbrH8oiDqv0vxiRYLH1hb1OZ7lj0hx6iZVDkCN\nDQ9XXOf0ey7r4BWQR60e6G/1+jejONdarsetI/YoYI2QJBAR9cU0yS9grZBQtpYkXW2i6hYncLaY\n5S/esEFdYfBn3vKHmIr9b1BXX5cO0mOJtp/1DV9SST7kso7UJ7lRT/qLdtrlUZLe6GcdkG7mgHeS\nY1uPwF+SfY9zXkWdc4vdfj0SPLbyeZNUlvveiO8QadetWgAqznsuqxbQQB61eqA/7o8ZaQ0UkbV6\nDMxT6ztK1Lq4HreIasmB0nyoQhLopMk300xi2OwJZZPUvx5127Zpk68pFn1dd7evKRYXlKw36+Wb\nOcF2lHokpK117NJW69g283Gvl1rHPqoszUTGWZdPz7OY5OBJj23S8qyTSCfZftIEj81+3iQtjyrL\nct/T/A7RDHXL8nMKaDdZJ4VPajHf++s1UETW0hiYp5n2DwsTxltU6VFxYtqPSgGgpIGINDOPR607\n7fI065923Vph+aQ3hFlp9Q9p92Q36u0q64B02uWtPEJaMwf7o8rj1C3NHxPSPG+SlicNcqRdnuZ3\niGauG4D6a/X3bFT90/5RPEtJ69fs+4eFqRUAapouYElzsaTZVafZE8pGSTMnRpJtN8vyzZpgO0oe\n8hPVOrbNetyzlvUIZ2mXt/IIaVnnFEuy/Ze85z2JEjxGJevN8rxJOsJb1HmX9Xsmze8QzVw3APXX\n6u/ZqPqnOVBE1tIamKde+9fq3evypGkCQEmDJGnmM2n2hLJJ659m3Vp9+WbW6h/SWJysA9Jpl7fy\nCGnNHOyPKk+a4DEqWW/W500awbm4QY60y9P8nGvmugGov7Rz3WVd/yx/FE9bWgPz1GP/ss6Hizmq\nNQ1K8xFsdrZ65GJJs8tImnkj0q571PrTrlurL9+s2iFPDuZLeq1s9vKk3ZSyVI/PsVbdfjOfN0nL\n084l18zff5q5bkC7ispnFmeeqLxmaea6S1K3uOULqX/c/JNxr3dRr00SUa/bQusf9drV6ztCvXLO\npnls8yaMt1SOxVQrSPNRKQDknn2QBGg1vCfaU9YB6TTLk3w5awZZf45luf1mPW+SltcjyJF2eZqa\nuW5Au4kbYEkrmXEz52tbyDFM40fxtINfcddfrX5JB9ZJImnO2UYEFvOmZQJAAAAk+XKG9pV2gInz\nDkDWkibsj7uOapLeyDf7yMlJpB38SrrvWSb4bvaBIPKoVgCoaXIAAQAgkRwci5M0oT/nHYBmFydf\nWZoDErRivrZGSXuwgqT7nmUOo6T5cNM+tu2GABAAAAAANLk4N/FpDkiQ9Ea+2UdOTiLt4FfSfc8y\nKX/UQBNR5Wkf23ZDAAgAAAAAmlycm/g0Rx9OeiPf7CMnJ5F28CvpvscZ7TNNSVrhpn1s240FXcQa\nvFEzz2K7AAAAANCqJkZHtbXsJn5FhZv4qHnirCOr+jdz3aPUqluloc5XFwpauWFD1aHQy8uj1p93\naR/bvDEzubtVLCMABAAAAKCS0dEJDQ+PaWpqmTo6dmtgoFd9fV1ZVwtoOa0c3Gp2HNvZCAABAAAA\nWJDR0QmtWrVFpdL6mWmFwqA2bCgSBAKAJlUrALSk0ZUBAAAA0PyGh8dmBX8kqVRar5GRrRnVCACQ\nBAEgAAAAAPNMTVUeL2ZycmmDawIAqAcCQAAAAADm6ejYXXF6Z+eeBtcEAFAPDAMPAAAAYJ6BgV6V\nSoNzcgCtVn//ygxrBQD1NTE6qrHhYS2bmtLujg71DgzMSyJdq7yVEAACAAAAMM90oueRkbWanFyq\nzs496u9fSQJoALlRaZj4wfB5tWHky8tbDaOAAQAAAACAtrOmWNTlY2Pzpq8tFnXZ5s2R5c2IUcAA\nAAAAAADOlZ3IAAAgAElEQVTKLJuaqjh96eRkrPJWQwAIAAAAAAC0nd0dHRWn7+nsjFXeaggAAQAA\nAACAttM7MKDBQmHWtNWFglb098cqbzXkAAIAAAAAAG1pYnRUW0dGtHRyUns6O7Wiv3/eKGC1yptN\nrRxABIAAAAAAAAAWqB5DyNeaZzFD0NcKADEMPAAAAAAAwALUYwj5WvNIqvsQ9LQAAgAAAAAAWIB6\nDCFfax53X9QQ9LQAAgAAAAAAqJN6DCG/mGHmkwxBTwAIAAAAAABgAeoxhHytear1mkoyBH3NYeDN\n7EQz+5aZ/cjMfmhmA+H0D5vZXWb2fTP7qpk9NZx+ipn9zsxuDx8fX3TNAAAAAAAAmlA9hpCvNU8a\nQ9DXzAFkZsdIOsbd7zCz5ZJulfRqSSdIusnd95rZFZLk7u83s1Mk3ejuz665UXIAAQAAAACAFlaP\nIeRrzbOYIejrNgy8mW2UNOLuN5VNO1vSa9z9fAJAAAAAQH2Njk5oeHhMU1PL1NGxWwMDverr62rY\n8gCA1lGXJNBhcOcMSTfPKXqrpGvL/v89M7tN0m8krXH37yyotgAAAEAbqRWgGR2d0KpVW1QqrZ+Z\nv1QalKRZ8yRZHgDQHmIFgMLuX1+RtMrdHy+bPijpCXf/Qjhph6QT3X2nmf2RpI1m9kx3f2zuOoeG\nhmae9/T0qKenZ9E7AQAAALSiqADN8PDYrLKgfL1GRtaqr68r8fIAgNY2Pj6u8fHxWPNGBoDMbD9J\n10v6nLtvLJv+Zkkvl/TS6Wnu/oSkJ8Lnt5lZSdJpkm6bu97yABAAAADQjqICNFNTlb+uT04urcvy\nAIDWNrdBzaWXXlp13qhRwEzSVZLudPcry6avlPQeSa9y98my6UeY2dLw+e8rCP7896L2AgAAAMi5\nqABNR8fuiuWdnXvqsjwAoH3UDABJepGk8yW9uGxo95dJGpG0XNLWOcO9d0v6vpndLunLkv7a3R9J\nq/IAAABAK4sK0AwM9KpQGJxVViisVn//irosDwBoHzW7gIUJnCsFiU6rMv/1CrqLAQAAAIgwMNCr\nUmlwVjeuIECzUtK+RM0jI2s1OblUnZ171N+/cmZ60uUBAO1jQcPA122jDAMPAAAASAoSQY+MbC0L\n0KxY8DDvSZYHAORHrWHgCQABAACgrdUaRj1OOQAAzaJWACjWMPAAAABAHkUNox5VDgBAq4hKAg0A\nAADkVvVh1LfGKgcAoFUQAAIAAEDbihpGPaocAIBWQQAIAAAAbStqGPWocgAAWgUBIAAAALStgYFe\nFQqDs6YFw6iviFUOAECrYBQwAAAAtLWoYdQZZh0A0CoYBh4AAAAAACDnagWA6AIGAAAAAACQcwSA\nAAAAAAAAco4AEAAAAAAAQM4RAAIAAAAAAMg5AkAAAAAAAAA5RwAIAAAAAAAg5wgAAQAAAAAA5BwB\nIAAAAAAAgJwjAAQAAAAAAJBzBIAAAAAAAAByjgAQAAAAAABAzhEAAgAAAAAAyDkCQAAAAAAAADm3\nLOsKAAAAAACA9I2OTmh4eExTU8vU0bFbAwO96uvryrpaaBACQAAAAAAA5Nzo6IRWrdqiUmn9zLRS\naVCSCAK1CXP3xm/UzLPYLgC0kzi/8PArEAAAQHsoFtdobOzyCtPXavPmyzKoEdJgZnJ3q1RGCyAA\nyKE4v/DwKxCARiHYDADZm5qqfPs/Obm0wTVBVggAAUAODQ+PzQrsSFKptF4jI2tnbrrizAMASRFs\nBoDm0NGxu+L0zs49Da4JssIoYACQQ3F+4eFXIACNUD3YvDWjGgFAexoY6FWhMDhrWqGwWv39KzKq\nERqNFkAA0KJqdamI8wsPvwIBaIS4weZa1zS6kAFActPXzZGRtZqcXKrOzj3q71/J9bSN1AwAmdmJ\nkq6WdJQkl/RJdx82sw9LeoWkJySVJL3F3R8Nl7lY0lsl7ZE04O5jKdYfANpSVJeKgYFelUqDs8qD\nX3hWzvwfZx6g3tr5Rj7P+540IF3rmiaJLmQAUCd9fV1cO9tYVAugJyVd5O53mNlySbea2VZJY5Le\n5+57zewKSRdLer+ZPUPSuZKeIel4Sd80s6e5+94U9wFoeXm+KUA6ovL3xPmFh1+BkIaoVhxxkpM3\n6/UwSd3qse9Jy9NSj4B0rWuau5OvDEBTadbrMRClZgDI3R+U9GD4/HEzu0vSce5e3mn7ZkmvCZ+/\nStK17v6kpHvN7B5Jz5P0H3WvOZATJMdMV14/oON0qYjzC0+teVr12CC78z7qehYVuGyGIEm18qR1\nS7rvScvTVI+A9GJykpGvDEAWmvl6DERy91gPSadI+pmk5XOm3yjpL8LnI5LeUFb2fyW9psK6HECg\nt3fQJZ/3KBbXZF21lrdp0zYvFFbPOq6FwmrftGlbrPLpeXp7B727e5339g7OKstS2udNnGODxYs6\nr5KU1+O8X6yo87K7e13F8u7udbGWT7pvScqT1i3pvictT1PUvsVRq/58TgJoJs18PQbc3cN4S8W4\nTqwk0GH3r69IWuXuj5dNH5T0hLt/oVaMqdLEoaGhmec9PT3q6emJUxUgdxiJKT1Rv0rXozVCVtLO\n38MQ8elJu6VH0vM+iajrWVQumKjlk+5bkvKkdUu670nL01SPhPJR1zTylQFoFs18PUZ7Gh8f1/j4\neKx5IwNAZrafpOslfc7dN5ZNf7Okl0t6adns90s6sez/E8Jp85QHgIB2xkhM6Un6Ad3MQZC08/fw\n5SU9aQcxsvxiGnU9i7rJzzpIUqs8ad2S7nvS8jTVIyAd55pGvjIAzaCZr8doT3Mb1Fx66aVV540a\nBcwkXSXpTne/smz6SknvkdTt7pNli9wg6Qtm9g8KkkCfJumWhe8C0D4YiSk9ST+gmz0IkuYoDnx5\nSU/aQYwsv5hGXc+ibvKzDpLUKu/vT1a3pPuetDxN9QpI17qmMWoNgGbRzNdjIEpUC6AXSTpf0g/M\n7PZw2mpJw5L2l7Q1iBHpe+5+obvfaWbXSbpT0m5JF4Z90ABUwUhM6Un6Ad3OQRC+vKQn7SBGll9M\n444+V+smv9byaQdJapUnrVvSfU9anjYCNADaRbNfj4FaLIv4jJkRFwLQEKOjExoZ2Vr2Abxi3og/\n1cor5VopFFZrw4b2+BCPOnZYnKjzKmn59DYWe943u6T7luaxaeXjCgAA8sHM5O5WsYwAEABUxw0d\n0pBlkAIAAAD5RQAIAAAAAAAg52oFgJY0ujIAAAAAAABoLAJAAAAAAAAAOUcACAAAAAAAIOcIAAEA\nAAAAAOQcASAAAAAAAICcIwAEAAAAAACQcwSAAAAAAAAAco4AEAAAAAAAQM4RAAIAAAAAAMi5ZVlX\nAAAAAGhlo6MTGh4e09TUMnV07NbAQK/6+rpilwMA0AgEgAAAAIBFGh2d0KpVW1QqrZ+ZVioNSpL6\n+roiywEAaBS6gAEAAACLNDw8Niu4I0ml0nqNjGyNVQ4AQKMQAAIAAAAWaWqqcoP6ycmlscoBAGgU\nuoABAACgJnLYVNfRsbvi9M7OPbHKAQBoFAJAAAAAbWCxiYrJYVPbwECvSqXBWcenUFit/v6VscoB\nAGgUAkAAAAA5lyRRcfUcNmubKgCU1Uhc0+sYGVmrycml6uzco/7+lTPTo8oBAGgUAkAAAAA5FxXE\nqVXeCjlssh6Jq6+vq+Z6osoBAGgEkkADAADkXJJExa2Qw4aRuAAAiEYACAAAIOeSJCoeGOhVoTA4\na3qQw2ZFfSuZACNxAQAQjS5gAAAAOZckUXEr5LBhJC6g/pLm1WL0QKD5EAACAADIuaSJips9hw0j\ncQH1lTSvFqMHZidp4I3AXb6Zuzd+o2aexXYBAACQT6OjExoZ2VoWwFoxrzVCrXIA+xSLazQ2dnmF\n6Wu1efNlicuRjkqBt0JhUBs2FGNd75Iuj+ZgZnJ3q1RGCyAAAAC0PEbiAuonaV4t8m5lI2rEx7SX\nR/MjCTQAAAAAYEbSvFrk3cpG0sAbgbv8IwAEAAAAAJgRNfpf0nKkI2ngjcBd/tEFDAAAAAAwox6J\n42uVIx1JE96TMD//aiaBNrMTJV0t6ShJLumT7j5sZq+TNCTpdEl/4u63hfOfIukuSXeHq/ieu19Y\nYb0kgQYAAAAAoI6SJrwnYX7rq5UEOioAdIykY9z9DjNbLulWSa9WEAzaK+kTkt41JwB0o7s/O6JC\nBIAAAAAAAADqaNGjgLn7g5IeDJ8/bmZ3STrO3W+aXjEAAAAAAACaW+wk0GHrnjMk3Rwx6++Z2W1m\nNm5mZyaoGwAAAAAAAOogVhLosPvXVyStcvfHa8y6Q9KJ7r7TzP5I0kYze6a7P1aHugIAAAAAAGAR\nIgNAZrafpOslfc7dN9aa192fkPRE+Pw2MytJOk3SbXPnHRoamnne09Ojnp6ehdQbAAAAAACgrY2P\nj2t8fDzWvFFJoE3SZyU97O4XVSj/lqR3u/ut4f9HSNrp7nvM7PclTUh6lrs/Mmc5kkADAAAAAADU\nUZJRwM5UEMT5gYKRvyRptaQOSSOSjpD0qKTb3f1lZvYaSZdKelLBKGGXuPtohfUSAAIAAAAAAKij\nRQeA0kIACAAAAAAAoL5qBYBijwIGAAAAAACA1kQACAAAAAAAIOcIAAEAAAAAAOQcASAAAAAAAICc\nIwAEAAAAAACQcwSAAAAAAAAAco4AEAAAAAAAQM4RAAIAAAAAAMg5AkAAAAAAAAA5tyzrCqB5jI5O\naHh4TFNTy9TRsVsDA73q6+ta8DwAAAAAAKC5EACCpCCws2rVFpVK62emlUqDkjQT4IkzDwAAAAAA\naD50AYMkaXh4bFZgR5JKpfUaGdm6oHkAAAAAANWNjk6oWFyjnp4hFYtrNDo6kXWV0CZoAQRJ0tRU\n5VNhcnLpguYBAAAAAFRGrwpkiRZAkCR1dOyuOL2zc8+C5gEAAEDroCUC0Fj0qkCWaAEESdLAQK9K\npcFZF6NCYbX6+1cuaB4AAAC0BloiAI1HrwpkiQAQJO37kB8ZWavJyaXq7Nyj/v6Vsz7848wDAACA\n1lC9JcJavt8hde06ujC9KpAlAkCY0dfXFXnRjTMPAAAAmh8tEZCVdm59Rq8KZIkAEAAAANCGaImA\nrLRz6zN6VSBLBIAAAACANkRLBGSl3Vuf0asCWSEABAAAALQhWiIgK7Q+A7Jh7t74jZp5FtsFAAAA\nAGSrUg6gQmG1NmwgAAkkZWZyd6tYRgAIAAAAANBIo6MTGhnZWtb6bAXBH6AOCAABAAAAAADkXK0A\n0JJGVwYAAAAAAACNRQAIAAAAAAAg5wgAAQAAAAAA5BwBIAAAAAAAgJwjAAQAAAAAAJBzBIAAAAAA\nAAByrmYAyMxONLNvmdmPzOyHZjYQTn9dOG2Pmf3RnGUuNrOfmtndZtabZuUBAAAAAAAQbVlE+ZOS\nLnL3O8xsuaRbzWyrpP+SdLakT5TPbGbPkHSupGdIOl7SN83sae6+t/5VBwAAAAAAQBw1WwC5+4Pu\nfkf4/HFJd0k6zt3vdvefVFjkVZKudfcn3f1eSfdIel6d6wwAAAAAAIAFiJ0DyMxOkXSGpJtrzHac\npPvK/r9PQUsgAAAAAAAAZCSqC5gkKez+9RVJq8KWQAvhlSYODQ3NPO/p6VFPT88CV5tPo6MTGh4e\n09TUMnV07NbAQK/6+rpilwMAAAAAgPYwPj6u8fHxWPNGBoDMbD9J10v6nLtvjJj9fkknlv1/Qjht\nnvIAEAKjoxNatWqLSqX1M9NKpUFJUl9fV2Q5AAAAAABoH3Mb1Fx66aVV540aBcwkXSXpTne/stps\nZc9vkPR6M9vfzH5P0mmSbolXbQwPj80K7khSqbReIyNbY5UDAAAAAABUEtUC6EWSzpf0AzO7PZy2\nWlKHpBFJR0gaNbPb3f1l7n6nmV0n6U5JuyVd6O4Vu4Bhvqmpyi/H5OTSWOUAAAAAAACV1AwAuft3\nVL2VUMXuYO7+QUkfTFivttTRsbvi9M7OPbHKAQAAAEAit2irivO68Nq1p3q87rGSQKMxBgZ6VSoN\nzurmVSisVn//yljlAAAAAEBu0dYU53XhtWtP9XrdLYseWmZGz7AqRkcnNDKyVZOTS9XZuUf9/Svm\nReprlQMAAABob8XiGo2NXV5h+lpt3nxZZDmyEed14bVrTwt53c1M7m7zZhYtgJpOX19XzYBOVDkA\nAACA9kZu0dYU53XhtWtP9XrdCQABAAAASAW5SrJBbtHWFOd14bVrT/V63QkAAQAAAKg7cpVkh9yi\nrSnO69LOr13SgHIrB6Tr9boTAMoZsv0DaBSuJ/nFZwmAehgeHpt1syJJpdJ6jYys5ZqRsunjOzKy\ntix36MqZ6VHlyEac16VdX7ukAeVWD0jX7XV394Y/gs2i3jZt2uaFwmqXfOZRKKz2TZu2xSoHgLi4\nnuQXnyUA6qW7e92sa8X0o7t7XdZVA9BiensHK15PisU1DVm+lYTxloqxmCX1jkwhO9V/ZdkaqxwA\n4uJ6kl98lgCoF3KVAKiXpEmQSZ4dIACUI2T7B9AoXE/yi88SAPUyMNCrQmFw1rQgZ8WKjGoEoFUl\nDSgTkA6QAyhHyPYPoFG4nuQXnyUA6qVdc5UAqL+kSZDbOXl2OQJAOUK2fwCNwvUkv/gsAVBPfX1d\nBHwAJJY0oExAOmBBjqAGb9TMs9huOxgdndDIyNayk3rFvJFbapW3MkalARorz9eTdtfOnyUAAACt\nzMzk7laxjAAQ8qDSsH6FwqA2bChyUwIAAAAAaAsEgJB7xeIajY1dXmH6Wm3efJkkWggBAAAAAPKt\nVgCIHEDIhahRaSq1ECqVglEpCAIBAAAAAPKOABByIWpUmuHhsVnBH0kqldZrZGTtTACIFkKti9cO\nAAAAAGojAIRciBqVph4thGoFGaICEEkDFAQ4qqN1F5oR71kAAAA0GwJAyIWoYf2SthCqFWSQVDMA\nkTRA0Q4BjiQ3y3FadwGN1A7vWQAAALQeAkDIjb6+rqo3V0lbCNUKMrh7zQBE0gBF3gMcSW+Wo147\noNHy/p4FACBtabeuB9oVASC0haQthBYTZJguSxqgyHuAI+nNctRrBzRa3t+zAACkKerHQVraAou3\nJOsKAI3S19elzZsv0/j4kDZvvmzWB8TAQK8KhcFZ8wcthFZIqh1kiApAJA1Q5D3AkfRmOeq1Axot\n7+9ZAADSVP3Hwa2xygFURwsgQNEthKK6kNUqi1o2StLlm13Sm+Wo166V0by5NeX9PQsA5RjoAvUW\n9eMgLW2BxSMABIRq5RCKE2SoVpY0QJGHAEetL3dRN8txvhjWeu1aFc2bW1ce3rMAEAcDXSANabeu\nB9qZuXvjN2rmWWwXQONV+nJXKAxqw4bizJe70dEJjYxsLbtZXlG1j/fcZfOqWFyjsbHLK0xfq82b\nL8ugRgAAzJb0s4rPOlRS+fvfam3YsLLG98N95UC7MzO5u1Uqa8sWQGSVBxonTpLnai142nk0pTw0\nb6ZbAADkGwNdIA1RLWlpaQssXtsFgMgqDzRWki93rfDFMGlAuVp5qzdvjnMtrXVski4fpxwAkAwD\nXSAtUd3789j9H2gId2/4I9hsNnp7B13yeY9icU2scgALk+Q91ezvx02btnmhsHpW3QqF1b5p07bE\n5ZXLLp5ZttlFvXZRxybp8lHlAIDkkn5WtfpnHQA0ozDeUjEW03YtgMgqDzRWkhGRmn00paguaknK\np3MftGrz5qhradSxSbp8O3cfBIBGYaALAGgtuQwA1Wr2T1Z5oLGSfLlr9i+GSQPKUeWt3Lw56loa\nte9JlyeYDwCNkfSzqpU/6wCg1dQMAJnZiZKulnSUJJf0SXcfNrPDJH1J0smS7pV0jrs/YmY9kr4m\n6b/DVVzv7vNT+yeUJG9EVIuCZm9xALSiJF/umvmLYdKAcp4DzlHX0qh9T7p8no8tAAAAsBhRLYCe\nlHSRu99hZssl3WpmWyW9RdJWd/+Qmb1P0vvDhyRtc/dXplXhqABPVLN/ssoDqJekAeU8B5yjrqVR\n+550+TwfWwAAAGAxLMgRFHNms42SPho+ut39ITM7RtK4u58etgB6l7ufFbEeX8h2yxWLazQ2Nr9R\nUbEY5Mzo6RnStm1D88q7u4c0Pj5/+kIxrDGAcqOjExoZ2VoWpFgxbySqJOV5lnTfObYAAADAbGYm\nd7dKZbFzAJnZKZLOkHSzpKPd/aGw6CFJR5fN+qdmdoekHZLe7e53LqbS1STNG5FE0iHi22GI+aju\neQS/0pHWUOSIlnSY0mbu4pa2tPNGtPOxBQAAAOaKFQAKu39dL2mVuz9mti+Y5O5uZtPNeW6VdJK7\n7zKzl0naKOlpldY5NDQ087ynp0c9PT2xKpw0b0QSSUeVyfuoNLUCXJJyH/zKSlRgMWk5AABAVvgR\nCwBqGx8f1/j4eKx5IwNAZrafguDPNe6+MZz8kJkd4+4Pmtmxkn4hSe7+2PRy7v4NM/u4mR3m7r+e\nu97yANBCJM0bkUTSUWXyPipNrQCXu+c6+JWlNIci57UBAABZ4UcsAIg2t0HNpZdeWnXeqFHATNJV\nku509yvLim6Q9CZJfxf+3RjOf7SkX4Stgp6nIMfQvOBPEnECPGk1+0/avSzvo9IsJsCVl+BXltIe\nihwAACAL/IgFAPUV1QLoRZLOl/QDM7s9nHaxpCskXWdmFygcBj4se62kt5vZbkm7JL2+7jVWdnkd\nknYvy/uoNLUCXNWSfucl+JUlhiIHFo6E/gDQ/PgRCwDqq2YAyN2/I2lJleI/rzD/xyR9rA71akpJ\nu5flfYj5qABXnoNfWWrEUOT0v0eekNAfAFoDP2IBQH0taBj4um00wTDwaG61hl1mSOb0pDkUeaWb\n3UJhUBs2FKv2vy8vB5pNsbhGY2OXV5i+Vps3Xzbzf7XAZtzlAQDJVP6OsVobNqys8R1kXzmA9pPk\nh+m8/Khdl2HggThqdc9jSOb0pDkUOf3vkTdxugzUauVDlwMAaIyo1vN5b10PYGGStNJulxbeBIDq\nLC9RQ2Aa/e+RN3G6DNQKbHZ0kNMMABol6Y9cANpHkh+m2+VHbQJAddQuUUO0F/rfI2/i5L2qFdh8\nz3teQk4zAACARUgzt2iSH6bb5UdtAkB11C5RQ7SXeiSRBppJnC4DtQKbdDkAAKC50SujOUU1mEja\noCLJD9Pt8qM2AaA6apeoIdoL/e+RR1FdBqICm3Q5AACgOdEro3mlnVs0yQ/T7fKjNgGgOmqXqCHa\nD/3v0W4IbAIA0JriBBHS7IaE6tLOLZrk+1u7fPcjAFRH7RI1BIB2QGATAFpf0ht9AgGtJyqIkHY3\nJFTXiNyiSb6/tcN3PwJAddQuUUMAAACg2SW90ScQ0Jqigghpd0NCdeQWzR4BoDprh6ghAAAA0OyS\n3ugTCGhNUUGEtLshoTpyi2aPABAAAACA3El6o08goDVFBREa0Q0J1ZFbNFsEgAAAAADkTtIb/TiB\nAHIENadaQQS6IaGdEQACAAAAkDtJb/SjyrPOEUTwaXHohoTFSvqea4b3rLl7QzcoSWbmWWwXAAAA\nQPsYHZ3QyMjWshv5FfNG+VpsebG4RmNjl8/bZrG4Vps3X5b6fs0NPhUKg9qwoUigAkhB0vdcI9+z\nZiZ3t4plBIAAAAAAYGF6eoa0bdvQvOnd3UMaH58/vZ6yDD4B7Sjpe66R79laAaAldd0SAAAAALSB\nLJMFk6AaaKyk77lmec8SAAIAAACABRoY6FWhMDhrWpAjaEXq22akKqCxkr7nmuU9SxJoAAAAAFig\nLJMFM1IV0FhJ33PN8p4lBxAAAAAAtJioBNYA6ivpe65R71mSQAMAAAAAAOQcSaABAAAAAADaGDmA\nAAAAAABApNHRCQ0Pj2lqapk6OnZrYKB3VjemqHJkiwAQAAAAAACoaXR0QqtWbZmVyLhUCkbC6+vr\niixH9poqB5BZxW5qwAxyRwEAAABA4xWLazQ2dnmF6Wu1efNlkeVojFo5gJquBRA3+KiGACEAAAAA\nZGNqqnL4YHJyaaxyZK/pAkAAAAAAAKC5dHTsrji9s3NPrPK8a4X8RwSAAAAAAABATQMDvSqVBmfl\n+CkUVqu/f2Ws8jxrlfxHTZcDiC5gqIbzAwAAAACyMzo6oZGRrZqcXKrOzj3q718xbxSwWuV51Uz5\nj1oqBxAAAAAAtLqkw2W3QncStJ++vq6a52FUeV61Sv6jmgEgMztR0tWSjpLkkj7p7sNmdpikL0k6\nWdK9ks5x90fCZYYlvUzSLklvdvfb06t+ezjllFN01VVX6aUvfWnWVZEkff7zn9fVV1+tLVu2ZF0V\nAAAAoOkkHS67VbqTAAi0Sv6jJRHlT0q6yN2fKekFkt5hZk+X9H5JW939aZJuCv+Xmb1c0qnufpqk\nv5L0T6nVvI2YWeojYN17771asmSJ9u7dGznvG97whroFf3bt2qULL7xQRx55pA455BB1d3fXZb0A\nAABAVoaHx2YFbySpVFqvkZGtdSkH0FwGBnpVKAzOmhbkP1qRUY0qq9kCyN0flPRg+PxxM7tL0vGS\nXilp+k79s5LGFQSBXhX+L3e/2cwOMbOj3f2hJJWsR/PHRjWh3L17t5Yta92edY3OsfNXf/VX2rt3\nr+6++24ddthhuuOOOxq6fQAAAKDekg6X3SrdSQAEpmMLIyNry/IfrWy6FntRLYBmmNkpks6QdLOk\n8qDOQ5KODp8fJ+nnZYvdJ+mEJBWcbv44Nna5tm0b0tjY5Vq1aotGRycauo7bbrtNZ5xxhg4++GCd\nc845Ovfcc7V27VqNj4/rhBNO0Ic+9CEde+yxuuCCC/TII4/oFa94hY466igddthhOuuss3T//ffP\nrKunp0eXXHKJzjzzTB188MEqFot6+OGHZ8qvueYanXzyyTriiCP0wQ9+cFY93F1XXHGFTj31VB1x\nxBE699xztXPnTkn7WvFcffXVOvnkk3XkkUfOWr7Wsl1dwYl5yCGH6KCDDtLNN99c9Vh85jOf0Z/9\n2XCCg+UAACAASURBVJ/N/L9kyRKNjIyoUCjoyCOP1Hvf+165u6ampnTIIYfoRz/60cy8v/zlL3Xg\ngQfqV7/6le6++27deOON+uQnP6nDDz9cZqYzzjgj9msCAAAANKOkw2W3SncSAPv09XVp8+bLND4+\npM2bL2u64I8UMwBkZsslXS9plbs/Vl4WDudV3mxkbl+lik1KhoaGZh7j4+NVt12P5o9J1/HEE0/o\n7LPP1lvf+lbt3LlT5513njZu3DjTNeuhhx7Szp07tX37dn3iE5/Q3r17dcEFF2j79u3avn27Djjg\nAL3zne+ctc5rr71Wn/nMZ/SLX/xCTzzxhD7ykY9Iku68805deOGF+vznP68dO3bo4Ycf1n333Ve2\nL8O64YYbNDExoQceeECHHnqo3vGOd8xa93e/+1395Cc/0U033aQPfOAD+vGPfxy57Le//W1J0qOP\nPqrHHntMz3/+82MfX0nauHGjbr31Vt1222362te+pk996lPq6OjQa17zGl177bUz81133XXq6enR\nEUccoVtuuUUnn3yyLrnkEh155JF6znOeo69+9asL2i4AAADQbKK6gyQtB4Bp4+Pjs+IrNbl7zYek\n/SRtkfQ3ZdPulnRM+PxYSXeHz/9Z0uvnzHd0hXV6JZWmd3evc8krPKpNjz9vd/e6ivWYa9u2bX78\n8cfPmnbmmWf62rVrfXx83Pfff3+fmpqquvztt9/uhx566Mz/PT09vn79+pn/P/7xj/vKlSvd3f3S\nSy/18847b6bst7/9re+///5+0003ubv705/+9Jnn7u47duzw/fbbz/fs2eP/8z//42bm999//0z5\n8573PP/Sl77k7u6nn3565LJ79uyJPB6f/vSn/cwzz5z538x8y5Yts/bnpS99qbu7f/Ob3/RCoTBT\n9sIXvtCvueYad3dfv369m5lfeuml/uSTT/q2bdt8+fLlftddd1XcbrXzBgAAAGg2mzZt82JxjXd3\nr/NicY1v2rStruUAUEl431wxvhM1CphJukrSne5+ZVnRDZLeJOnvwr8by6a/U9IXzewFkh7xhPl/\nqjV/LBb3aPPmeOsoFndrbGz+9LhNKHfs2KHjjz9+1rQTTzxxJl/OkUceqf3333+mbNeuXbrooou0\nZcuWmS5Wjz/+uNx9JpnzMcccMzP/AQccoMcff3xmWyecsK/X3IEHHqjDDz985v97771XZ599tpYs\n2dd4a9myZXrooX2HuXzdBx544My6f/azn0Uuu1gnnnjizPOTTjpJO3bskBR0d9u1a5duueUWHXXU\nUfr+97+vs88+e2a/99tvP61Zs0ZLlixRV1eXXvziF2tsbEynn3564joBAAAAWUk6XHa7DqcNID1R\nXcBeJOl8SS82s9vDx0pJV0haYWY/kfSS8H+5+9cl/beZ3SPpE5IuTFrBejR/TLqOY489dlYOH0na\nvn37TDBn7ghdf//3f6+f/OQnuuWWW/Too49q27Zt5a2fajruuOP085/vS6O0a9euWfmBTjrpJG3e\nvFk7d+6ceezatUvHHnts5LprLZt0lLHt27fPej4dMFu6dKnOOeccXXvttbr22mt11lln6SlPeYok\n6TnPeY6k+Ymn0x7xDAAAAACAdlMzAOTu33H3Je7+h+5+RvjY7O6/dvc/d/enuXuvuz9Stsw73f1U\nd3+uu9+WtIJ9fV3asKGoYnGturuHVCyu1YYNC8umnXQdL3zhC7V06VJ99KMf1e7du/W1/7+9O4+S\nqrr6Pv79NQiKAqLghBIURRmcFRIN0ahhCg6JUaFRccoTjCKGqBEQh0TFJPjmeXGefR3AOD4gJAET\ngyhq1DhijMY2QeOQRwURUJBhv3+c052i02jTtF1N1++zVi+qbtWt2sXaq+refc/ZZ8oUnn76aaDm\nVbMWL17MRhttRNu2bZk/fz4XXXTRfzxnTcWgI488kmnTpjFnzhw+++wzzj///NWWZh8+fDhjxoyp\nKri8//77TJ06tVaf4/P27dChA2VlZVRUVNTqtaqbMGECH330EW+99RYTJ07kmGOOqXqsvLycu+66\ni0mTJlFeXl61/YADDqBTp06MHz+eFStWMGfOHGbNmkW/fv3qFIOZmZmZmZmZ1Wy9WK+8PoY/rstr\nbLDBBtx///2ccsopjB49mgEDBjBo0CBatGhR1Qi60Jlnnkl5eTnt27enY8eOjBo16j+KNIX7FL5G\njx49uOqqqygvL2fJkiWMGjVqtelVI0eOJCLo27cv77zzDltssQWDBw/msMMO+4/Xre7z9m3VqhVj\nx45l//33Z/ny5cyYMYNevXrV+Do1febDDz+cvffem4ULF3LiiSdy0kknVT3Wq1cvNtlkE959910G\nDBhQtb158+ZMmTKFU045hcsuu4zOnTtz++2307Vr1zV+BjMzMzMzMzNbe6rNtKR6f1MpanpfSbWa\nJtUY9O7dmx/+8IcMGzas2KEUXVlZGa+//jo77LDDl/o+61N+mJmZmZmZmTW0fN5c48iQ9WIEUGMw\ne/ZsunbtSvv27bnzzjuZO3cu/fv3L3ZYZmZmZmZmZraemz59NhMnzmTZsua0bLmCM87oW++N4F0A\nqqVXX32Vo48+miVLltClSxfuvfdettxyy2KH9aUZPnw4d955539sP+6447j66qtX2+amzWZmZmZm\nZmZ1M336bEaOnEFFxSVV2yoq0kJW9VkE8hQwW284P8zMzMzMzKyp6dfvPGbOvLiG7eP43e9+tlav\n9XlTwL5oGXgzMzMzMzMzM/uSLFtW8+SspUub1ev7uABkZmZmZmZmZlYkLVuuqHH7hhuurNf3cQHI\nzMzMzMzMzKxIzjijL126jF1tW5cuYxgx4lv1+j7uAWTrDeeHmZmZmZmZNUXTp8/miiseYunSZmy4\n4UpGjPhWnRpAf14PIBeAbL3h/DAzMzMzMzNbMzeBXkc9e/Zk9uzZxQ6j3jz66KPssssuxQ7DzMzM\nzMzMzBqIC0C1MHfuXL7xjS8eetW5c2cefvjhBoioZmVlZbzxxhtf+Lw+ffrw17/+tV7f+7bbbqOs\nrIybbrqpXl/XzMzMzMzMzNZdzWuNNTKzp09n5sSJNF+2jBUtW9L3jDP4xre/3eCv8UXWZYpS5X5S\njSO11vp1GtKCBQu49NJL6dmz5zrHb2ZmZmZmZmb1r9GPAJo9fTozRo7k4pkzufCRR7h45kxmjBzJ\n7OnTG+w1OnfuzB/+8AcuvPBCjj76aIYNG0abNm3o2bMnf/7znwE47rjjePPNNzn00ENp3bo1EyZM\nAODJJ59kv/32o127duyxxx488sgjVa974IEHct5557H//vuzySab8MYbb1BWVsZ1111H165dadeu\nHaeffvpqsdx88810796dzTbbjP79+/Pmm28CVI1Q2n333WndujX33HPPGj/PrFmz2G677Vb7fJdd\ndhk9evRgs80246STTmLZsmUAdOvWjekF/08rVqygQ4cOPP/881XbRo8ezciRI9l8881r9f9pZmZm\nZmZmZg2r0ReAZk6cyCUVFattu6SigoeuuKLBXqNwVMuDDz7IkCFDWLhwIYcddlhVgeb222+nU6dO\nTJs2jUWLFnHWWWfx9ttvM2jQIM4//3wWLFjAhAkTOPLII/nwww+rXu+OO+7gxhtvZNGiRXTq1AmA\n6dOn88wzz/Diiy9y9913M2PGDACmTJnC+PHjeeCBB/jggw/o06cPQ4YMAajqUfTiiy+yaNEijjrq\nqFr//wBMmjSJmTNnUlFRwWuvvcbFF18MQHl5OZMnT6563owZM9hiiy3YY489AHjqqad49tlnGT58\n+Fq9n5mZmZmZmZk1nEZfAGqeR6JU12zGDJBq9dd85syaX2Pp0rWKRRJ9+vShf//+SOLYY4/lhRde\nWOPz77jjDgYOHEj//v0BOOSQQ9hnn32qRtRI4oQTTqBbt26UlZWxwQYbAHDuuefSpk0btttuO775\nzW9Wvce1117L6NGj2XnnnSkrK2P06NE8//zzvPXWW2v1OWr6XKeffjodO3akXbt2jB07tqroM2TI\nEKZOncrS/H81adKkqqLTypUrOe2007jyyis99cvMzMzMzMysEWv0BaAVLVvWuH1lv34QUau/FX37\n1vwaG2641vFsueWWVbdbtWrF0qVLWbVqVY3PnTdvHvfccw/t2rWr+pszZw7vvfde1XMKp2JV2mqr\nrVZ7j8WLF1e93siRI6teq3LK1dtvv73Wn6O6wjg6derEO++8A8COO+5It27dmDp1Kp988gkPPvgg\n5eXlAFx99dXstttu9OrVq2pfL9NuZmZmZmZm1vg0+ibQfc84g7EVFatN4RrTpQv9R4xo0Neojeqj\nYDp16sRxxx3H9ddfX+t9Pk+nTp0YN25c1Qic+lTZS6jy9jbbbFN1f8iQIUyePJmVK1fSvXt3dthh\nBwAefvhhHnnkEX7zm98AMH/+fJ577jleeOEFJk6cWO8xmpmZmZmZmVndNPoCUOVKXeOuuIJmS5ey\ncsMN6T9ixFqt4FUfrwFfPLplyy23pKKigoMOOgiAY489ln333ZeZM2dy8MEHs3z5cp588kl22mkn\nOnbsWKvXjIiq5wwfPpxx48ax++670717dxYuXMjMmTOr+v1Uvn9lgWZtPtfVV1/NoEGD2Gijjbjk\nkksYPHhw1eODBw9mzJgxzJ8/n6FDh1Ztv/XWW6uaRUcE3/3udznqqKM4+eST1+r9zczMzMzMzOzL\n1egLQJAKOOu6ZPu6voakqr/q2yuNHj2aESNGcM455zBu3DhGjRrFlClTOOeccxgyZAjNmjWjd+/e\nXHPNNTXuv6b7lduOOOIIFi9ezODBg5k3bx5t27alb9++VQWgCy+8kGHDhvHpp59yww038L3vfe9z\nP0/h7fLycvr27cs777zDEUccwXnnnVf1+FZbbcV+++3H7NmzV1tdrG3btqu9ZosWLWjTpg2tW7de\n4/uamZmZmZmZWcNTMXq2SIqa3leSe8gUwfbbb89NN91UNXKpsXJ+mJmZmZmZma1ZPm+usddMo28C\nbWZmZmZmZmZm68YFoCbq0ksvpXXr1v/x9+11nEpnZmZmZmZmZusfTwGz9Ybzw8zMzMzMzGzNPAXM\nzMzMzMzMzKyEuQBkZmZmZmZmZtbEuQBkZmZmZmZmZtbENS92ANVJNU5VMzMzMzMzMzOzOmpUBSA3\n+DUzMzMzMzMzq39fOAVM0s2S/iXppYJtu0t6QtKLkqZKap23d5b0qaTn8t/VX2bwtv6YNWtWsUOw\n9ZDzxurCeWN14byxunLuWF04b6wunDe2rmrTA+gWoH+1bTcC50TEbsADwNkFj70eEXvmvx/WU5y2\nnvOXldWF88bqwnljdeG8sbpy7lhdOG+sLpw3tq6+sAAUEY8CC6pt3ilvB/g9cGR9B2ZmZmZmZmZm\nZvWjrquAvSzp8Hz7KGC7gse2l/SspFmSvr5u4ZmZmZmZmZmZ2bpSbRovS+oMPBgRu+b7OwMTgc2B\nqcAZEdFeUgtg44hYIGkv4H+AHhGxqNrruduzmZmZmZmZmVk9i4gal1ev0ypgEfEq0A9AUlfg23n7\nZ8Bn+fazkiqAnYBnaxOMmZmZmZmZmZnVvzpNAZPUIf9bBpwHXJPvt5fULN/egVT8eaN+QjUzMzMz\nMzMzs7r4whFAkiYDBwDtJb0FXABsIum0/JT7IuLWfPsbwE8lLQdWAT+IiI/qP2wzMzMzMzMzM6ut\nWvUAMjMzMzMzMzOz9VddVwEzW42kjSR1yNMCzWpFUitJO0qqUz8yK03OG6srSe5BaGvNeWPryjlk\ntSVpY0m9JG1Y7FisafLJuq0zSd8H5gFXAVcWORxbT0g6gZQ3lwM3SWpb3IhsfeC8sbqSdC5wjaTy\nYsdi6w/njdWFpHMlXSxpEEB4yoXVgqShwN+B84GbJfUsckjWBLkAZOtEUkfgO0Av4Higm6ThkjYv\nbmTWmEnaFBgA7B8Rh+fNZ0jasYhhWSPnvLG6knQm0B+YBgyXdE7+/fKVeVsj542tLUnNJF0IfAuY\nC0yQNERSu+JGZo2dpJakfroDImIQ8Dfg+5L2LW5k1tS4AGRrrVpx5yNgM2CjiFgKXEIqBu1TjNis\n8ZK0ReWUndwcvjvQIT88EWgLHFKk8KyRct7YuspTkw8CxkXENOBcYFOgHHxl3mrmvLE6KiMtnjMy\nIu4CRpOOi79V1KisUZK0deVI5ohYBnwN2Co//P+AfwHfK1J41kS5AGS1JqlM0gRgjqRLJA2KiCXA\nn4CdACLi98DbQG9JrYoYrjUSOW9+ScqTaySdnB+6B9gXICL+DLwCdJa0fXEitcbEeWN1JWkDST+X\ndJKknhGxCngRODo/5Qny75akPYsWqDUqzhuri5w3P5V0qKQuEbEceJ40cgxgCmna8u6SOhcpTGtk\nlPwCeBq4RdJZ+aFrSSOdiYg3SN85rSR9tTiRWlPkApCtjSFAD9KVjeeB6/KUjLeBvQqmYdwPHAms\nKEqU1tj0BXYFugJ3AudI2pU0x3kbSV/Lz3sM+CrwSVGitMbGeWNrTVIH4AHSFdStgEmSugN/ADaW\ntG8euTEX+ADYumjBWqPhvLG6yAWdh4AuQG/g15JakwqH7SV1zYXER4H2gC+MWqV9gZ4RsS1wEfBt\nSYcDrwHk2wCvAlsAnxUlSmuSXACyL1Qwz70MeCoi/hUR9wC/AS4A7iMdDB0EEBHPkYpCXYsQrjUS\nBXmzEvgQWBURs4C7gBNJIzcWAYdJahERrwKfAu7nUsKcN7aO2gBbRMSwiLgU+C1wDOn362VgKEBE\nVADbA9uA+7mY88bqpC2wLCKGRsR5wD+AU4HXgQD6QdVo1V1IF1GthBV8Z3wKtJW0cUS8AEwm9f8R\n8AxwrKQ2EfFPoAUuOls9cgHIaqPyy6oNsJmkZvn+WcBhQEvgBuBASbdKuhvYkPRDaCWm4Met8t+N\nSFdMt833fwnsRjpwuh3YjnTV7F6gNanpnZUY542trTWcfC8E/iJp/3z/KtLJenvSVfhtJV0gaWPS\n1fiF4H4upcR5Y/WoBfD3ghHwY4ADSaM1ngR6STo9HzcvBN4tSpRWdDUc4zQHngL2yPdvBzYhfe9M\nAT4mjUT8n7ztlYaL1po6F4DsP0j6auFqBXn4KqRpGAeQhrkSEQuB24ALI+IZ4HRS1fqpiDgoIhY3\nbORWTJIGStqq8oC4IG/+AHQG9pG0Uc6LacBPIuIfwEmk3JodEV+PiP9t+OitWJw3VleFJ9+5YS9A\nM9IIsS6SWkXEm8BzwIER8RRpad0dSFMHX8+jWa2EOG9sXRXkzQek6TkdJTWPiNeAF4ATI2IKqZDY\nl9Q24W8R8VhRAraikTRU0g6k75jCY5yXScWgPSV1iIhPScXmEyJiAXAK8HPgdxHRO/cDMqsX8sUL\nqyTpQGAS6aCnOTA2Ip6RtBtp2eVrJP0Y+DpwWkS8k/twHE5aJWO5JPmKWGmRtB9p6OrLwHJgckTc\nlZvyHgP8n/zvt4BrI+JxSVsCE4AfRsSiIoVuReS8sbqSNIxUAHwUmB4RT+Tt+wMvAQNJK6ncHRFz\nJG1I6qvQJyLmKa0q1zIvYmAlwnljdSHpJNJo9yeBOyPirbx9L9Lx8tmkEakTcp5sDswGDomIdyW1\nAYiIj4vyAawoJO1NOsZ5HVgAvBIRF+d+Yz8CfgXsRcqtORExKe83AxgaER8UJ3IrBR4BZEDV1YyD\ngTMj4tvAH4HjJPUhXeGYDRARl+f750v6L+C/gcV51QMPhy5NewHjI2IgaUTGIZKOAd4DHoiIzyLi\nduAvwI8k/YQ0vPUdn8SXNOeNrTVJvYBRwIWkKRWjJA3IUyz2Ik1JnpYfOz43Dt+eNNT+Y4CIWOGT\n+NLivLG6kHQwcAZwBanR87l5lPyWpL6XGwPXk6YmnyBpa1L/y6dJx8pExMcu/pSk7UkXtgYClwM9\nJZ0ZEe8DN0bE+xExA3gEOFHSZZKeIBWM5hcvbCsFHgFUwvJViQ2A+RERkn4HzIiIX+Uft6OBnYEx\nEfGxpGYRsVLSFsCewDDgjxFxQ9E+hDU4SW1JfRH+kfPhTqAiIs7Pq198CzgZOD4iPizIm5bA7kA5\n8LLzprQ4b6yuJJVVDpuXNBTYJSLGSWpFGoF6RkR8rdo+HYCjgCNIU3d+7twpLc4bW1eSzgM+jYjL\nJW1LGq2xf0QMrfa8XYFDSdO9OgKXRMStDR2vFY/SqshdgefyjIjxpBGDo3KheV/gJuDgiHiv8hgn\n77sLKX/mR8RNxfoMVjpcACpRkkYCY4FZwLsRMVLSd0kHPadGxJJ8xewYYFZEPJj360ma/760SKFb\nEUk6jXQF9QngfyPiFEm9SSPB+uVC4TakBuF/i4hr8n77AXN9Faw0OW+sriRdAGxJ+h26O09Vvjki\ndsiPl5FWopwTERMK9lO+sPEV4J+VB9pWGpw3Vhc5b8qAJyPit/m4+NyI6JUf34G0ZPdDEXFbDfvv\nRrpQ4bwpIXlGxMWkkV8fAj8hLYbzONA99/RB0q+ATyJibL7fn9Q31SN+rEF5ClgJyj02BgA9gR8A\ne0g6jjRc9V+kK+0Ar5JW/lLe7zvAV0lLW1qJkdSeNOR5d1KhsKWkMaSlLGeT5jQDfAS8T/5+kfR1\n0vKnPiAqQc4bq6t89X0/4HfA6ZLOIjXhfUHSOQVPvQbYXVIrSZvm/NofICLm+WSstDhvbG1Jai7p\nl0Av0oqSl0s6inTR4jVJJ+an/i/we2BHSRtI2lbSWfniKBHxovOmtEjaiNQ7rE9uoTGPdIF9FWmh\nnF/k521AKgg1y7nTlbS0u/PFGpwLQKXpY6Ad0CpXpS8nHSxtAvwJ6CupR6RVvj4FOuX9pkbEjRGx\nrBhBW9EtALoBHfKw+mtIedQLuBs4VFLviPiEtDTqpnm/xyPiZvdOKFnOG1trSg13+wBnR8RUYBzp\nYPlE0miyUyVtmnPqM+CjnEMrgdvDq+2UJOeN1dEGpOLfqRFxB/Az0kn910mNfI+T1CbSapQbAJvk\n3pfLgCkRMbdIcVuRRVq962uk1eAgLef+AXA88EtgoKSDc75skfdZThrtfEs+1zJrUC4AlZA8BxWg\nNakK3Q0gHyQtJl1t/yPwInCTpFuBfqSVD/BVjdJRkCuFtzcE7uXfV0gfB/5OanRXQbrScYmkXwND\n+XferMJKjvPG6kppOeUVpBXihuTNc0hX43sDbwP3A7fkaYJDgDZ5+s6iyKv0WGlx3lhd5F4snwLP\nAoPy5vuBd4EepIUIXgZuzE2eewMrAHIj3781fNRWbJLK8lRSgJtJfcWIiNdIF9O3yY+dDfxA0jRS\nQ/E/5ed5NoUVjQtATZikoyX11r+XoFyZ//0HabrFXpI656dPBY6NiA8j4mekaRlPAvtExDMNHbsV\nj6RRwBWSusBqebOENDR6B6XlTyEdXPcBVkTERGA4MB3YOyL+0ODBW9FI+o6kXSsLP84bqy2l5bYr\nbzfLJ/GQpvB0zCNSVwBzSb9dO5F6LEwj9Y0qI1259wF1CZG0T24gD6RVuvJN542tkaStK3+nctFw\nZZ6eMxfoJOkreaT746TRY5+RTuJfA24ljVS9oCjBW9FI2rnwfkSsKrhQ9RiwqaRD8v1XST3INo+0\nvPupwC2kY5wHGipmszVxAagJknSgpNnAKaQeP6PzHPfWksbkucr/A2xLWvqdiHgU+KDyCy4inoiI\na8PLLZcEJRtLug4YSFqpYF5+bCNJF+UmmrOBJcCRABHxArCcNHqMiHg9Im5z3pQOSV0lPQP8F+kg\nZ6zSahhIuth5Y2siqZ+k35IKzsdDKhwqLbN8IGnkxhukofRExF9JJ/HbR1qS+yagPCK+n6fxWAmQ\ndIikx0irBq4q2N7LeWNrUpA3VwFXQyoaStqbNCL+YaA50D8/Noe04u2eEbE0Is4DvhsRw/KIISsB\nkvaQNA+YlnuoFj42PveKehl4DjglFxXfII1+3hYgX1y/L08hNCs6F4CaEEnNcjOy44CJEdGXNPWi\nDbCU1Mz51xExN5+ATSf1+7lO0lTSXOY3ixS+FYmkDfIV0OZAB2BARPyZ9ONVOb/5+oiYFRHzSCun\n7CRpsqQHSQfgFUUK34okXzGF1CPh7ogYAPwc+ArpKjvAtc4bK5SLzc0l/QS4FLiSNPW4v6Qj8tNa\nk1YpXUQardFT0ihJ7Uj9N6p6JoRXpCwJOW+aKa0oeAdwZUScWq1HWFucN1aDfHHzEtLKk6cC20k6\nKI8E2p60XPdrpFWcDpB0gqRWpIUJ3qt8HfekKx0F09h3BcaTZkUcLqllwdN+ERH35D4+k0iL5NyV\nL2xsQhoJZNboNC92ALbu8pfUz0kn7JOBH8a/GzUfBWwH7AVURERFPuFfHhHT8pX7Y4BXIuK/ixG/\nFUdB3rSQNIV/H+g0k3Qp0CPnx30R8UJB3rwo6STSSKEOEXFV0T6ENbiCvGmZ+4TtCbSCtHKOpE+B\noyTdHRHPVfblcN5Y7pegfNX9LWBIRLyWp/HsSZpaAfD7ymk5EfGMpLHAmcAjpIar04sRvxVHQd6s\nlLSEdKL1x/zYQNKIn8UR8VDlPs4bq+zPkqfp7AE8HRH35rYIn5CmdCki7i3Y7V5S758fA+eQjn/c\nBqGE5GOci4HmkqYDD0XEe5JeIF20eIQ02ofIy7tX3pY0jLRa8i4RcX3DR29WO/LU5/Vb/oG7ijTK\n57fAMGAKcD1wGqly/SRpeGvziBiR9/sG8E5EvC5JngNfWqrlze9IzTAfBkaQ5rg3A+7M24+IiN3y\nfv2BtyPipSKEbUVWLW9mkKZ0/YnUM+wHpCte+5Ome7WIiNPzfv1I3zfOmxKVi3+XALdExJh8dX0p\n0CwilkuaTDrQvrnafm0i4mNJLfJzPfWihNSQN1sAp5MKhl1IJ/HLSCvqnFewn/OmhNWQN91IU9tf\nBvqSpri/RerFe2zBfhtHxJI8auwzj/gpLZIOAP4vqaj8Z9LU9rMj4pH8+K9Io5cvzgUfRURIgw8D\nogAABkpJREFU+g7pGOdPxYrdbG14BND6rzXpykbfiFgk6QPSKgaDIuJXlU+StA8wRlInUkO7LqQ5\n8u5EX5qq580C0moX75B6Rw2NiFeA8yUdln8UHyMt3/1asYK2oqueN/OB7qRmmV8BDgEuIjU/3BPS\nATUpb7xSSomStAlphZSfA8Mk3RwRr+eHV+WT9Jak6ReF+40gFRXHR8RnDRmzFV8NeXNrHjE2B9gM\nOC+PTt0VuEPSryPipTxNrA3Om5JUQ97cFhGv5CmmJwDPRcTVSs3n/ylpv4h4PH/fLAVuKBzZYSUl\ngMsj4nYASbuRekI9kh+/nHRxtDtpMYu2pAbzZcDHDR6tWR25ALSei4iFkv4BnAhMJJ2kbw0cIumJ\niHg3P7U9sDAiKnv83NLgwVqjUUPezCYdUD8GlJMKhLMkbUOaw/xypFWdJhcnYmsM1pA37UnLK0+u\nLDpL+gFpFFllz4S7ihKwNQoRsVjSiIh4U9JWwE+B8oLRp+2AVvnkvSPwtTwt40aP3Chda8ibwcBD\nwBMRUXnC9VfSlAzl+zc7b0pXDXlzAWk084fAzqRRzkTEUkl3AZvmXe+KiPeLEbM1Gk8DTymtRrmS\nNBKo8mJW84j4p6QbgJ/kqWLvAydExH3FC9ls7bkJdNNwP7CHpK0jdZh/kTQkemtJnfM8+F+SvsiQ\npDW/lJWQwrz5mDSyZz7wM1LzzDtI08NejogPihinNS7V8+Yl0vfNNpI2l3QRqQn0Y8UM0hqXgosP\n/01qBt6vYPTp9qQldM8kLU6wVd7HJ/ElrlredMl5s4o0zbTSOaReh//M+zhvSly1vNlR0sB8Qv86\ncIOknSWNAfqQCoi4+GMR8WmkFd9W5k39+Pf3yoq8rQcwAHghIk5o+CjN1p0LQE3DY8AHpKGtRFrB\nqRdpKOMQYHdgYGVDMk/5sqx63jwJHAo8ExE/Am4grQj206JFaI3Rmr5vyoCvka6mHlTYkNWsUkS8\nB9wIjC3Y/FVgH2AX4LCIuLIYsVnjVT1vckPoQZJmk07Ijo+I+cWM0RqfgrwZne+PJxWZLwB2I7VL\neKN4EVpjpLRSZTPSdPbf5G3dJO1NKj7vFBFjihmj2bpwE+gmQtJ+pPnOV5CGMN5Cauj7l4JKttlq\nasibm4AxuRhkVqMa8uZm4EcR8XxRA7NGr6Bp5n2kVQc/JE0hfCUiZhc3OmusquXNu8Bi4HngtYh4\ntrjRWWNVLW/+BXwK/BqYGxGfFDc6a8xyj6gbgAeAk0m/V2e70GxNgUcANRER8TgwnjQs8bfAvRHx\nkos/9nlqyJv7XfyxL1JD3tzn4o/VRj4ZawVsARwDfBgR17n4Y5+nWt4MBt6NiLtc/LHPUy1vjgbm\nRcRTLv5YLewJDAVGkY6NT3bxx5oKjwBqYvJqKitd+LG14byxunDeWF1I+jHQCTgnIpYVOx5bPzhv\nrC6cN1YXkrYFjgcmeDVBa2pcADIzM7MGI6ksN/I1qzXnjdWF88bMbHUuAJmZmZmZmZmZNXHuAWRm\nZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5\nAGRmZmYlR1JbSafm21tLuqfYMZmZmZl9mbwMvJmZmZUcSZ2BByNi1yKHYmZmZtYgmhc7ADMzM7Mi\nuAzoIuk54G9At4jYVdIJwBFAK2AnYALQEjgWWAYMjIgFkroAVwIdgE+A70fEqw3/MczMzMxqx1PA\nzMzMrBT9BKiIiD2Bs6s91gP4DrAvcAmwOCL2Ap4Ajs/PuR4YERH75P2vbpCozczMzOrII4DMzMys\nFGkNtwH+GBFLgCWSFgIP5u0vAbtJ2hjYD7hHqtq1xZcZrJmZmdm6cgHIzMzMbHXLCm6vKri/inTs\nVAYsyKOHzMzMzNYLngJmZmZmpWgR0Hot9xFARCwC/i7pewBKdqvn+MzMzMzqlQtAZmZmVnIi4kNg\njqSXgF8AlcuiRsFtarhdeX8ocLKk54G5wGFfbsRmZmZm68bLwJuZmZmZmZmZNXEeAWRmZmZmZmZm\n1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZmZmZm1sS5AGRmZmZm\nZmZm1sS5AGRmZmZmZmZm1sT9f/rGzwGRoRoEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f37bfe90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f369dfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n40wASZIkSZIk9TgTQJIkSZIkST3u/wHcyYoUeXGuZwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f378f6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nimXxJyIiIiIiIiJiFPs/Zaai6wRr7FIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3ca1990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHkAAAF8CAYAAABbmWfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDw/zK5nZYaKyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3532d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hr_average_dataframe, hr_packetloss_dataframe = plot_ping_comparation(hr_df_ping6, hr_df_ping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIkAAAF8CAYAAABL1etVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIAP8fbSSABzuBzP8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3978c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERfS4FoIiIiIiIiIiIPvf/wNUmR6QQOyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef4d2550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XFW9///3pxcaoJQCLfeWSgChCBxUQEGSqIekGlA4\nyKVQQMQLXzCpl/ND27Q2UAoebz9JFBUPfBGEKlZPgUbaFCStcgQUCh4s1dMoLbWAQEul1PT6+f6x\nd6aTdGb2JHsmk9l9PR+PeXRmf/Zae+09eyazP11rbXN3AQAAAAAAILmGlLoBAAAAAAAAKC4SQAAA\nAAAAAAlHAggAAAAAACDhSAABAAAAAAAkHAkgAAAAAACAhCMBBAAAAAAAkHAkgAAAA8rMxpvZm2Zm\npW4LEMXMOszsqlK3Q5LCz82EUrejWMyszsz+K+31DjM7spRtSmdmZ5rZin6Uu9PMZhejTf1lZvPM\nbFKp2wEAGFgkgAAABWFmL5jZ+PD54Wb2czN71czeMLP/MbMrJMndV7v7Pu7upW3x4GBmNeGF7nWl\nbktfhcmR6iyxWBe96XWbWbOZbQ0TIG+a2XIz+7f+1t1HHj5KLvzcvFDoes1shJndbGarzGyTmf3Z\nzP49Lb7CzK7MUG6qmf0ufL5Loiw8t19Me531fAnNkXRz/D0qDnf/tbsf25+i6uc5lOlzFH7XfqA/\n9aX5D0k3xqwDAFBmSAABAAol/QLnbkmrJI2XtL+kyyS9UopGDQQzGxqj+BWS1km6vEDNGUjFTI6k\n1+2S5oYJkH0kfU7Sj81sbJG2XRRmNlh/d/1M0vslfUjSSAWf10+b2S1h/E5lPj8vC2NSfudC1nXM\n7BRJo9z9yb40vFjMbFihqyxgXd7f+izk7r+TNMrM3lXAdgEABrnB+kMEAFDe3i3pTnf/p7vvcPdn\n3H2hJJnZhLDHy5DwdYeZ3WBmvzGzf5jZIjM7oLsiM7s87JnwmpnNCP/3+4Nh7FQz+62ZrTeztWbW\nambD08ruMLMGM+sMeyN9rXvoWXgd1F3fK2b2IzMbFcZ69FwIl6X+1z3skTLPzO42sw0Kkjh9ZmZ7\nSzpf0jWSjk6/GEs7Th83s9Vmts7MPmNmp5jZH8J9bk1bv9LMfhUep1fN7Mdmtm8Yuyit98ybZrbZ\nzB4NY/ua2V1m9vdwH5vSjtHHw/fl6+H2/2J5DBsxs09LukTSdeH27g+XHxe+3+vN7DkzOyffQ6W0\nC153b5f0pqTKtG2ebWbPhHU/ZmYnpMW+bGYrw/Prj2Z2blqs2czuznDc038jTchxfv7MzF6yoKfb\nEjObmBa708y+Z2a/NLONkt4fHuMvmtmzYZmfmNmItDKfMrP/NbPXzex+MzskLZYaEmVmHw735R9m\ntsbMvpjnsex5YIPP0lmSznf35eHn9QlJUyRdG27vx5LeZ2EPv7DcREknSJrbn+1m8CFJHTnames8\nXWVm7wyfXxoep+PC11dZOKzMzIaknQuvmdlPzWy/MNb9vn/CzFZJejhDG3r3aPpSeOz/YUEvqVy9\ncsaYWXu4bkevY3msmS0O3/MVZnZBuLz35+gBM7tLQWL9wXDZv4frvsfM/js8/5+xtJ5W4fZuNLPH\nJL0l6W1hqENSfY42AwAShgQQAKAg3P1t7r46fPm4pFstSDyMz1UuNFnSxyUdKGkPSd0XNRMlfTeM\nHyJpX0mHamcvgm2Spko6QNJ7JX1QQTIl3bmS3iXpnZI+KukT4fIrFSRuaiQdqaDnw3dy7WKv1x+R\n9DN331fSvXnsYyb/piCRMU/SImVOJJ0q6ShJF0m6RdI0SR+QdLykC82sKm3dOQqO03GSxklqliR3\n/2la75lDJXWmtblV0j4KLgqrFfT0SB/uc6qkFQqO8dck3d4dcPf3u/vS3g1299sk3SPpP8LtftSC\nxNyDkhZKGiupQdI9ZnZMpgOTrW4LnC1puKTl4bKTw3Z9SkGPsx9IesB2JgNXSnqfu4+SdL2C3kMH\ndW8q0/bTN6ngIvzj6nV+htoUvD9jJT0d7ne6yZJmu/tISb8Jt3eBpDoFx/zEsG6FCYSbwvghCnrR\n/SRLu26X9Olwn46X9KuI/cjmLEmPu/vf0heGPXHWSPqgu6+R9KiCHj/dLpPU5u7r0pbl7JWS7T0N\nvUPSn3IUz3Wedij4HCuMdYb/dr/uCJ83KPjcVik4vusVfL+kq5J0rIL3Jysze7ukayW9O3wPaiW9\nkG11SZdKukHSGEnPKDxPLEgCL1aQZBsr6WIF353HZfgcfcTdL5e0WtLZ4bJvmNlhkhZIusHd91Nw\nfv48PVGpIKH3SQXfc93f089LOinXfgIAkoUEEACgGC6Q9GtJMyX9xcyWmdm7s6zrkv6vu6909y5J\n90n6lzD2MUkPuPt/u/tWSV9R2gW7uz/t7k+GvRZWSbpNOy/8uv2Hu7/h7i9K+raCC3IpuCD7pru/\n4O5vKUisXGz5D9P5b3d/IGxHV55lertC0k/dfYeChMzFtuvQk9nuvsXdF0vaqGAo1GvuvlbBMT45\nbEOnuz/i7lvd/TVJ/796HYtw3+ZKetTdf2jB0LWLJE1z97fCY/hN9bzQX+Xut4dzNt0l6RAzOzDP\n/UtPCLxH0t7u/lV33+bujyq4aJ2cueguLjSz9QoSZvMl3eTu/whjn5b0A3f/nQfukrRZQVJQ7j7P\n3V8On98n6X8VJLZ6tzETl3RHlvNT7n5neOy2KkgunWRm+6SVn+/uvw3X3Rwua3H3l919vYKkWHd9\nl0q6Pewxt0XBOfneLEnULZKON7NR7r7B3ZdF7Ec2YyS9nCX2UhiXpB8pPC/C8+iScFk3k9QS9kBZ\nH75XDyr/IYKjFby3u8jjPF2inef6+xTMI9T9uiqMS9JnJM1w97Vp79fHen3mm8Oei5uV23ZJIxS8\nB8PDuc3+kmP9Be7+m/B9bVLwvh4u6WxJf3X3H3X3lpT0CwXfoVKv3m9ZTJH0y+5elu7+sKTfa2fv\nHlfQI/P5cBvbwuUbFRx3AMBuggQQAKDgwoTLNHd/h6SDFPyP9/wcRdIvQP+p4H+ppaC3ypq0ev8p\n6fXu12Z2jJktCIfgbFDQAyb9f70lKX0o1+qwTmlnD4v02LCwvflYky1gO+909qaZ/SPLOuMU9Fro\n7onzgKQK7TokI33upH9meD0yrO+gcDjRmvBY3K1dj8UcSXtLagxfj1HQk6b3cTgs7XXqvXH3TeHT\nkeq7Q9XzvVC43cMyrJvJT919v7AnTaWkK8IhMpJ0hKQv9ko+HK7gPe4eRrgsLfYO7Uxs5CPj+Wlm\nQ83sq+GQog2S/hqu0123a9d9zlTf3uHzHudkmJh8XZmP0fmSPizphXCIz3syNdyCYWLd5+IZGVZ5\nNdxuJodIei18/l8Kkn+nKThv91LQ+ynVXEkN4Xu0X9gT5WzlP1fNekmjssSiztOlks40s4MlDVUw\np9EZZnaEpH3DpIokTZD0X2nnwXIFvQjTP/OZ3q9duPtKBXNRNUt6xczmWtpwvd6rq+f32FsK5v06\nVMG5e1qvc/eStDblk0A7QtIFveo4Q9LBEfu1j6Q38qgfAJAQJIAAAEXl7q8r+N/6Q7vn2+iDtQou\n5CVJZraneiY1vqfgIu6ocChWk3b92za+1/PuoS5rFVwQpse2KUiwvKXgArd7u0MVDM9Il/XCzHfe\n6WyfcHhIJpeFbX3QzF5SMGylQn2fT6i7HTcp6JXwjvBYdNffvQ8XK+hF8TF33x4ufk3SVu16HLIm\nt/rRrm5rJY0zs/SEwBF5bqvHpLdhD5CFkrrnEFotaU568sHdR7r7T8MkwG0KhuvsHyYmnkurb6PS\n3mv1vGiOcomCIUUfDI9599wq/Z3wt8c5GQ4POkA7z9kUd/+9u5+r4Lycr6Bn0i7c/fi0c/GxDKs8\nrCABcXj6wjDRM07h0LIw+TdPwdCrKQp6om1Tbn05Dn+QlHE4oCLO0zAZs0nBEK8l7v6mgiTbpxX0\nkuu2WtKkXufJXu7+Uto6eU9q7u5z3f1MBeexK7izVjbjup+Y2UgFQxX/FrZpSa827ePu1+ZoT+9l\nqyXdnaGOr0Xs13EKkvMAgN0ECSAAQMGZ2X+Y2fFmNiwcDvN/JP1vOOQlY5Esy38u6Rwze6+Z7aHg\nf9vT1x2pYNjIJjM7NtxOb/9uZqPDHjeNkn4aLp8r6fMWTP46UkEC5SfhcKw/S6qwYKLd4ZJmKBju\nUUhXhPtzUtrjfEkfNrP986yj97F4S9I/wjlB/r/USsEcOa2SzgsTcpKkMBF0n6Q5ZjYyTJZ8XsF8\nJHG9omBupW6PK7hIv87MhptZjYIeItnmuEnX4/wIkxV1ChI5kvRDSVdbMCm4mdneZlYfvq97K7j4\nfU3SEAtuZ/6OtOqekVRlZuMsmDR7WtT204xUMNRsXZisuSnPctnqnyvpSjM7yYKJoW9SMD/P6h4r\nB8fvUjPbN3wP31SQ/Oszd39E0iMK5oyZGPZqeo+CHmS3untn2uo/UjBHzfnqOfyr9370xy+16/DN\n7jbmc54ukfRZ7Rzu1dHrtSR9X9JN3UPqzGysmX2kP40Nex9+IHyfNkvqUvb3wBR8rs8Iv8dmS/qt\nB/MutUk6xsymhO/rcAsmeu++3Xzvz1H3ssq01z9W8D1ZG75/FRZMWJ3ecyzTe1Ml6aG+7DcAoLyR\nAAIAFMOeCoaMrFfQs2Wcgp4S3Xr/b7T3eu6S5O5/VPC/+j9R0DviTUl/V3DBJQWTnV4i6R8Kenn8\nJEPd90t6StIyBXPO3BEuv0PBRe5SSX/Rzh4EcvcNCiaT/k8FvQw2qucQili3Pw8vsMdJ+q67/z3t\n8aCCCYsvTttOLunx6xVMdL1BwdwrP0+Lf1TBXB+/SRsO1D18p0FB4ugvCnpL3CPp/6bVn+u9yuV2\nSRPDISm/COdcOUfB3Z5eVTDh9mXu/uc86nJJqTuZSXpSwYTK10uSuz+lYALo7ygYWvO/Cm9b7u7L\nFfRA+62CXiHvCMsqjD+sICn4B0m/U+Z5azKenwrmRFqloCfHc+E2sq2ba9+6z/dHFMyb9XMF5/vb\ntPNc6N2OKZL+Gg49+7SC+YP663wFkzwvVPAZu1vSf7p7Q4+GBhM4vyHpxfCYZ9qXfJbtulIwh9EG\nMzs1fXHa81znqRQkekYq+Dxnei0Fk6g/IKk9HJr5W+2cCyrftnavM0LBXEOvaudcSZmSh91l7pE0\nS8GQvpMVvH8KeyvVKnif/xbWdbOCycalXp+jcNnNkmaEy77gwSTdH5U0XcH342pJX1TPpE+PfTOz\nUyS96e6/z2OfAQAJYe7Z/9aF/1t6l4K7Xrik29y9xcx+qp3ddEdLesPdTzazCQruKLAijP3W3Xvf\njQUAgH4Je3SsVzDka1Ue6+8I1801OSuAQcDMzpJ0jbufV+q2JJ2ZzVOQ5FtY6rYAAAZOVALoYEkH\nu/sz4Y/upySd6+7Pp63zDQUJoBvDBNCD7n5CcZsNANhdmNk5CoaomIKeHKe4+7vyLEsCCAAAAFDE\nELDwFqXPhM83Kujd0333FIUTOV6oYMw6AADF8BEFQyP+pmDei4tzr95Dv4dpAQAAAEmSswdQjxWD\n3j1LJB0fJoNkZlWSvunup6St85yCyTP/IWmGu/8mQ3UAAAAAAAAYIMPyWSkc/jVP0tTu5E9osqR7\n016vlTTO3deb2TslzTez48MJ7tLr439kAQAAAAAACszdM96ZMzIBFN7+9ueSfuzu89OWD5N0noI7\njnRvZIukLeHzp82sU9LRkp7O0KA+7gLKVXNzs5qbm0vdDJQZzhv0B+cN+oPzBv3BeYP+4txBf3De\nIF/BTD2Z5ZwDKJzj53ZJy939273C/yrpeXdfm7b+GDMbGj4/UkHyh4k3AQAAAAAASihnAkjSGZKm\nSHq/mS0LH5PC2EXadfLnKknPmtkyST+T9Bl3f6OgLQYAAAAAAECf5BwCFk7gnDFJ5O5XZlj2C0m/\nKEzTkBQ1NTWlbgLKEOcN+oPzBv3BeYP+4LxBf3HuoD84b1AIed8FrKAbNXPmAAIAAAAAACgcM+v/\nJNAAAAAAAGBg5ZrMF5D6fnMtEkAAAAAAAAxCjJxBNv1JEEZNAg0AAAAAAIAyRwIIAAAAAAAg4UgA\nAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAAAMrChAkT9Mgjj5S6GSn33HOP6urqSt2MvJAAAgAAAAAA\nZcHM+nUHrL544YUXNGTIEO3YsSNy3UsvvVSLFi0qyHY3bdqka665RmPHjtXo0aNVXV1dkHq7cRt4\nAAAAAADKRFvbUrW0tGvz5mEaMWKbGhtrVV9fNeB15GPbtm0aNqx80w7uPqDb+/SnP60dO3ZoxYoV\n2n///fXMM88UtH56AAEAAAAAUAba2pZq6tRFam+/UUuWNKu9/UZNnbpIbW1LB7SOp59+WieffLJG\njRqlCy+8UBdddJFmzpypjo4OHX744fra176mQw45RFdddZXeeOMNnX322TrwwAO1//7765xzztHf\n/va3VF01NTX6yle+ove9730aNWqU6urq9Prrr6fid999t4444giNGTNGN910U492uLu++tWv6qij\njtKYMWN00UUXaf369ZJ29uK56667dMQRR2js2LE9yucqW1UVJMNGjx6tffbZR0888UTWY3HnnXfq\nzDPPTL0eMmSIWltbVVlZqbFjx+q6666Tu2vz5s0aPXq0/vjHP6bWffXVV7XXXnvptdde04oVK/Tg\ngw/qtttu0wEHHCAz08knn5z3e5IPEkAAAAAAAJSBlpZ2dXbO6bGss3OOWlsXD1gdW7Zs0XnnnadP\nfOITWr9+vSZPnqz58+enhma98sorWr9+vVavXq0f/OAH2rFjh6666iqtXr1aq1ev1p577qnPfvaz\nPeqcO3eu7rzzTv3973/Xli1b9I1vfEOStHz5cl1zzTW65557tHbtWr3++utas2ZN2r606IEHHtDS\npUv10ksvab/99tO1117bo+7HHntMf/7zn/XII4/ohhtu0J/+9KfIsr/+9a8lSRs2bNCbb76p0047\nLe/jK0nz58/XU089paefflr333+/7rjjDo0YMULnn3++5s6dm1rvvvvuU01NjcaMGaMnn3xSRxxx\nhL7yla9o7NixOvHEE/WLX/yiT9uNQgIIAAAAAIAysHlz5uFUixYNlZnyerS3Z66jq2toXm14/PHH\ntX37djU0NGjo0KE677zzdOqpp6biQ4YM0fXXX6/hw4eroqJC+++/v8477zxVVFRo5MiRmj59upYs\nWZJa38x05ZVX6qijjlJFRYUuvPDC1NCnefPm6ZxzztH73vc+7bHHHpo9e7aGDNmZxvjBD36gG2+8\nUYceeqiGDx+uWbNmad68eT3m7pk1a5ZGjBihE088USeddJKeffZZSdL3v//9rGXjDv360pe+pNGj\nR2vcuHH63Oc+l0r6XHLJJfrJT36SWu/ee+/VJZdcIklas2aNnnvuOY0ePVovvfSSvvOd7+iKK67Q\nihUrYrUlXfkOxgMAAAAAYDcyYsS2jMvr6rZr4cL86qir26b29l2XV1Rsz6v82rVrddhhh/VYNm7c\nuFTSZOzYsdpjjz1SsU2bNunzn/+8Fi1alBpitXHjRrl7ajLngw8+OLX+nnvuqY0bN6a2dfjhh6di\ne+21lw444IDU6xdeeEHnnXdej6TQsGHD9Morr6Rep9e91157pepetWpVZNn+GjduXOr5+PHjtXbt\nWknBcLdNmzbpySef1IEHHqhnn31W5513Xmq/hw8frhkzZmjIkCGqqqrS+9//frW3t+vYY4+N3SaJ\nHkAAAAAAAJSFxsZaVVY29VhWWTldDQ1nDVgdhxxySI85fCRp9erVqWRO7zt0ffOb39Sf//xnPfnk\nk9qwYYOWLFkid8+rl82hhx6qF198MfV606ZNPeYHGj9+vBYuXKj169enHps2bdIhhxwSWXeusnHv\nMrZ69eoez7sTZkOHDtWFF16ouXPnau7cuTrnnHO09957S5JOPPFESbtOPF3IO56RAAIAAAAAoAzU\n11fpllvqVFc3U9XVzaqrm6lbbpnUpzt4xa3j9NNP19ChQ/Wd73xH27Zt0/3336/f/e53kjLfNWvj\nxo3ac889te+++2rdunW6/vrrd1knWzLo/PPP14IFC/TYY49py5Yt+spXvtJjeNfVV1+t6dOnpxIu\nr776qh544IG89iNX2bFjx2rIkCHq7OzMq67evvGNb+iNN97Qiy++qJaWFl100UWpWPcwsPThX5JU\nXV2t8ePH6+abb9a2bdv02GOPqaOjQ3V1df1qQyYMAQMAAAAAoEzU11fFvmV7nDqGDx+uX/ziF/rk\nJz+padOm6UMf+pDOPvts7bHHHqmJoNN97nOf0yWXXKIxY8bosMMO0xe+8IVdkjTpZdLrOP744/Xd\n735Xl1xyid566y194Qtf6DG8aurUqXJ31dbWau3atTrwwAN18cUX6yMf+cgu9faWq+xee+2lpqYm\nnXHGGdq6dasWLVrUY56j3m3vvZ2PfvSjete73qUNGzboyiuv1Cc+8YlU7NRTT9XIkSP10ksv6UMf\n+lBq+bBhw3T//ffrk5/8pL761a9qwoQJuvvuu3XMMcdk3Ye+soG+r70kmZmXYrsAAAAAAJQDM4s9\nGfFAOe2003TNNdfoiiuuKHVTSm7IkCFauXKljjzyyKJuJ9v5ES7PmPliCBgAAAAAAMjb0qVL9fLL\nL2vbtm360Y9+pOeee06TJk0qdbMQgSFgAAAAGLSWtrWpvaVFwzZv1rYRI1Tb2Kiq+vrIWD5xAED/\n/OlPf9KFF16ot956S5WVlZo3b54OOuigUjeraK6++mrdc889uyy/7LLLdOutt/ZYVshJmwuNIWAA\nAAAYlJa2tWnR1KmakzYJZ1NlpepuuUWSssaq6utzliUJBKAclNMQMAy8/gwBIwEEAADKXpxeInHL\nEy/esZtRV6cb29t3eb9n1tXJ3bPGZi9cmLPs7IULd1kOAIMNCSDk0p8EEEPAAADAoBeVZNilp0fa\n82yxQpTPVXZ3j8c9dpI0bPNmZTK0qyvj8vRYf8oCAJBo7j7gj2CzAACgUJYsWOBNtbU+q7ram2pr\nfcmCBYmJL1mwwKdXVrpLqcf0ysrUOk21tT1i3Y8ZdXU5Y93ilCdevGM3EPUDwGDGdTNyyXZ+hMsz\n5mLoAQQAQJkbzL1AChFvb2npEZOkOZ2dmtnaqqr6+li9RKTi9jLZ3eNxy9Y2Nqqps7PH+z+9slKT\nGhokKWcsqiyQVEyODiAbEkAAAJS5qARJucejEgXbRozIGN9eUZF17oTtFRWp53HK5yq7u8fjHjtp\n51Cwma2tGtrVpe0VFZrU0NDjYjVbLJ+yQDnq75DYfIdeAkguEkAAAJS5UvfyKHY8KlEQp5dI3PJR\nZXf3eCF66FTV12e9MM0VyycO9Ecpe9jE7TEZFQfy8Y53vEO33nqrqqqqSt2Ugvj1r3+tT33qU1qx\nYkWpm1J0JIAAAChzg7kXSCHiUYmCOL1E4paPKru7x+OWHeyKfYc1DD6F6GET57yI22OSydFRCM89\n91xe602YMEF33HGHPvCBDxS5RZkNGTJEK1eu1JFHHplzvTPPPLPgyZ+77rpLH//4x/XDH/5QV111\nVUHrjiXb5EDFfIjJrAAAKJhMkyRPS5skudzj3evMqKvzWdXVPqOubpdJpIGBFjU5edw4Bqe4k4/H\nPS9mVVdnrH9WdXVB2ofBJdt1c9SNFfJRiDqiTJgwwR9++OF+ld2xY4fv2LEj1vbNzFeuXBmrjv5Y\nt26dv/3tb/cTTjjBb7/99qJtJ9v5oRyTQJMAAgAgAaISJOUeBwabYt9hbSAuztB3UQmYYido+pNg\n6mvCHYNHpuvmQiSP49ZxxBFH+MMPP+yzZs3yCy64wC+//HLfZ599/Pjjj/ff//737u4+ZcoUHzJk\niO+5554+cuRI//rXv+7u7r/97W/9ve99r48ePdpPOukk7+joSNVbXV3tTU1Nfvrpp/tee+3lK1eu\ndDPz73//+3700Uf76NGj/dprr+3Rlttvv92PO+4432+//byurs5XrVrl7u5nnnmmm5nvvffePnLk\nSL/vvvuy7s+jjz7qhx9+eI/9u/nmm33ixIm+3377+ZVXXuldXV3u7n7sscf6grTjtHXrVh8zZowv\nW7Ystewzn/mM33rrrV5TU0MCyEkAAQAAoMzFTQTkitM7aPCKm6CJe94UosckCffykem6uRC9uOLW\n0d2zZ9asWV5RUeEPPfSQ79ixw6dNm+bvec97eqz3yCOPpF6vWbPGDzjgAH/ooYfc3X3x4sV+wAEH\n+GuvvebuQQLoiCOO8OXLl/v27dt9y5YtbmZ+zjnn+IYNG3z16tU+duxYX7hwobu7z58/34866ihf\nsWKFb9++3W+88UY//fTTU9szM+/s7Izcn0wJoBNOOMHXrFnj69at8zPOOMNnzJjh7u433HCDX3rp\npal1FyxY4BMnTky9fuKJJ/yUU07xHTt2DMoEEHMAAQAAAH1UzLmvmKh38Io7MXrc8yafubOYHD3Z\nss7jtGiRZJZfHVmW93UuKDPTmWeeqUmTJkmSpkyZom9/+9tZ1//xj3+sD3/4w6n1//Vf/1Xvfve7\n1dbWpssvv1xmpo9//OM67rjjJAVz+EjSl7/8ZY0aNUqjRo3S+9//fj377LOqq6vT97//fU2bNk1v\nf/vbJUnTpk3TTTfdpBdffFHjxo3r07703q/PfvazOuywwyRJTU1Namho0OzZszV58mS9853vVFdX\nlyoqKnTvvfdq8uTJkqTt27fr2muv1Xe/+11Znu/FQCMBBAAAAPRRMe+g9quvfz3jNntfnDGJ9MCL\nOzF63POmexu8z7uvrEnCujpp4cL86qirk9rbd60jTDT2xUEHHZR6vtdee6mrq0s7duxIJW/SrVq1\nSj/72c/04IMP7mzLtm09JonOlLg5+OCDe2xj48aNqfqmTp2qL37xiz3W/9vf/hYrAdS7HePHj9fa\ntWslSUcddZSOO+44PfDAAzr77LP14IMPavbs2ZKkW2+9VSeeeKJOPfXUVNmgQ87gQQIIAAAA6KNi\n3kGtvaU2tlfyAAAgAElEQVQl4zbTL86Kfbcp7mCWXZweNoW4sx52b/kkCQeijnz07gUzfvx4XXbZ\nZbrtttvyLpPL+PHjNXPmzFQPnEJavXp1j+eHHnpo6vXkyZM1d+5cbd++XRMnTkzdZexXv/qVlixZ\nol/+8peSpHXr1mnZsmV69tln1ZLle32g5UwAmdk4SXdJOlCSS7rN3VvM7KeSjglXGy3pDXc/OSwz\nTdInJG2X1Ojuu6YWAQAAgDIXd6hNtng+F2dRw8Ti3K5cUuxbnSO73X2IFonHeAqRJCxUojGqd8tB\nBx2kzs7OVA+fKVOm6JRTTlF7e7s++MEPauvWrXr88cd19NFHp4ZbRdXZPZeNJF199dWaOXOmTjrp\nJE2cOFEbNmxQe3u7Lrjggh7bj7oNfKZt3HrrrTr77LO15557as6cObr44otT8YsvvljTp0/XunXr\ndOmll6aW33nnndocDtFzd/3bv/2bLrjggkF1G/ioHkBbJX3e3Z8xs5GSnjKzxe5+UfcKZvYNSW+E\nzydKukjSREmHSXrYzI5x9x3FaT4AAACQLPlcnGWdByQcJhaVIMoVd/d+l93dLsbRN8VOPMZNIJVL\ngqkQScK4dZhZ6tF7ebdp06apoaFB1113nWbOnKkvfOELuv/++3Xddddp8uTJGjp0qE477TR973vf\ny1g+2+vuZeeee642btyoiy++WKtWrdK+++6r2traVAKoublZV1xxhf75z3/qhz/8oT72sY/l3J/0\n55dccolqa2u1du1anXvuuZoxY0YqfvDBB+v000/X0qVL9bOf/Sy1fN999+1R5x577KFRo0Zpn332\nybrdAZdtduhMD0nzJX0w7bVJWi2pMnw9TdKX0uILJb0nQz2FmfYaAAAA2A0V825Tce9UBWST67yN\ne4e1qLvnxY2XAtfNpdH77mWDVbbzQ4W4C5iZTZB0sqQn0hafKekVd+9Owx4q6fG0+BoFPYHKXrGz\nycWMD+a2JSEOAAAw0Ip5tynPMgQj3ztVAdlE9VzLFStmrzd6tmF3kVcCKBz+NU/SVHffmBaaLOne\niOKDa9rrfogzhrrUcSleV0rijHEHAACDT7HvNhX3TlVAJsVMPEYliOLGUd5uuukm3Xzzzbssr6qq\nUltbWwlaVCLZugZ1PyQNl7RI0ud6LR8m6WVJh6Yt+7KkL6e9XijptAx1+qxZs1KPRx99tNC9oQoq\nbnfEUsYHc9uSEAcAABislixY4DPq6nxWdbXPqKvbZShLrnicskA2mYZZTQuHWeWKRZV1T+bvfjEE\nDDl0nx+PPvpoj/yK+jsEzIKZkG6XtNzdv90r/K+Snnf3tWnLHpB0r5l9S8HQr6MlPZmp7ubm5rwS\nVINBsbPJpchWD5a2lXscAABgsIp7u/Ld+U5VKI58JjjPFit2rzd6tqFc1dTUqKamJvX6+uuvz7pu\n1BCwMyRNkfQHM1sWLpvm7gsV3O1rbvrK7r7czO6TtFzSNknXhJmpshZnDHWp49kO/2BoWxLiAAAA\nAPJXrMRjVIIobhxIhGxdg4r5UJl1ZYvbHbGU8cHctiTEAQAAAKAYyu26GQMr2/mhHEPAzEvQQcfM\nvBTbjWNpW5sWp2WDz+qVDR7M8cHctiTEAQAAAKDQghlZgOwy5VXMTO6e8eQhAQQAAAAAAJAAuRJA\nQwa6MQAAAAAAABhYUZNAAwAAAMCgsrStTe0tLRq2ebO2jRih2sbGXYbwZ4tHlc13naQq9rEtZ8U8\nNsWOF9tgbx8CJIAAAAAAlI2lbW1aNHVqj9t1N4XPq+rrc8Yl5SybT/1JVuxjW86KeWzi1J1PvLv9\nxUowFbt9pU6OJSp5lW126GI+xGzmAAAAALJYsmCBN9XW+qzqam+qre1xB9am2toed2jtfsyoq4uM\nR5XNp/4kK/axLWfFPDbFjme6s/H0iDsf9yVezPYVu+3d62T7volbfiDivSnHXcDoAQQAQJlI1P9A\nAUAWUb0Fhm3enLHc0K4uSYqMR8X6Uz4pin1sy1kxj03cuqPi7S0tPT5PkjSns1MzW1tVVV8fO17M\n9rl7Udse9X0Tt/xA9O7qCyaBBgCgDHT/ALixvV3NS5boxvZ2LZo6VUvb2krdNAAoqGwXXItbWyVJ\n20aMyFhue0VFZDyqbD71J1mxj205K+axKXa82AmmYravVMmx7u+buOWLHe8rEkAAAJSBQv8AABAk\nVmfU1am5pkYz6up2SahGxVEcURdctY2Naqqs7BGbXlmpsxoaIuNRZfOpP8mKfWzLWTGPTbHjxU4w\nFbN9pU6OlTq5VugeiQwBAwCgDOzOQxKAYhjobvfIX9QFV/fxn9naqqFdXdpeUaFJDQ2p5VHxqFg+\n5ZOq2Me2nBXz2MStOype29iops7OHt9n0ysrNSk9QRMjXuz2FbPteSW3YpQvdryvLJgjaGCZmZdi\nuwAAlKsZdXW6sb19l+Uz6+o0e+HCErQIKG9Rnyk+c/EU+o5C0ysrNemWWxKTTAAG2tK2Ni1OS8Cc\n1Ss5FTdezPYVs+35fN/EKV/seCZmJne3jDESQAAADH5cEAGF1VxTo+YlS3ZdXl2t5o6OyDiyy9h7\nqrJSdTkuaNLj3XUU82ITALrF/b4pdnKtr+0jAQQAQAJwQQQUDj2AiodjCwClkysBxBxAAIDEiHub\n9MF+m/Wq+vpB1R6gnMWdNwLZDfSkpgCA/AyqBFCcH95xxhnH3TZ2X8U+78o5ns9nKk753Tle6raV\nUl/njOg9YWsxyw9EHEDhFGJCV2Q20JOaAgDy5O4D/gg229OSBQt8emWlu5R6TK+s9CULFuyybl/L\nxo0DmRT7vCvneD6fqTjld+d4qdvWvU5Tba3Pqq72ptraXb4rc8WjyuZaJ6ptTbW1PWLdjxl1dQNS\nnr9FABDI9H02LeL7bhrfdwBQEGG+JXMuJlugmI9MCaCoH965RJWNGwcyKfZ5V87xfD5TccrvzvFS\nt62UicGots2qrs4Yn1Vdnde+xS3P3yIA2GnJggU+o67OZ1VX+4y6uoz/WZArDgDon1wJoEEzBCzO\nWOC444wZh4z+KPZ5V+7xqFic8qXet1LHS7nt9paWHkOkJGlOZ6dmtraqqr4+Z9zdc5aNqj+qbVFD\nCopdnr9FALBT1JxlzGkGAANvSKkb0C3OWOC444wZh4z+KPZ5V87xfD5TccrvzvFSty1OEiOfBEeu\ndaLaVtvYqKbKyh6x6ZWVOiucsLXY5flbBAAAgEEtW9egYj6CzfYUZyxw3HHGjENGfxT7vCvneD6f\nqTjld+d4qdtWyqGB+Z5X2YYUFLs8f4sAAABQasoxBMyC+MAyM8+03aVtbVqcdqeFs/pwp4WosnHj\nQCbFPu/KOZ7PZypO+d05Xupt975T1vTKSk265RZV1dfnjEvKWTbf+uN8Vxe7PH+LAAAAUEpmJne3\njLHBlAACAAx+pUwMAgAAAMiOBBAAAAAAAEDC5UoADZpJoAEAAAAAAFAcJIAAAAAAAAASjgQQAAAA\nAABAwpEAAgAAAAAASDgSQAAAAAAAAAlHAggAAAAAACDhSAABAAAAAAAkHAkgAAAAAACAhCMBBAAA\nAAAAkHAkgAAAAAAAABKOBBAAAAAAAEDCkQACAAAAAABIuJwJIDMbZ2aPmtkfzew5M2tMizWY2fPh\n8v8Il00ws3+a2bLwcWuxdwAAAAAAAAC5DYuIb5X0eXd/xsxGSnrKzBZLOljSRySd6O5bzWxsWpmV\n7n5ykdoLAAAAAACAPsqZAHL3lyW9HD7faGbPSzpM0qck3ezuW8PYq8VuKAAAAAAAAPon7zmAzGyC\npJMlPSHpGElVZva4mXWY2bvTVn2bmT0dLn9fQVsLAAAAAACAPosaAiZJCod/zZM01d3fNLNhkvZz\n9/eY2SmS7pN0pKS1ksa5+3oze6ek+WZ2vLu/2bvO5ubm1POamhrV1NTE3hkAAAAAAIDdRUdHhzo6\nOvJa19w99wpmwyUtkPSQu387XPaQpK+6+5Lw9UpJp7n7673KPirpi+7+dK/lHrVdAAAAAAAA5M/M\n5O6WKRZ1FzCTdLuk5d3Jn9B8SR8I1zlG0h7u/rqZjTGzoeHyIyUdLekvBdgHAAAAAAAA9FPUELAz\nJE2R9AczWxYumybpDkl3mNn/SNoi6fIwViXpBjPbKmmHpM+4+xuFbzYAAAAAAADyFTkErCgbZQgY\nAAAAAABAQfV7CBgAAAAAAADKHwkgAAAAAACAhCMBBAAAAAAAkHAkgAAAAAAAABKOBBAAAAAAAEDC\nkQACAAAAAABIOBJAAAAAAAAACUcCCAAAAAAAIOFIAAEAAAAAACQcCSAAAAAAAICEIwEEAAAAAACQ\ncCSAAAAAAAAAEo4EEAAAAAAAQMKRAAIAAAAAAEg4EkAAAAAAAAAJRwIIAAAAAAAg4UgAAQAAAAAA\nJBwJIAAAAAAAgIQjAQQAAAAAAJBwJIAAAAAAAAASjgQQAAAAAABAwpEAAgAAAAAASDgSQAAAAAAA\nAAlHAggAAAAAACDhSAABAAAAAAAkHAkgAAAAAACAhCMBBAAAAAAAkHAkgAAAAAAAABJuWKkbAAAA\nAADYvbS1LVVLS7s2bx6mESO2qbGxVvX1VaVuFpBoJIAAAAAAAAOmrW2ppk5dpM7OOallnZ1NkkQS\nCCgihoABAAAAAAZMS0t7j+SPJHV2zlFr6+IStQjYPZAAAgAAAAAMmM2bMw9E6eoaOsAtAXYvJIAA\nAAAAAANmxIhtGZdXVGwf4JYAuxcSQAAAAACAAdPYWKvKyqYeyyorp6uh4awStQjYPZi7Zw+ajZN0\nl6QDJbmk29y9JYw1SLpG0nZJbe7+pXD5NEmfCJc3unt7hno913YBAAAAAINX3Lt4tbUtVWvrYnV1\nDVVFxXY1NJzFBNBAAZiZ3N0yxiISQAdLOtjdnzGzkZKeknSupIMlTZf0YXffamZj3f1VM5so6V5J\np0g6TNLDko5x9x296iUBBAAAAABlKNNdvCorm3TLLXUkcYASy5UAyjkEzN1fdvdnwucbJT2vILFz\ntaSb3X1rGHs1LPJRSXPdfau7vyBppaRTC7IXAAAAAICS4y5eQHnKPP16BmY2QdLJkp6Q9HVJVWZ2\nk6QuSf/u7r+XdKikx9OKrVGQMAIAAAAAFEjUEKxixqPu4lWI4WFxysdV6u2XM47d4JZXAigc/jVP\n0lR3f9PMhknaz93fY2anSLpP0pFZimcc69Xc3Jx6XlNTo5qamj40GwAAAAB2T5mGYHV2BpMq19dX\nFT2e6y5eUWXj7lv3OnGSW3G3P5iVMvlW7seuXHV0dKijoyO/ld0950PScEmLJH0ubdlDkqrTXq+U\nNEbSlyV9OW35QkmnZajTAQAAAAB9V1vb5JLv8qirmzEg8QULlnhl5fQescrKab5gwZLIsnH3LfO2\np/uCBUvyinevU1vb5NXVs7y2tqlHLG77o+ovZvm4+z4Qxy5q3+IeO7iH+ZaM+Z2cPYDMzCTdLmm5\nu387LTRf0gckLTGzYyTt4e6vmdkDku41s28pGPp1tKQn80tFAQAAAACiRA3BKna8uzdHa+vMtLt4\nTVJ9fZW+/vVf5SwbJWrb2ecfmqn6+qrIeFQvlajtS7l7ycTtwZRP76xsZePue7GPXdyeZ4gvagjY\nGZKmSPqDmS0Ll02TdIekO8zsfyRtkXS5JLn7cjO7T9JySdskXRNmoAAAAAAABZBrCNZAxKXggjzT\nRXk+ZXOJKh83eRWV5IjafrGTKLnKS4qVgIlqW7GPXdzkHeKLugvYb9x9iLv/i7ufHD4WenCXr8vc\n/QR3f5e7d6SVucndj3L3Y919UdH3AAAAAAB2I42NtaqsbOqxrLJyuhoazhqQeJy2xS0fN3kVleSI\n2n7UHdD6n0SJLh9VNu6+F/vYxU3eIb687wIGAAAAACi9XEOwBiIep21xyzc21qqzs6lHIiRIMkzK\nKx6V5IjafrGTKLnKd3VFJ2Di7Huxj10hep4hHhJAAAAAAFBmsg3BGqh4nLbFKR83eRWV5IjafrGT\nKLnKt7S05ywbd9+LfeziJu8Qn5Viih4zY2ogAAAAAMCAa2tbqtbWxWlJjrNi3eq8snK6brllZ6Ik\nV/1xyudTtpj7PhDl49YPyczk7pYxRgIIAAAAAID8lDKJQoIEUUgAAQAAAAAAJFyuBFDOu4ABAAAA\nAACg/JEAAgAAAAAASDgSQAAAAAAAAAlHAggAAAAAACDhSAABAAAAAAAkHAkgAAAAAACAhCMBBAAA\nAAAAkHAkgAAAAAAAABKOBBAAAAAAAEDCkQACAAAAAABIOBJAAAAAAAAACUcCCAAAAAAAIOFIAAEA\nAAAAACQcCSAAAAAAAICEIwEEAAAAAACQcCSAAAAAAAAAEo4EEAAAAAAAQMKRAAIAAAAAAEg4EkAA\nAAAAAAAJRwIIAAAAAAAg4UgAAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAAAJBww0rdAAAAAAAAgFza\n2paqpaVdmzcP04gR29TYWKv6+qpSN6uskAACAAAAAACDVlvbUk2dukidnXNSyzo7mySJJFAfMAQM\nAAAAAAAMWi0t7T2SP5LU2TlHra2LS9Si8kQCCAAAAAAADFqbN2cevNTVNXSAW1LeSAABAAAAAIBB\na8SIbRmXV1RsH+CWlDcSQAAAAAAAYNBqbKxVZWVTj2WVldPV0HBW3nW0tS1VXd0M1dQ0q65uhtra\nlha6mYNezkmgzWycpLskHSjJJd3m7i1m1izpk5JeDVed5u4LzWyCpOclrQiX/9bdrylCuwEAAAAA\nwG6ge6Ln1taZ6uoaqoqK7WpomLTLBNDZ7hSWzyTSu8NdxqLuArZV0ufd/RkzGynpKTNbrCAZ9C13\n/1aGMivd/eRCNxQAAAAAAOye6uurciZkciV5sk8iPTPvBFES5EwAufvLkl4On280s+clHRaGrcht\nAwAAAAAAiJQryRM1iXRUgkiK7iFU6ng+onoApYTDu06W9LikMyR91swul/R7SV909zfCVd9mZk9L\n+oekGe7+mz61CAAAAAAAoA9yJXmiJpGOShBF9RAqdTxfeSWAwuFf8yRNDXsCfU/SDWF4tqRvSrpK\n0lpJ49x9vZm9U9J8Mzve3d/sXWdzc3PqeU1NjWpqavJuNAAAAAAAQLdcSZ6Ghlp1djb1SKAEk0hP\niiwrRfcQKmV87713qKOjI8tR6SkyAWRmwyX9XNKP3X2+JLn739Pi/ynpwXD5FklbwudPm1mnpKMl\nPd273vQEEAAAAAAAQH81NmZP8kRNIp2rrBTdQ6iU8d4daq6//vqM60rRdwEzSbdLWu7u305bfoi7\nvxS+PE/S/4TLx0ha7+7bzexIBcmfv+TaBgAAAAAAQBxRSZ5ck0hHlY3qIVTqeL6iegCdIWmKpD+Y\n2bJw2XRJk83sXxTcDeyvkj4Txqok3WBmWyXtkPSZtLmBAAAAAAAAiiLqTmH9LRvVQ6jU8XyZu/ep\nQCGYmZdiuwAAAAAAAH3V1rZUra2L03oInbXLXbpKGe9mZnL3jHdtJwEEAAAAAACQALkSQEMGujEA\nAAAAAAAYWCSAAAAAAAAAEo4EEAAAAAAAQMKRAAIAAAAAAEg4EkAAAAAAAAAJRwIIAAAAAAAg4UgA\nAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAAAJBwJIAAAAAAAAASjgQQAAAAAABAwpEAAgAAAAAASDgS\nQAAAAAAAAAlHAggAAAAAACDhSAABAAAAAAAkHAkgAAAAAACAhCMBBAAAAAAAkHAkgAAAAAAAABKO\nBBAAAAAAAEDCkQACAAAAAABIOBJAAAAAAAAACUcCCAAAAAAAIOFIAAEAAAAAACQcCSAAAAAAAICE\nIwEEAAAAAACQcCSAAAAAAAAAEo4EEAAAAAAAQMKRAAIAAAAAAEg4EkAAAAAAAAAJRwIIAAAAAAAg\n4UgAAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAAAJBwORNAZjbOzB41sz+a2XNm1hgubzazNWa2LHx8\nKK3MNDP7XzNbYWa1xd4BAAAAAAAA5Gbunj1odrCkg939GTMbKekpSedKulDSm+7+rV7rT5R0r6RT\nJB0m6WFJx7j7jl7rea7tAgAAAAAAoG/MTO5umWI5ewC5+8vu/kz4fKOk5xUkdiQpU4UflTTX3be6\n+wuSVko6tb8NBwAAAAAAQHx5zwFkZhMknSzp8XDRZ83sWTO73cxGh8sOlbQmrdga7UwYAQAAAAAA\noASG5bNSOPxrnqSp7r7RzL4n6YYwPFvSNyVdlaV4xrFezc3Nqec1NTWqqanJr8UAAAAAAABQR0eH\nOjo68lo35xxAkmRmwyUtkPSQu387Q3yCpAfd/QQz+7IkuftXw9hCSbPc/YleZZgDCAAAAAAAoID6\nPQeQmZmk2yUtT0/+mNkhaaudJ+l/wucPSLrYzPYws7dJOlrSk3EaDwAAAAAAgHiihoCdIWmKpD+Y\n2bJw2XRJk83sXxQM7/qrpM9IkrsvN7P7JC2XtE3SNXT1AQAAAAAAKK3IIWBF2ShDwAAAAAAAAAqq\n30PAAAAAAAAAUP5IAAEAAAAAACQcCSAAAAAAAICEIwEEAAAAAACQcCSAAAAAAAAAEo4EEAAAAAAA\nQMKRAAIAAAAAAEg4EkAAAAAAAAAJRwIIAAAAAAAg4UgAAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAA\nAJBwJIAAAAAAAAASjgQQAAAAAABAwpEAAgAAAAAASDgSQAAAAAAAAAlHAggAAAAAACDhhpW6AQAA\nAACAntralqqlpV2bNw/TiBHb1NhYq/r6qlI3C0AZIwEEAAAAAINIW9tSTZ26SJ2dc1LLOjubJIkk\nEIB+YwgYAAAAAAwiLS3tPZI/ktTZOUetrYtL1CIASUACCAAAAAAGkc2bMw/U6OoaOsAtAZAkJIAA\nAAAAYBAZMWJbxuUVFdsHuCUAkoQEEAAAAAAMIo2NtaqsbOqxrLJyuhoazipRiwAkgbn7wG/UzEux\nXQAAAAAoB21tS9XaulhdXUNVUbFdDQ1nMQE0gEhmJne3jDESQAAAAAAAAOUvVwKIIWAAAAAAAAAJ\nRwIIAAAAAAAg4UgAAQAAAAAAJBwJIAAAAAAAgIQjAQQAAAAAAJBwJIAAAAAAAAASjgQQAAAAAABA\nwpEAAgAAAAAASDgSQAAAAAAAAAmXMwFkZuPM7FEz+6OZPWdmjb3iXzSzHWa2f/i6xsw2mNmy8DGj\nmI0HAAAAAABAtGER8a2SPu/uz5jZSElPmdlid3/ezMZJOkvSql5llrj7R4rRWAAAAAAAAPRdzh5A\n7v6yuz8TPt8o6XlJh4bhb0m6LkMxK2gLAQAAAAAAEEvecwCZ2QRJJ0t6wsw+KmmNu/+h12ou6b1m\n9oyZ/dLMJhaspQAAAAAAAOiXqCFgkqRw+Nc8SVMl7ZA0XcHwr9Qq4b9PSxrv7pvM7EOS5ks6pnDN\nBQAAAAAAQF9FJoDMbLikn0v6sbvPN7MTJE2Q9KyZSdLhCuYGOtXd/95dzt0fMrNbzWx/d1/Xu97m\n5ubU85qaGtXU1MTcFQAAAAAAgN1HR0eHOjo68lrX3D17MMjw/EjS6+7++Szr/FXSu9x9nZkdJOnv\n7u5mdqqk+9x9QoYynmu7AAAAAAAA6Bszk7tnnJs5qgfQGZKmSPqDmS0Ll01394eyrP8xSf/HzLZJ\n2iTp4v40GAAAAAAAAIWTswdQ0TZKDyAAAAAMEm1tS9XS0q7Nm4dpxIhtamysVX19VcHiAAAMlDg9\ngAAAAIDEamtbqqlTF6mzc05qWWdnkySpvr4qdhwAgMGCHkAAIvE/mwCApKqrm6H29hszLJ+phQtn\nx44jt2L3vhrsv2EGe/sAlB96AAF54A9wZvzPZjzl/sMUKDdJv1jMZXe/kI6Srf2bN2f+OdzVNVSS\nYscHgzjvbTHPi2L3vhrsv2EGe/sAJE8iE0DF/IFS6h9PpS4fR6l/mEb9uIn6A1zKH0+lfN9aWtp7\nHBdJ6uyco9bWmbvFj5Ninlf88AN2VcrPXLH/FhRi/0q174P92MQ5PiNGbFMmFRXbCxLPp+1xFevc\nkFTU8yLqN0ax41Hty+fYRr2vcfYfAArO3Qf8EWy2OBYsWOKVldNd8tSjsnK6L1iwJBWvrW3y6upZ\nXlvblFreu45M6+RTd5x4VPtKXT6f+vu77VLHa2ubesS6H3V1M2LXX+rzJm68unpWxmNTXT1rQLYf\nNx63bDHPq6h4OR+7co/H+VuRb3nsqtSfuWL+LYgbL/W+D+ZjE/fcyFx2WkTdceOF/f1VrHOj2OdF\n1G+MYseL+ZksxP4DQH+E+RZlemRcWOxHMRNAff8Dn/8Xdal/PJW6fDn/MI2KR/0BLuWPp1L/6C71\n9ot5Xhb7vC3lD9NSH7tyjsf9W5FPeWRW6s9cMf8WxI2Xet8H87EpxLmxYMESr6ub4dXVs1K/GdPF\niRf772gxz42knxfF/EwWYvsA0B+5EkBDStn7qBhyjcPO3s1ycep1rnWKPUY8qn2lLp8rHnfbpY5H\ndd+OU3+pz5u48cbGWlVWNvWIV1ZOV0PDWQOy/WKel8U+b+MOGyjnY1fO8bh/K/Ipj8xK/Zkr5t+C\nuPFS7/tgPjb5xKPaX19fpYULZ6ujo1kLF87eZfhNnHix/44X89wo9nkR9Ruj2PFifibzqT+qfQBQ\naImbAyjXH6Kurnhf1KX+8VTq8v2Z5HCw/DCNijc21qqzs6nHD6zgD/Ck2PUHSdjitb3YP5q7f8S2\nts5UV9dQVVRsV0PDpNTyUv+oj3NeFvuC6v+1d+dhclVlHse/vySAhFVlJyoQQXYMsiPKg0AgIOrM\nKANRFndGUEBZDCguIKIwyCYqAo4bOwqioOiAyC7KLiOLgoKgsoZ9y2/+OKelbDvpTnW6b3XV7/M8\nPnTVrZs+3b5d99Z7znnfweJqsONj+Xc31o8Pdmy458fAmv6bG8lrwXCPD3YtGemfvZN/N0M5Ptj4\nRxU21+kAABqDSURBVNJIX8dH+u9iJONisHuMkT4+kn+T8+Lnj4iY17ouATSnC9Gxx/5swHOG+ka9\n117N3jw1ff5YvjEd7PhgF+Amb56avunu+/3M7mak6Zv6kUy+jXRcjeSN6XCPj3TispOPD/emfijn\nx8Ca/psb6WvBSF5Lmv4g3fTvZrixMZJG+jo+0n8Xwzl3KIm3Od1jjPTxkfybHMr5Qxl/RMQ8Nbu9\nYSP5v/JtR87s9mEPVqRvKK8ZyT3iQx1fU+fP6fhwv3cnHB/McP+/bSpuhnt8KL+Xkfz+IxmXoxG3\nwzGWf3dj+fhwrxXD/ZvqdhdcMHix26b+5oaiyWtV0z/7YJq+jnfy72ckr+OD/ftN6+Sx2SP/N9np\nP39EdB/mUANIns1M5UiS5Ca+L5RWjMcdd3HLLMVWA7ZrHOw1TY6vyfPndLzJ31uvG87/b0M53vT3\nH8m47PS4Hcu/u7F8fLjXiqF87+G0u+5kc9uOevLkgzjmmKlj5ueLGAlj/VoVERGdQxK2NeCxXksA\nRURENGmwJMhQkiSdmiAabOxTpx7Mz3526L+cN3Xqp7joos+P5lAjIiIiutKcEkBdVwMoIiKik82+\no8+n2G67Nw16fKAky113lS4yQ00QjdTxwcbeTvHsiIiIiJg3kgCKiIgYRcPt+DPcBNFIHh9ut6KI\niIiIGDnjmh5ARERELxlux5/2E0QXj/jxoXQrmjz5oH86VjribDXgeREREREx72QFUERExCgabtvh\n4SaIRvL4fvtt0bGtuCMiIiJ6XRJAERERo2iwJMhgx4ebIBrJ40NJ8Gy33ZuS8ImIiIhoQLqARURE\njDGDtaD/105cMzjmmG3m0GVs3h2PiIiIiOakDXxEREQPmVOCaDSOR0REREQzkgCKiIiIiIiIiOhy\nc0oApQtYRERERERERESXSwIoIiIiIiIiIqLLJQEUEREREREREdHlkgCKiIiIiIiIiOhySQBFRERE\nRERERHS5JIAiIiIiIiIiIrpcEkAREREREREREV0uCaCIiIiIiIiIiC6XBFBERERERERERJdLAigi\nIiIiIiIiosslARQRERERERER0eWSAIqIiIiIiIiI6HJJAEVEREREREREdLkkgCIiIiIiIiIiulwS\nQBERERERERERXW6OCSBJr5J0iaRbJd0i6aP9jn9c0ixJr2h57lhJd0i6UdKUkRp4jB2XXnpp00OI\nMShxE+1I3EQ7EjfRjsRNtCuxE+1I3MS8MNgKoOeBfWyvAWwEfETSalCSQ8BWwD19L5Y0DXit7ZWB\nDwInjsioY0zJm1W0I3ET7UjcRDsSN9GOxE20K7ET7UjcxLwwxwSQ7Qds31C/fgK4DViuHv5vYP9+\np+wA/E99/TXA4pKWnqcjjoiIiIiIiIiIuTLkGkCSVgCmANdIehtwr+2b+r1seeDPLY/vBSYNc4wR\nERERERERETEMsj34i6SFgUuBQ4GfAZcAW9meKemPwHq2H5L0I+CLtq+o5/0c2N/2b/v9e4N/04iI\niIiIiIiImCu2NdDzEwY7UdJ8wDnAd23/UNJawArAjZKgrPD5jaQNgfuAV7WcPqk+N6TBRERERERE\nRETEvDdYFzABJwO/s/0VANs3217a9oq2V6Rs81rX9l+B84Fd6rkbAY/W5yMiIiIiIiIioiGDrQDa\nFHg3cJOk6+tzM2xf2PKaf2znsv0TSdMk3Qk8Cew+T0cbERERERERERFzbUg1gCIiIiIiIiIiYuwa\nchewiNmRtKCkJSUlnmLIJE2U9FpJg9Yii+iTuIl21W3tEXMlcRPDlRiKoZK0kKQNJL2s6bFE98oH\n9hgWSR8A7gFOAI5veDgxRkjajRI3RwEnS1qs2RHFWJC4iXZJOhA4UdLOTY8lxo7ETbRD0oGSDpW0\nPYCz3SKGQNJ04I/Ap4FTJK3Z8JCiSyUBFG2TtDzwDmADSvHv1SR9WNIrmx1ZdDJJiwPbApvaflt9\n+qOSXtvgsKLDJW6iXZL2BrYBLgA+LGn/ev3KzHzMVuIm5pak8ZI+A2wF3AIcKWknSS9vdmTR6SQt\nALwJ2Nb29sAdwAckrd/syKIbJQEUc6VfcudR4BXAgrafAQ6jJIPWa2Js0bkkLdW3Zcf2o8DqwJL1\n8LHAYsCWDQ0vOlTiJoarbk3eAviU7QuAA4HFgZ0hM/MxsMRNtGkc8GbgY7ZPBz5JuS/eqtFRRUeS\ntGzfSmbbzwIbA8vUw/8D/BX4j4aGF10sCaAYEknjJB0JXCHpMEnb234SuAZYGcD2z4H7gA0lTWxw\nuNEhatx8mRInJ0p6Xz10FrA+gO3fALcBK0hasZmRRidJ3ES7JM0n6QhJ75W0pu1ZwE3Au+pLrqJe\ntyRNaWyg0VESN9GOGjefk/RWSZNtPw/cQFk5BnAeZdvyOpJWaGiY0WFUfAn4NXCqpE/UQ1+jrHTG\n9h8o7zkTJW3UzEijWyUBFEO1E7AGZWbjBuDrdUvGfcC6LdswzgX+HXihkVFGp9kaWAtYBfgesL+k\ntSh7nJeTtHF93eXARsBTjYwyOk3iJuaapCWBH1BmUJcBvi9pdeAXwEKS1q8rN24BHgSWbWyw0TES\nN9GOmtC5GJgMbAicIWkRSuJwCUmr1ETir4AlgEyMRp/1gTVtTwI+C2wn6W3A7QD1a4DfA0sBzzUy\nyuhaSQDFHLXscx8HXGv7r7bPAn4CHAKcQ7kZ2gLA9vWUpNAqDQw3OkRL3LwIPATMsn0pcDqwO2Xl\nxuPADpLmt/174Gkg9Vx6WOImhmlRYCnbu9r+AnAhsCPl+nUrMB3A9l3AisBykHoukbiJtiwGPGt7\nuu2DgbuBPYA7AQNT4R+rVVelTKJGD2t5z3gaWEzSQrZvBE6j1P8RcB3wbkmL2r4XmJ8knWMeSwIo\nBtP3ZrUo8ApJ4+vjTwA7AAsAJwGbS/qWpDOBl1EuhNFjWi5uff9dkDJjOqk+/jKwNuXG6TvAqyiz\nZmcDi1CK3kWPSdzE3JrNh+/HgN9J2rQ+PoHyYX0Jyiz8JEmHSFqIMhv/GKSeSy9J3MQ8ND/wx5YV\n8DOAzSmrNa4GNpC0Z71vfgy4v5FRRuMGuMeZAFwLvL4+/g6wMOV95zxgJmUl4g/rc7eN3mijFyQB\nFP9E0kat3Qrq8lUo2zDeTFnmiu3HgG8Dn7F9HbAnJWt9re0tbD8xuiOPJkmaJmmZvhvilrj5BbAC\nsJ6kBWtcXAAcYPtu4L2U2LrM9htt/230Rx9NSdxEu1o/fNeCvQDjKSvEJkuaaPtPwPXA5ravpbTW\nXYmydfDOupo1ekjiJoarJW4epGzPWV7SBNu3AzcCu9s+j5JI3JpSNuEO25c3MuBojKTpklaivMe0\n3uPcSkkGTZG0pO2nKcnm3Ww/ArwfOAK4yPaGtR5QxDyjTGAEgKTNge9TbnomAAfZvk7S2pS2yydK\n+jjwRuAjtv9S63C8jdIl43lJyoxYb5G0CWXp6q3A88Bptk+vRXl3BP67/ncr4Gu2r5S0NHAk8F+2\nH29o6NGgxE20S9KulATgr4Af276qPr8pcDMwjdJJ5UzbV0h6GaWuwma271HpKrdAbWIQPSJxE+2Q\n9F7Kaverge/Z/nN9fl3K/fJ+lBWpR9Y4eSVwGbCl7fslLQpge2YjP0A0QtIbKPc4dwKPALfZPrTW\nG9sHOBpYlxJbV9j+fj3vp8B02w82M/LoFVkBFH2zGW8B9ra9HXAJ8B5Jm1FmOC4DsH1UffxpSR8E\nvgI8UbseZDl0b1oXONz2NMqKjC0l7Qg8APzA9nO2vwP8DthH0gGU5a1/yYf4npa4ibkmaQNgX+Az\nlC0V+0ratm6xWJeyJfmCemyXWjh8RcpS+5kAtl/Ih/jekriJdkh6C/BR4DhKoecD6yr5pSl1LxcC\nvkHZmrybpGUp9S9/TblXxvbMJH960oqUia1pwFHAmpL2tv134Ju2/277p8Avgd0lfVHSVZSE0cPN\nDTt6RVYA9ag6KzEf8LBtS7oI+Knto+vF7V3A64AZtmdKGm/7RUlLAVOAXYFLbJ/U2A8Ro07SYpS6\nCHfXePgecJftT9fuF1sB7wN2sf1QS9wsAKwD7AzcmrjpLYmbaJekcX3L5iVNB1a1/SlJEykrUD9q\ne+N+5ywJvBN4O2XrzhGJnd6SuInhknQw8LTtoyRNoqzW2NT29H6vWwt4K2W71/LAYba/Ndrjjeao\ndEVeBbi+7og4nLJicN+aaF4fOBl4i+0H+u5x6rmrUuLnYdsnN/UzRG9JAqgHSfoYcBBwKXC/7Y9J\n+jfKTc8etp+sM2Y7Apfa/lE9b03K/vdnGhp6NEjSRygzqFcBf7P9fkkbUlaCTa2JwuUoBcLvsH1i\nPW8T4JbMgvWmxE20S9IhwNKU69CZdavyKbZXqsfHUTpRXmH7yJbzVCc2XgPc23ejHb0hcRPtqHEz\nDrja9oX1vvhA2xvU4ytRWnZfbPvbA5y/NmWiInHTQ+qOiEMpK78eAg6gNMO5Eli91vRB0tHAU7YP\nqo+3odRNzYqfGHXZAtZjao2NbYE1gQ8Br5f0Hspy1b9SZtoBfk/p/KV63juAjSitLaPHSFqCsuR5\nHUqicAFJMyitLC+j7GkGeBT4O/W9RdIbKe1Pc0PUgxI30a46+74JcBGwp6RPUIrw3ihp/5aXngis\nI2mipMVrfG0KYPuefBjrLYmbmFuSJkj6MrABpaPkUZLeSZm0uF3S7vWlfwN+DrxW0nySJkn6RJ0c\nxfZNiZveImlBSu2wzWoJjXsoE+yzKI1yvlRfNx8lITS+xs4qlNbuiZdoRBJAvWcm8HJgYs1KH0W5\nWVoYuAbYWtIaLl2+ngZeXc873/Y3bT/bxKCjcY8AqwFL1mX1J1LiaAPgTOCtkja0/RSlNeri9bwr\nbZ+S2gk9K3ETc02l4O5mwH62zwc+RblZ3p2ymmwPSYvXmHoOeLTG0IvAd5xuOz0pcRNtmo+S/NvD\n9neBz1M+1L+RUsj3PZIWdelGOR+wcK19+Sxwnu1bGhp3NMyle9fGlG5wUNq5PwjsAnwZmCbpLTVe\nlqrnPE9Z7Xxq/awVMeqSAOoRdQ8qwCKULPRqAPUm6QnKbPslwE3AyZK+BUyldD4gsxq9oyVWWr9+\nGXA2L82QXgn8kVLo7i7KTMdhks4ApvNS3Mwiek7iJtql0k75BUqHuJ3q01dQZuM3BO4DzgVOrdsE\ndwIWrdt3Hnft0hO9JXET7ai1WJ4GfgtsX58+F7gfWIPSiOBW4Ju1yPOGwAsAtZDvHaM/6miapHF1\nKynAKZS6Yti+nTKZvlw9th/wIUkXUAqKX1Nfl90U0agkgLqUpHdJ2lAvtaB8sf73bsp2i3UlrVBf\nfj7wbtsP2f48ZVvG1cB6tq8b7bFHcyTtCxwnaTL8U9w8SVkavZJK+1MoN9ebAS/YPhb4MPBj4A22\nfzHqg4/GSHqHpLX6Ej+JmxgqlXbbfV+Prx/ioWzhWb6uSH0BuIVy7VqZUmPhAkrdqHGUmfvcUPcQ\nSevVAvJA6dJVv0zcxGxJWrbvOlWThi/W7Tm3AK+W9Jq60v1Kyuqx5ygf4m8HvkVZqXpII4OPxkh6\nXetj27NaJqouBxaXtGV9/HtKDbJXurR33wM4lXKP84PRGnPEnCQB1GUkbS7pMuD9lBo/n6x73BeR\nNKPuVf4hMInS+h3bvwIe7HuDs32V7a857ZZ7goqFJH0dmEbpVHBPPbagpM/WIpqXAU8C/w5g+0bg\necrqMWzfafvbiZveIWkVSdcBH6Tc5Byk0g0DSYcmbmJ2JE2VdCEl4bwLlMShSpvlzSkrN/5AWUqP\n7f+jfIhf0aUl98nAzrY/ULfxRA+QtKWkyyldA2e1PL9B4iZmpyVuTgC+CiVpKOkNlBXx/wtMALap\nx66gdLydYvsZ2wcD/2Z717piKHqApNdLuge4oNZQbT12eK0VdStwPfD+mlT8A2X18ySAOrl+Tt1C\nGNERkgDqEpLG12Jk7wGOtb01ZevFosAzlGLOZ9i+pX4A+zGl3s/XJZ1P2cv8p4aGHw2RNF+dAZ0A\nLAlsa/s3lItX3/7mb9i+1PY9lM4pK0s6TdKPKDfgdzU0/GhInTGFUiPhTNvbAkcAr6HMsgN8LXET\nrWqyeYKkA4AvAMdTth5vI+nt9WWLUDqUPk5ZrbGmpH0lvZxSf+MfNROcjpQ9ocbNeJWOgt8Fjre9\nR78aYYuRuIkB1MnNwyidJ/cAXiVpi7oSaEVKu+7bKV2c3ixpN0kTKY0JHuj7d1KTrne0bGNfCzic\nsivibZIWaHnZl2yfVev4fJ/SJOf0OrGxMGUlUERHmtD0AGJ46pvUEZQP7KcB/+WXCjW/E3gVsC5w\nl+276gf+521fUGfudwRus/2VJsYfzWiJm/klncdLNzrjJX0BWKPGxzm2b2yJm5skvZeyUmhJ2yc0\n9kPEqGuJmwVqnbApwEQonXMkPQ28U9KZtq/vq8uRuIlaL0F11v3PwE62b6/beKZQtlYA/LxvW47t\n6yQdBOwN/JJScPXHTYw/mtESNy9KepLyQeuSemwaZcXPE7Yv7jsncRN99VnqNp3XA7+2fXYti/AU\nZUuXbJ/dctrZlNo/Hwf2p9z/pAxCD6n3OIcCEyT9GLjY9gOSbqRMWvySstoH1/bufV9L2pXSLXlV\n298Y/dFHDJ2y/Xnsqhe4EyirfC4EdgXOA74BfISSub6asrx1gu296nlvAv5i+05Jyh743tIvbi6i\nFMP8X2Avyh738cD36vNvt712PW8b4D7bNzcw7GhYv7j5KWVL1zWUmmEfosx4bUrZ7jW/7T3reVMp\n7zeJmx5Vk3+HAafanlFn158Bxtt+XtJplBvtU/qdt6jtmZLmr6/N1oseMkDcLAXsSUkYTqZ8iH+W\n0lHn4JbzEjc9bIC4WY2ytf1WYGvKFvc/U2rxvrvlvIVsP1lXjT2XFT+9RdKbgWMoSeXfULa272f7\nl/X40ZTVy4fWhI9sW9I7KPc41zQ19oi5lRVAY9silJmNrW0/LulBSheD7W0f3fciSesBMyS9mlLQ\nbjJlj3wq0fem/nHzCKXbxV8otaOm274N+LSkHepF8XJK++7bmxp0NK5/3DwMrE4plvkaYEvgs5Ti\nh1Og3FBT4iadUnqUpIUpHVKOAHaVdIrtO+vhWfVD+gKU7Ret5+1FSSoebvu50RxzNG+AuPlWXTF2\nBfAK4OC6OnUt4LuSzrB9c90mtiiJm540QNx82/ZtdYvpbsD1tr+qUnz+Xkmb2L6yvt88A5zUurIj\neoqBo2x/B0DS2pSaUL+sx4+iTI6uTmlmsRilwPw4YOaojzZiGJIAGsNsPybpbmB34FjKh/RlgS0l\nXWX7/vrSJYDHbPfV+Dl11AcbHWOAuLmMckN9ObAzJUF4qaTlKHuYb3Xp6nRaMyOOTjCbuFmC0l75\ntL6ks6QPUVaR9dVMOL2RAUdHsP2EpL1s/0nSMsDngJ1bVp++HJhYP7wvD2xct2V8Mys3etds4uY/\ngYuBq2z3feD6P8qWDNXHpyRuetcAcXMIZTXzQ8DrKKucsf2MpNOBxeupp9v+exNjjo7xa+BalW6U\nL1JWAvVNZk2wfa+kk4AD6laxvwO72T6nuSFHtCdFoMe+c4HXS1rWpcL8TZQl0ctKWqHug/8y5Y0M\nSZr9PxU9pDVuZlJW9jwMfJ5SPPO7lO1ht9p+sMFxRmfpHzc3U95vlpP0SkmfpRSBvrzJQUZnaZl8\n+AqlGPjUltWnK1Ja6O5NaU6wTD0nH+J7XL+4mVzjZhZlm2mf/Sm1Du+t5yRuely/uHmtpGn1A/2d\nwEmSXidpBrAZJYFIkj9h+2mXjm8v1qem8tL7ygv1uTWAbYEbbe82+qOMmDeSABr7LgcepCxtxaWD\n0waUpYw7AesA0/oKkmXLV1T94+Zq4K3Adbb3AU6idAT7XGMjjE40u/ebccDGlNnULVoLskb0sf0A\n8E3goJanNwLWA1YFdrB9fBNji87VP25qQejtJV1G+UC2i+2HmxxjdJ6WuPlkfXw4Jcl8CLA2pVzC\nH5obYXQilU6V4ynb2X9Sn1tN0hsoyeeVbc9ocowRw5Ui0F1A0iaU/c7HUZYwnkop6Pu7lkx2xD8Z\nIG5OBmbUZFDEgAaIm1OAfWzf0OjAouO1FM08h9J18CHKFsLbbF/W7OiiU/WLm/uBJ4AbgNtt/7bZ\n0UWn6hc3fwWeBs4AbrH9VLOji05Wa0SdBPwAeB/lerVfEs3RLbICqAvYvhI4nLIs8ULgbNs3J/kT\nczJA3Jyb5E8MZoC4OSfJnxiK+mFsIrAUsCPwkO2vJ/kTc9Ivbv4TuN/26Un+xJz0i5t3AffYvjbJ\nnxiCKcB0YF/KvfH7kvyJbpIVQF2kdlN5MYmfmBuJm2hH4ibaIenjwKuB/W0/2/R4YmxI3EQ7EjfR\nDkmTgF2AI9NNMLpREkARERExKiSNq4V8I4YscRPtSNxERPyrJIAiIiIiIiIiIrpcagBFRERERERE\nRHS5JIAiIiIiIiIiIrpcEkAREREREREREV0uCaCIiIiIiIiIiC6XBFBERERERERERJdLAigiIiJ6\njqTFJO1Rv15W0llNjykiIiJiJKUNfERERPQcSSsAP7K9VsNDiYiIiBgVE5oeQEREREQDvghMlnQ9\ncAewmu21JO0GvB2YCKwMHAksALwbeBaYZvsRSZOB44ElgaeAD9j+/ej/GBERERFDky1gERER0YsO\nAO6yPQXYr9+xNYB3AOsDhwFP2F4XuArYpb7mG8Better5391VEYdERER0aasAIqIiIhepNl8DXCJ\n7SeBJyU9BvyoPn8zsLakhYBNgLOkf5w6/0gONiIiImK4kgCKiIiI+GfPtnw9q+XxLMq90zjgkbp6\nKCIiImJMyBawiIiI6EWPA4vM5TkCsP048EdJ/wGgYu15PL6IiIiIeSoJoIiIiOg5th8CrpB0M/Al\noK8tqlu+ZoCv+x5PB94n6QbgFmCHkR1xRERExPCkDXxERERERERERJfLCqCIiIiIiIiIiC6XBFBE\nRERERERERJdLAigiIiIiIiIiosslARQRERERERER0eWSAIqIiIiIiIiI6HJJAEVEREREREREdLkk\ngCIiIiIiIiIiutz/A29JFH7noY5PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efa5ee50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3becfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef36f810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH4AAAF8CAYAAAC5RXy1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHzMzMzMzMzOzPur/A1edbbYW9sVLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef7130d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIMAAAF8CAYAAABc93ucAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIjrk/wHMHi4v8Nbo/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3ef34c850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nosMlARQRERERERER0eH+DxyuBPu4L6OCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3efaca390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3978690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAF8CAYAAAC3wMCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTABJkiRJkiR1ORNAkiRJkiRJXe7/A79PQ0ybkdb4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3db3cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAF8CAYAAABWhxeLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3MQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3f3b27210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bho_average_dataframe, bho_packetloss_dataframe = plot_ping_comparation(bho_df_ping6, bho_df_ping)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparation of Average Ping Response for IPv4 and IPv6 Address"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is well-know that latency has a direct influence on performance of Web Applications. By comparing the averages of ping responses on IPv4 and IPv6, you may notice significant improvements between the servers.\n",
    "\n",
    "By using Grandenet, we can consider 3 states for a connection between 2 servers:\n",
    "\n",
    "  - Connection is OPTIMIZED when IPv6 is lower them IPv4\n",
    "  - Connection is BAD when IPv4 is faster them IPv6 in more them 15% or 20 ms. \n",
    "  - Connection is OK when IPv4 is faster them IPv6 in less them 15% or 20 ms\n",
    "\n",
    "These states acknowledge the fact that re6st may increase a ping response by 20ms in the worst case, which is 2 servers being really far apart having a direct connection.\n",
    "\n",
    "An optimal scenario is to get all servers on OPTIMIZED or OK states while testing each other. The table below contains a list of all connection between servers previously mentioned. You can notice that not only connections involving a Chinese Server got optimized, but connection between Japan to Singapur, Japan to Honkong, US to Hongkong and others were optimized as well.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grandenet_ipv6</th>\n",
       "      <th>internet_ipv4</th>\n",
       "      <th>name</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>230.769642</td>\n",
       "      <td>227.776942</td>\n",
       "      <td>'Beijing - Qincloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (in acceptable range 227.776942149 &lt; 230.76...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>207.231196</td>\n",
       "      <td>199.779662</td>\n",
       "      <td>'Singapour - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (in acceptable range 199.779661871 &lt; 207.23...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>234.477413</td>\n",
       "      <td>343.148734</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 108.671320769ms (31.67%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235.069314</td>\n",
       "      <td>344.405986</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 109.336671743ms (31.75%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>159.144745</td>\n",
       "      <td>160.710180</td>\n",
       "      <td>'US West - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 1.56543533057ms (0.97%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>121.403561</td>\n",
       "      <td>121.298650</td>\n",
       "      <td>'Virginia - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (in acceptable range 121.29865 &lt; 121.403561...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>246.411341</td>\n",
       "      <td>356.375993</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 109.964652226ms (30.86%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>90.044151</td>\n",
       "      <td>90.002443</td>\n",
       "      <td>'Beauharnois - OVH' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (in acceptable range 90.0024428571 &lt; 90.044...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>254.088217</td>\n",
       "      <td>372.031417</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 117.943199875ms (31.70%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>247.874190</td>\n",
       "      <td>325.955576</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 78.0813857585ms (23.95%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>266.606167</td>\n",
       "      <td>278.157007</td>\n",
       "      <td>'Tokyo - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED in 11.5508405276ms (4.15%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>243.557295</td>\n",
       "      <td>325.525186</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED in 81.9678907503ms (25.18%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>41.762925</td>\n",
       "      <td>39.811375</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 39.811375 &lt; 41.762925 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>38.099014</td>\n",
       "      <td>34.921950</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 34.9219496403 &lt; 38.099...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2.153391</td>\n",
       "      <td>1.995842</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 1.99584172662 &lt; 2.1533...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.160094</td>\n",
       "      <td>1.965309</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 1.96530935252 &lt; 2.1600...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>164.382985</td>\n",
       "      <td>157.351396</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 157.351395683 &lt; 164.38...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>211.392151</td>\n",
       "      <td>229.954993</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED in 18.562841778ms (8.07%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>8.568826</td>\n",
       "      <td>8.248223</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 8.24822302158 &lt; 8.5688...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>229.472014</td>\n",
       "      <td>428.977350</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED in 199.505335612ms (46.51%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>12.660536</td>\n",
       "      <td>7.320137</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (in acceptable range 7.32013669065 &lt; 12.660...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>56.437174</td>\n",
       "      <td>71.705446</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED in 15.2682721301ms (21.29%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>90.059710</td>\n",
       "      <td>89.985175</td>\n",
       "      <td>'Strasbourg - OVH' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (in acceptable range 89.9851751825 &lt; 90.059...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>254.805042</td>\n",
       "      <td>288.993650</td>\n",
       "      <td>'Beijing - Qincloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 34.1886079832ms (11.83%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>247.255138</td>\n",
       "      <td>269.330863</td>\n",
       "      <td>'Singapour - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 22.0757256282ms (8.20%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>224.304181</td>\n",
       "      <td>251.024281</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 26.7200994161ms (10.64%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>226.983348</td>\n",
       "      <td>284.750353</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 57.7670046919ms (20.29%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>70.884467</td>\n",
       "      <td>70.894246</td>\n",
       "      <td>'US West - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 0.00977922352695ms (0.01%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>43.673137</td>\n",
       "      <td>42.949250</td>\n",
       "      <td>'Virginia - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (in acceptable range 42.94925 &lt; 43.67313669...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>232.296942</td>\n",
       "      <td>329.106576</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 96.8096335106ms (29.42%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>237.192766</td>\n",
       "      <td>385.034875</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 147.842108577ms (38.40%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>228.411906</td>\n",
       "      <td>423.219410</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 194.807504275ms (46.03%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>177.716043</td>\n",
       "      <td>184.348388</td>\n",
       "      <td>'Tokyo - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED in 6.63234501095ms (3.60%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>240.231168</td>\n",
       "      <td>235.254507</td>\n",
       "      <td>'Strasbourg - OVH' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 235.254507143 &lt; 240.23...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>76.299868</td>\n",
       "      <td>70.598232</td>\n",
       "      <td>'Singapour - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 70.5982318841 &lt; 76.299...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>39.032730</td>\n",
       "      <td>41.159784</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 2.12705424565ms (5.17%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>44.635572</td>\n",
       "      <td>43.729914</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 43.7299136691 &lt; 44.635...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>191.950588</td>\n",
       "      <td>172.012237</td>\n",
       "      <td>'US West - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 172.012237037 &lt; 191.95...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>239.912219</td>\n",
       "      <td>236.548706</td>\n",
       "      <td>'Virginia - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 236.548705882 &lt; 239.91...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>46.273000</td>\n",
       "      <td>47.747281</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 1.47428057554ms (3.09%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>261.261261</td>\n",
       "      <td>301.428700</td>\n",
       "      <td>'Beauharnois - OVH' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 40.1674391304ms (13.33%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>43.210993</td>\n",
       "      <td>52.811683</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 9.60069069961ms (18.18%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42.063942</td>\n",
       "      <td>41.977022</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 41.9770215827 &lt; 42.063...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>96.826109</td>\n",
       "      <td>135.557187</td>\n",
       "      <td>'Tokyo - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 38.7310783547ms (28.57%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>253.286304</td>\n",
       "      <td>348.142114</td>\n",
       "      <td>'Strasbourg - OVH' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 94.8558099379ms (27.25%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45.542403</td>\n",
       "      <td>47.665650</td>\n",
       "      <td>'Beijing - Qincloud' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 2.12324663866ms (4.45%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46.796123</td>\n",
       "      <td>193.877259</td>\n",
       "      <td>'Singapour - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 147.081135804ms (75.86%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>11.600123</td>\n",
       "      <td>28.864662</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 17.2645386821ms (59.81%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>14.198486</td>\n",
       "      <td>37.674871</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 23.4763849964ms (62.31%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>173.533544</td>\n",
       "      <td>292.845978</td>\n",
       "      <td>'US West - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 119.3124343ms (40.74%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>220.941986</td>\n",
       "      <td>294.773657</td>\n",
       "      <td>'Virginia - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 73.8316716356ms (25.05%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>236.891568</td>\n",
       "      <td>361.344309</td>\n",
       "      <td>'Beauharnois - OVH' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 124.452741007ms (34.44%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>5.721768</td>\n",
       "      <td>5.410108</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 5.41010791367 &lt; 5.7217...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>8.664124</td>\n",
       "      <td>8.320640</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (in acceptable range 8.32064028777 &lt; 8.6641...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>70.081956</td>\n",
       "      <td>131.256727</td>\n",
       "      <td>'Tokyo - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED in 61.1747704143ms (46.61%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>121.487640</td>\n",
       "      <td>121.247236</td>\n",
       "      <td>'Strasbourg - OVH' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (in acceptable range 121.247235714 &lt; 121.48...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>240.120950</td>\n",
       "      <td>230.511413</td>\n",
       "      <td>'Beijing - Qincloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (in acceptable range 230.511413223 &lt; 240.12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>222.681261</td>\n",
       "      <td>223.468777</td>\n",
       "      <td>'Singapour - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 0.787516108852ms (0.35%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>209.687812</td>\n",
       "      <td>210.714964</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 1.02715243457ms (0.49%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>206.991920</td>\n",
       "      <td>218.024158</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 11.0322379835ms (5.06%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>76.374496</td>\n",
       "      <td>84.404000</td>\n",
       "      <td>'US West - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 8.02950364964ms (9.51%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>220.761130</td>\n",
       "      <td>238.426374</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 17.6652436659ms (7.41%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>43.641381</td>\n",
       "      <td>42.894914</td>\n",
       "      <td>'Beauharnois - OVH' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (in acceptable range 42.8949142857 &lt; 43.641...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>225.314246</td>\n",
       "      <td>389.168935</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 163.854688875ms (42.10%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>211.599536</td>\n",
       "      <td>229.980266</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED in 18.3807299552ms (7.99%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>152.523601</td>\n",
       "      <td>152.000986</td>\n",
       "      <td>'Tokyo - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (in acceptable range 152.000985612 &lt; 152.52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>239.363849</td>\n",
       "      <td>347.087293</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 107.723443936ms (31.04%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>45.002513</td>\n",
       "      <td>41.264050</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (in acceptable range 41.26405 &lt; 45.00251260...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>36.321246</td>\n",
       "      <td>35.532187</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (in acceptable range 35.5321870504 &lt; 36.321...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.837732</td>\n",
       "      <td>0.606295</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Hongkong - Qinclou...</td>\n",
       "      <td>OK (in acceptable range 0.606294964029 &lt; 0.837...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>160.017212</td>\n",
       "      <td>169.572899</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 9.55568760174ms (5.64%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>207.156094</td>\n",
       "      <td>218.038657</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 10.8825636177ms (4.99%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>14.436101</td>\n",
       "      <td>36.616367</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 22.1802654572ms (60.57%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>229.083065</td>\n",
       "      <td>283.335871</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 54.2528066804ms (19.15%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>19.104543</td>\n",
       "      <td>63.614424</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED in 44.5098809822ms (69.97%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2.138971</td>\n",
       "      <td>1.951871</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (in acceptable range 1.9518705036 &lt; 2.13897...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>53.963688</td>\n",
       "      <td>51.621165</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (in acceptable range 51.6211654676 &lt; 53.963...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>255.833453</td>\n",
       "      <td>365.678857</td>\n",
       "      <td>'Strasbourg - OVH' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 109.845403905ms (30.04%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>43.109625</td>\n",
       "      <td>52.778208</td>\n",
       "      <td>'Beijing - Qincloud' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 9.66858333333ms (18.32%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>52.838234</td>\n",
       "      <td>227.743525</td>\n",
       "      <td>'Singapour - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 174.905291603ms (76.80%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>15.742594</td>\n",
       "      <td>69.543173</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 53.800578459ms (77.36%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>20.123913</td>\n",
       "      <td>66.334302</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 46.2103891148ms (69.66%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>178.273566</td>\n",
       "      <td>342.378604</td>\n",
       "      <td>'US West - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 164.10503814ms (47.93%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>225.984885</td>\n",
       "      <td>382.897636</td>\n",
       "      <td>'Virginia - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 156.912750822ms (40.98%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>5.724739</td>\n",
       "      <td>5.426122</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OK (in acceptable range 5.42612230216 &lt; 5.7247...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>242.619297</td>\n",
       "      <td>421.211616</td>\n",
       "      <td>'Beauharnois - OVH' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 178.592318841ms (42.40%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>14.407255</td>\n",
       "      <td>7.411892</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OK (in acceptable range 7.41189208633 &lt; 14.407...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>71.360387</td>\n",
       "      <td>121.463964</td>\n",
       "      <td>'Tokyo - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED in 50.1035771675ms (41.25%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>266.439424</td>\n",
       "      <td>278.120979</td>\n",
       "      <td>'Strasbourg - OVH' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 11.681554111ms (4.20%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>95.726546</td>\n",
       "      <td>130.562108</td>\n",
       "      <td>'Beijing - Qincloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 34.8355621148ms (26.68%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>74.860529</td>\n",
       "      <td>74.136101</td>\n",
       "      <td>'Singapour - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (in acceptable range 74.1361007194 &lt; 74.860...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>57.655964</td>\n",
       "      <td>57.372640</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (in acceptable range 57.3726402878 &lt; 57.655...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>54.828377</td>\n",
       "      <td>51.194863</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (in acceptable range 51.1948633094 &lt; 54.828...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>108.687358</td>\n",
       "      <td>105.628540</td>\n",
       "      <td>'US West - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (in acceptable range 105.628539568 &lt; 108.68...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>152.578827</td>\n",
       "      <td>152.403857</td>\n",
       "      <td>'Virginia - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (in acceptable range 152.403857143 &lt; 152.57...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>70.801558</td>\n",
       "      <td>147.181209</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 76.3796506621ms (51.89%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>178.120978</td>\n",
       "      <td>184.354986</td>\n",
       "      <td>'Beauharnois - OVH' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 6.23400729702ms (3.38%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>74.521449</td>\n",
       "      <td>139.606777</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 65.0853277031ms (46.62%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>55.151833</td>\n",
       "      <td>73.062180</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED in 17.9103465228ms (24.51%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>205.582540</td>\n",
       "      <td>199.781236</td>\n",
       "      <td>'Strasbourg - OVH' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 199.781235714 &lt; 205.58...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>76.846342</td>\n",
       "      <td>70.112595</td>\n",
       "      <td>'Beijing - Qincloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 70.1125950413 &lt; 76.846...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>36.377196</td>\n",
       "      <td>35.139094</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 35.1390935252 &lt; 36.377...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>36.252500</td>\n",
       "      <td>35.560604</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 35.5606043165 &lt; 36.252...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>176.300474</td>\n",
       "      <td>175.301252</td>\n",
       "      <td>'US West - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 175.301251799 &lt; 176.30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>222.421165</td>\n",
       "      <td>223.566721</td>\n",
       "      <td>'Virginia - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED in 1.14555596095ms (0.51%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>45.856601</td>\n",
       "      <td>184.241842</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED in 138.385240277ms (75.11%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>247.191863</td>\n",
       "      <td>269.351136</td>\n",
       "      <td>'Beauharnois - OVH' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED in 22.1592724049ms (8.23%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>50.988957</td>\n",
       "      <td>215.262813</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED in 164.273856428ms (76.31%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>38.258377</td>\n",
       "      <td>34.939712</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 34.9397122302 &lt; 38.258...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>74.865471</td>\n",
       "      <td>74.137086</td>\n",
       "      <td>'Tokyo - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (in acceptable range 74.1370863309 &lt; 74.865...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>238.208804</td>\n",
       "      <td>345.964200</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 107.755395652ms (31.15%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>38.542218</td>\n",
       "      <td>38.900467</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 0.358248179272ms (0.92%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>36.307116</td>\n",
       "      <td>35.202827</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (in acceptable range 35.2028273381 &lt; 36.307...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>1.923449</td>\n",
       "      <td>0.613331</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Hongkong - Qinclou...</td>\n",
       "      <td>OK (in acceptable range 0.613330935252 &lt; 1.923...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>158.409131</td>\n",
       "      <td>163.004000</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 4.59486861314ms (2.82%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>209.810568</td>\n",
       "      <td>210.780729</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 0.970160226105ms (0.46%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>13.477819</td>\n",
       "      <td>30.705424</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 17.2276056199ms (56.11%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>229.279568</td>\n",
       "      <td>254.174107</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 24.8945387975ms (9.79%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>17.851478</td>\n",
       "      <td>72.304719</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED in 54.4532411636ms (75.31%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2.133971</td>\n",
       "      <td>1.995446</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (in acceptable range 1.99544604317 &lt; 2.1339...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>57.729732</td>\n",
       "      <td>57.445885</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (in acceptable range 57.4458848921 &lt; 57.729...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>160.735741</td>\n",
       "      <td>160.635750</td>\n",
       "      <td>'Strasbourg - OVH' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 160.63575 &lt; 160.735741...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>187.261408</td>\n",
       "      <td>169.855325</td>\n",
       "      <td>'Beijing - Qincloud' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 169.855325 &lt; 187.26140...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>176.315312</td>\n",
       "      <td>175.277662</td>\n",
       "      <td>'Singapour - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 175.277661871 &lt; 176.31...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>156.863964</td>\n",
       "      <td>162.888799</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED in 6.02483479304ms (3.70%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>160.903761</td>\n",
       "      <td>169.578547</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED in 8.67478589302ms (5.12%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>76.815309</td>\n",
       "      <td>83.863021</td>\n",
       "      <td>'Virginia - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED in 7.04771207605ms (8.40%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>172.103768</td>\n",
       "      <td>284.596410</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED in 112.492641956ms (39.53%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>70.823345</td>\n",
       "      <td>70.792993</td>\n",
       "      <td>'Beauharnois - OVH' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 70.7929928571 &lt; 70.823...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>174.915174</td>\n",
       "      <td>359.936719</td>\n",
       "      <td>'Guanghouz - UCloud' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED in 185.021545511ms (51.40%)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>163.996109</td>\n",
       "      <td>157.283007</td>\n",
       "      <td>'Hongkong - Rackspace' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 157.283007194 &lt; 163.99...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>108.594942</td>\n",
       "      <td>105.582734</td>\n",
       "      <td>'Tokyo - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OK (in acceptable range 105.582733813 &lt; 108.59...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     grandenet_ipv6  internet_ipv4  \\\n",
       "0        230.769642     227.776942   \n",
       "1        207.231196     199.779662   \n",
       "2        234.477413     343.148734   \n",
       "3        235.069314     344.405986   \n",
       "4        159.144745     160.710180   \n",
       "5        121.403561     121.298650   \n",
       "6        246.411341     356.375993   \n",
       "7         90.044151      90.002443   \n",
       "8        254.088217     372.031417   \n",
       "9        247.874190     325.955576   \n",
       "10       266.606167     278.157007   \n",
       "11       243.557295     325.525186   \n",
       "12        41.762925      39.811375   \n",
       "13        38.099014      34.921950   \n",
       "14         2.153391       1.995842   \n",
       "15         2.160094       1.965309   \n",
       "16       164.382985     157.351396   \n",
       "17       211.392151     229.954993   \n",
       "18         8.568826       8.248223   \n",
       "19       229.472014     428.977350   \n",
       "20        12.660536       7.320137   \n",
       "21        56.437174      71.705446   \n",
       "22        90.059710      89.985175   \n",
       "23       254.805042     288.993650   \n",
       "24       247.255138     269.330863   \n",
       "25       224.304181     251.024281   \n",
       "26       226.983348     284.750353   \n",
       "27        70.884467      70.894246   \n",
       "28        43.673137      42.949250   \n",
       "29       232.296942     329.106576   \n",
       "30       237.192766     385.034875   \n",
       "31       228.411906     423.219410   \n",
       "32       177.716043     184.348388   \n",
       "33       240.231168     235.254507   \n",
       "34        76.299868      70.598232   \n",
       "35        39.032730      41.159784   \n",
       "36        44.635572      43.729914   \n",
       "37       191.950588     172.012237   \n",
       "38       239.912219     236.548706   \n",
       "39        46.273000      47.747281   \n",
       "40       261.261261     301.428700   \n",
       "41        43.210993      52.811683   \n",
       "42        42.063942      41.977022   \n",
       "43        96.826109     135.557187   \n",
       "44       253.286304     348.142114   \n",
       "45        45.542403      47.665650   \n",
       "46        46.796123     193.877259   \n",
       "47        11.600123      28.864662   \n",
       "48        14.198486      37.674871   \n",
       "49       173.533544     292.845978   \n",
       "50       220.941986     294.773657   \n",
       "51       236.891568     361.344309   \n",
       "52         5.721768       5.410108   \n",
       "53         8.664124       8.320640   \n",
       "54        70.081956     131.256727   \n",
       "55       121.487640     121.247236   \n",
       "56       240.120950     230.511413   \n",
       "57       222.681261     223.468777   \n",
       "58       209.687812     210.714964   \n",
       "59       206.991920     218.024158   \n",
       "60        76.374496      84.404000   \n",
       "61       220.761130     238.426374   \n",
       "62        43.641381      42.894914   \n",
       "63       225.314246     389.168935   \n",
       "64       211.599536     229.980266   \n",
       "65       152.523601     152.000986   \n",
       "66       239.363849     347.087293   \n",
       "67        45.002513      41.264050   \n",
       "68        36.321246      35.532187   \n",
       "69         0.837732       0.606295   \n",
       "70       160.017212     169.572899   \n",
       "71       207.156094     218.038657   \n",
       "72        14.436101      36.616367   \n",
       "73       229.083065     283.335871   \n",
       "74        19.104543      63.614424   \n",
       "75         2.138971       1.951871   \n",
       "76        53.963688      51.621165   \n",
       "77       255.833453     365.678857   \n",
       "78        43.109625      52.778208   \n",
       "79        52.838234     227.743525   \n",
       "80        15.742594      69.543173   \n",
       "81        20.123913      66.334302   \n",
       "82       178.273566     342.378604   \n",
       "83       225.984885     382.897636   \n",
       "84         5.724739       5.426122   \n",
       "85       242.619297     421.211616   \n",
       "86        14.407255       7.411892   \n",
       "87        71.360387     121.463964   \n",
       "88       266.439424     278.120979   \n",
       "89        95.726546     130.562108   \n",
       "90        74.860529      74.136101   \n",
       "91        57.655964      57.372640   \n",
       "92        54.828377      51.194863   \n",
       "93       108.687358     105.628540   \n",
       "94       152.578827     152.403857   \n",
       "95        70.801558     147.181209   \n",
       "96       178.120978     184.354986   \n",
       "97        74.521449     139.606777   \n",
       "98        55.151833      73.062180   \n",
       "99       205.582540     199.781236   \n",
       "100       76.846342      70.112595   \n",
       "101       36.377196      35.139094   \n",
       "102       36.252500      35.560604   \n",
       "103      176.300474     175.301252   \n",
       "104      222.421165     223.566721   \n",
       "105       45.856601     184.241842   \n",
       "106      247.191863     269.351136   \n",
       "107       50.988957     215.262813   \n",
       "108       38.258377      34.939712   \n",
       "109       74.865471      74.137086   \n",
       "110      238.208804     345.964200   \n",
       "111       38.542218      38.900467   \n",
       "112       36.307116      35.202827   \n",
       "113        1.923449       0.613331   \n",
       "114      158.409131     163.004000   \n",
       "115      209.810568     210.780729   \n",
       "116       13.477819      30.705424   \n",
       "117      229.279568     254.174107   \n",
       "118       17.851478      72.304719   \n",
       "119        2.133971       1.995446   \n",
       "120       57.729732      57.445885   \n",
       "121      160.735741     160.635750   \n",
       "122      187.261408     169.855325   \n",
       "123      176.315312     175.277662   \n",
       "124      156.863964     162.888799   \n",
       "125      160.903761     169.578547   \n",
       "126       76.815309      83.863021   \n",
       "127      172.103768     284.596410   \n",
       "128       70.823345      70.792993   \n",
       "129      174.915174     359.936719   \n",
       "130      163.996109     157.283007   \n",
       "131      108.594942     105.582734   \n",
       "\n",
       "                                                  name  \\\n",
       "0           'Beijing - Qincloud' to 'Strasbourg - OVH'   \n",
       "1           'Singapour - Amazon' to 'Strasbourg - OVH'   \n",
       "2        'Hongkong - Qincloud 1' to 'Strasbourg - OVH'   \n",
       "3        'Hongkong - Qincloud 0' to 'Strasbourg - OVH'   \n",
       "4             'US West - Amazon' to 'Strasbourg - OVH'   \n",
       "5            'Virginia - Amazon' to 'Strasbourg - OVH'   \n",
       "6         'Guanghouz - Qincloud' to 'Strasbourg - OVH'   \n",
       "7            'Beauharnois - OVH' to 'Strasbourg - OVH'   \n",
       "8           'Guanghouz - UCloud' to 'Strasbourg - OVH'   \n",
       "9         'Hongkong - Rackspace' to 'Strasbourg - OVH'   \n",
       "10              'Tokyo - Amazon' to 'Strasbourg - OVH'   \n",
       "11        'Strasbourg - OVH' to 'Hongkong - Rackspace'   \n",
       "12      'Beijing - Qincloud' to 'Hongkong - Rackspace'   \n",
       "13      'Singapour - Amazon' to 'Hongkong - Rackspace'   \n",
       "14   'Hongkong - Qincloud 1' to 'Hongkong - Rackspace'   \n",
       "15   'Hongkong - Qincloud 0' to 'Hongkong - Rackspace'   \n",
       "16        'US West - Amazon' to 'Hongkong - Rackspace'   \n",
       "17       'Virginia - Amazon' to 'Hongkong - Rackspace'   \n",
       "18    'Guanghouz - Qincloud' to 'Hongkong - Rackspace'   \n",
       "19       'Beauharnois - OVH' to 'Hongkong - Rackspace'   \n",
       "20      'Guanghouz - UCloud' to 'Hongkong - Rackspace'   \n",
       "21          'Tokyo - Amazon' to 'Hongkong - Rackspace'   \n",
       "22           'Strasbourg - OVH' to 'Beauharnois - OVH'   \n",
       "23         'Beijing - Qincloud' to 'Beauharnois - OVH'   \n",
       "24         'Singapour - Amazon' to 'Beauharnois - OVH'   \n",
       "25      'Hongkong - Qincloud 1' to 'Beauharnois - OVH'   \n",
       "26      'Hongkong - Qincloud 0' to 'Beauharnois - OVH'   \n",
       "27           'US West - Amazon' to 'Beauharnois - OVH'   \n",
       "28          'Virginia - Amazon' to 'Beauharnois - OVH'   \n",
       "29       'Guanghouz - Qincloud' to 'Beauharnois - OVH'   \n",
       "30         'Guanghouz - UCloud' to 'Beauharnois - OVH'   \n",
       "31       'Hongkong - Rackspace' to 'Beauharnois - OVH'   \n",
       "32             'Tokyo - Amazon' to 'Beauharnois - OVH'   \n",
       "33          'Strasbourg - OVH' to 'Beijing - Qincloud'   \n",
       "34        'Singapour - Amazon' to 'Beijing - Qincloud'   \n",
       "35     'Hongkong - Qincloud 1' to 'Beijing - Qincloud'   \n",
       "36     'Hongkong - Qincloud 0' to 'Beijing - Qincloud'   \n",
       "37          'US West - Amazon' to 'Beijing - Qincloud'   \n",
       "38         'Virginia - Amazon' to 'Beijing - Qincloud'   \n",
       "39      'Guanghouz - Qincloud' to 'Beijing - Qincloud'   \n",
       "40         'Beauharnois - OVH' to 'Beijing - Qincloud'   \n",
       "41        'Guanghouz - UCloud' to 'Beijing - Qincloud'   \n",
       "42      'Hongkong - Rackspace' to 'Beijing - Qincloud'   \n",
       "43            'Tokyo - Amazon' to 'Beijing - Qincloud'   \n",
       "44        'Strasbourg - OVH' to 'Guanghouz - Qincloud'   \n",
       "45      'Beijing - Qincloud' to 'Guanghouz - Qincloud'   \n",
       "46      'Singapour - Amazon' to 'Guanghouz - Qincloud'   \n",
       "47   'Hongkong - Qincloud 1' to 'Guanghouz - Qincloud'   \n",
       "48   'Hongkong - Qincloud 0' to 'Guanghouz - Qincloud'   \n",
       "49        'US West - Amazon' to 'Guanghouz - Qincloud'   \n",
       "50       'Virginia - Amazon' to 'Guanghouz - Qincloud'   \n",
       "51       'Beauharnois - OVH' to 'Guanghouz - Qincloud'   \n",
       "52      'Guanghouz - UCloud' to 'Guanghouz - Qincloud'   \n",
       "53    'Hongkong - Rackspace' to 'Guanghouz - Qincloud'   \n",
       "54          'Tokyo - Amazon' to 'Guanghouz - Qincloud'   \n",
       "55           'Strasbourg - OVH' to 'Virginia - Amazon'   \n",
       "56         'Beijing - Qincloud' to 'Virginia - Amazon'   \n",
       "57         'Singapour - Amazon' to 'Virginia - Amazon'   \n",
       "58      'Hongkong - Qincloud 1' to 'Virginia - Amazon'   \n",
       "59      'Hongkong - Qincloud 0' to 'Virginia - Amazon'   \n",
       "60           'US West - Amazon' to 'Virginia - Amazon'   \n",
       "61       'Guanghouz - Qincloud' to 'Virginia - Amazon'   \n",
       "62          'Beauharnois - OVH' to 'Virginia - Amazon'   \n",
       "63         'Guanghouz - UCloud' to 'Virginia - Amazon'   \n",
       "64       'Hongkong - Rackspace' to 'Virginia - Amazon'   \n",
       "65             'Tokyo - Amazon' to 'Virginia - Amazon'   \n",
       "66       'Strasbourg - OVH' to 'Hongkong - Qincloud 0'   \n",
       "67     'Beijing - Qincloud' to 'Hongkong - Qincloud 0'   \n",
       "68     'Singapour - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "69   'Hongkong - Qincloud 1' to 'Hongkong - Qinclou...   \n",
       "70       'US West - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "71      'Virginia - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "72   'Guanghouz - Qincloud' to 'Hongkong - Qincloud 0'   \n",
       "73      'Beauharnois - OVH' to 'Hongkong - Qincloud 0'   \n",
       "74     'Guanghouz - UCloud' to 'Hongkong - Qincloud 0'   \n",
       "75   'Hongkong - Rackspace' to 'Hongkong - Qincloud 0'   \n",
       "76         'Tokyo - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "77          'Strasbourg - OVH' to 'Guanghouz - UCloud'   \n",
       "78        'Beijing - Qincloud' to 'Guanghouz - UCloud'   \n",
       "79        'Singapour - Amazon' to 'Guanghouz - UCloud'   \n",
       "80     'Hongkong - Qincloud 1' to 'Guanghouz - UCloud'   \n",
       "81     'Hongkong - Qincloud 0' to 'Guanghouz - UCloud'   \n",
       "82          'US West - Amazon' to 'Guanghouz - UCloud'   \n",
       "83         'Virginia - Amazon' to 'Guanghouz - UCloud'   \n",
       "84      'Guanghouz - Qincloud' to 'Guanghouz - UCloud'   \n",
       "85         'Beauharnois - OVH' to 'Guanghouz - UCloud'   \n",
       "86      'Hongkong - Rackspace' to 'Guanghouz - UCloud'   \n",
       "87            'Tokyo - Amazon' to 'Guanghouz - UCloud'   \n",
       "88              'Strasbourg - OVH' to 'Tokyo - Amazon'   \n",
       "89            'Beijing - Qincloud' to 'Tokyo - Amazon'   \n",
       "90            'Singapour - Amazon' to 'Tokyo - Amazon'   \n",
       "91         'Hongkong - Qincloud 1' to 'Tokyo - Amazon'   \n",
       "92         'Hongkong - Qincloud 0' to 'Tokyo - Amazon'   \n",
       "93              'US West - Amazon' to 'Tokyo - Amazon'   \n",
       "94             'Virginia - Amazon' to 'Tokyo - Amazon'   \n",
       "95          'Guanghouz - Qincloud' to 'Tokyo - Amazon'   \n",
       "96             'Beauharnois - OVH' to 'Tokyo - Amazon'   \n",
       "97            'Guanghouz - UCloud' to 'Tokyo - Amazon'   \n",
       "98          'Hongkong - Rackspace' to 'Tokyo - Amazon'   \n",
       "99          'Strasbourg - OVH' to 'Singapour - Amazon'   \n",
       "100       'Beijing - Qincloud' to 'Singapour - Amazon'   \n",
       "101    'Hongkong - Qincloud 1' to 'Singapour - Amazon'   \n",
       "102    'Hongkong - Qincloud 0' to 'Singapour - Amazon'   \n",
       "103         'US West - Amazon' to 'Singapour - Amazon'   \n",
       "104        'Virginia - Amazon' to 'Singapour - Amazon'   \n",
       "105     'Guanghouz - Qincloud' to 'Singapour - Amazon'   \n",
       "106        'Beauharnois - OVH' to 'Singapour - Amazon'   \n",
       "107       'Guanghouz - UCloud' to 'Singapour - Amazon'   \n",
       "108     'Hongkong - Rackspace' to 'Singapour - Amazon'   \n",
       "109           'Tokyo - Amazon' to 'Singapour - Amazon'   \n",
       "110      'Strasbourg - OVH' to 'Hongkong - Qincloud 1'   \n",
       "111    'Beijing - Qincloud' to 'Hongkong - Qincloud 1'   \n",
       "112    'Singapour - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "113  'Hongkong - Qincloud 0' to 'Hongkong - Qinclou...   \n",
       "114      'US West - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "115     'Virginia - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "116  'Guanghouz - Qincloud' to 'Hongkong - Qincloud 1'   \n",
       "117     'Beauharnois - OVH' to 'Hongkong - Qincloud 1'   \n",
       "118    'Guanghouz - UCloud' to 'Hongkong - Qincloud 1'   \n",
       "119  'Hongkong - Rackspace' to 'Hongkong - Qincloud 1'   \n",
       "120        'Tokyo - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "121           'Strasbourg - OVH' to 'US West - Amazon'   \n",
       "122         'Beijing - Qincloud' to 'US West - Amazon'   \n",
       "123         'Singapour - Amazon' to 'US West - Amazon'   \n",
       "124      'Hongkong - Qincloud 1' to 'US West - Amazon'   \n",
       "125      'Hongkong - Qincloud 0' to 'US West - Amazon'   \n",
       "126          'Virginia - Amazon' to 'US West - Amazon'   \n",
       "127       'Guanghouz - Qincloud' to 'US West - Amazon'   \n",
       "128          'Beauharnois - OVH' to 'US West - Amazon'   \n",
       "129         'Guanghouz - UCloud' to 'US West - Amazon'   \n",
       "130       'Hongkong - Rackspace' to 'US West - Amazon'   \n",
       "131             'Tokyo - Amazon' to 'US West - Amazon'   \n",
       "\n",
       "                                                 state  \n",
       "0    OK (in acceptable range 227.776942149 < 230.76...  \n",
       "1    OK (in acceptable range 199.779661871 < 207.23...  \n",
       "2                OPTIMIZED in 108.671320769ms (31.67%)  \n",
       "3                OPTIMIZED in 109.336671743ms (31.75%)  \n",
       "4                 OPTIMIZED in 1.56543533057ms (0.97%)  \n",
       "5    OK (in acceptable range 121.29865 < 121.403561...  \n",
       "6                OPTIMIZED in 109.964652226ms (30.86%)  \n",
       "7    OK (in acceptable range 90.0024428571 < 90.044...  \n",
       "8                OPTIMIZED in 117.943199875ms (31.70%)  \n",
       "9                OPTIMIZED in 78.0813857585ms (23.95%)  \n",
       "10                OPTIMIZED in 11.5508405276ms (4.15%)  \n",
       "11               OPTIMIZED in 81.9678907503ms (25.18%)  \n",
       "12   OK (in acceptable range 39.811375 < 41.762925 ...  \n",
       "13   OK (in acceptable range 34.9219496403 < 38.099...  \n",
       "14   OK (in acceptable range 1.99584172662 < 2.1533...  \n",
       "15   OK (in acceptable range 1.96530935252 < 2.1600...  \n",
       "16   OK (in acceptable range 157.351395683 < 164.38...  \n",
       "17                 OPTIMIZED in 18.562841778ms (8.07%)  \n",
       "18   OK (in acceptable range 8.24822302158 < 8.5688...  \n",
       "19               OPTIMIZED in 199.505335612ms (46.51%)  \n",
       "20   OK (in acceptable range 7.32013669065 < 12.660...  \n",
       "21               OPTIMIZED in 15.2682721301ms (21.29%)  \n",
       "22   OK (in acceptable range 89.9851751825 < 90.059...  \n",
       "23               OPTIMIZED in 34.1886079832ms (11.83%)  \n",
       "24                OPTIMIZED in 22.0757256282ms (8.20%)  \n",
       "25               OPTIMIZED in 26.7200994161ms (10.64%)  \n",
       "26               OPTIMIZED in 57.7670046919ms (20.29%)  \n",
       "27             OPTIMIZED in 0.00977922352695ms (0.01%)  \n",
       "28   OK (in acceptable range 42.94925 < 43.67313669...  \n",
       "29               OPTIMIZED in 96.8096335106ms (29.42%)  \n",
       "30               OPTIMIZED in 147.842108577ms (38.40%)  \n",
       "31               OPTIMIZED in 194.807504275ms (46.03%)  \n",
       "32                OPTIMIZED in 6.63234501095ms (3.60%)  \n",
       "33   OK (in acceptable range 235.254507143 < 240.23...  \n",
       "34   OK (in acceptable range 70.5982318841 < 76.299...  \n",
       "35                OPTIMIZED in 2.12705424565ms (5.17%)  \n",
       "36   OK (in acceptable range 43.7299136691 < 44.635...  \n",
       "37   OK (in acceptable range 172.012237037 < 191.95...  \n",
       "38   OK (in acceptable range 236.548705882 < 239.91...  \n",
       "39                OPTIMIZED in 1.47428057554ms (3.09%)  \n",
       "40               OPTIMIZED in 40.1674391304ms (13.33%)  \n",
       "41               OPTIMIZED in 9.60069069961ms (18.18%)  \n",
       "42   OK (in acceptable range 41.9770215827 < 42.063...  \n",
       "43               OPTIMIZED in 38.7310783547ms (28.57%)  \n",
       "44               OPTIMIZED in 94.8558099379ms (27.25%)  \n",
       "45                OPTIMIZED in 2.12324663866ms (4.45%)  \n",
       "46               OPTIMIZED in 147.081135804ms (75.86%)  \n",
       "47               OPTIMIZED in 17.2645386821ms (59.81%)  \n",
       "48               OPTIMIZED in 23.4763849964ms (62.31%)  \n",
       "49                 OPTIMIZED in 119.3124343ms (40.74%)  \n",
       "50               OPTIMIZED in 73.8316716356ms (25.05%)  \n",
       "51               OPTIMIZED in 124.452741007ms (34.44%)  \n",
       "52   OK (in acceptable range 5.41010791367 < 5.7217...  \n",
       "53   OK (in acceptable range 8.32064028777 < 8.6641...  \n",
       "54               OPTIMIZED in 61.1747704143ms (46.61%)  \n",
       "55   OK (in acceptable range 121.247235714 < 121.48...  \n",
       "56   OK (in acceptable range 230.511413223 < 240.12...  \n",
       "57               OPTIMIZED in 0.787516108852ms (0.35%)  \n",
       "58                OPTIMIZED in 1.02715243457ms (0.49%)  \n",
       "59                OPTIMIZED in 11.0322379835ms (5.06%)  \n",
       "60                OPTIMIZED in 8.02950364964ms (9.51%)  \n",
       "61                OPTIMIZED in 17.6652436659ms (7.41%)  \n",
       "62   OK (in acceptable range 42.8949142857 < 43.641...  \n",
       "63               OPTIMIZED in 163.854688875ms (42.10%)  \n",
       "64                OPTIMIZED in 18.3807299552ms (7.99%)  \n",
       "65   OK (in acceptable range 152.000985612 < 152.52...  \n",
       "66               OPTIMIZED in 107.723443936ms (31.04%)  \n",
       "67   OK (in acceptable range 41.26405 < 45.00251260...  \n",
       "68   OK (in acceptable range 35.5321870504 < 36.321...  \n",
       "69   OK (in acceptable range 0.606294964029 < 0.837...  \n",
       "70                OPTIMIZED in 9.55568760174ms (5.64%)  \n",
       "71                OPTIMIZED in 10.8825636177ms (4.99%)  \n",
       "72               OPTIMIZED in 22.1802654572ms (60.57%)  \n",
       "73               OPTIMIZED in 54.2528066804ms (19.15%)  \n",
       "74               OPTIMIZED in 44.5098809822ms (69.97%)  \n",
       "75   OK (in acceptable range 1.9518705036 < 2.13897...  \n",
       "76   OK (in acceptable range 51.6211654676 < 53.963...  \n",
       "77               OPTIMIZED in 109.845403905ms (30.04%)  \n",
       "78               OPTIMIZED in 9.66858333333ms (18.32%)  \n",
       "79               OPTIMIZED in 174.905291603ms (76.80%)  \n",
       "80                OPTIMIZED in 53.800578459ms (77.36%)  \n",
       "81               OPTIMIZED in 46.2103891148ms (69.66%)  \n",
       "82                OPTIMIZED in 164.10503814ms (47.93%)  \n",
       "83               OPTIMIZED in 156.912750822ms (40.98%)  \n",
       "84   OK (in acceptable range 5.42612230216 < 5.7247...  \n",
       "85               OPTIMIZED in 178.592318841ms (42.40%)  \n",
       "86   OK (in acceptable range 7.41189208633 < 14.407...  \n",
       "87               OPTIMIZED in 50.1035771675ms (41.25%)  \n",
       "88                 OPTIMIZED in 11.681554111ms (4.20%)  \n",
       "89               OPTIMIZED in 34.8355621148ms (26.68%)  \n",
       "90   OK (in acceptable range 74.1361007194 < 74.860...  \n",
       "91   OK (in acceptable range 57.3726402878 < 57.655...  \n",
       "92   OK (in acceptable range 51.1948633094 < 54.828...  \n",
       "93   OK (in acceptable range 105.628539568 < 108.68...  \n",
       "94   OK (in acceptable range 152.403857143 < 152.57...  \n",
       "95               OPTIMIZED in 76.3796506621ms (51.89%)  \n",
       "96                OPTIMIZED in 6.23400729702ms (3.38%)  \n",
       "97               OPTIMIZED in 65.0853277031ms (46.62%)  \n",
       "98               OPTIMIZED in 17.9103465228ms (24.51%)  \n",
       "99   OK (in acceptable range 199.781235714 < 205.58...  \n",
       "100  OK (in acceptable range 70.1125950413 < 76.846...  \n",
       "101  OK (in acceptable range 35.1390935252 < 36.377...  \n",
       "102  OK (in acceptable range 35.5606043165 < 36.252...  \n",
       "103  OK (in acceptable range 175.301251799 < 176.30...  \n",
       "104               OPTIMIZED in 1.14555596095ms (0.51%)  \n",
       "105              OPTIMIZED in 138.385240277ms (75.11%)  \n",
       "106               OPTIMIZED in 22.1592724049ms (8.23%)  \n",
       "107              OPTIMIZED in 164.273856428ms (76.31%)  \n",
       "108  OK (in acceptable range 34.9397122302 < 38.258...  \n",
       "109  OK (in acceptable range 74.1370863309 < 74.865...  \n",
       "110              OPTIMIZED in 107.755395652ms (31.15%)  \n",
       "111              OPTIMIZED in 0.358248179272ms (0.92%)  \n",
       "112  OK (in acceptable range 35.2028273381 < 36.307...  \n",
       "113  OK (in acceptable range 0.613330935252 < 1.923...  \n",
       "114               OPTIMIZED in 4.59486861314ms (2.82%)  \n",
       "115              OPTIMIZED in 0.970160226105ms (0.46%)  \n",
       "116              OPTIMIZED in 17.2276056199ms (56.11%)  \n",
       "117               OPTIMIZED in 24.8945387975ms (9.79%)  \n",
       "118              OPTIMIZED in 54.4532411636ms (75.31%)  \n",
       "119  OK (in acceptable range 1.99544604317 < 2.1339...  \n",
       "120  OK (in acceptable range 57.4458848921 < 57.729...  \n",
       "121  OK (in acceptable range 160.63575 < 160.735741...  \n",
       "122  OK (in acceptable range 169.855325 < 187.26140...  \n",
       "123  OK (in acceptable range 175.277661871 < 176.31...  \n",
       "124               OPTIMIZED in 6.02483479304ms (3.70%)  \n",
       "125               OPTIMIZED in 8.67478589302ms (5.12%)  \n",
       "126               OPTIMIZED in 7.04771207605ms (8.40%)  \n",
       "127              OPTIMIZED in 112.492641956ms (39.53%)  \n",
       "128  OK (in acceptable range 70.7929928571 < 70.823...  \n",
       "129              OPTIMIZED in 185.021545511ms (51.40%)  \n",
       "130  OK (in acceptable range 157.283007194 < 163.99...  \n",
       "131  OK (in acceptable range 105.582733813 < 108.59...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_average_statistic = pd.concat([go_average_dataframe, hr_average_dataframe, \n",
    "                                  bho_average_dataframe,bq_average_dataframe, \n",
    "                                  gq_average_dataframe, va_average_dataframe, \n",
    "                                  hq0_average_dataframe, gu_average_dataframe,  \n",
    "                                  ta_average_dataframe, sa_average_dataframe, \n",
    "                                  hq1_average_dataframe, wa_average_dataframe],\n",
    "                                 ignore_index=True)\n",
    "\n",
    "df_average_statistic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grandenet_ipv6_packet_lost</th>\n",
       "      <th>internet_ipv4_packet_lost</th>\n",
       "      <th>name</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.147541</td>\n",
       "      <td>2.601626</td>\n",
       "      <td>'Beijing - Qincloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.851064</td>\n",
       "      <td>'Singapour - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.127660</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.785714</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.215827</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'US West - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>18.652482</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.281690</td>\n",
       "      <td>'Beauharnois - OVH' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.785714</td>\n",
       "      <td>26.659574</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.357143</td>\n",
       "      <td>1.631206</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.283688</td>\n",
       "      <td>'Tokyo - Amazon' to 'Strasbourg - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.141844</td>\n",
       "      <td>1.549296</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.163934</td>\n",
       "      <td>0.327869</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.780142</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.517986</td>\n",
       "      <td>0.851064</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>BAD (Worst Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.276596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>BAD (Worst Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.134752</td>\n",
       "      <td>1.760563</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>1.063830</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.198582</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Rackspace'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.780142</td>\n",
       "      <td>0.049296</td>\n",
       "      <td>'Strasbourg - OVH' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.074380</td>\n",
       "      <td>0.573770</td>\n",
       "      <td>'Beijing - Qincloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>'Singapour - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.143885</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>10.092199</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1.071429</td>\n",
       "      <td>18.078014</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.638298</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Tokyo - Amazon' to 'Beauharnois - OVH'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>3.475177</td>\n",
       "      <td>3.450704</td>\n",
       "      <td>'Strasbourg - OVH' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1.928571</td>\n",
       "      <td>3.049645</td>\n",
       "      <td>'Singapour - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1.857143</td>\n",
       "      <td>2.127660</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.560284</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1.438849</td>\n",
       "      <td>3.404255</td>\n",
       "      <td>'US West - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>3.120567</td>\n",
       "      <td>6.478873</td>\n",
       "      <td>'Virginia - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425532</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1.985816</td>\n",
       "      <td>3.197183</td>\n",
       "      <td>'Beauharnois - OVH' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.709220</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Beijing - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1.357143</td>\n",
       "      <td>0.765957</td>\n",
       "      <td>'Tokyo - Amazon' to 'Beijing - Qincloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1.347518</td>\n",
       "      <td>24.443662</td>\n",
       "      <td>'Strasbourg - OVH' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Beijing - Qincloud' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>'Singapour - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>1.134752</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.642857</td>\n",
       "      <td>1.134752</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2.086331</td>\n",
       "      <td>14.014184</td>\n",
       "      <td>'US West - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1.134752</td>\n",
       "      <td>10.464789</td>\n",
       "      <td>'Virginia - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.354610</td>\n",
       "      <td>22.147887</td>\n",
       "      <td>'Beauharnois - OVH' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.865248</td>\n",
       "      <td>'Tokyo - Amazon' to 'Guanghouz - Qincloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Strasbourg - OVH' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0.491803</td>\n",
       "      <td>0.975610</td>\n",
       "      <td>'Beijing - Qincloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'Singapour - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.553191</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.992908</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Beauharnois - OVH' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.357143</td>\n",
       "      <td>21.652482</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Virginia - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Tokyo - Amazon' to 'Virginia - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1.631206</td>\n",
       "      <td>0.774648</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.330579</td>\n",
       "      <td>0.983607</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Hongkong - Qinclou...</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.575540</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>0.851064</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.492958</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.142857</td>\n",
       "      <td>4.680851</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Qincloud 0'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.709220</td>\n",
       "      <td>17.605634</td>\n",
       "      <td>'Strasbourg - OVH' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.409836</td>\n",
       "      <td>'Beijing - Qincloud' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.785714</td>\n",
       "      <td>0.709220</td>\n",
       "      <td>'Singapour - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.357143</td>\n",
       "      <td>2.808511</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>4.326241</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>3.237410</td>\n",
       "      <td>21.588652</td>\n",
       "      <td>'US West - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.780142</td>\n",
       "      <td>23.556338</td>\n",
       "      <td>'Virginia - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>3.191489</td>\n",
       "      <td>20.669014</td>\n",
       "      <td>'Beauharnois - OVH' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.928571</td>\n",
       "      <td>1.560284</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.857143</td>\n",
       "      <td>8.297872</td>\n",
       "      <td>'Tokyo - Amazon' to 'Guanghouz - UCloud'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.352113</td>\n",
       "      <td>'Strasbourg - OVH' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.826446</td>\n",
       "      <td>0.327869</td>\n",
       "      <td>'Beijing - Qincloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Singapour - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Tokyo - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>10.567376</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.211268</td>\n",
       "      <td>'Beauharnois - OVH' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.785714</td>\n",
       "      <td>9.716312</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.553191</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Tokyo - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.212766</td>\n",
       "      <td>0.985915</td>\n",
       "      <td>'Strasbourg - OVH' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.245902</td>\n",
       "      <td>1.056911</td>\n",
       "      <td>'Beijing - Qincloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.140845</td>\n",
       "      <td>'Beauharnois - OVH' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.638298</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.347518</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Singapour - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Tokyo - Amazon' to 'Singapour - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1.134752</td>\n",
       "      <td>0.492958</td>\n",
       "      <td>'Strasbourg - OVH' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0.991736</td>\n",
       "      <td>1.229508</td>\n",
       "      <td>'Beijing - Qincloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Singapour - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'Hongkong - Qinclou...</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'US West - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.957746</td>\n",
       "      <td>'Virginia - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.780142</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.633803</td>\n",
       "      <td>'Beauharnois - OVH' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.631206</td>\n",
       "      <td>'Guanghouz - UCloud' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'Hongkong - Rackspace' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070922</td>\n",
       "      <td>'Tokyo - Amazon' to 'Hongkong - Qincloud 1'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0.141844</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Strasbourg - OVH' to 'US West - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>0.491803</td>\n",
       "      <td>0.327869</td>\n",
       "      <td>'Beijing - Qincloud' to 'US West - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Singapour - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 1' to 'US West - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>0.928571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Hongkong - Qincloud 0' to 'US West - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>0.070922</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Virginia - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OK (less them 1% diference is considered same)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1.642857</td>\n",
       "      <td>16.439716</td>\n",
       "      <td>'Guanghouz - Qincloud' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140845</td>\n",
       "      <td>'Beauharnois - OVH' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1.785714</td>\n",
       "      <td>23.531915</td>\n",
       "      <td>'Guanghouz - UCloud' to 'US West - Amazon'</td>\n",
       "      <td>OPTIMIZED (Better Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>3.357143</td>\n",
       "      <td>0.921986</td>\n",
       "      <td>'Hongkong - Rackspace' to 'US West - Amazon'</td>\n",
       "      <td>BAD (Worst Packet Lost rate)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>'Tokyo - Amazon' to 'US West - Amazon'</td>\n",
       "      <td>OK (Same Packet Lost rate)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     grandenet_ipv6_packet_lost  internet_ipv4_packet_lost  \\\n",
       "0                      1.147541                   2.601626   \n",
       "1                      0.000000                   0.851064   \n",
       "2                      0.071429                   0.127660   \n",
       "3                      0.785714                   0.212766   \n",
       "4                      0.215827                   0.070922   \n",
       "5                      0.000000                   0.000000   \n",
       "6                      0.214286                  18.652482   \n",
       "7                      0.070922                   0.281690   \n",
       "8                      0.785714                  26.659574   \n",
       "9                      1.357143                   1.631206   \n",
       "10                     0.071429                   0.283688   \n",
       "11                     0.141844                   1.549296   \n",
       "12                     0.163934                   0.327869   \n",
       "13                     0.000000                   0.780142   \n",
       "14                     0.000000                   0.000000   \n",
       "15                     0.000000                   0.000000   \n",
       "16                     2.517986                   0.851064   \n",
       "17                     1.276596                   0.000000   \n",
       "18                     0.000000                   0.141844   \n",
       "19                     1.134752                   1.760563   \n",
       "20                     0.071429                   1.063830   \n",
       "21                     0.000000                   2.198582   \n",
       "22                     0.780142                   0.049296   \n",
       "23                     1.074380                   0.573770   \n",
       "24                     0.000000                   0.212766   \n",
       "25                     0.000000                   0.141844   \n",
       "26                     0.000000                   0.000000   \n",
       "27                     0.143885                   0.000000   \n",
       "28                     0.000000                   0.000000   \n",
       "29                     0.214286                  10.092199   \n",
       "30                     1.071429                  18.078014   \n",
       "31                     0.857143                   1.638298   \n",
       "32                     0.000000                   0.141844   \n",
       "33                     3.475177                   3.450704   \n",
       "34                     1.928571                   3.049645   \n",
       "35                     1.857143                   2.127660   \n",
       "36                     0.857143                   1.560284   \n",
       "37                     1.438849                   3.404255   \n",
       "38                     3.120567                   6.478873   \n",
       "39                     0.000000                   0.425532   \n",
       "40                     1.985816                   3.197183   \n",
       "41                     0.000000                   0.212766   \n",
       "42                     0.142857                   0.709220   \n",
       "43                     1.357143                   0.765957   \n",
       "44                     1.347518                  24.443662   \n",
       "45                     0.000000                   0.000000   \n",
       "46                     0.214286                   0.212766   \n",
       "47                     0.214286                   1.134752   \n",
       "48                     0.642857                   1.134752   \n",
       "49                     2.086331                  14.014184   \n",
       "50                     1.134752                  10.464789   \n",
       "51                     0.354610                  22.147887   \n",
       "52                     0.142857                   0.070922   \n",
       "53                     0.714286                   0.000000   \n",
       "54                     1.000000                   8.865248   \n",
       "55                     0.070922                   0.000000   \n",
       "56                     0.491803                   0.975610   \n",
       "57                     0.000000                   0.070922   \n",
       "58                     0.000000                   2.553191   \n",
       "59                     0.000000                   0.000000   \n",
       "60                     0.000000                   0.000000   \n",
       "61                     0.071429                   0.992908   \n",
       "62                     0.000000                   0.000000   \n",
       "63                     0.357143                  21.652482   \n",
       "64                     0.571429                   0.070922   \n",
       "65                     0.000000                   0.000000   \n",
       "66                     1.631206                   0.774648   \n",
       "67                     0.330579                   0.983607   \n",
       "68                     0.000000                   0.000000   \n",
       "69                     0.000000                   0.000000   \n",
       "70                     0.575540                   0.000000   \n",
       "71                     0.000000                   0.000000   \n",
       "72                     0.857143                   0.851064   \n",
       "73                     0.000000                   0.492958   \n",
       "74                     0.142857                   4.680851   \n",
       "75                     0.000000                   0.000000   \n",
       "76                     0.000000                   0.141844   \n",
       "77                     0.709220                  17.605634   \n",
       "78                     0.000000                   0.409836   \n",
       "79                     0.785714                   0.709220   \n",
       "80                     0.357143                   2.808511   \n",
       "81                     0.071429                   4.326241   \n",
       "82                     3.237410                  21.588652   \n",
       "83                     0.780142                  23.556338   \n",
       "84                     0.000000                   0.000000   \n",
       "85                     3.191489                  20.669014   \n",
       "86                     0.928571                   1.560284   \n",
       "87                     0.857143                   8.297872   \n",
       "88                     0.070922                   0.352113   \n",
       "89                     0.826446                   0.327869   \n",
       "90                     0.000000                   0.000000   \n",
       "91                     0.000000                   0.000000   \n",
       "92                     0.142857                   0.141844   \n",
       "93                     0.000000                   0.000000   \n",
       "94                     0.000000                   0.000000   \n",
       "95                     0.214286                  10.567376   \n",
       "96                     0.070922                   0.211268   \n",
       "97                     0.785714                   9.716312   \n",
       "98                     0.000000                   2.553191   \n",
       "99                     0.212766                   0.985915   \n",
       "100                    0.245902                   1.056911   \n",
       "101                    0.000000                   0.000000   \n",
       "102                    0.000000                   0.000000   \n",
       "103                    0.000000                   0.000000   \n",
       "104                    0.000000                   0.000000   \n",
       "105                    0.214286                   0.141844   \n",
       "106                    0.070922                   0.140845   \n",
       "107                    0.071429                   0.638298   \n",
       "108                    0.000000                   1.347518   \n",
       "109                    0.000000                   0.000000   \n",
       "110                    1.134752                   0.492958   \n",
       "111                    0.991736                   1.229508   \n",
       "112                    0.071429                   0.000000   \n",
       "113                    0.000000                   0.000000   \n",
       "114                    0.000000                   0.000000   \n",
       "115                    0.000000                   2.957746   \n",
       "116                    0.285714                   0.780142   \n",
       "117                    0.070922                   0.633803   \n",
       "118                    0.000000                   1.631206   \n",
       "119                    0.000000                   0.070922   \n",
       "120                    0.000000                   0.070922   \n",
       "121                    0.141844                   0.000000   \n",
       "122                    0.491803                   0.327869   \n",
       "123                    0.000000                   0.000000   \n",
       "124                    0.000000                   0.000000   \n",
       "125                    0.928571                   0.000000   \n",
       "126                    0.070922                   0.000000   \n",
       "127                    1.642857                  16.439716   \n",
       "128                    0.000000                   0.140845   \n",
       "129                    1.785714                  23.531915   \n",
       "130                    3.357143                   0.921986   \n",
       "131                    0.000000                   0.000000   \n",
       "\n",
       "                                                  name  \\\n",
       "0           'Beijing - Qincloud' to 'Strasbourg - OVH'   \n",
       "1           'Singapour - Amazon' to 'Strasbourg - OVH'   \n",
       "2        'Hongkong - Qincloud 1' to 'Strasbourg - OVH'   \n",
       "3        'Hongkong - Qincloud 0' to 'Strasbourg - OVH'   \n",
       "4             'US West - Amazon' to 'Strasbourg - OVH'   \n",
       "5            'Virginia - Amazon' to 'Strasbourg - OVH'   \n",
       "6         'Guanghouz - Qincloud' to 'Strasbourg - OVH'   \n",
       "7            'Beauharnois - OVH' to 'Strasbourg - OVH'   \n",
       "8           'Guanghouz - UCloud' to 'Strasbourg - OVH'   \n",
       "9         'Hongkong - Rackspace' to 'Strasbourg - OVH'   \n",
       "10              'Tokyo - Amazon' to 'Strasbourg - OVH'   \n",
       "11        'Strasbourg - OVH' to 'Hongkong - Rackspace'   \n",
       "12      'Beijing - Qincloud' to 'Hongkong - Rackspace'   \n",
       "13      'Singapour - Amazon' to 'Hongkong - Rackspace'   \n",
       "14   'Hongkong - Qincloud 1' to 'Hongkong - Rackspace'   \n",
       "15   'Hongkong - Qincloud 0' to 'Hongkong - Rackspace'   \n",
       "16        'US West - Amazon' to 'Hongkong - Rackspace'   \n",
       "17       'Virginia - Amazon' to 'Hongkong - Rackspace'   \n",
       "18    'Guanghouz - Qincloud' to 'Hongkong - Rackspace'   \n",
       "19       'Beauharnois - OVH' to 'Hongkong - Rackspace'   \n",
       "20      'Guanghouz - UCloud' to 'Hongkong - Rackspace'   \n",
       "21          'Tokyo - Amazon' to 'Hongkong - Rackspace'   \n",
       "22           'Strasbourg - OVH' to 'Beauharnois - OVH'   \n",
       "23         'Beijing - Qincloud' to 'Beauharnois - OVH'   \n",
       "24         'Singapour - Amazon' to 'Beauharnois - OVH'   \n",
       "25      'Hongkong - Qincloud 1' to 'Beauharnois - OVH'   \n",
       "26      'Hongkong - Qincloud 0' to 'Beauharnois - OVH'   \n",
       "27           'US West - Amazon' to 'Beauharnois - OVH'   \n",
       "28          'Virginia - Amazon' to 'Beauharnois - OVH'   \n",
       "29       'Guanghouz - Qincloud' to 'Beauharnois - OVH'   \n",
       "30         'Guanghouz - UCloud' to 'Beauharnois - OVH'   \n",
       "31       'Hongkong - Rackspace' to 'Beauharnois - OVH'   \n",
       "32             'Tokyo - Amazon' to 'Beauharnois - OVH'   \n",
       "33          'Strasbourg - OVH' to 'Beijing - Qincloud'   \n",
       "34        'Singapour - Amazon' to 'Beijing - Qincloud'   \n",
       "35     'Hongkong - Qincloud 1' to 'Beijing - Qincloud'   \n",
       "36     'Hongkong - Qincloud 0' to 'Beijing - Qincloud'   \n",
       "37          'US West - Amazon' to 'Beijing - Qincloud'   \n",
       "38         'Virginia - Amazon' to 'Beijing - Qincloud'   \n",
       "39      'Guanghouz - Qincloud' to 'Beijing - Qincloud'   \n",
       "40         'Beauharnois - OVH' to 'Beijing - Qincloud'   \n",
       "41        'Guanghouz - UCloud' to 'Beijing - Qincloud'   \n",
       "42      'Hongkong - Rackspace' to 'Beijing - Qincloud'   \n",
       "43            'Tokyo - Amazon' to 'Beijing - Qincloud'   \n",
       "44        'Strasbourg - OVH' to 'Guanghouz - Qincloud'   \n",
       "45      'Beijing - Qincloud' to 'Guanghouz - Qincloud'   \n",
       "46      'Singapour - Amazon' to 'Guanghouz - Qincloud'   \n",
       "47   'Hongkong - Qincloud 1' to 'Guanghouz - Qincloud'   \n",
       "48   'Hongkong - Qincloud 0' to 'Guanghouz - Qincloud'   \n",
       "49        'US West - Amazon' to 'Guanghouz - Qincloud'   \n",
       "50       'Virginia - Amazon' to 'Guanghouz - Qincloud'   \n",
       "51       'Beauharnois - OVH' to 'Guanghouz - Qincloud'   \n",
       "52      'Guanghouz - UCloud' to 'Guanghouz - Qincloud'   \n",
       "53    'Hongkong - Rackspace' to 'Guanghouz - Qincloud'   \n",
       "54          'Tokyo - Amazon' to 'Guanghouz - Qincloud'   \n",
       "55           'Strasbourg - OVH' to 'Virginia - Amazon'   \n",
       "56         'Beijing - Qincloud' to 'Virginia - Amazon'   \n",
       "57         'Singapour - Amazon' to 'Virginia - Amazon'   \n",
       "58      'Hongkong - Qincloud 1' to 'Virginia - Amazon'   \n",
       "59      'Hongkong - Qincloud 0' to 'Virginia - Amazon'   \n",
       "60           'US West - Amazon' to 'Virginia - Amazon'   \n",
       "61       'Guanghouz - Qincloud' to 'Virginia - Amazon'   \n",
       "62          'Beauharnois - OVH' to 'Virginia - Amazon'   \n",
       "63         'Guanghouz - UCloud' to 'Virginia - Amazon'   \n",
       "64       'Hongkong - Rackspace' to 'Virginia - Amazon'   \n",
       "65             'Tokyo - Amazon' to 'Virginia - Amazon'   \n",
       "66       'Strasbourg - OVH' to 'Hongkong - Qincloud 0'   \n",
       "67     'Beijing - Qincloud' to 'Hongkong - Qincloud 0'   \n",
       "68     'Singapour - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "69   'Hongkong - Qincloud 1' to 'Hongkong - Qinclou...   \n",
       "70       'US West - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "71      'Virginia - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "72   'Guanghouz - Qincloud' to 'Hongkong - Qincloud 0'   \n",
       "73      'Beauharnois - OVH' to 'Hongkong - Qincloud 0'   \n",
       "74     'Guanghouz - UCloud' to 'Hongkong - Qincloud 0'   \n",
       "75   'Hongkong - Rackspace' to 'Hongkong - Qincloud 0'   \n",
       "76         'Tokyo - Amazon' to 'Hongkong - Qincloud 0'   \n",
       "77          'Strasbourg - OVH' to 'Guanghouz - UCloud'   \n",
       "78        'Beijing - Qincloud' to 'Guanghouz - UCloud'   \n",
       "79        'Singapour - Amazon' to 'Guanghouz - UCloud'   \n",
       "80     'Hongkong - Qincloud 1' to 'Guanghouz - UCloud'   \n",
       "81     'Hongkong - Qincloud 0' to 'Guanghouz - UCloud'   \n",
       "82          'US West - Amazon' to 'Guanghouz - UCloud'   \n",
       "83         'Virginia - Amazon' to 'Guanghouz - UCloud'   \n",
       "84      'Guanghouz - Qincloud' to 'Guanghouz - UCloud'   \n",
       "85         'Beauharnois - OVH' to 'Guanghouz - UCloud'   \n",
       "86      'Hongkong - Rackspace' to 'Guanghouz - UCloud'   \n",
       "87            'Tokyo - Amazon' to 'Guanghouz - UCloud'   \n",
       "88              'Strasbourg - OVH' to 'Tokyo - Amazon'   \n",
       "89            'Beijing - Qincloud' to 'Tokyo - Amazon'   \n",
       "90            'Singapour - Amazon' to 'Tokyo - Amazon'   \n",
       "91         'Hongkong - Qincloud 1' to 'Tokyo - Amazon'   \n",
       "92         'Hongkong - Qincloud 0' to 'Tokyo - Amazon'   \n",
       "93              'US West - Amazon' to 'Tokyo - Amazon'   \n",
       "94             'Virginia - Amazon' to 'Tokyo - Amazon'   \n",
       "95          'Guanghouz - Qincloud' to 'Tokyo - Amazon'   \n",
       "96             'Beauharnois - OVH' to 'Tokyo - Amazon'   \n",
       "97            'Guanghouz - UCloud' to 'Tokyo - Amazon'   \n",
       "98          'Hongkong - Rackspace' to 'Tokyo - Amazon'   \n",
       "99          'Strasbourg - OVH' to 'Singapour - Amazon'   \n",
       "100       'Beijing - Qincloud' to 'Singapour - Amazon'   \n",
       "101    'Hongkong - Qincloud 1' to 'Singapour - Amazon'   \n",
       "102    'Hongkong - Qincloud 0' to 'Singapour - Amazon'   \n",
       "103         'US West - Amazon' to 'Singapour - Amazon'   \n",
       "104        'Virginia - Amazon' to 'Singapour - Amazon'   \n",
       "105     'Guanghouz - Qincloud' to 'Singapour - Amazon'   \n",
       "106        'Beauharnois - OVH' to 'Singapour - Amazon'   \n",
       "107       'Guanghouz - UCloud' to 'Singapour - Amazon'   \n",
       "108     'Hongkong - Rackspace' to 'Singapour - Amazon'   \n",
       "109           'Tokyo - Amazon' to 'Singapour - Amazon'   \n",
       "110      'Strasbourg - OVH' to 'Hongkong - Qincloud 1'   \n",
       "111    'Beijing - Qincloud' to 'Hongkong - Qincloud 1'   \n",
       "112    'Singapour - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "113  'Hongkong - Qincloud 0' to 'Hongkong - Qinclou...   \n",
       "114      'US West - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "115     'Virginia - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "116  'Guanghouz - Qincloud' to 'Hongkong - Qincloud 1'   \n",
       "117     'Beauharnois - OVH' to 'Hongkong - Qincloud 1'   \n",
       "118    'Guanghouz - UCloud' to 'Hongkong - Qincloud 1'   \n",
       "119  'Hongkong - Rackspace' to 'Hongkong - Qincloud 1'   \n",
       "120        'Tokyo - Amazon' to 'Hongkong - Qincloud 1'   \n",
       "121           'Strasbourg - OVH' to 'US West - Amazon'   \n",
       "122         'Beijing - Qincloud' to 'US West - Amazon'   \n",
       "123         'Singapour - Amazon' to 'US West - Amazon'   \n",
       "124      'Hongkong - Qincloud 1' to 'US West - Amazon'   \n",
       "125      'Hongkong - Qincloud 0' to 'US West - Amazon'   \n",
       "126          'Virginia - Amazon' to 'US West - Amazon'   \n",
       "127       'Guanghouz - Qincloud' to 'US West - Amazon'   \n",
       "128          'Beauharnois - OVH' to 'US West - Amazon'   \n",
       "129         'Guanghouz - UCloud' to 'US West - Amazon'   \n",
       "130       'Hongkong - Rackspace' to 'US West - Amazon'   \n",
       "131             'Tokyo - Amazon' to 'US West - Amazon'   \n",
       "\n",
       "                                              state  \n",
       "0               OPTIMIZED (Better Packet Lost rate)  \n",
       "1               OPTIMIZED (Better Packet Lost rate)  \n",
       "2               OPTIMIZED (Better Packet Lost rate)  \n",
       "3    OK (less them 1% diference is considered same)  \n",
       "4    OK (less them 1% diference is considered same)  \n",
       "5                        OK (Same Packet Lost rate)  \n",
       "6               OPTIMIZED (Better Packet Lost rate)  \n",
       "7               OPTIMIZED (Better Packet Lost rate)  \n",
       "8               OPTIMIZED (Better Packet Lost rate)  \n",
       "9               OPTIMIZED (Better Packet Lost rate)  \n",
       "10              OPTIMIZED (Better Packet Lost rate)  \n",
       "11              OPTIMIZED (Better Packet Lost rate)  \n",
       "12              OPTIMIZED (Better Packet Lost rate)  \n",
       "13              OPTIMIZED (Better Packet Lost rate)  \n",
       "14                       OK (Same Packet Lost rate)  \n",
       "15                       OK (Same Packet Lost rate)  \n",
       "16                     BAD (Worst Packet Lost rate)  \n",
       "17                     BAD (Worst Packet Lost rate)  \n",
       "18              OPTIMIZED (Better Packet Lost rate)  \n",
       "19              OPTIMIZED (Better Packet Lost rate)  \n",
       "20              OPTIMIZED (Better Packet Lost rate)  \n",
       "21              OPTIMIZED (Better Packet Lost rate)  \n",
       "22   OK (less them 1% diference is considered same)  \n",
       "23   OK (less them 1% diference is considered same)  \n",
       "24              OPTIMIZED (Better Packet Lost rate)  \n",
       "25              OPTIMIZED (Better Packet Lost rate)  \n",
       "26                       OK (Same Packet Lost rate)  \n",
       "27   OK (less them 1% diference is considered same)  \n",
       "28                       OK (Same Packet Lost rate)  \n",
       "29              OPTIMIZED (Better Packet Lost rate)  \n",
       "30              OPTIMIZED (Better Packet Lost rate)  \n",
       "31              OPTIMIZED (Better Packet Lost rate)  \n",
       "32              OPTIMIZED (Better Packet Lost rate)  \n",
       "33   OK (less them 1% diference is considered same)  \n",
       "34              OPTIMIZED (Better Packet Lost rate)  \n",
       "35              OPTIMIZED (Better Packet Lost rate)  \n",
       "36              OPTIMIZED (Better Packet Lost rate)  \n",
       "37              OPTIMIZED (Better Packet Lost rate)  \n",
       "38              OPTIMIZED (Better Packet Lost rate)  \n",
       "39              OPTIMIZED (Better Packet Lost rate)  \n",
       "40              OPTIMIZED (Better Packet Lost rate)  \n",
       "41              OPTIMIZED (Better Packet Lost rate)  \n",
       "42              OPTIMIZED (Better Packet Lost rate)  \n",
       "43   OK (less them 1% diference is considered same)  \n",
       "44              OPTIMIZED (Better Packet Lost rate)  \n",
       "45                       OK (Same Packet Lost rate)  \n",
       "46   OK (less them 1% diference is considered same)  \n",
       "47              OPTIMIZED (Better Packet Lost rate)  \n",
       "48              OPTIMIZED (Better Packet Lost rate)  \n",
       "49              OPTIMIZED (Better Packet Lost rate)  \n",
       "50              OPTIMIZED (Better Packet Lost rate)  \n",
       "51              OPTIMIZED (Better Packet Lost rate)  \n",
       "52   OK (less them 1% diference is considered same)  \n",
       "53   OK (less them 1% diference is considered same)  \n",
       "54              OPTIMIZED (Better Packet Lost rate)  \n",
       "55   OK (less them 1% diference is considered same)  \n",
       "56              OPTIMIZED (Better Packet Lost rate)  \n",
       "57              OPTIMIZED (Better Packet Lost rate)  \n",
       "58              OPTIMIZED (Better Packet Lost rate)  \n",
       "59                       OK (Same Packet Lost rate)  \n",
       "60                       OK (Same Packet Lost rate)  \n",
       "61              OPTIMIZED (Better Packet Lost rate)  \n",
       "62                       OK (Same Packet Lost rate)  \n",
       "63              OPTIMIZED (Better Packet Lost rate)  \n",
       "64   OK (less them 1% diference is considered same)  \n",
       "65                       OK (Same Packet Lost rate)  \n",
       "66   OK (less them 1% diference is considered same)  \n",
       "67              OPTIMIZED (Better Packet Lost rate)  \n",
       "68                       OK (Same Packet Lost rate)  \n",
       "69                       OK (Same Packet Lost rate)  \n",
       "70   OK (less them 1% diference is considered same)  \n",
       "71                       OK (Same Packet Lost rate)  \n",
       "72   OK (less them 1% diference is considered same)  \n",
       "73              OPTIMIZED (Better Packet Lost rate)  \n",
       "74              OPTIMIZED (Better Packet Lost rate)  \n",
       "75                       OK (Same Packet Lost rate)  \n",
       "76              OPTIMIZED (Better Packet Lost rate)  \n",
       "77              OPTIMIZED (Better Packet Lost rate)  \n",
       "78              OPTIMIZED (Better Packet Lost rate)  \n",
       "79   OK (less them 1% diference is considered same)  \n",
       "80              OPTIMIZED (Better Packet Lost rate)  \n",
       "81              OPTIMIZED (Better Packet Lost rate)  \n",
       "82              OPTIMIZED (Better Packet Lost rate)  \n",
       "83              OPTIMIZED (Better Packet Lost rate)  \n",
       "84                       OK (Same Packet Lost rate)  \n",
       "85              OPTIMIZED (Better Packet Lost rate)  \n",
       "86              OPTIMIZED (Better Packet Lost rate)  \n",
       "87              OPTIMIZED (Better Packet Lost rate)  \n",
       "88              OPTIMIZED (Better Packet Lost rate)  \n",
       "89   OK (less them 1% diference is considered same)  \n",
       "90                       OK (Same Packet Lost rate)  \n",
       "91                       OK (Same Packet Lost rate)  \n",
       "92   OK (less them 1% diference is considered same)  \n",
       "93                       OK (Same Packet Lost rate)  \n",
       "94                       OK (Same Packet Lost rate)  \n",
       "95              OPTIMIZED (Better Packet Lost rate)  \n",
       "96              OPTIMIZED (Better Packet Lost rate)  \n",
       "97              OPTIMIZED (Better Packet Lost rate)  \n",
       "98              OPTIMIZED (Better Packet Lost rate)  \n",
       "99              OPTIMIZED (Better Packet Lost rate)  \n",
       "100             OPTIMIZED (Better Packet Lost rate)  \n",
       "101                      OK (Same Packet Lost rate)  \n",
       "102                      OK (Same Packet Lost rate)  \n",
       "103                      OK (Same Packet Lost rate)  \n",
       "104                      OK (Same Packet Lost rate)  \n",
       "105  OK (less them 1% diference is considered same)  \n",
       "106             OPTIMIZED (Better Packet Lost rate)  \n",
       "107             OPTIMIZED (Better Packet Lost rate)  \n",
       "108             OPTIMIZED (Better Packet Lost rate)  \n",
       "109                      OK (Same Packet Lost rate)  \n",
       "110  OK (less them 1% diference is considered same)  \n",
       "111             OPTIMIZED (Better Packet Lost rate)  \n",
       "112  OK (less them 1% diference is considered same)  \n",
       "113                      OK (Same Packet Lost rate)  \n",
       "114                      OK (Same Packet Lost rate)  \n",
       "115             OPTIMIZED (Better Packet Lost rate)  \n",
       "116             OPTIMIZED (Better Packet Lost rate)  \n",
       "117             OPTIMIZED (Better Packet Lost rate)  \n",
       "118             OPTIMIZED (Better Packet Lost rate)  \n",
       "119             OPTIMIZED (Better Packet Lost rate)  \n",
       "120             OPTIMIZED (Better Packet Lost rate)  \n",
       "121  OK (less them 1% diference is considered same)  \n",
       "122  OK (less them 1% diference is considered same)  \n",
       "123                      OK (Same Packet Lost rate)  \n",
       "124                      OK (Same Packet Lost rate)  \n",
       "125  OK (less them 1% diference is considered same)  \n",
       "126  OK (less them 1% diference is considered same)  \n",
       "127             OPTIMIZED (Better Packet Lost rate)  \n",
       "128             OPTIMIZED (Better Packet Lost rate)  \n",
       "129             OPTIMIZED (Better Packet Lost rate)  \n",
       "130                    BAD (Worst Packet Lost rate)  \n",
       "131                      OK (Same Packet Lost rate)  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_packetlost_statistic = pd.concat([go_packetloss_dataframe, hr_packetloss_dataframe, \n",
    "                                     bho_packetloss_dataframe, bq_packetloss_dataframe,\n",
    "                                     gq_packetloss_dataframe, va_packetloss_dataframe, \n",
    "                                     hq0_packetloss_dataframe, gu_packetloss_dataframe,\n",
    "                                     ta_packetloss_dataframe, sa_packetloss_dataframe,\n",
    "                                     hq1_packetloss_dataframe, wa_packetloss_dataframe\n",
    "                                    ], ignore_index=True)\n",
    "\n",
    "df_packetlost_statistic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How fast can we get? Is there a Speed Limit?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even our high expectations couldn't match the results obtained with our Monitoring experiment, we could still observe that GrandeNet globally reduced the Latency between 15% to 30% and Packet loss to lower then 1% (5-10 times better usually) for a group of computers if compared with standard IPv4.\n",
    "\n",
    "Considering all individual links between monitored servers and ping response (latency), between 50% and 70% of connections were optimized through use of GrandeNet with packet loss being lowered on 45% to 65% of all connections.\n",
    "\n",
    "GrandeNet still doesn't use a fully connected mesh configuration, so we also observed that a small portion of connections decreases in quality when using GrandeNet IPv6. However, this issue can be resolved through monitoring by creating additional direct tunnels between the servers that show standard IPv4 to be faster. By creating these direct tunnels, we thus stabilise the mesh because it will only include optimised or same speed links (our additional direct tunnels) on GrandeNet. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'IPv4 Final Average from all links: 161.75ms'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'IPv6 Final Average from all links: 127.46ms'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Grandent Optimized the network Globally in 21.20% in average for each ping response.'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Global Average result\n",
    "\n",
    "ipv4_mean = df_average_statistic[\"internet_ipv4\"].mean() \n",
    "ipv6_mean = df_average_statistic[\"grandenet_ipv6\"].mean()\n",
    "\n",
    "display(\"IPv4 Final Average from all links: %.2fms\" % ipv4_mean)\n",
    "display(\"IPv6 Final Average from all links: %.2fms\" % ipv6_mean)\n",
    "\n",
    "if ipv4_mean > ipv6_mean:\n",
    "    display(\"Grandent Optimized the network Globally in %.2f%% in average for each ping response.\" % \\\n",
    "            (((ipv4_mean - ipv6_mean)/ipv4_mean)*100))\n",
    "elif ipv4_mean == ipv6_mean:\n",
    "    display(\"<h1>No Optimisation found.</h1>\")\n",
    "elif ipv4_mean < ipv6_mean:\n",
    "    display(\"Grandenet is making things worst in %sms, please review the configuration.\" % (ipv6_mean - ipv4_mean))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Total Number of Links tested: 132'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of Optimized Links: 78 (59.09%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of links which becomes worst: 0 (0.00%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of links which unchanged : 54 (40.91%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of optimisations\n",
    "total = len(df_average_statistic)\n",
    "optimized = len(df_average_statistic[df_average_statistic[\"internet_ipv4\"] > df_average_statistic[\"grandenet_ipv6\"]])\n",
    "\n",
    "worst = len(df_average_statistic[\n",
    "    df_average_statistic.apply(lambda x: x[\"internet_ipv4\"] < x[\"grandenet_ipv6\"] - max(20, x[\"internet_ipv4\"]*0.1), axis=1)])\n",
    "\n",
    "\n",
    "display(\"Total Number of Links tested: %s\" % total)\n",
    "display(\"Number of Optimized Links: %s (%.2f%%)\" % (optimized, (float(optimized)/total)*100))\n",
    "display(\"Number of links which becomes worst: %s (%.2f%%)\" % (worst, (float(worst)/total)*100))\n",
    "display(\"Number of links which unchanged : %s (%.2f%%)\" % ((total-(optimized+worst)), (float(total-(optimized+worst))/total)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Average of Packet Lost Rate per link using Internet (IPv4): 3.12%'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Average of Packet Lost Rate per link using Grandenet (IPv6): 0.52%'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Grandent Optimized the network Globally in 2.61% less packet lost in average, it is 6.05 times better.'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ipv4_package_lost_rate = df_packetlost_statistic[\"internet_ipv4_packet_lost\"].mean()\n",
    "ipv6_package_lost_rate = df_packetlost_statistic[\"grandenet_ipv6_packet_lost\"].mean()\n",
    "\n",
    "display(\"Average of Packet Lost Rate per link using Internet (IPv4): %.2f%%\" % ipv4_package_lost_rate)\n",
    "display(\"Average of Packet Lost Rate per link using Grandenet (IPv6): %.2f%%\" % ipv6_package_lost_rate)\n",
    "\n",
    "\n",
    "if ipv4_package_lost_rate > ipv6_package_lost_rate:\n",
    "    display(\"Grandent Optimized the network Globally in %.2f%% less packet lost in average, it is %.2f times better.\" % \\\n",
    "            (ipv4_package_lost_rate - ipv6_package_lost_rate, (float(ipv4_package_lost_rate/ipv6_package_lost_rate))))\n",
    "elif ipv4_package_lost_rate == ipv6_package_lost_rate:\n",
    "    display(\"No Optimisation found.\")\n",
    "elif ipv4_package_lost_rate < ipv6_package_lost_rate:\n",
    "    display(\"Grandenet is making things worst in %.2f%% , please review the configuration.\" % (ipv6_package_lost_rate - ipv4_package_lost_rate))\n",
    "\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Total Number of Links tested: 132'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of Optimized links with less packet lost: 75 (56.82%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of links which becomes worst: 3 (2.27%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Number of links which unchanged : 54 (40.91%)'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dps = df_packetlost_statistic\n",
    "\n",
    "total = len(dps)\n",
    "optimized = len(dps[dps[\"internet_ipv4_packet_lost\"] > dps[\"grandenet_ipv6_packet_lost\"]])\n",
    "worst = len(dps[(dps[\"internet_ipv4_packet_lost\"] < dps[\"grandenet_ipv6_packet_lost\"])]\n",
    "                [(dps[\"grandenet_ipv6_packet_lost\"] - dps[\"internet_ipv4_packet_lost\"]) > 1])\n",
    "same = len(dps[(dps[\"internet_ipv4_packet_lost\"] == dps[\"grandenet_ipv6_packet_lost\"])])\n",
    "\n",
    "same += len(dps[(dps[\"grandenet_ipv6_packet_lost\"] - dps[\"internet_ipv4_packet_lost\"]) < 1]\n",
    "                 [(dps[\"grandenet_ipv6_packet_lost\"] > dps[\"internet_ipv4_packet_lost\"])])\n",
    "\n",
    "display(\"Total Number of Links tested: %s\" % total)\n",
    "display(\"Number of Optimized links with less packet lost: %s (%.2f%%)\" % (optimized, (float(optimized)/total)*100))\n",
    "display(\"Number of links which becomes worst: %s (%.2f%%)\" % (worst, (float(worst)/total)*100))\n",
    "display(\"Number of links which unchanged : %s (%.2f%%)\" % (same, (float(same)/total)*100))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}