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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# GMaps on Android"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "The goal of this experiment is to test out GMaps on a Pixel device running Android and collect results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 11:58:33,971 INFO    : root         : Using LISA logging configuration:\n",
      "2017-03-07 11:58:33,972 INFO    : root         :   /home/vagrant/lisa/logging.conf\n"
     ]
    }
   ],
   "source": [
    "from conf import LisaLogging\n",
    "LisaLogging.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "\n",
    "import json\n",
    "import os\n",
    "\n",
    "# Support to access the remote target\n",
    "import devlib\n",
    "from env import TestEnv\n",
    "\n",
    "# Import support for Android devices\n",
    "from android import Screen, Workload\n",
    "\n",
    "# Support for trace events analysis\n",
    "from trace import Trace\n",
    "\n",
    "# Suport for FTrace events parsing and visualization\n",
    "import trappy\n",
    "\n",
    "import pandas as pd\n",
    "import sqlite3\n",
    "\n",
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def experiment():\n",
    "    # Configure governor\n",
    "    target.cpufreq.set_all_governors('sched')\n",
    "    \n",
    "    # Get workload\n",
    "    wload = Workload.getInstance(te, 'GMaps')\n",
    "        \n",
    "    # Run GMaps\n",
    "    wload.run(out_dir=te.res_dir,\n",
    "          collect=\"ftrace\",\n",
    "          location_search=\"London British Museum\",\n",
    "          swipe_count=10)\n",
    "        \n",
    "    # Dump platform descriptor\n",
    "    te.platform_dump(te.res_dir)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Test environment setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "For more details on this please check out **examples/utils/testenv_example.ipynb**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "**devlib** requires the ANDROID_HOME environment variable configured to point to your local installation of the Android SDK. If you have not this variable configured in the shell used to start the notebook server, you need to run a cell to define where your Android SDK is installed or specify the ANDROID_HOME in your target configuration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "In case more than one Android device are conencted to the host, you must specify the ID of the device you want to target in **my_target_conf**. Run **adb devices** on your host to get the ID."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Setup target configuration\n",
    "my_conf = {\n",
    "\n",
    "    # Target platform and board\n",
    "    \"platform\"     : 'android',\n",
    "    \"board\"        : 'pixel',\n",
    "    \n",
    "    # Device serial ID\n",
    "    # Not required if there is only one device connected to your computer\n",
    "    \"device\"       : \"HT67M0300128\",\n",
    "    \n",
    "    # Android home\n",
    "    # Not required if already exported in your .bashrc\n",
    "    \"ANDROID_HOME\" : \"/home/vagrant/lisa/tools/\",\n",
    "\n",
    "    # Folder where all the results will be collected\n",
    "    \"results_dir\" : \"Gmaps_example\",\n",
    "\n",
    "    # Define devlib modules to load\n",
    "    \"modules\"     : [\n",
    "        'cpufreq'       # enable CPUFreq support\n",
    "    ],\n",
    "\n",
    "    # FTrace events to collect for all the tests configuration which have\n",
    "    # the \"ftrace\" flag enabled\n",
    "    \"ftrace\"  : {\n",
    "         \"events\" : [\n",
    "            \"sched_switch\",\n",
    "            \"sched_wakeup\",\n",
    "            \"sched_wakeup_new\",\n",
    "            \"sched_overutilized\",\n",
    "            \"sched_load_avg_cpu\",\n",
    "            \"sched_load_avg_task\",\n",
    "            \"sched_load_waking_task\",\n",
    "            \"cpu_capacity\",\n",
    "            \"cpu_frequency\",\n",
    "            \"cpu_idle\",\n",
    "            \"sched_tune_config\",\n",
    "            \"sched_tune_tasks_update\",\n",
    "            \"sched_tune_boostgroup_update\",\n",
    "            \"sched_tune_filter\",\n",
    "            \"sched_boost_cpu\",\n",
    "            \"sched_boost_task\",\n",
    "            \"sched_energy_diff\"\n",
    "         ],\n",
    "         \"buffsize\" : 100 * 1024,\n",
    "    },\n",
    "\n",
    "    # Tools required by the experiments\n",
    "    \"tools\"   : [ 'trace-cmd', 'taskset'],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 11:58:34,695 INFO    : TestEnv      : Using base path: /home/vagrant/lisa\n",
      "2017-03-07 11:58:34,696 INFO    : TestEnv      : Loading custom (inline) target configuration\n",
      "2017-03-07 11:58:34,697 INFO    : TestEnv      : External tools using:\n",
      "2017-03-07 11:58:34,697 INFO    : TestEnv      :    ANDROID_HOME: /home/vagrant/lisa/tools/\n",
      "2017-03-07 11:58:34,698 INFO    : TestEnv      :    CATAPULT_HOME: /home/vagrant/lisa/tools/catapult\n",
      "2017-03-07 11:58:34,699 INFO    : TestEnv      : Devlib modules to load: ['bl', 'cpufreq']\n",
      "2017-03-07 11:58:34,699 INFO    : TestEnv      : Connecting Android target [HT67M0300128]\n",
      "2017-03-07 11:58:34,700 INFO    : TestEnv      : Connection settings:\n",
      "2017-03-07 11:58:34,700 INFO    : TestEnv      :    {'device': 'HT67M0300128'}\n",
      "2017-03-07 11:58:34,816 INFO    : android      : ls command is set to ls\n",
      "2017-03-07 11:58:35,276 INFO    : TestEnv      : Initializing target workdir:\n",
      "2017-03-07 11:58:35,277 INFO    : TestEnv      :    /data/local/tmp/devlib-target\n",
      "2017-03-07 11:58:36,858 INFO    : TestEnv      : Topology:\n",
      "2017-03-07 11:58:36,860 INFO    : TestEnv      :    [[0, 1], [2, 3]]\n",
      "2017-03-07 11:58:37,058 INFO    : TestEnv      : Loading default EM:\n",
      "2017-03-07 11:58:37,060 INFO    : TestEnv      :    /home/vagrant/lisa/libs/utils/platforms/pixel.json\n",
      "2017-03-07 11:58:37,626 WARNING : AndroidTarget : Event [sched_load_waking_task] not available for tracing\n",
      "2017-03-07 11:58:37,631 INFO    : TestEnv      : Enabled tracepoints:\n",
      "2017-03-07 11:58:37,631 INFO    : TestEnv      :    sched_switch\n",
      "2017-03-07 11:58:37,632 INFO    : TestEnv      :    sched_wakeup\n",
      "2017-03-07 11:58:37,632 INFO    : TestEnv      :    sched_wakeup_new\n",
      "2017-03-07 11:58:37,633 INFO    : TestEnv      :    sched_overutilized\n",
      "2017-03-07 11:58:37,633 INFO    : TestEnv      :    sched_load_avg_cpu\n",
      "2017-03-07 11:58:37,634 INFO    : TestEnv      :    sched_load_avg_task\n",
      "2017-03-07 11:58:37,635 INFO    : TestEnv      :    sched_load_waking_task\n",
      "2017-03-07 11:58:37,635 INFO    : TestEnv      :    cpu_capacity\n",
      "2017-03-07 11:58:37,636 INFO    : TestEnv      :    cpu_frequency\n",
      "2017-03-07 11:58:37,636 INFO    : TestEnv      :    cpu_idle\n",
      "2017-03-07 11:58:37,637 INFO    : TestEnv      :    sched_tune_config\n",
      "2017-03-07 11:58:37,638 INFO    : TestEnv      :    sched_tune_tasks_update\n",
      "2017-03-07 11:58:37,638 INFO    : TestEnv      :    sched_tune_boostgroup_update\n",
      "2017-03-07 11:58:37,639 INFO    : TestEnv      :    sched_tune_filter\n",
      "2017-03-07 11:58:37,640 INFO    : TestEnv      :    sched_boost_cpu\n",
      "2017-03-07 11:58:37,641 INFO    : TestEnv      :    sched_boost_task\n",
      "2017-03-07 11:58:37,642 INFO    : TestEnv      :    sched_energy_diff\n",
      "2017-03-07 11:58:37,643 INFO    : TestEnv      : Set results folder to:\n",
      "2017-03-07 11:58:37,643 INFO    : TestEnv      :    /home/vagrant/lisa/results/Gmaps_example\n",
      "2017-03-07 11:58:37,644 INFO    : TestEnv      : Experiment results available also in:\n",
      "2017-03-07 11:58:37,645 INFO    : TestEnv      :    /home/vagrant/lisa/results_latest\n"
     ]
    }
   ],
   "source": [
    "# Initialize a test environment using:\n",
    "te = TestEnv(my_conf, wipe=False)\n",
    "target = te.target"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Workload execution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 11:58:38,241 INFO    : Workload     : Supported workloads available on target:\n",
      "2017-03-07 11:58:38,242 INFO    : Workload     :   youtube, gmaps\n",
      "2017-03-07 11:58:39,292 INFO    : Screen       : Set brightness: 0%\n",
      "2017-03-07 11:58:40,713 INFO    : Screen       : Force manual orientation\n",
      "2017-03-07 11:58:40,714 INFO    : Screen       : Set orientation: PORTRAIT\n",
      "2017-03-07 11:58:43,978 INFO    : GMaps        : FTrace START\n",
      "2017-03-07 11:58:45,948 INFO    : GMaps        : Opening GMaps to [geo:0,0?q=London+British+Museum]\n",
      "2017-03-07 11:59:28,839 INFO    : GMaps        : FTrace STOP\n",
      "2017-03-07 11:59:52,547 INFO    : Screen       : Set brightness: AUTO\n",
      "2017-03-07 11:59:52,548 INFO    : Screen       : Set orientation: AUTO\n"
     ]
    }
   ],
   "source": [
    "results = experiment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Trace analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "For more information on this please check **examples/trace_analysis/TraceAnalysis_TasksLatencies.ipynb**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 12:03:21,641 INFO    : Trace        : Platform clusters verified to be Frequency coherent\n"
     ]
    }
   ],
   "source": [
    "# Load traces in memory (can take several minutes)\n",
    "platform_file = os.path.join(te.res_dir, 'platform.json')\n",
    "\n",
    "with open(platform_file, 'r') as fh:\n",
    "    platform = json.load(fh)\n",
    "\n",
    "trace_file = os.path.join(te.res_dir, 'trace.dat')\n",
    "trace = Trace(platform, trace_file, events=my_conf['ftrace']['events'], normalize_time=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name=\"GLRunner 484\" pid=19308\n"
     ]
    }
   ],
   "source": [
    "# Find exact task name & PID\n",
    "for name in trace.tasks.keys():\n",
    "    if \"GLRunner\" in name:\n",
    "        glrunner = {\"pid\" : trace.getTaskByName(name)[0], \"name\" : name}\n",
    "        \n",
    "        \n",
    "print(\"name=\\\"\" + glrunner[\"name\"] + \"\\\"\" + \" pid=\" + str(glrunner[\"pid\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# EAS-induced wakeup latencies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "In this example we are looking at a specific task : **GLRunner**. **GLRunner** is a very CPU-heavy task, and is also boosted (member of the top-app group) in EAS, which makes it an interesting task to study.\n",
    "\n",
    "To study the behaviour of **GLRunner**, we'll be looking at the wakeup decisions of the scheduler. We'll be looking for times at which the task took \"too long\" to wake up, i.e it was runnable and had to wait some time to actually be run. In our case that latency treshold is (arbitrarily) set to 1ms.\n",
    "\n",
    "We're also on the lookout for when the task has been moved from one CPU to another. Depending on several parameters (kernel version, boost values, etc), the task could erroneously be switched to another CPU which could induce wakeup latencies.\n",
    "\n",
    "Finally, we're only interested in scheduling decisions made by EAS, so we'll only be looking at wakeup latencies that occured when the system was not overutilized, i.e EAS was enabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Helper functions to pinpoint issues\n",
    "\n",
    "def find_prev_cpu(trace, taskname, time):\n",
    "    sdf = trace.data_frame.trace_event('sched_switch')\n",
    "    sdf = sdf[sdf.prev_comm == taskname]\n",
    "    sdf = sdf[sdf.index <= time]\n",
    "    sdf = sdf.tail(1)\n",
    "    \n",
    "    wdf = trace.data_frame.trace_event('sched_wakeup')\n",
    "    wdf = wdf[wdf.comm == taskname]\n",
    "    wdf = wdf[wdf.index <= time]\n",
    "    # We're looking for the previous wake event,\n",
    "    # not the one related to the wake latency\n",
    "    wdf = wdf.tail(2)\n",
    "    \n",
    "    stime = sdf.index[0]\n",
    "    wtime = wdf.index[1]\n",
    "    \n",
    "    if stime > wtime:\n",
    "        res = wdf[\"target_cpu\"].values[0]\n",
    "    else:\n",
    "        res = sdf[\"__cpu\"].values[0]\n",
    "    \n",
    "    return res\n",
    "    \n",
    "def find_next_cpu(trace, taskname, time):\n",
    "    wdf = trace.data_frame.trace_event('sched_wakeup')\n",
    "    wdf = wdf[wdf.comm == taskname]\n",
    "    wdf = wdf[wdf.index <= time].tail(1)\n",
    "    return wdf[\"target_cpu\"].values[0]\n",
    "\n",
    "def trunc(value, precision):\n",
    "    offset = pow(10, precision)\n",
    "    res = int(value * offset)\n",
    "    return float(res) / offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 12:03:53,563 INFO    : Analysis     : Parsing sched_switch states assuming kernel v3.18\n",
      "2017-03-07 12:03:53,564 INFO    : Analysis     : Parsing sched_switch states assuming kernel v3.18\n",
      "2017-03-07 12:03:53,565 INFO    : Analysis     : Parsing sched_switch states assuming kernel v3.18\n",
      "2017-03-07 12:03:53,582 INFO    : Analysis     : Parsing sched_switch states assuming kernel v3.18\n"
     ]
    }
   ],
   "source": [
    "# Look for latencies > 1 ms\n",
    "df = trace.data_frame.latency_wakeup_df(glrunner[\"pid\"])\n",
    "df = df[df.wakeup_latency > 0.001]\n",
    "\n",
    "# Load times at which system was overutilized (EAS disabled)\n",
    "ou_df = trace.data_frame.overutilized()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1ms @ 26863.66521 [CPU SWITCH]\n",
      "1.5ms @ 26865.66686\n",
      "2.5ms @ 26866.69789\n",
      "12.0ms @ 26872.9786\n",
      "2.8ms @ 26884.95497\n",
      "1.0ms @ 26885.95852 [CPU SWITCH]\n",
      "2.0ms @ 26895.22396 [CPU SWITCH]\n",
      "1.1ms @ 26896.19532\n"
     ]
    }
   ],
   "source": [
    "# Find which wakeup latencies were induced by EAS\n",
    "# Times to look at will be saved in a times.txt file\n",
    "\n",
    "eas_latencies = []\n",
    "times_file = te.res_dir + \"/times.txt\"\n",
    "!touch {times_file}\n",
    "\n",
    "for time, cols in df.iterrows():\n",
    "    # Check if cpu was over-utilized (EAS disabled)\n",
    "    ou_row = ou_df[:time].tail(1)\n",
    "    if ou_row.empty:\n",
    "        continue\n",
    "        \n",
    "    was_eas = ou_row.iloc[0, 1] < 1.0\n",
    "    \n",
    "    if (was_eas):\n",
    "        toprint = \"{:.1f}ms @ {}\".format(cols[0] * 1000, trunc(time, 5))            \n",
    "        next_cpu = find_next_cpu(trace, glrunner[\"name\"], time)\n",
    "        prev_cpu = find_prev_cpu(trace, glrunner[\"name\"], time)\n",
    "        \n",
    "        if (next_cpu != prev_cpu):\n",
    "            toprint += \" [CPU SWITCH]\"\n",
    "        print toprint\n",
    "        \n",
    "        eas_latencies.append([time, cols[0]])\n",
    "        !echo {toprint} >> {times_file}\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Traces visualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "For more information on this please check **examples/trace_analysis/TraceAnalysis_TasksLatencies.ipynb**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Here each latency is plotted in order to double-check that it was truly induced by an EAS decision. In LISA, the latency plots have a red background when the system is overutilized, which shouldn't be the case here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 12:03:58,243 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:03:58,302 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:03:58,304 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:03:58,308 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:04:14,282 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:04:14,461 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:04:14,463 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:04:14,467 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:04:31,485 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:04:31,801 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:04:31,802 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:04:31,808 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:04:46,868 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:04:47,314 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:04:47,316 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:04:47,319 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:05:05,067 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:05:05,644 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:05:05,646 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:05:05,650 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:05:21,738 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:05:22,446 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:05:22,447 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:05:22,451 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:05:38,374 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:05:39,225 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:05:39,226 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:05:39,230 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n",
      "2017-03-07 12:05:55,378 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:05:56,378 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:05:56,379 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:05:56,383 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n"
     ]
    },
    {
     "data": {
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Um9oJzKOWtx8HUWrPJjQ+7wTeGnM6EAJYqsd26FybFusxvJsa8+WAxzPzuYjYmvI+ccej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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f831d1c0450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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oUMaNG8eSJUuYNWsWdXV13HDDDfzLv/wLDz/8MACPPfYYt956Kw899NA7/i4O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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82be643050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSR0GrpIkSZKkVmtl4OozrpIkSZKkjlYGrj7jKkmSJEnqaGXgKkmSJElSh4Gr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\nHzCxZtx1GireAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82b1c55b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NGzjxxBP59re/zSc/+cl2/C1KkiRJUsvZQJHaQLkrRlo7fjj+4A/+gIEDBwLw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\niIiIiIi0QwkUEREREREREZF2/D+ITpY6TNoIJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82b8398b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SJKmlkYGrJEmSJEktBq6SJEmSpEYzcJUkSZIkNVojA1c7Z5IkSZIktTQycLVz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\nKkmSJEmqNQNXSZIkSVKt/X9eFLlYpUN23gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82c635bc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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byy+/nHnz5m37rhRJkiRJqjUbKNJBJiL2+LqSz3/+83zxi1/kvPPOo1QqMXXq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\nghMoZmZmZmZmZmZN+H+a1z11l3b2SQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82c5bb2e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSZIkqaOVgaskSZIkSR0GrpIkSZKkVmtl4OozrpIkSZKkjlYGrj7jKkmSJEnq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\nas3AVZIkSZJUa/8fy+gA7wm6YUUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82a7eb5a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9lbs1wOnF+jRg5+1Xjr3uVdf8Ofa6VY/kLiKG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82a8c839d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kNZqBqyRJkiSp0RoZuNqrsCRJkiSppZGBq70KS5IkSZJaGhm4SpIkSZLUYuAq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\nIyJWRcS54yx3QkQMR8RrJtrmyBvXKVYVliT1tmXAHwCLqs/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82b6619090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4zK7YzK+4zK7YzK/YzK+4zK598UtkJUmSJEmSyrCBIkmSJEmSVIYNFEmSJEmSpDJsoKhd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82ae1baad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fHiVJkiRJaldHBrY+PEqSJEmS1K6ODGwlSZIkSWqXga0kSZIkqdEMbCVJkiRJ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\ndbT/Dxfnm0esFVTPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f829b524c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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22Wd55plnmD9/Pg8++CDbt29n3bp1XHHFFfzt3/7tYde56667uPnmm4kIJk6c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\n2DBUavIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82b8a76c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RP2TmgJ2n1KZiPwEurrVvK9d57NTH6J116nwW+RmLWlP1H8DHIiKydER1H/COum6H0Fvw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\nEhGvnmqdo09cB3xVWJLU21YAfwgsrT6nA0cD86uPJEmaRFu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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f82f3e1fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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ffJMhQ4a0+femrq6uxX+PIqXj+r1S6nAiohR4AvhlSuk7+X0vAVUppc0RcQqQ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\nkSRJkiRJqsACiiRJkiRJUgX/H9kWfcr0ReBhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f83160a92d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSZIkScNYt70K793L8EuBS/u1RJIkSZIktRn0zpm6YVNhSZIkSVJLIwNXmwpL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\nuldEPMAIbVoz85gOZEeSpK5T68B1uIS3jaskqcstaZieDrw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f83071cec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zzzyTY489loULF3LUUUexbt06Jk2axNlnn83y5cv3uP7vnH/++dx0003MnTuX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\nRERERERERKQT/w/YJ35YYnHNhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8300df0350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot each EAS-induced latency (blue cross)\n",
    "# If the background is red, system was over-utilized and the latency wasn't caused by EAS\n",
    "for start, latency in eas_latencies:\n",
    "    trace.setXTimeRange(start - 0.002, start + 0.002)\n",
    "    trace.analysis.latency.plotLatency(task=glrunner[\"pid\"], tag=str(start))\n",
    "    trace.analysis.cpus.plotCPU(cpus=[2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Overall latencies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "This plot displays the whole duration of the experiment, it can be used to see how often the system was overutilized or how much latency was involved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2017-03-07 12:06:51,029 INFO    : Analysis     : Found:  2517 WAKEUP latencies\n",
      "2017-03-07 12:06:51,069 INFO    : Analysis     : Found: 15435 PREEMPT latencies\n",
      "2017-03-07 12:06:51,071 INFO    : Analysis     : Total: 17952 latency events\n",
      "2017-03-07 12:06:51,075 INFO    : Analysis     : 97.2 % samples below 1 [ms] threshold\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>latency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>17952.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95%</th>\n",
       "      <td>0.000589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>0.001422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.012042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.2%</th>\n",
       "      <td>0.001000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            latency\n",
       "count  17952.000000\n",
       "mean       0.000142\n",
       "std        0.000341\n",
       "min        0.000002\n",
       "50%        0.000048\n",
       "95%        0.000589\n",
       "99%        0.001422\n",
       "max        0.012042\n",
       "97.2%      0.001000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AN9d03YrqgB+gWq3/TVRB67tRBWC/Wv92FYA3G3V32lJCs4LvQpU2/meo+uJvYraq+RUA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nd1q09qcUH/H626Rit4GX6ibYnwRxkfpflmKgRGW2G8v/7cvD7cQqE+j2FbcZIhXAFMymq5g9N/\n2aYJZDVYq6QsD5Y9Qb7h/2fQleVW5ARLv+M1l77iZIsgbijrx2NPc/yv/u+eKlz/L6WcJlO3Bq6G\n/V6d5q5yxrKgKI/0Vr9nU9ORHsdjtYE77nEVkb8tIv9ERP6Qrv81EfkHIvIPReRtAs5vich/mg5c\nrc5eokSB6yi1hq537/HT/51BP9wgDngNU8PQmCNO6AgYjoFnDLt3dVmG2HJ+UBmzBqQ+g6cKNzou\nZTjQqxHp9nkR7brnPIf85mY9qCPfg8FSqhrppUbTTKplYoIglBN9Do1FBItTirZUq6DcRcYtA1/p\ngYOvFnTAPVnjwNUIIs/qP574izDVEfKem3WI0L7Ap0gZr3ZnHFSPtyP5YbuA/EG682A24vcsbTBV\nanYLBvOvXh/ZnFXNZh0oL7OB60iOEIZec+Ch07pabYyKF7haE0PRWOHUbiKQx8fRO3otmjhOuzn2\nYvGuKb8YJsLWe1iemY9c8Bn9Pno1zh6VHWLWA6uMAldxAhWr6I3RimFG7pFvGXsV3ccOP7dhyUFU\ncSsR0zzLIyMYLIdDv6UnE0QYtiW1t9viG9T2iAMLJ2GaSCxLvFp8TmVcvWBY6+xiUfTO2bvvxv6b\nnhPDMsyyxXKm/0d8s2R4tlp+oSECHb4WXXmygeKNDjaPw3UyZO/A9ddF5C9j4CoiH4nIPxKRPy8i\nH4vI3xeRvyAif0lE/i7VPysi/5aI/Aci8tfTgaumCjOz9y5R4LrFsdqjYnpAKWelZi4L9A3TN4xZ\nDxGDDsEsT2eYEO7otSUjYzHqkyxtvwLm7RcJZug1nYcHqoHSo8OXxtFyaDxFH9T7A8hCxbnNlnnP\nJWF/fRP3vcFiI4TF2Per7bdXYWTphfTBk0pBT0UGMqbp2AOZur99m0uvYby0n9jfqg8mjGhgYT4p\nLEcOwgkspKUlX55MYtuWQx4FWcgftFn6HK5UI48xrS3rFGbr9fVY/tH2VTlpcpVtx5m8XNXIxliT\nAYBTGg+PRxxQYhteGQWOlnON48tWvsHkT2NP/a+REnUEP6PANZPthAUnGhgm8iviqRYL9oys47jq\n/UZcopNp2SFmGk6suCH/uYur/nqy5AVYkR1FnGeqZfuwsD7jp2ejJrantIwb5BnidUlfE/jVxg+k\npRVQDfjXverM+o/hsZ5l7OzM9h9rQi8zJmb5BxNtIqWHqbLEZ4Vk+uhlyagNQZ8n6vtgtVWkrGS4\nu8Y8WZa2T5drd2Brxs4mx4SHSdadTxUWkT9Hgeu/KSL/E/z+GyLyN4Ln/3MR+a9E5H8Wkf9RRH4w\navNDWXFFoWq6iQLMhg9z5bVdVGz9PMK7xaoAdAI8Wsmog8BKQB1BWm1c1+Cott8EFox+64OWGWVV\nOlqDSKSkRzhNc9YQ8ewSysDo2co35knDaxYPljErkLBWa7LH1dffTWYQRoUbzuRFtOX9ZaMZVYDV\nyZHi4gWIOuASWP3y7asfxXxG3m6ZlRytZIMd6MwT81GvbQnQSL2aTmfkC/ucaRsHTEumosCV5VTv\n85xpDTC9wJUdEA7uuI27u1zQem4FPqx4PaItrhRbdUZG9X6le62cetbtPc0Ernov942d7FJsOzaS\nZZF+4i0TDGrFlSeLvpYdiRwq3XdqFYaRgYnyyhV5P5MR4QUW+ht1LmqfK77az4KvsFkGsvtkPZkq\nNPFq2ZUz9HN10vYMTSzaR+mPW0/Ft1anLBpY9EB64jXc1zqia/0eHgCpJXqlGcpHVv8Rf8/38Z7N\n6AjqqzVBynASNtcMXBEuy7h+Ij8MPXDHger7p89/0UUktqmVHiLlNBZAn0QGbdRXMbXT8mf0CNPx\nSznROfBfdz+cyQhc/10R+W/h938kIr+TgBOuuIrIf1L3wf7+v/bJJ3YHRwZytqATxtVhVLj6oYKx\nlJMiGc5ZJjWtm70SmrnzFBjbLHVfAysYwGzfjzQzM0oTKmX97rPM7AobPMRL8R/N+PI1a4C1NvBH\nfUoqo8iYb8O+OzLh8lSNgK5IBDOendEewG4GSfGwnmE8uZBMt9tEYh1RGUMYTBeUjfpdYQ+rN0GT\necWThQfTYTTDGMnUKMDyVoMqARoNcLWN8VTaZfeFAY0bb7wZYb4/s6qckXXrOYs2Kghop5gGen3v\n9LSsncNVDaWVJV9MU9SrkR1E2LWKlDUNPBpimaWTTiKO0uVqX9q5CNj/Ea8RxiCosVYClrvvcs6f\nRY/AqXQDCtQl/c08HfHGw4txpFWZlWyNaGnJGxfEEWyBpqAXOW3XWWQxyWjBbzJq6UIpKxutGVa7\n6rO3mo100t/RWLslywBtq2VjEQ8Pd+u3NxbMZKBYfCPb5e3FTVea5FZZ6r5ncI/GHc4QGU0oRavL\nI16WMieXqF+J8bXRpNA+ZdBhkV6n1PatmsYfKC+ezOF1lC1oB2HrZ5swVb1K6Mnur8PZK3CdqZ9+\n+kxShZG5OktZSpsRYWFYzcYjDFQmbJ/TYEoP01QWa4Cqz+GLiFWYFlmGJ8eKFH+Gqir+4fb7rt+o\n/+3eTGocGttCz+Jv7deWAavOFjaQnMY1C/Pc944mBxOesNCKstYZCKItv4haYerEBzc5fSy8xaN6\nvbFMBnu0ohNFrfay96Lczjyn8sF8sn4L6AvLaaat0WDKeGERmMAqZbuzwlVT6RHmyHFH+1B/NxlV\nHEZ4XF/7esXpXkgPnHDB/6NVXOzrDG0iuXT+Wx2wY+Fn0RT1qpT1vjltE20Z6j69W7WTUW7DKxnZ\nrfQXgb55dPVeH8fvDmeZx9/s0CONosBiRg9wUtzjURJeG2tHY2FWzrgcj/PvENc+8hjstYc0dIIr\nEeKJV6APIsV8b3yDm30Pe0Q/WnXq/rN0DWWKZXDE+4AP4Rjo2QINyCweDdJCm58542c0phhF4eLY\nyOOXNdHK9GT4aMeOp0OMmjxl7biFq8Vvy59dlgfeZfRI+4qyyb4Gwo+2XFj4so0BeI0mTE+QY5Hy\nQEc+o+Z4jM9JOdentXRN5S+zEAX1MVZcp1KFt1SRN3Eay14l66xZyoeOGv+PgVk02wOwMbBICQor\nqNKK/9P2S8kpKRtRD3eFmXUEI0cC4W2cVR0ejoT80TZLsVdtzlVmq99bg4rZtkZtAAlKKfsYL8Kh\nGctjn6JSJJbvbjUZHYz63Z180ZQmHqBm+zaZbrp6P6XAvmQl8KV4rYE5OhNWcCnJlWZcxRnVw6Ff\nMWd7eI6Mj2bZMzZCdS5Jf+3CFp5ZMtDZGA8/i6az/C+nMUPbtm4tIv1BeFwy2T8i/djCgSung7GT\nluGvVqRFhFuGvpIYU5GekQ6MXl1TZU6knAIQpEHG/uMhcB67yKZOVZx8GMiVS4dSSrm56eka4Vub\nCvfpJ+nSXikyM5lp8KiVLBwMtvH31sqvrUHdUhncCnvC12iLGswsD99R25GPOfA/UUbub9+e8I9s\nI0+0RDKPcp2h40x2TZYvbA94soHlbcC7FTp8UnFEl3NqIF8pf4PqY6y4/nMi8n+LyL8ChzP9xSy8\nQVu/ISK/W9/pc2LwpUo2cMXgD2bE0gzi1QNsXx6OQt/yQuSp+0fv88TAzRFI9/CjbGUDEp0WqUoQ\nrRQjbYP9u629p6zJ4HVaDhi2NanhtTMyutHEjUHTdpv3PMoZy2IkC7OGl+Snw8m731oFoN84uZTi\nE9JoS9oszipnXlVTB8D727erzIgOXwsHDTQygWsS/y0DWIhjtrKdYflF3iyQ5ojXZ1bGR3TQiZxo\nxZXx08mBTOCGeI5sTJjTSTSoVaQ03DVo2nzq7d3dCd6ZdF2951rEdNxalsLI3qm+ZXwBp2/ahI5b\nnWxFK4EjnJhFFoysfo7kyrofaTCSyVLMVGcey9sjdKZGut7ejt85b8nNUuI+IKE5mPDGry3VG7e3\nwrWyhiK6YrHsggVra18Zrpw5Pojkxse9K9N4Vma9atF35PtUnok82Cz9zPBrkaV8ff3j/eghctaE\n2q6Bq4j8DyLyxyLypyLyj0XkP67X/20R+b/q6cI/zsCaqZ/KM3mPayQ06MxajgcxdUoRrf/0+h7O\nVGblNRMYzxxz7hlSplkpYyO01yrhObyK+onwdggA0jVLl1JsZx3xjw7i2BvvWkVOeHQrRMfjeAIj\n4GH37GJ85/47gSvqoD52UVmycGb7YOHryWJWho7GO+YsuVVcKn6bJl1mqpY9ZJBXxM51QrPVC16x\nf3u0E00ERUXkfPrq89Fk4izNWA7gU6T+fvVq2/iIfa/2xqyBfVUnvIGsXxp4nGTAzwwt6+PTMnp3\n14/1YL8iOcMJARFjFQfhMA2ZlrwSb8npGfby/vbtui9VBoavElFekwysJhsM2GGfsjXjZzLOs/wf\nTTRgPywezurTQPd3r1amhEXjDB1m6szJx4iL0hlxG/EQn0E4cjpbpHvl2bnjsLe9w5OvWX4Z13df\ncX2K+uxWXFngUOh4v1WSucuyMeXHM3aI2yXTUbl6BmqUVpUQ5pAGTFdO/d2pbnKyeGZ90gnaVGdW\niCInAmnLcluKv8fVox+fJDxTt/B0L7paEw/a58fUL0yFyuJ7TlsVhgg5rNkDv/bkgdbapzbPkHxO\nJyz0Gf2rySSUcGLE6k+CJ7jq3dmRHVdzO94rrXRSNXuqcNL+8omwWx2kXd9RasnKSGZ54hbtWfUH\nzImb0US2BJM3Wx15WFVp6G6VD5YFvFa/N3IwLUf958KwPbz21AOWV3xnsEdbDlyX5eHnzB5iQ87U\nt0vZLB5vZ7OM1NeyfI4ATksRdnjY6DezH9KT80m/YVhRxkZ+gpeBs6WSX9CyOUS27TtP1FHWYDfO\njXguh30mSrZmfDr1gw5cn32qsFNF+hmPDHO9wfvb1zf2M4dDf0rwBRQEFTIt3Mgj/KyVZ2/PTg8Z\nKRrNaIuU+bSoPXC5uzM3y+8VvKKD1F6IPSsb/P4x5L0XuOpnhqYIQz+3pP3uPVsqCeeZTyaklYbR\nCvDUCony4ZJ6PVNvb09B16w9QNpx3TJLzbIA9gVXuTreYmCKdEW7j79VrM91blifosorr3vyz5HZ\nprf4WUo+qEI5wOCu/q984M+zKvLLqZoa33AMskVEymm1HXlGlQ+62jvAmgreNZjKbO2A71tSAfFV\nGe37aMU1u/fcaW9zqnASvkfTJluUhZCida1NTLfiOGMHou0iyA+W21m+UArq1LNVDhpNSumu783f\nDmeLhhecGAnlK1Mx9XyAo7YTtdf4dQF7tZK3nWF/0IGr1n/1h88kVZgNSiknXMgpFynxxva9mBzB\n4iDhOVUnGFKWvr85mM+1fbVIW4Y1mGF6kHbiX7bqTFGWpjoTp68N8Gbvz+UR930Ed5QZoLAyBgln\nOKPBCGfUUTZnJkVAT1ODBMHuwEnyiPssD6IU3hHfPDgeDUb3WSuu7MjU+1A2i0jovIuA45qhzZb0\nIa/iSsKGgVKkdI549O7CRo8tNmJr9SaIJmt39kDGacEUeS3n7KubmZA4Tq7UltLTB/ShW+3gen29\npusSywC21+QBa9RPnCglGex0eMIX6HY17JGGj+nKtE3CfX2GNW55suLsZR3WjPyAPE/Dt2RKy93d\nSvxDWie3UCn9VvRkmaE685768MTYjTZTz4RQOph4J2p3sjrv067EVthMb2txo4kXbvEA+W124pzA\n9UIrpquKenjuxL7H/3MniUHGOn3T1P7Rqi73Vfnk1BcRuL754Q/7zl6qjALXLatDivNACEV8A6mz\nnXz/sP29AtctgfbI8ZkRdquWRP+JFp3xzBzisONqK65Y6ee5M2HmATsDg+eu4GdlaUP9g9cHW68U\nbjb16HBYiZXrVAR7+lQE9HfY5u3taiVptdKQgfOcag1WtS96eTUhVz9FTp+tu9aK/qxObq06M11K\n16biOarslHMaH9ez8dWSkBF2DnfbJ5x9rQgX/a/yeaULVNHJRLnhw8HMk8azNgYnyBDPUuw9iB9/\nPKb7An0FmNbtjQYbJ6C7SZOR7cf/iS2zNmc1piogS4eJrE0mM+OWtWKJgDL8ncZQcX4AACAASURB\nVBkTLb7P1BWyfZlZDRfpx6Qp/YVJ7l303ts/n+UD8nPv8Q2D140r813Zst93lg4DfDqRkrUtLxIc\nQIUnCePKa8YmOhN5uwa/ir+jC1aGKfd9Ro5eRuCKTFECXKKMAtdoj4y14qrFErCkQCHPz50B0lXM\nlUAxbpaTnjV4Zxq47r2lHPiPVphmcvW1P1FanLdatHEVqTWP6VBZnCue97dvd90T9q0kN96P6Kl6\nY606on5FEwYzr1KaTU0GR7ehNIJTg9YwvQz7qjCzdBvc677cfVliW8Ar2kiP+ilSTgcvze7DQ4fo\n7i7NN5E5J3DYP7KvImP7tMhS7m/fdizDgL2ReNZxHNjG9u5kvI/3om5xMBB/hMmnYs9mDmhR3urk\nUgSL7GLjR8Ux4s+3r34U44MwZ53vLasNuJJTJx5dv2ACl69vltP9lV7h2RbKRysYJPnv7C/YvkiW\n319/3tvIUrq2wlfWcP+dV/eIlH4sH9mLLfzacJqwK2dUZmxB+l5tCydtDdkS1ZktkyQT8qp2uZvA\nYT97pn9aUQaQtkiDUSV7s5p4VDR55dUKAJO20FosSvPfoO9QFmbtdEQ7tAFIP16UMXzY0cIGZixZ\nstb4LFIOt9+f4EZ+JtPr7m7/97g+ZtU9rm+8zu5dtq64PtaJaVY9Y+Z3WPndYp6yaP850IyqlypM\nM/Mipfzsk43BlfLyqXhDtaEF34cBrJ7UrHTVmcIzV7S5rgasWTpbtF6W/v2NEU6ZYFSdyWywNFoV\ngEE8SjPsXl+Cn14/ttDQw591Sou2kdW3QCbPClwVp9vbR111fn/9ecN9kSUdELfXkgSvf+pSoifo\n+6cffeLi8f7msOYXyiePNcCfIme8egxt+ETaf0vDKyAfEYzB+Q0NPOyV7Pp9qf1X0StSRpVP9c8E\nAoOsKtRfd2JqhNOy9GmS+N7qLJzA3mJ6KPLNpQH2H+THavb+sOxit86qOumHdtS6D3VhEl+1A96W\np9SWmsFkT5rPFr+ivdyI2yV9Wywbnu9kaSYIzkw4lRPYFFzg1/1hEPR+8omPW+QfZWQn4O0edbTQ\nscgS29sMn169KiLy+6V8oIGr1mcTuLJjwc96s81ZwQCGd2mtzHAt9Iyr4LMHIOHs1PG0PzNKZV7l\nvo9qNj30jMpBsKlEFn2z+C9LM/TTKbiZCRGL3xE+zLs9ncHIKcL3Hdbfq1fOKP57TyRk+IYOqKXv\nCAfozKk+7XtA2/dyc/aqorZzuP2+5z2mV6Fs6Ke18ubA1zbad3CSGmkzqy2MA9Hw7GqlfpLj0eFv\nzbBbcoiyUO/RPmNz0/vn6mo40tKUV2/FHNO4rednaxRkMJ+grORD6WOliOskENEbnb6uCezXaIKt\n0itzGMlKB6z+0zOurlp7sUaB65mvciki49VGb4+YTugpHsSLkF6WP1PL1Iqr4oHPLwR6kOGyadzC\nFSuENXquCToIPV43Vhx3q0qLgbwuS7EPeavfG384WIl8V4cH7uQY2827wauFuJ9lEAAi7okJ9w40\nyy3zsNK3ZU4pDRz50PG7Y79FW362wj1rv/XdXfrtG7uezbFHhVghom9HS5bDjz4CHr/UwJWVao+S\nDFybY8HP4qC9dY+CNxtjCcBjCWdgTNoM3YbVlnbKLqbNRM+UcuL5TDvRkd84siZTsdUIrtDbSlvH\nqQprZsV1NHgfTyntDf+Zw0Jm0mKy9zl02KxPvEKt5YzVwe7U0q11hufnrGRmbcTt7UkGluVEKsRR\nvz9F5gmuKqlzi0GNF7iO6uFwcm6Wh/7zLUX61bFGp4BXes/UjP3svj5tb9RXPJwF9RD1wEpFHcHT\n7ygnvCcTaCbi691wchXpisFSRpcTNrbr7wimjocev5yJC+xK+29m8hYn4DK6ZuHHE+AcuHopySin\nWCMHtdqRBiNrdzmNMaMXqD9Am1CONdgv1Ef8Pml78a0J+H0FO7NFKep3haOy5E7AcNac6g72URKT\nlUiH4yC9PXoeZYBwyMpxRwalwcAH/VZeP9wPPnw0hrdXAymda6aIu+Koh79pnwY22eQXTlp5E4NV\nXl1+q40Y6QymUe9RWcai9hMxzsva4+opxF4lGbiKlM7gLUug8MzccwWE05cuWTNCqHVm/+0M3Ijn\nl+iztcKDn2hESrxnLyUTM++33aHirKqupGsNaYKyWwfdSoJHxX+al96KgOc4zARf5wRqiRTGtsq0\nEP7W/SqX2dWWPeqFMyY8mnh69f768weeX1/P7zVelk6uI70WKb4DU/mzKcvFWBkUqbwvpXcWZ/Uu\n4tXh0A4+C20W4Xh/+/bRZ/bbqon2H3QwxD+b4RONY8wfa8Wx/od8Q541n/0RaTasKv8FcEZkLVka\njd8w0dACi3PxHAV7W2Bmxl+kzd7y7smkNXZZNWMHEgGFTkKL7CybKFNWxssGmFszmjqW3n3nrzzf\nHBp6iqOKwbKUJxn3LlJBFrzsMtMHGcGEyQHk1cxk/wcduOoe139dTkvIq/oMAld8Bpk/XR/D2ZzB\nw5qpI6FvAo1F+UKzdN332cD15qZvP1MxfWpU8d2ZfGiK9pdXFwaDsamoHm134n2TvySNcf/Z1zeL\nifcff/xL+8nWTseyp2rU/3McqXMmXUS6E1WjADa1r1F1opQeDspZvT4a8JvsiJz2d6L8W7ILz/Pg\nttuJuIifpyvn6E/kPEa/965bHSLY8+0dmhHqAcoQmHC91vhqjYOWc+2s6pwjE4oPXp7a95sMXNv+\n5mWNe1tpQj0IAgGF1fa8lT5wbTQWWNEf2etzUhG1Y/odfR0cr7WMgviELV+J2sjunmlbpyrKPcpJ\nku7IP5Qd6790zay2zlaecHJkSPc2r+Sk0miT7lbaNjd9ZtwNbHqHi2FnrKpfu/cEl36SUvvvjZXD\nVw4pLqpT+v+HFOzCmNDs4GiSnidHrIyUCd5/0IGrVl1x7Q7huEQJAldrdarxGPZYpJT7sYU4MoLe\n4OSlmIxgYupZBq/jMVYKbNPrFysJfJ9e+bAUUgfojPM34ncmcD1DPjrZRCfLgqnpoVleWXx+zvVC\nDhDSddqRLGW9F43rUx725tHQWmliB+tDkIkkj5albDs8Z+vJ73yIitJT7cpW2o50oK62ar+1iJTT\nNdzKgWOirn5O4JaeuR/U6cOqEPeRfmGf9dmt+1drQIjz667NGAWCs3ZhNI6or5NYOQ3pGY19CAeF\ny6vWePjY+/Wg6lf3kKWdalvZqmML+ptFglcZzdTsKq5DB+v7U9VzJkXv5dAmZqPxm/usZA8nOpW2\nA3/5OdCQ8RIp3QRbdIDhqu68APNiAlcW1D0XWluZWXFtUly/Z04v3MsAZwaw16/7doNnhrNIOECp\nIOuAp/1HnlhtsUDDStCwnvMaoDrD2Hg2UsTonX9Kgz34iLS9xMCcnLm9l8NlAqXnFHydg4u3uqfX\nQf73riJr2F2GQyJlnvcimbpeZaSb5EFbaLxj7qwJocR7NcOKduOxXhKfkTEcD7bqNK5sI7xlOf+V\nGAqTaWj0pTnqJF/fvvpR++k9//7684fnAt6Y76AWIyAlORcp561MQ1vTzu/W1+pgP/aSNfzcUvW0\nd94GUnE+d4JBAwJk4wc5scUHDWb57VWkA/oSbGcheLXgqJ6s/n/tbGFIHHp0ybrp9TLZ9P5ZmOjP\nljK3X9fROZHSguFvX9/4fa02xONrpjZRyshbhh4Al3cillL6PvP4pnL188DVX3FFJVCe7VpGgetz\nTRWzKqfJlmLfMxLqTKoZCP6UIp3rwE5UPCjh7HQrr34UpLTzypUxQA0N+xYnPRPA3tx8mE7FP8v1\nMfiF+7n5nXg8UG2xXc85fWpW1/S1Vctyeq/3Fj5lslAuVa0xIsIR5UTlwoAlUlb37rFXLO0I46TL\nI9GyS0dUehT4+di8fcR6L4duvBUpqz10bsXg7TmMScqvPXGB/b9KL/0+8373RZa8nXgM/3VvOdLD\nO4kfw+dGe2Cr/drVD+Tsg/pd+Yr8LiJtW9aWirp0OEB7JF/nwp+aaNjZtr7IwLVj0J4lueI6faIa\nCzcr4xOtGoQrrYyvlfrwmPsVz6zdsfHnOoWzAwA7/TxDdc6AYs2YW7y7BF1VHp6b/GL9gGR0ql4y\nsNGTdtUW6nU9yCQjW5mBbFYunUPCnmXdMpCjXdjTUX6s1RbIOmordt7qHcpWQg7OSQ0UKedvGYn4\npXbQ2a7C/RAp2/HisyMma/dO9Iz+RJlaGlgU4m/9fS+H9tcmuj4n/cZJvNmK8qFF+rT5JgcTfsFU\nKifStTGlPC8a71BxEsCt1R/b+wyGJidK651h47750WvBlrvv1qv5A/itC/DGDAt2pwvWZPYkv6zr\nH3TgqoczmYHrJXKFB4HrboPfI58kO10tYQwOLVAB7+R7J1x4VqyD/dgziBoE7REM7ZUqjM4876W9\ndOD6IdcPdcAGuycSn377QVR9jcBT4/HUlfV179WmJx5zRi+uH1Y8ybzKi0hynLlU4D7ilabjipw+\nlqWIlPIzSb72jmtie8Cjjot6IrHzv8gGG3XGXsx0nYQ9vaf63Hqp7ADa3vUia2Yi/XjmQarJGso+\n8OL+9m3ar7QOARMpLbBtwa0usKEPGNgGnAgZ6ezX1z8+wYY2Ni/qUf2gA1etb374w17ZLlUyK67e\nHiTEbU/hv6SDTSkrbluREYUZ4I41WRyyBtp6Cfdzr1buv7WavcXR0NTES6UAPec0zmwNaMMzllPO\n1VbanBOM6GBMKnYR+6A2MLIHj5x6pvwRuZD+g125yEz8qO6RgeHxy8vKyDyrld8x+ERph/dymNO/\n4/qgG4/v07jcvi0i8epHm3gtZZU+O+PoKaoPgE6nFF+c5lEbGGDe3OwnE48w9phpos2olu7ajD1I\nyViGb3sE76jzszp7ab92YzXpO0GPvQKrVXVkNvQrgL+tX7TQIFJWb+dorjDwBVnUfvMCFMsE1bSc\nl5I/iV+r5/vU6+9vDl37IvL7pXzogavX4TPLCkQmcEXmK5ALKupetQk6Cl/VgPDEvCd0Uj74ivt1\nPBpeejXgKXmnFvaZ6cjZs+dPFdTf3JwO7b5kcKUTIlEw8+rVfqv5MzK6N+0NGX2SwFXpsLe+PlPb\nvchymfTdM2g7xffRVpnalsh6f+ciy7QNwp/6G8fwJ6vX1w94iOyXOaFBmzNunL16P6rYbrmwrTVq\nS8HeO3BNZHMsspRv5fVD12VuQtfjy+bsAqOKxK/B2oVXO2596t6Ekqk4yXh3l+5PmN7L8M/tF59r\nk6Q78q07yJ5gPaR7v4TA9dNPfQKeURrhtEwErptelbClHg79APkIK7Bdxb4r0TzlWYCu9Vq4Af6J\nT7p7lDp6wbjWLQ55ZGCTpwq/xIonLoqUbi+RiO+InJ12+xhOJKUKu6dI7lGf2il+ovpkgesla3Z7\ng8Fzkdju/zNbn2D8wswDrS1t76looMZor0mll+YXOON0OHmBK656orjln1Xah2MXnVYc+WSLLKdX\noVyQJjNj7f3t2xYAipyJG/jws+P9cPX0eGy+hl6OcA3/1324+j51zNQDByDTzuaaGP9FHvA43H4/\njUd7z7VB15eRKvzmTR807VRWoLzA1TGil363V0OwKluXHoT0SApJeM9ooMjujdA0JhJsF+bx+Dh0\nfMoaBa/nDtCcBrhXKvIedaOsTlU0rth3pAG0z2O/fsHv05UGk12qNyte+m1uF6Ht4XDS91G2QGKV\nRWSwz+0pZfQxsgHIcTXTPGf0VXHOTCwMJsb++JMb/9mtExfPKegwJp5FgPaqR87z4diUCNQuvgf9\nnEODjLr7SaJkF0XIubVWBQfyE/HrnKontLa31exEz0YKvbaU1g+R0veX5bWUdo5Ihjfha2cCfuHe\nyGxbM7LE9JyiL+luJ14BnV1Y9XNZ6mC61wGO6CMfH/bQjiYJVjbWWiwrZRW4sgwxTURK7wexX2g8\niLQTKZ3sMT/Nvge6OztR8TJWXK0OblxtjVKt0yuukAZ0Ucfn5uaEj57OWMr6ZUs7DlyhUA76iilR\nw1Qofp8WK/Ql+/NYNTMQnzNLrU7LpfmfwSNycom/F6U3BFNRKuL9Yen2u4icieOZp31uaW9aT7Ky\n1vKRA/iov+fy+SXsp96jzh6gNCNvDmz3fZBnVIW1J8ypens7NYG32nsqSUcrMXHzXm52fe0G4vok\ntCVc2oqQ0norv5hXCX/juVU+0TYMIg+HU4A8CFxn8Wg48ARu4IfoM9bfe9MIV05n2xChTG7pdcL6\nblY64XlU/+QHvxDD8mi7ZfIPg0BYxW3+HgYzy7J6vPUfD2eaaf/wwJ+ugIx0p8TrqvDk5LN3wJTC\n/KADVz1V+C/+mT/TE2unsgKVDVwfsX59s/TCWspFUvi6AQjrxoGEFcmEGTisUzM0k7PaIusVoGW5\n4PtdrXqubOksxmg1LAu7lBx/sT1LXjxcdwiyUZYsHq5wtAZ/1P0N6UJnV23cWiWH14mEvBXZ1wZo\nm9pe86iKzTPPwdS+6Yot32/1e6eU9m6ibHRyopzeNYkydVE6G/uCVjTN0gDpPZKTQcWVFsUNv7v4\nJmEXkdOksMB7B0vJ2YItwQsGlIaNxQOT1PHTiWGmw7m8arQ1bOWWCVoOXEXIQS2lP4Bmg71NjYOD\nbKFmV0f8G/Cq3QOwvr6Z3Dc4QVs9cEvpi7rh8ktX7MrpuXJ7W0SKu+9T95GifHV7W2nswvtMmWQZ\nsega2cVlLfeI32ghQvnxXm5aWrNIKX/w+tBogyvHDTbSbJJXCAvpwgHxLrIS+b+ZwDUxacAp3dpu\n+19tJhaDZ92pwrRn1lqAazS9+66jXYO3nOwkj5mtHcAb7Q8fqmhNElp69TJShT1heuw9rpGhnjxo\nYrhHtiIoAnjx/jbF50zHZaiwl5oB/fjj8/Hb0ucKsrv+FPv5rq+38a4e0lNKmQtcB8Zzq4F/tBMu\nd6yZvg5nbPW70rfSoJtk43qmnOnAsefrGTYP7HuslO5xQvElJvJmD9XYq/Kp9fz6E70mcvrPmljA\n74MJI10BOWsPGfAPT/F1abhDiquHZ+dcRbIFp+GjCCkdRGrSEz+3YcIxXH3LPK8sj2BUP6H1fdR/\nlgNNCwR5e4x9/6vXdiToerj9ft3XjVVhDOm7of7pR/bBRD/75LXNq4Svma44MTjpx2EAs2msgZXA\nIv0WHaV1u3WG5qWBH+q/SFmPUSpX3thVt3U0vPH1MpbfyPRVBHnCPOGDFZE+CAxo602yVRI9fEa+\nYQC7Pa+lXsOhaJFlHWgHuou4hmNCpdUHveKq9Y3QLNNOZepU4dExz3oPG4W9UgjRWdFZYlaKyaqz\nfuGgyim9pazwao660hSUyYS9p3H26uzJcMuSX3HFVDTtNCh96nlH2Vc4cFp4TXFpahDREHmng5jF\nPww8jzu+3wzbWpZ9+A3H0a0CxEBHla4mmoyr9M7vcFIq2y99hVGWdoZe8+JmOAucaae+R/VeDuv2\nIvmyUv2xWPdV+ergqGxaNsFanc30ybsXcItSLlVcNzmxh8N5e0ORVkRPd7JTxx3voC4IhlFnVuSR\n3m7rtVk6YODK8DtZGfFTt8ogDuW0oog466frFKnNRT5V2PoVnTZEtTlpXkprRAtaGdoaGFkrIa3v\nNRhx7VRygon3OH59U2UgsjHkrCOf398cOnhbZCmsmtLo/R/JF/gHyJ+VvMogoKX9kZpRwP3mOny/\n5/H0GqfGZ8Cn4WXZKS+YSKziqumyhqqMHOGWO8VN5cjM7FBxmZRTMIs5GlvnXyAQJabamwXwLQ99\nCscE1gVvr2fVUZQxkXLS3cHiwnL3nauPqwA7E7hithfQpPUbbCTyUHHn1daVvwn86uzLcoLdxWGV\nNy8mcF0pxyXKaMWVBqnG3C1O+cTBJmxk8LfuGZhqW3rHDWuIr/bV+v/16xMdK2GG8NjxxWDQ6Ods\nH7kebr/v+tzRtUw4FdXZ7wQRNb3eFwY8nmxZ9AWY3aw6y2oEO4KP10eBK7Sj97l047YmVii4jbOC\nXpxQQHah7Dl0uZfDyTij7GbawwBGy0xQw6k8hnN18fT2zKnYAxoWkfHAbO2ZtYLcc/rCk0DKF6Lx\nWc41pvBb6cGqs/yctSqSmeRQeGhDLVsQ7O9soGRiPBjxg2fuz3z3cUe/RF9Wq3hZ+wGijKJh8iqC\nWWnTPV9O3zF9ushgrKgBmsUbvnbuOGnZGFMOjECIA9dSehFWfIerxhPjxPDQN1n7Tvw889oNhBJZ\nde1ZpYUWmozSr6v3ik4EmaX49t9MO44OZ1pIRol/6XFmWdoJs2meT1S+1L3TFO4Z6gHvca0dXZY+\n48KqJizWBa/N47GNQ5Fcom1BfncBN7QFXWj01ueajI1sINCEg8kmEwIBtCWvybEGA9euVBq9yMC1\n7/mOZRS4Rquu+n8pjUkraRrVCh+FZPdU2bu7to9DG0rNJI1y9GvRfPhSEjCNgc9r42Jpe7XtlGHG\nI+nZgKA8orPl9Kkpf8YJKqVZ6JXoZWmMA6c6xkFfZ9KD7uVw4mFDbF+5vb99e6LvLPxR4IqDWP2z\n/R9MDIjqUP2PMw/0fzTY94dl6JS1GWUOYDD9CkXu+vosersOGdq1SMYcGiJtRo7T2RMTmfsOh6Ge\nd7yasDnKplas7AauuFpjOawWPbfSwDk509Nzb99rx69ILlDPVJb1B34mApT3N4dOt8rxuJ6xr7qx\nOigkGsMVB7IPnKyTXmWRPnApd3c27TZUc++Z8ognM/Empq/+T7xj2KUMMrGY1/W78skSxxQ8trc8\ndgG+jHeHPEzgZANOpCmfiDtcxeJa97i2QhMZJt7Y30w7kMKpcFaTN5YfW0606xm+9HJUS8tIqP3q\neB/JBANz+Nb2vWcq4zc77lk29va2x5XpWL+HY4fly7K8Il+1ORlsLaK+R4Hr6jrqkH6O5GorXQ1/\ns8kX2KdlAXkqpVs9b/17yYErzpTtVrzANQpY8VnVwhmGn1nbRvwz4ayCDx44UGFEVieydrKfFfq9\njiHnioEZBxwzcCp+beBjWKX4EyhZusNhEFOOMgY33n2Rc7ljYHkv44BgaxUpnYxxKpb+H+4ZP5Dj\nq2xDfSfeiZRxsGXxhAM4TcXOrqABrNEeHhW9i7zH0bKF+B/WGuCuUn70XpXFTLuaXrTsN0s/XSd5\ntXq29v/+sJgrmk2Qvf5X2nfpatLrw+zE6Pvrzzs8FFaHtvTZTHjvVlq4dmF2K0dAZ+vvIrLekjEx\nTqaDtr23uyRWK0KynKkzLK9utSaejappotP43d09mi+lfTb3MzfEc5kYKDf1sZMdhbEhtSIItMXD\nM12/V5wJV64OXa2VxqlxXW1RQiea/3KunZ2FwaujwbP6tcj8GTaWfCmss2s0PkX/Ze3VzPgXyJn2\nV2VXpCc57h9uLH3pgeuTrLh6Tuzh0M2orWbrLnTAUBMKRxjbbLq1wlbK6bMU/1Rhrcl31gHIFbxu\nNnpET8YTn78AHVXJVkqp36MgW8vMQItO1YzzU2cHtVne79Vkjjf56+zzaCDimbLgXpHiGrhFlvVM\n4mxfPdngfb5b4OhqIup9U4bFTrVC2T0ee3muKz4rWIhfcmBv/aLJosbbpcd1uu/E1xW/mTasrw5d\nmjyUEqcY43drgkwJUL9fNIAl+k05VGibkCfIc/yKz0TOhcF3F+9S0o5ihwfg3OlRpu+VT7r1oqOd\ngJONBWVrgj8dueU0nlqpZiLF1dXOmULa4XeAtWKj0f9hqjDxUXHHfmE/IzroxDKLnjp7WycOdcLP\nYn2TEY9nkU/A9KPv3djA+9qBds0Ot86Wk31COiLPVd6SE9WrCTdA1lvpTtEXiyEP7bolNzwpgN9L\nWdubUtrk1OH2+zhwDXSwO6CLy6x8oW7R86s2LFkYwfbwi+SVaas8CPyY9llIbjO17tM/awyrfWty\nDn0XAfkYjSkz/hfNYDZ+effTvmzUFQWH6tvwFumbrDi+2MCVVx12KV7gGq1ajQZidWjPFNqhIt7d\nbdpHFA5MqhCg6J2i0ODBAjts38NX8dmyH7CmZzXa6cCQCRbO4VGBNhGmN3hm5Cto7+ubJM8ocHVr\npXlrQiYChiyfkvu6Ix6JlNUM3rB9PMTD03cuER3JKfLI2cHaUmmf5KoBTu3a2k6tiyynlGzLFiIP\nvcC1ItOCl4BuK7pWe3Z/+/bknN7drVcndnzv67KUtf5t5Zsjh+l9s7waYOAgUh6cIfQE0Km16Dqw\nM/eHCsdzBpGPALPxW/rUYj3xtSswIWHKa7DSuApSHfqFr8dCnCPeEg1ESnofonkP07H2CYMvvf9e\nDsOxgFfF1NkTOc85bjIQ2VIYY1O+Uem+nr5HPhHQ1ZpUxj4XgcPqMDV8x2wilO2unZmqvGZ5yAQa\neq9+x/e/ckF6RIErCzg856kDBmyunsF2pvYQIgr3ihS//4kJka5k+B3QYbhok6mRXER81j5ZuGKf\nhfxJJC/KR0QPtoMRfSOaltLjR/TVRRPFd8U2NAgCh4wtJ7gfdOCq73F9NiuuHARogRVXq7YBZWT0\nZhwyNIY8iBAuoZEYBd9kRMPBUQckLBHsKHD1TsgUJ6CaCYhKae3s+VoRt+JqraZreLKV5H2jM8tk\nYk+ySY9S/PS9UUo3GaJVvqHI5rQvTNHp+lxOTlAEe3UKHjrCqu+c3qt4K190gsh4z9oiS4MjAjBH\nOgV94zSkZsSDwFUnLjo2WrqguCqNXr2K8eJg3gvcB3vep5xoPPH1SCv+W1foB7b0/c02eezwqrzB\nE289fv32a7rXo/2gz92MvwoKy9wMv0bjqPaL7YvyqdJBpLTsH32kKxpQAMgVTQ0Z6lDV1XBsoH5v\nXTH6rqsAoUxW+qWyGdh+R/chrIpok++ZWp+PzGjKAaf/72/fNjwxUAxxZDsYrFbhJdwrKfKQhtqC\nIGtcVFyPkN0yCqw14PXG1MjniGi3JCefPLgztmyQ0omsRNFCXZgNXLHgkqZg7QAAIABJREFUGDlc\n2DBkS+T0zP0hfltDl5k16//WotuHuhTtjJ3tyTaWAYHJXZZLY7JFdUikbufhYBTHZUcGdCuZd4ge\nptvi3tGGE+KWtYMoC9CfjlhB4CpSurbwtpEsvIjAVeuzDFx1Q3cpvZCUsjI6TTG3ztbhKmJtA5fV\npwMfi4aWIBrL/0WCGTcOXJelE3xOk2rprBYNBWYPk/3B2Whu06psBDocBjWNFw5CehpxJFszVdNm\nrf+ygwDKQGRELfnlov9vmayYqRo0qNxo9YIyXXGFGc6mPwpDL0Ztqt4b//NBKQpuq7ODexi7YAVL\n/d3+irIuZlYhMBiKDuAYyS2uKnl2FAZVvSYCukhBfruutMDPJ6qKL4hbx6/2VSjItWjJEw2Zis4o\nBgAMNxG8Lks5rb4FNmEVlEB6IotpKaUbQ7I6gW2EGSYgBm76OeOGSMJ3vNxNcDnwOhtipbwqIKd/\nmddgMK9GIm+eyQC0YvprwNvsjH4IOayerFIfPVODJ8BGgcXM6b2oWx2PB7ZpZFP1v/Z31n7i5C/J\nPx9a1LFFjC0+5Bt19xmHSFm6Y6YNo4Brv9psac/37lPp6WVuyGG1J7/9RvoiXfE6jw/q9+I1wKlj\nGcl4ejXbgNfRxIOBPLFWyIPnuvNJtHDGIPMrsS0BL61OFSYZCG0wRMAoc+1CMDbhmS2dvC6lg4H6\nZ8nxm4ebZVSHNzxl7QJXnhXds8wErih0ek0NU8bAOYbGUkJ8n1c3a4344GprkHa1UnAtnsOLs6u1\n4a5tMiYq891MDTqwbDyOx3g1uALHdDtX6aKgiPDteKUffJ/QwUwV17NXabfsOQhkptsHZDlZRr86\nGrAcI820jmaqVW8woERdQL2y8HH4iSdgd+hL8iRolH0e/I7HzllbBYns/KCO1evYvbZKWouZIros\nsa5ttCGtfwbfFT+zT5aeKK+QZ5Hzju0Qnzq9gomwdm3LRIY+k6BTdGqu4mr918mB8h74v0ofna1q\n84J3Oqfl4O5uHGQlV1wbPQK7oLqjn6WU7hUYWJsPBLahk0eUDY9P9VZ0xpBv/F8LEpI0eH+jSPZd\nXx2Ax3Z7ZLvJvp51gB1NLjSaAMiWoj3Ajw/2mppcs2QViVcJiOLbkN4CVyCgQ9iBDWvvpI74o4Cs\nMRDwDVcceZIEaYALGwoWhUu/H2mizqGBx8fV5D7Sx6uMg0EXlq32d9Wvzv6hzUr4ck1/sejYN6Jz\nRqZGB98d13sxV2pmZY3pX3ffmQdZtYwH9neRptYKZJUDpeWKf4ViAFkvBLX/I7rc3a3SeFc6CARW\nMN5CFdoNb29r43Wg/yhbp89f/GkpLylwXUnYjsVy1maDizNOS0Rm6yCnqzZt9aYWU/AGsGcGqO5w\nmsT+UGZNJ4geTT7+eBOdUGlVIZFf2Pb0itfIeHpGcWZFa8KpavzQg69ETvxnWRWJA1dcvUJ5LyU3\nQzlyfqNBEXHdwHOsP/v4F+ZoPcGblLxQ4MoHN7AzgTDPdV47syfO/lp87ywHrugEjOhWSn7FlSYB\nWpuQ8tThQzKK17r/B/ToPieqNQnW8V47ofqekF38yYEeyoP+Xk2KWYHrRN+6Vy1FTivgwaXhyRcH\ngeuKl1wsx9OTJaA/vnq34ws+X783+Yucdr6/+CTVe10nPTPpAgqrMFEW3Mr2vKxdHjOwUFpvmBDF\nbIDVxA1XY+Wq9ZdWhVdlBm6ll+oK3vpebjpeuTqWoEULIBBhzJdNrL6153HvYoXRZVog7KOxagfV\nSz1lWjQeajODwPXb1zdpmWiizBNCxkTuCI6mDq/c90CfOAjq1Msbr5lfQQDf6Y5R2uSnso1tnTUp\nENCjTYyibt99Zx8EBud5jHSy45Us60w5fUVTDdy1TdYZi87Yfugj3d2lsxwxzZknkl9OqjAK4qWK\nF7h6wUEBYRrsSRgaidouMpY/h8qKCgr0EimxA8QpfYai84wPVz31cHpvm4cP8llOTsm34ux9hTRc\nPGk36nsYRDA/2TifG4BZA5Vz72pm9fSxfm+h1Q62BU5FOwTHeO7bVz+y5R/bQURKGc9wYz/Pcawm\n6kqkZG2UuxsmKk4mIKwOrlCQVGlmzWL+wau/Ouw/khvpKlJO/NGBaXKyqmsDbCEHwq5NLKV/ubp+\nIb1R2vAsrdLurBMYsQaBhbvdwdtbP0gVV9pN4Y6ORaDDIyczpJm3bxD2oupre2bpu8hySjMdrWCo\nDEzqGcvHNH0tWa046FeceOL2Qr6N7C46snW7QigjKlvRau5i49r9PWlbta/4iQGTmYVijQcsG+qU\nLvSigAS/0H4h7w+HfjXHrUfK7OD/wTZ5/MBglukqUk4rWM4ZEKF/AYGr+b7VM7bU/Parv+n7r0nZ\nwEyH9mnBm31dHI4NWFi+kG94zXh+aBOcSQFuuoMJIIvQNrT6/P3t23WmU2TfjrTtjgLXVTCsq9AD\nm6k4dn2I7mXfPqBfZK+66xzMi5T/7eNfP/1HwtTUwIH9qXxaSnkJgWuk/HsVJ3DlPZ762QUTxDQV\nypSRTSo9DgQiJR40y6nNkZCsZur1c+BQNdxssKm2Xb5WuMMVKpr18zaF46w5GyX83u07StT3N4ci\nkk8DW81gJow/9qdLKa8sXg1+QI/VoFVOzyr+btv0fHv9BU4sNGD9rCH2t4js8k6+dlQ/EyBB84aq\n5CaBmlMeyF0zP2f2a0Vzg/+azujqsKbHKYwamLSBZxJPXJVXGUOZCHWEZGxYNYiqabPTabil9HQL\n7NVqVjrLE7SHliOMfBjRNnH6beuXN+kGMBoZBCZJHTvgvQfZXdnU9gGvJg+VJm31oOKvj0X4m3Wv\n06J5j28QXCHdpmQiWfU9phbNG62RX4w/8zhJ0sPt92a/rT4qHossvU+10ISpIU+eb9TJUWC3umpN\nMoBj3cBRO0PYlgyofB8pQwB/wJJ8RwOiWRt7o9kEbBdhW7aFg6sqE63NpazhkvybwTDA5P4wXZBE\nDV0D1nDiXOvNzQmWjkcbJotPAn7oWLYleG0JO+BbK1m7ArQRKb18stxqQRsO94W4gv1E+B17gj6u\n5NipvMrpygHwH3VP+7cKXCcmzNg/7/pw/Pl7XOeKE7h2xsXA5b3c2IHrcmIOblpG5qFRPtx+P1TA\nLnDhYNPZJL7cfecHDmoAMimBANOsnCKEymQ5ewMnsDNwo7Zr5c3hDTV83y2AwvfjZZWOaRcaAUrX\naHxLyNVI2bFvHVykLQ4wYhvBru+eQQbZdoMnSOca9mey71O1OsBIm0Yr0h+R0k30NNwTEwqPXU1j\nj7pFnyk+DNrpZMuQic7BXGL5QPgMq/EhiyftUY/sCFaVAfP/cxwpg3ZTz1o0xUJ90H5we/rZrTZZ\njvCRUsjxq/628BOyYfgb4DL6qz4laW3KO+HHfVe5delKsIuIOTzyPR0tELY1NrEja/RFP7szCgx6\n87MqqlazzJsi0ulVKoAk36r1PwquwiXgCiOrX9ntDIaszD7j2tQZW2AEmUP6ajvemJ3ZnwuqxHLZ\nyQH4ACKJgAW2pHSiYPB+JW+eUEqvS0M8qD8IH7ek6G934YDTmYkWKDOd6Dv+Mh8AuoKNtAJ6eH4p\n0kUnAboMJ1nbDc1cn5X1rsLZCq0vKMNA22ihp8voSyykIaxo0eDne1xnysbAdbW6J4u9eXuU+330\nU4Ux3bATdFTwwYERLa0BFTGzounB1FNcoYCunvBflgcYo0AgSrlRoNiA4qc0IAOiNO14ejiUr29g\n9XoQhCF/uv1wiVMyO3pX+Wk4RfJ1d9fe17aShQpD2+3k6+67U3qJE2Bs2WP57asf2f/BANxS7iZh\nzwauqAdh2rg4+zSM4L8zrLKMV4fR4AMNlE97VF3JL3KaYUd/pxu8Hb3Cg4nUJmXb//r6x2s6iX1C\noQtn5PyRI2E5E1o93LN7tYpIS9dUsinTXLooXS3nMpBP7sPZq3hAR2usScEYvdIK5M78D5wTzu4Q\nKf0EBh4UgmMrX0xMDLH8dbbfoH13NgPya8PkILZvnmqtsKPtFufw3cENXR+R9eRcJvBD+WRZFVmb\nQL3P1P9ySjcPM0JGfZzgE+MbydKKf+JPBNzfvu0yabI2c5H62hf1dTriVfrymyhK6f2rbOBqyYNI\nB0ek+H5GKfE45/nWxkFyzce5u8u9YqwdLU3FkoGRfbAK3+P5hxhkev2enchUP0L5GvBMpL4ih2Qx\nkrd7OawD5wLPRHSwcPUC1xYZ96QoBVbLrcmW49Hd7vTHn9x0OK5YKLCQd3zJK66Rgm0to8CVZkNc\nfYJBWqSs8uDZuKMwnu3koFLCNUyLcAU5ghsZEZieO+vwGUfJUzTBWR9MiVXHQh0ueGZkKBgXbkuD\ntY731v3Ia3SsBgFAPCNVTBksQsHFOSuaR0gPFmNGuwn4fjzP1hUuLAsV/2aYy0mO9Hc5HqeCOWyb\n+T2q+qoAnCnd0jbyf+u7SDu8SfaabB2P5esbP20e5bhtNWhKdxKPFE5VN9vEi3GPdzrwvRz610Il\nHT7e84w6tTrp0YOz5O11ilfoGIq4h9pZk6KebK5sgfLk7q57ryaWUSrbjFMtAmmGvIwzGUwq395f\nf77inx7U46awG8Ec00552vCeGX8smVYnr9LYlYHoRFXmKZVlKd1K2m6pzrzUYtGSfI3l7rt+NREQ\n1q+R/RM5BcbZ7TopHhm0tcbuUH4G8Dq6nUv7wQJEtjbaeK/YsT5RP7mIdBNTIif90/Y2yZnCDvoR\njpUz25DUxkb07V6ICrihnHt0HugMXsJn2/NBwNvhgXzi63jNGU91DOlOiOZg3ijhNhePpooDyFXb\n9lVONgHlSeRNKeVDD1w//dRn0J4lEbh2jgWihE4y/d+EAoNfYm57rraPqywsEI0ElmPlBK7YR02P\n7WjJsKwZFYTZaWBZw8PfFkyEbdFCnAGbYYJR6GAVcJi4fWpnBQ9gsaEpy7KiR4cjKGgnC1mZov0w\nHOxoe52ys9wNguJwDyHTC343GgB+3Tsfvfus64ybJ1/EU5N3vA+P6NDxxtMfbNvCAwcAhKvyV8Ap\no+9FZPV7Jb/4G+UHnmH0mO7DWifNTD5gOiHqDfbTky2lJSDWXg0wwAdp2WT4CJN7MAmxymAYya9V\nETeDrh1hNdhiHcIgEGDoJ9Kvgx05tZ6+Io/Bjq+6BbLd6GjpBD6MwIrxE+8j/LCNVXuoY0hLbqDe\nu3J4AVeMg1ZON9F+tQ8voqusT//udLf05DLHEWMcsOTNpXkwNjEtm1xZ5bjO1JrWE2sfJrLL033k\nCfKT+NSBxfbQ9gW86nDTe3mcJb4zP+7lcDrsBuB0uBnjRVcNX6OTD+atbp/ydC6yAd6YuCLoGs6K\nJhZM69OCjdctHmHf9XG0AaBvLnykrUUTTxas/nvybtHBexYLrhJHuoowLXk4nvb/d/6bkiQYAzqf\nzaNdRE/WC4+PHRONotc9+2qNlQ6/Onsm4CMdX/KK6zNLFS7H4/g9ogGMInJKJaHDlcL7R/cwvdgw\nlzJ2qGZm/xReBBPTWRN9WKXfRe/pYiXxjN6oVljhymmlIaKjs97DVYuMPJxbeQVnJB/K78OhvL/+\n/HJ4PXKdSic9p0Yy770SKlhtiVYZz1lZWWQ5pY6CLDaeo94k9r6fk2Xx9fWPm00SKWF7iyxjfcnq\n07K0FbDusqb88XjADrYTuKLpY9jhqivbhS5iK6d2a9HTVV3+coqcR5eKsCW6DT6OicYBIvi9u4Zl\n5Cgi/vDOThymVk53KX1ggHgiPhtsrKa+4uWO//VzdNr+aqIoGhuDrTLdYnX9oasWHa/2rLUddCgz\nY1fTH1phSberuoB0wlUb0oUmfzNjHegUZmBk6LjIEq6OdXXyUMIGm+2A148ATpZfJl20bDhUEbfz\nuPepfOwhp9lXUKKNzdIiiycHrnCeSpv8vLtLZTB1cjx7zgaesneERTIrjTy5fWS9N2FJBa7/zw9+\nKZbbgK5vHmgnozq84SmqiPyGiPzuGxUAJuLeZRS48uxFLd1Mb01LdYVgJIhqKA6H6p0s8X2O4cC0\nyE7+VJhLNdIQ0DYak5OyKbjK7BNMKk7nTJ7xntxsfX/9edUIZ49V4AS2+7JpVlsDWFplNF9ZsoVv\nyhMj9eNw+/16Bm1iYOtOukS8RfY9CKnCSjsXWqPg0ri+Z1o81p99Yu/dvZfDKq3mKdK0ea+TCNmP\nCZy8A8fcyQbdV3+Jyo7b8Thvb9CeLkufLprRldHkZ7lAwEJjaubwNa0t5Sw68CqymTJOMWx7B2fl\nU7d0ZA6l0YpF8d/Cq1HNyBVPkKhoKp4Bft22iK0ygdGysb9xGFxZvtpIBwZp01Yby9Knw76/2TCx\n503sOzhaby8oAqtGktgKAm2sAs1ookl5EvmA0anCM7rEQQvAsbZelVLiw0BRrkiwZ97msLmi/6V0\nTMpFR4OR3jDtrNhBaFuKtaih9zv7pjkbL9P/VXow4oa81uLRqOqBKWPZoFjphL+P+RXXq1KKPNfy\nV66uyu+XInJ19dC1S5Wf/lTks88ePr1yfS1yPD58Ii76zPX16ZriLPLwDMLIllIeYPMzCltxwQLX\nrqRIOdZ+IZ6fffZATrk6tfHZZyeYVtH/R/gyn5AGiiu2QXCvpDzgVb+LAJ4KD2mL8BS+3mvRzsOZ\n8bq+bvS7uv6so9XV9WcPTVBfVzRVnDyaYjHwvJJyagfx1cYYrtcWyi3yAfk14q1H44YsPR/xqH5v\ndD0eT7qHsitXJrzVfwof+tdkX3WVaejRdCRb+hvllp9Helj0RlyRJnwffEdZaP3P8I3o09GO+6bt\nKR88+wLl6vqzk425uvJtloGPPnt1/WCfytGwo4C7i3O2WPKueKg4cx8sGigsvV9AV0V6e8p6YtGG\ndZafvQIdgetNRDx+8rjDcmWUDmWkhcIAvjWYOGaqjCH4n8IYRPRtNv74014+Lbp5NGU8veKNo/ib\nYbJ+ObwybVLURmRj9Br5Gd34An1udpSftWy+/j8znlv9pv6bfpFVkK6eTyCy7hMWxR9BHg0ZhedX\ncmXxhMf2BA1WukD61XiG7ZBstbGKS0RbSz6Rrl5BHbJsgednE1yTvkWanjYwA3vTYFuF5cPzr6Nr\n9dnGJy1sjzw7ILL2jxmnyCfQ5zl2wPvwfy7e2GPZHGtMYrsg5HdpG6hTkQwwHEtu2f9iengxQoV9\ndX39f5RS/soacF9+MLrhyYt27N27x2/7q68eiK8M0E/E5auvHioWZMb1tciXX863fXVlC67CNv77\n4st/6QE9WR5uvX4wIu/eibz76lX7jaDeffXq4cfdnY3HV1/lHGS95+pKWqNaEFel51dfrXiKilbk\n6vRbYUI738hBRET+u1/9r8e4eUXbXxb5o1/99zpeF3mg/9fX/5l8c/tWrq5E/uj61x4eu3p3evzd\nO5ErwlX7d0YpcrWmO+C7Kre3PjALF4WV4e2v/ErPQ+XHlYGjBVPpCjgu8u4kc4EcMDzToSH9VN6Z\nuPDvL76oCC2+jcG+sz4gDaosmM9dXT30v/Li6vozeXf9u/Z99B1loZOzbEG64DW2IVdXJ1tl2Z76\nzLvr35Wr68/kXr54uHZFsp/Ap8iVfHP9Hz7IARe0RWw7fuVXxvCtcmXQreKxsi9s7y1YAGeRd/Lu\n6qF+8+VP1nL07t2DDVZ+419qf+HeVRtIY2gz5CfaWa8QnveHNd48/hW5Wo1nOrZoubp6sJGeOr37\n6pV8I4fGe3y2Pe88O/QDnP7qeNE1wr+NcaYr19cP/P3yy44njQ+vX/f3q23hNgjmSs7q73fv6ljD\n44t+Xl+vecayy7C/+mqNl1Uy94g82M2ZsU7558nqV1/5QaveawjIN1/+REQeZGmRd80HctvXojz5\n8sv1mJu1sYeDOSZ0/XBkq41VlYbsp11dfybvZDn5GsoXb1wb6b2Da+i/vTrZqG++/MmKP0Wu5N3V\nuwdc34n87JN/8fSn5atoiXSZ5QNLxufQ4tFBbVsmrvBkVuTBFng+gTWWOHi2cYBjDi5sc7jNWlb/\nV5jtOsc1ynPml+XTXF8/jP1QvvnyJ/0YQDZ9VRhuhf2LIoMHa8ksyz5V7fa4PsNU4VG6wUVSCkvJ\n34vpRsejn+KEB5FYdWa/Qyl9vj3Xramso/rxx7lXmgT1/fXnjcdt35+mSlW4DxpzkkePx/e3b/30\n4K004BSUWts+Cau9S+6ltSqmuZMMfPvqRycxkdMJd00uROZSTSy607Hxw5QaTMGaaUv7puX2tj+V\ncPC8SIlTj2R9inSR5Cm1oxrQ+F4O5b/85NQuts2vrlntQc/S8Pa259Fset/e2wYwVfhSdUSbyfTT\n9zeHPo3NqtGJj7yXluVZv+P4F50eWceX1QE9mIameyfphP7uO+OkMLoDBRxaeq/AmNj/nJLhrTaq\nlG3jE+/n1c/Htu3WqcKKz80Ns/n0w5MZ2G+/erXPAJezTn62+M79cfC+v33btqK0LSla6KyNNvbQ\nvviQtp5svXZeAYeyVWm52kbE/Cq0jx1xs4rkXgNYbm/XY79V9t7m8vr1irbL3Xf2qymtwwNV79EX\ngFRhz4d4f/25r4PqC8xuK9iq00m7IlLap3mqsFccGCLJE7kVx8Ee4uwe15+nCouclypszaBUnN0U\nIi8FzYCx+s3XrYJpDJgqbKVOYqqmV0apRUoPxM/DM0gV7p7x+s99hO9dSpCVoqE4MkyEnUnBttLZ\nGLeZYqXBML6UIsUpeqvUFQ++1U7EWy/lrOJ3dSVuWq8Fe5VGYsF32gp1ymtjJEesyxavkRYiPVzm\nE/7mFGBOhz7+dN33rN5n7ADiHaUPIky0hV5alBa0MVdXqz5Gqb3Yf08mVtcRl9kSyTvbL07ptdrM\n0N+yi1wsmkZtsK3ibR5Mey14n5cWxvKstFC41pYBK60aaY2pwtiMwfswVdiyB4gn6ptnfyPaejCx\neDTV/zJjusKP7J3xTLOzFm09uRrBz+pSlCqsyDGulrvm6ctsqjCM5yhLImCzrf5bPoDibaW0I96Q\nIikifRueb4HPeumpmTRsprPCt35zSq+VIiskT91Fg3EG3EYDEX9b08hvz45fWEZ6qwVsgUkHDwbC\nGemYtmPBxOfZD2X4aAdF4rEGYwsrHXewVUf1Y+V/fDZY6HRo2wr0cdWXUewGupBNFR5Gtk9Zn/up\nws+14ulu7bUq2gdjQzSeftbN0k3OFn37+iY3m7bT+8q8fouU9alqWh6TF9HBFryan614aICVDfBc\nZHbPQ5dgRSz9DtQ9248qZxeUyZM0t9StK45JmvBqRpthz8qt4me95uCx+LKVrqU8qu4gnVMV7Sse\nNOLRFd5vfRH64yqnd4/qSHZFE/uaOV01WoHdevhdVM+h4bLMr9jWg4j6I4bL8GTjXXmc9Yn4YDLF\nN9HOH7z6q5fvi1UPBzMzoPMZap9FQF89n4plRfUvum/ibQtZXon0fgI3X+TB/nQHYGpxVvC+lcHK\nr1d1VXTWBszwUGHT4UaNDjOnKyvMLM31OWwjsstUL3I6+KA9kXI6zdoqG7MXv331I59HA7vwQZ8q\nrPXJA9czHBiR4KW9ljA/wqm5Q+UTSN3aGLxm6v3t20dX1ItULPwfB5Jct9JVU5RH6RkXmhxo9YyU\n7CdrL+EEh++6Vboq7x+z/8kqUrrPIhOnNuoE1rm0Phyed4D6mFXtOsrL3V15Lzf2qyu2tIEnjeu1\nkZ3BdxR6NiyqGf6qPMkpZT9t90sZy2Gkz5ecwNuSKmydNLr1+VI2Of+uQzmq3paXgD8m2hE/ZwO3\n7Dh4Do1rub99+yCSs/BubvK8HqUKZ/zDuvBgdk2DEw8O2qmM7m2l7Z4wLZ5Fk1iYMo3/bdSnru5E\nr/B1ioprBGPijR3dIpVVUB6wbfZtJ3XWbev4Qt7j+umnb3rhulQZrbjyqpYWa/USmCRKYq6WMVtN\nhxX7N183YK2MOT/jCaHAaiXvjYgEsvTouffxAOjhFPU/qI3euGeF5Qfb9WASbh09+flSbKM1ClyZ\nDh6PUC6gLHffnfbbeO1ZK16RPFk4eCsqyHMLX37hO/MoquyAI+8SctD126Kf0Y92HdpevU/V4hfD\ntNowaNvRAd9V6PXPasejl9AAiHoX0Q1pfDyuB1HPJjIuh8NabvSz9rU1yfyC2gI7fD4TiES2xXJQ\nUH+VBogHZ294umK1qe1hG5W2IiUOXD1ZZd2IAlfLviAcln/+zrzG7xCYmnYVaYnXUP4N2e3wwDYs\n+Pjp9T/jXFl0YLzQpo5skcc7qz8ZOSplvWJxPDY6dvrk6QBfw9/WGFZKlzXUXouG/cdAyJIjLF5w\nwLyK6Mo+GOkNyhVmiix3363tK+JqOe+Y3RS93x37zdcYX0O2rFeLtH2VrONRewRD2L6U/tEiktuT\nKvLQf9yTzHSw8LHgGfivZHekC4w3F+BXSr4sHL2+8VhFMFcT3zz2Iiz4roGkSwcOXEtZj0d8zagq\nEyJlbctGvOJxhsYY7Xsnzx6PrLaOLyRwXa24XuqAJnDWVo5/Rplm693d9tnPR6qLLOW3X/3NJ8dj\n17rFaYD6M/nkLJ5POVJRPRyKSClF1itsraujlcPHquUBr7NX4PacAUZcatktvffcmVul11NUnPDx\nbF82CLaeg9+tu9nnnjr1/QK1HQaXHWvY8T6XJhwIjd5njLjSRMSzrdnV0YmMp38qP5jDYesBcFY1\nwBTZnmrYZYVx6rXKmhUIzRx4pWVE55ksIU1rzYynEOCblVOFEd9LpLVauJ3jc2qqaiZwzfZn4qDB\nR6tWKi+XwE/wfO73NwDn0vx+4qoTpofb75v8dbK/of/tINMZmXLaehGpwiJ1xRVP+bpE8QJXnrW2\nZs/wGjl0q9PIdDZNZyQQDtd6vcEoZaW4uCIRBircxiefnOCRAyJS1ils+rw3OEA33P5otRxfazYJ\n4WC/QdjfX39eJZhWZ5TWiLfC0JVAgtudEKcDIfb39euHthAu4snjOa1QAAAgAElEQVRG1ZqVCmTL\nPLmOaVn6JpVfeoLxim/avuX8MzCkC62W3cthPWPIz+N/PDsMjm4zmOhQ4v3X1z3OqCfRbDzzi2UB\ncb67s1MltQ1+nvS3w1kLnipsGX/C23U08VlrVpmdSnW6WJe4XdK5bjX5+vqhIo05MLHSBUXWpzQy\n3Vin6jWeXdYMAlN/dNXHcur4+t2dnT7oDcgsT9r3mu789fWP/VUWC541Rli08GyD1YbqJgdArA/W\nSoA3069wvIK6653Wa/WJbYRlN6ROtPHqRT1tekU/hk2wSiknGbH6j9fx1HOGacHm/iNs5q/qkkdv\nqz/RBBDrP8PS4KSOb8vdd72+Sm9n0Ef49tWPHnQOJ+ywDRzPokAI6erhydc5uGBeleIHcJYt1+e8\nDADd58jtYz/ZeUd8Ix7pPTc38QoY00DtlkXXIwTalpwhLJW5ChNXu8zMOZ5IsHjPxeOBwDii9y1L\nf8qvBYvg4injXVXavXrV4x2ttiptAU6Dr7KCfbIK78MtZZUx49mCxjeml5XqS7Rtlx1ar/gkctJ3\nomk59qviGlyuVkMR/wSvzGdV3uCMmdXYMypNT1/AiqsGrp3RuURBZ82qr16thXFLZUO1w+zOKp0x\nWzGQM/5vm7c1xSYB814Oz3PvKgcbZ1R8RclU1YDMcVazdIsOJxLx+WnW6LVFmWcfk4d77XH14Cgt\nRis0PHmjZSf5etIa2AOt6dnVD7XyRMBj1L3GF6t68mxN3Hz00aP1uZtk24NnM333KgcsjykDW/p8\nHKwk7lz19SKuz6GroEq/UnI2kQ8xnKV9JuBN0DKN75aK40Qp7l7U7pHZNnTix/MzMuNULdOvXbNS\njrHf2P+t1dPzPTIarEk87ptVX0omkNf/qO91ciTt8+PhXw6/Xs6KKzrXlyqjwLXOmOhqUeOxSL8/\nTWe5KhPaKprO2h5P7ytz3/+ltcLv3reFnwIzG/XkupUA4T5DPgEP2/7klALb7Zlkg+c5GaVHr9zc\n5A7O4DZL8VNUjP4jTxotsA3tn7Wii3C93H3kr9TAXFeYrJlL/Y4rCZFMQTtNJhQWB5W3twWLVPXF\nfq9mWJG2nCZNwLoV+4oHBint+81Nw63TA5YtbIf7ibTGE/mQd/q9ziYvSznRwDKo9ZmfffwLaxjH\nYyxXWI7Hh75aTi872qjDihPDZ9mAOjxYpDG6Fs+xJvvRwdX3/1n7SK+v16sEaAuR75HcAi6WHJn8\nIKe7iRCf2Kmz1dEKjMLWySGR8qc/+DimLeoZyi/0PapuarniGU0KYQaEQdOVHt3e9pk3ep0nPw0a\nd7PeLPMs/2zTGP/jaRWHM3yWu+/Kt/L6dEIpyhPLstRxTU9cBd5++/rG7ifzSO/hlUGpKYEZuvKB\nNNx3nqSyVinwf3zXJv6Hq+UWnyqP2zX0KSyeaDnSOyYduVWd0knPbmUE78VMJFx1qjooUmy/QDOa\nmDcWXTm7hmUV4YJcdCebk3y0cU/HOMPWoR/VaIZjgraL+LMMszywT4XvpkVY+BttjEfX4+SKK+Bp\nwVrRlZ9XnKzUW26H+LKydfzJARG1r5lu5onSnr/CcLgQv1ZnJWCfosKTewqPV3ABZqdT+jz3Q21P\nhfn19Y/bs6vMSbTxqJPYB4un6seINPgrXWNbxsVa5a7339++tW2sGJOSmVKffRErrp/Kp2thtpTh\n3ILOmuOg7VHfy81JzgSOIt8JvlXb63AuOauPArvHjOVjr+Ztwa+Uub7yrHJ2T5t+Vxl9Dqt6pTzu\nKdjL8tCsOCnVO7XRbMBT09fCbfQC+j3rzY2/LeD2dp/XcDirYZszSD7kytsnsjq+52z/RFZN9L9I\nHVP1i/bpEjY9MzmasbVbbPkWfLfaTCsgfIJxoDmkW7J6MvzfclqzxfcIPxhLOnp6zyzL/nqGvqZQ\nauXHyQk3p6KP2QVYWbywPAdfg6u1qs+FJ8ln+JLoN/LrcPv9SZQm+9JlI0f37mw7W9ApEgeuXPD+\nGT/WkzHDHr6IFdd2qrAS7VJlFLjSLFhDRSUPVgeaEKKBJBjtOrbPyqJ95t9wvSkQ/raCHW0DV7e0\nsHCxQOMMFQsqrd6ubB/Dpr1S6gR19EDceJ9BbQBXAvXZ1T4J5GlAww7X49FMYcMVLFMMGb41oxVV\n5iXSVWfZyLisTnCz2mLaejOYMmnkodvM5/YOP/xu4cMzoN7+1NqIJSNdhgE+Y53858k8lyhw5Yks\n5Imnt9H1CssNBkqx945F7Vj0s/YhWvdq//UzOpnxCCfjAi6dHFk8AFiH2+9bG123I1lweNIC3nMm\nHkYyMOvAIo8858OaJC1ltXrfyb/+z/bCoHEHk/vJ8m/9R7iKlH6cq3TR3w0EOuiYymfJrUVvq5/4\nn7WSgzLLdMVsDX1eaccFdYHxnDlV2BrTuT8j58/jj+KHODh6z6s4Ha8yclzhmqcKezJvFS8gYF4h\nP1n+j8c+5VBo7GS5N/Dr+s20RPxRhr399dYkhpeNxbyrOO55qnCjhVWZN578U1F/673crM4TcG2G\n13fWbeiDeYq9R78Ib/TjrP3pHm5cHHqbNC7l9IoZ7Bf7Igy38qx7PQ3ToJR1ZppeYxypv6utbYgz\n27JRUdsV+LGrdkY0XtH2Bay4mu9xTSrbVEFnjSrOqKgAjGadveo+t8dMY1SXZXqWuNvjWkp8P+eu\nD2aI8OXH0/24xCwgOH5Z3k6vDFlpgdEAizW5BwfT+EQeeKafVr0/LI+yJ3mRZZWu9tzq9J6eR6qP\nSq9qAz1avL/+vNub9Vx5ubnqJMEzPin3Xg77ZulssKcZ23cvh4dhWu3WpVZcB/v0u5S2aBybwe/c\n8XqPFTyczNybrhn8s32wDsNy6h9//Evt5+jeb1/fpO5LV9yKI3L6vre/EfkwO8jFIks53H7fB8Nb\nV1y1nDMZyG3g51YYTrk/LKfbZvwaPUxqkt9dsFnK5rdOfCuv9xtLs7bJ2leeKUfj0K/seIl0dmj9\n7FZcReQLEflfROS/EZEvMs+8efPMV1wVL6gipTFE7+eZ6nZdAWUGIPwfDBHCMk/4xD5atOR2jrTq\n6MyAdm17hQRTpHQBnEhZvweO4YnYs+sOzFXfrdkuA257NYU+y7CwPS4Iy5pRH1WRk5MH+LW2mJeI\nEwxOKmN8rVv5VPkhPnUySTJmyiKyivlRrzXyAj1Wm/lxltigt8LsdK824qYNe/xjfll9oba7AQXh\nKs0QAOupp7+G7rZa8Wo8K9QGfho8MtP5Ks5me1qtU4W1r96hH5WfCLd9rwNj28vIs9+EUwcncpR4\nHzjxOuwjVrQ7JAvleLRTBIH3qTZUSJFf/Kw3iWXJEdtBtume3WF4WpyVIdQxxlXloKMz/2YcuW3u\nl8Vvq58Mgz7b3xZdceIP+2yVEZ7kD7i8t2BofwxdcOHwp0VbtUe8fzqQz24lNgrceayJJgIiusL9\nq2wZgqv/t88F+IoFTwz2ZMnCz+KJFm81X+maaQvwM+kx8hGwXaLd6jf0AScWXZj4fKZUO25mtYlj\nMyz8Shn7cigfbA9HBejQ2QH9NE4VDkE79FbadjQudQ6N9QJ8sRVdKq4IcyVTzLeq6+1Zli8a+1tT\nkayxTkWF+22NXdjODO8kv+L6A0mUq6urv311dfVPrq6u/pCu/7Wrq6t/cHV19Q+vrq7eDsAUEfl/\nReSfF5F/nGn3uZZF3oX/v6P/3331Krz/my9/MofA7/2e3e5v/sn64hdfTLfxt7z+ffWVff2dc791\n/Td/s7/lr//RGCGF47XzO78zhjEof+7f/zf6Jgc8W5URjpnHPfqOyldfreiK5W/JO5EvvvBlwMD5\n//y9/z1uM9HPd+/W9737zT/x5UtLQAfUvY2knnr4G/kifP4sHAK4Ho2wPbYz3XOBPJjl7/09/7+/\n83fcv774X/8L+49f+7UTPvX7CKfG26wefPONyFdfdbo6ss2t/NEfnb5bTHz3zsd3huks/1n8MrDI\nRm22WZcql4a/pcyMVRcsKge78Uyvq8wm9L/zF775Znz/LK78/Lv8vWrH9NN9dtbOZUqEaLa9J5J9\n0wfcobRx5Vd/dYDAu/P+x/a2+kPijAPnyEoC72++cO6J/DPoY1q/fuu3Tt8tuHDNGw/P1eUnL5no\nVkR+XUT+soj8IVz7SET+kYj8eRH5WET+voj8BRH5SyLyd6n+WRH5QX3uXxaR/z7T7ps3b9b7Yy5R\neJWB606pY38qj/e6gWz1Xsqs7wadgqcpw1E6a00THp6o+pj1kw0pHrj3EGXUutdKE94pPRxPpOvQ\ng9OWo3eG7n04GKaBP8tXIwX4zjzHlzw9OrsmdGrXen3ttjXLU/361DzeRINHbO//m32mvof7bP16\n7ofgbbHLtYqUdUpbKXGfH1PPzqmjfuxdYR96OR7Hto63DtUiMthe8OpVKT/4QQ4nPd1+z34mDujZ\npHOY4RTJ18jf+uST8JVV/1SuzL+6U2W9apwozOTdZTxflvMPKcOS1df/n70zj5ejqhL/9+RlhbyE\nEBZ5D0hANkH2AGEzUVzAAXUEFEQFxxE3HPVFZ8Dl9zriroCgMoii6KiAEHXEBceFIMoaENnBAGFJ\n2AlZyJ53fn/cW/1uVVd1V+/dL+f7+fSnu6vucu5et+655/b3l33mLBoxVc0l31Iml4rWgDqYe45Q\np3HMa5lV1YprVjZXdTyeH7fKBZpXVVhUNdcEV0SmA79W1Vf6/4cCBVV9g/9/lp8If6lCOGOBn6rq\nCZXinDFjhi5YsCCXfHWxZAn09bnvSvT3u+8o35YsGb4GCO66Is6NyPC1xUuQ/j508ZJ4ODLsNnYt\nJO2aj0/x1xcvdukQcb8jedPCDuWP/PgwijJGhPez4s6qRxXCFSEeRihb5D/6n8ynKM39/aXpDcu0\nUl5HYQdhSX+fu01wPczjckRxRjJVIq2MwqRHskXxJmQNZY7lb3idlPqUJnNAsXzDvI38JspF0PRi\nk5T8C8NKyh266+8fbjtRWEn5U+plWhzFPA6Fi+pIKG9KPqSGqxovriCsYn6QkNd7iO6VuAndZbSn\nYnvx8Uf+Y2Gm5SUM14Nk/kRuovYS9oVZdSvwX9IHJcs2GWfwu2xehOkuk1eV/BbdpvUF4e9kn5is\nC2n1qFKckbvkWBDmSUiafMnwiAcb/SkphzDMtD4vGZi/F9axZD0oOk+Wa1L2KMxwTIrupYWZbHOh\njEE5FPuZsB/Pm7fJfjttbEnLk4jEWBPLgyz50+rYkiVFv8X2Wqmepf0Ox+6o3BanjD3JfjAZT1K+\nMJ6grGJ9S5SfaX1yBrHqlxzDQ4K2V6zTkXzJ8XdJ+riR+TurXYX9d5rgifxMLbckWTJHcifHxGQe\nZPkN5Yr8B3128dkl2V8HdaXoP8/zv6+vQLyfDfI09hwHpflc7vkwmf6w3MP0VSKss3nylqA/qRRm\nmNfRrXBMTJZXUpa0+pcIt2RuEKa9QtuM9Qn+Wuz5Le1ZINmW87BkSfqzQCRHKHdStnIUy4PbVHVG\nRfd5Zrd+cjud+IrrCcD3gv/vAr5Vxv9bge8AV1BmjytwOrAAWLDjjjtWfBPQECqtuCb0xmv9VP1m\nvZkfLX8UT/RGqeqV0cHB+Isxf724hy3Yh1HRyEe9R4D09MR17xt5hEvKG8qkefNilqRYDaw13vU9\nFVYhqtUOaFCe+CpVmhE5P1lto2krt9EexkjkGuOIVmxBSy341fMJVi1KjJOW8bcRSb/X25tLtiFf\nkElr1TDcP9arLTFr5hpdSguP98n7SRsPmhgfuHyuZrV+iOF+pe6jg9L2uKZ9kmfq1pvHdfaBsbDC\n77RPaIREVVePq1zvKhlqi8qglj6j44976ukZzs9aNC8Sq2JhEA3txyNDLw16Nivu8U+DHGdu5/kM\nDmaumK6nJ/6cEJVB0h6FZPTvDJ9fHF3KtSc5mZ8JBge1cX11llXxav2XKafUT6jxlrGivxEZDj7P\nc2e0t7qRRyW18BP2YUXbOGmFn8TXr1hdrSbulChguOzgQFVtoHGmeieutXwOPPDA7EraSPJMXJNq\nw6HfrM3QqvFri1MM0WjcbayRRr+jh9gUC30xAwtR+L6hJuUodoJhhUzZTF6UMcVYQizuQY2nQ+PJ\nUdWiBcKSyu7DjTX+Es/DspakJZC3+B1uBg/LNDogPZInDCMQOoqjWARR3iYbZyUWpxi4KvdJpiue\n9GEZPNfOGoynO6vc0upIRhqK+Zuoy2nHA5WU08BASR+XrJexA+TDsBYvHjZMlXwIGRhwxpwGh+NJ\nK7dItbP4cJESR1LezLyO3Ka9AEgpr2IQwfVrmRWv14nyje5llkuZhyjQ0jbhwyzGG8oZmLAfHFge\nf5BPiTtWvFF5LC61JFiUI9EPJGWKtSE/6Q3DDttcTJbEA0FJfibKoOKDZVhGgd9rZw0mKoCW9h0D\nA8OqVcm6l/xE9SbNCFDQt2h/f3ZfEBZC1N8n1aw0LkosD5NhZ/QvMSJrp1FWhHmW0p8l23eq7NG9\nRPjFuhCqq5Xrn8K+LMrW6Ef0AjHqKxL1reTBPSsD0/IlNHQUhRm0n8HBMi+rwnCj/0H6Y/U+mX7/\nvxhMlkGpcOxWLbUmn9EPXsus4Yf50HhYUlU2S9YgP2MT8QrEnJHSX4fl5GUtlmcUQLIcw/QFhhFj\nxn1CQ1WhIGE7TasfEb6fCsuqpNzSJvlZMofpy3pOKMmwMhmaaKuQ8qzlwyz2d5H/PEDxdI2wfw7/\nx54Fk5a+y00408qf0ufaXIRlmeyb0vIhbGNZeZHWn4VjYLK8Em0y9pyWnLgnws3sC1TjLzAS5V3S\nJ2T0J2G9jcWVlb9pebJ4cWwRKnXsSo4J5fI3YmDA96X5jDO1XFW4GjpSVRgyl+ahQarC4fXod0ia\nqqz/HS7jF1WZorCyVFZyqAqXqIKUkTGmgRKor6SprsTUm8K8SBBTX6tWVdjHlZreKK5A1S4sr5ia\nR5jucpRTp0ijkipflopUHlVhKK/KFkSRVCuJ5UMYXrKc0tSsEuo6mWqqCTWnknsQL7ssdcQ01ews\nVeG0cJJyp+VZivp9UdVoyXAdLhZjWjuHdHXeiLDuplCiMRSoCheDCMOOwksjJe6YBmaZ+iv9fU6O\nRN8VqnjF1OkyVKxiKpNpamiRnzTVvLAM8qjtZW0bSJIyHsT67bAAkiTrWuQuZSxIJWtcyOoTdfhP\niWp/GGa5/iWNhDpaOVXxzK0E0b20viEZZk5V4UzZk/1HI1SFU/rYZHjFLM3aipGW5zlVhVPVGMuo\nCqeGG+VHMtykimOZfE0NM0h/xe1CgehFZ+X67VBNP6limTUORgGHKsbJvidNVbjcGJbIAxju00vK\nLRlueK2MqnBJnoZ5EGVaVr4m01GurYZhhv7z9gXJLUfJ/1n9S6U4MlSFq96eFZJHVdjHXbL1IE2+\nZH8W3apWVTgsUygJt6yqcGIrUmxcLzMfKYYRbrVIzkOy8jerT0ymPaKcqnClelBsY9J0VeHRwMPA\nTgwbZ9orb3gV4joOuHiXXXYpP0tvFOFbvjwf/+ak2rMfr2VW9ec1pRk66O3VIZxqyODAct3AqJjK\nYvQZZLC4CvOD/k/H36z4NGStVFw788yYafU8Kk7JDetZn+LbwArGFX4wLZ6mqlVW/HEZMVWIKA+m\nTSuqNWeFu5TJ+gjTsldzwhWKRH0qOaw9+entrS4tYZpSrtdiZGh9z7j61LfS3lZnyHcts3SQwewy\nHDs2W+0mWq2pIM8j/YdnhrF63OTyYdSrlt7oT4oqepi9WeUWqfGBxtpjcTUqh2pTsi+J/Ib9QfEe\ngzprljvDLk/7jPqj6JPLcEgzP2n9q19Ni1YZGqne+QjTSvK2KvX+SJWzTN9da/0aHAw6M983pnmt\nZftIGEeyDkR5/AjTivV3cLD8Vpa0o4GK40ryjMKUFdfBQa82HOXlrER4ZfI3OTZCmbFJpChrsmus\n9DwQ24YQiReuNKfJ5vvZcv162X548uRi2WeFUdFwY8YKW3HRPWvcj8rNl6dCfKVq3Lj4Cn5G/GH9\nyvXMEK3Upsib6rya7Sv9/fmMM4XqrHWMg2l9d6z+Z20NSvaDGfGsHjupfH+Y7FeqMag0MJDdF2aM\nh7nCJTjPOY9qb5n6mTYGRkWzdHJGvvT312zg9e+9R7q0hfVTJLsca32urFS/MsaDmp4fM1SQXd42\ncMVVRC7DncO6FfA0MKiql4jIG4Fv4CwMf19Vv1AxsCro2BXX0KBL+FYz+XbQfydXQ8KN7sU3bmmG\nDrLeAiZWAqJwo/8lKy6hn7S3NuXeKns/JWmN0hjJGpBccS1rLCCSLeXNTPJlVxRmbHUwkqfMimtx\ndSiKKyNPwzfLJfKGb4HLpTcMq9oV14zwK664Rs7KrbhWeDse5mnmG/Zyq5QV3iiHdSB82xd745k0\nKBLJkiy75EpJlsGBIF9Lwkkae0nL1+SKbbm3iGlll9aeswynJN3leMNcjF5SVljCvMt6S5pMp2av\nuCb9xsIO+kMYrmN5Vlxj15IGnjK0SWKaJGkrbVkrr0ljNJX6grT0p624JutiyhgQ1kNI6QuDNJTU\nyUorw95NqoGuKF8iOcqsXsS0WsI4SC+z1BXXWCedkcfBCk6YF7E2GiY754prxT43kCOZpalZHKY9\nbSU7HF+iMTyrD0+kJ1aXyxlTK/d4lrHiGlHOMAsQf+7IyoxgXExNf+QesssmS/YozVkrrmnx5Flx\npUx9zXpuqWbFNaCkL0rW06z6UMmAY50rrmmy1rviWnI5ueKac9yKRZ9lSA1asuJa0l+lCqmpeZBc\ncS2OmckV1zA9yfqXqAextpY0llhOqy35nB/FF+ZB2gp/HSuuQPbzZvg/+ayURjHc/lwrrqMrOXDx\n6skZ138L/DZPGIZhGIZhGIZhGIZRC6PaLUAaInKciFy8bNmydotSQuGcXkSGX5pIfx+F/ovdn+gN\nQ/Gm+1YERRikEHsjOp9ZxTBEYP7MM2Fw0H0qydDfFwsr+v+DaQUnRyiLiDvo+JxziAsvw+6i74xD\nn6+dlRJuMXKB2bOLfwcH3V8RSmScffzU9ETNcnkxf9ZgiYhhNIUCDA6siK+qDAyUhFMsp/7h1SCR\n8gcvDw6sYM3YSQwOrHBxpOHjKhRKs7L4ieL0ZVLxsOfe4L6XPy5YRn0I0+3lD+tGgUEKDLrfUojv\nwypmSKHoN4pncGAFDAyU5kGOugk+b/r7YvW7GG2QN2sY52SKMtHXr0sPvrAodyhqse4EMizqPzzW\nFsI8L9allHCivEnJiuG6NTAwnMdhXkfxJ/KfwcHSihFmSpqfmTNZ1H+4izOt7Mswa+ZaJzeD7qDx\nsH3296MIBSlk5k9Rlpkzi7+jMk/WpaTfyF3UzqL6FdYxRYoyzT5+ampY4bWoviT7pPnMivkD108U\n4w/qe1Tvnhq7o0tXSNhnRH1iQLHoUtI7a+ZaAF7s3WHYQ7I9TJ48HGaiA4vKoRh9ol+I0lFsM2Gd\nHJU9TEcyR3U5NqaE+SLuXrIvKhScbEhQdiUNYrhecM458XoGw//D/E72E8UBYbitK8K1zC7KOWvm\n2vR+tb/PlXey7VC+zDLdpvTZyWRHfVgUbrEfTQm3pJ8M8iYrPVF9ivkN2mFaFmYyc6bL3v4+Bkm0\nw0Q5FZ9VGH7uWDNucnbmnHMOgwMr3LNJFgMDVQhbKntZks8s/f0gwvzZhWJeFse5YHxPHb8jGQfT\n61I5sp4JonEzqi8FBl07822q5DksagdhH9ffn/ncVVbOwUHo6Rl+JvF9SERqW8gq56Ctp7pLkXNw\nYIUrvyrKPhlsars6/vjS/iXxjFmRgYHydda7KZKWhihPMvIgNkYG8wERWDTNj2XJ/jJyOHlyMZr5\nM88sGQelv6+kSGJyhXUoCjfpwT+/RDIWn3fSngHSSMmTtDpW6L84fTwIZZs2LTueWsijT9yuT0da\nFQ50zUHj15IWviJHCStk4XcxjFCOpFxp8gZhpskRs8anWiJ78V64l6RCequ2FKbx9GaGmzT5nhAx\njCZmgbaSrGH8nmtnnhnbcxS6T7XEF4RbvB8IU9wLlDfN5eTOKu+0eznCDGWI8s21+JRyq9AGYtZ9\nK8kWXAtlSNb/WNlAfJ9PcD9m8TctntBtUIahv1iSo3Aiy4hV5mtqutNkSwa+OH3vc3H/qSfTPH1a\n2sP0he0zTHNKfahYBxNlkeo3ke6im6hTymhTaWGV9IPef2h5NuYmzINK6YuEi8JN5l9KvoZ1Kc0a\nesUyKWZI/F5Fa+OBt7L1XjXeb2a0r7R6kEVq31BO1qCcM8POaBdRnpaUWVKeMIxyeZ+3fifDzvgf\npr1svQracCy/Uigph7z9TJk0l3wvjlsMjT0HJOtYVhxpzw3l5Msja5rslfqh4H/Ram3yWSFMb2BB\nvWJ+Vvgf2/Oc1gdk5cPilLEma7wt99wVkfFslGkFvVydTVLyYJVBzufDWTPXZIeREk/F9hpY8650\nEk6MoLyyrCtH7vKEVRS2Qh5UGp9i7TDtflRu0dgbuk2TNa1uVehTKj6L58mPcmGF+RR7eCtD0G7J\nuce1I1dcjfqZe26FVb5O4txzczudO7e+qGbf9OViINddlwi7Qp6V3J87l7lzoUCdQrWAevNt7rm9\ndYdRkYx6UE28YRlV9FdFvWsU1900ruTa3HN743J3QtttUN7Um5bZXFfZUZOIZG9keVTTV3Ri/W0U\nHVHHG0inpqdT5aqWYlsoV+cbOEDNvi4eVtvyMSu9jR6MGxBe2thWVzxB2qsVrxl9d8vo4n69hDwF\nV0Pds4lrHaRpFyTVE9LUFYrqePk0L8vLkEOtNd3jYPrvPETh5lRtjNSiqiXU7KmHzPxpIu2IM48M\ns2ZRtZpUXTKE1SxQQ01ey5Kp1rpTTo481xtCK/M5yNNIJShZ/s2uk7G8LJP2tDItkS3FfyX5y96v\nsjNpSL2oMZBa405rX2n/y8ZbTeQ1qFwCMfXQcrJVmw/V1IC3GX0AACAASURBVO9k2OXialS7aWpf\nE1BsX2nbHCJZ8rSVTqNT5UpQImZWG2ni+JCrzubNzybJmSv6SqrkrSKHsBWd5Amj2r6mBpX3RpEa\nVihPM8suz7Jsqz90+nE4Sb9J/wGZ5rPTjmippM6SjDPxKWeqO1MlIE/a0+LNSyU1kFRh42Ra6M6j\nBrJ4cdnjG9KOEUqqCcauVzL/XUldqVwel8vXcioo1daHNFXUlHqQ5b+kmMrVq0qyZtSDa2eemat6\nlJMx1V8Zc+958zUzjRl5UOHUp3xypxGUWa62X+mTkTeZRyyEMpQ5nqNse03L26yjA8LjMvLUrXLl\nlVFmlU5dqqjGnRJm1rEuxSMawjaXEX/F+puiZp/av1TTd4d+KoWZFXZwLVc/Xi5PK/WPeetBI9Je\nrqzy1JFGyJvMlzz9frV1oZZ2lYcc9SpKR6Wjv3K3h7S8C/5ntdOyR8wk8yGrf6om/VnPRlkDSaRO\nXG19qtjZVJY1OjIsTdRc8eRMe+rRUDmTk1r/0+pAGmnlW01bqOSmUpmHZZsmW7n4qvnkJU9YeZ7t\nMwpre1ii2qWqwqp6taqePjnYwNxuYoY0ClX4m+NWRCOz0bp4Cbp4CYU5wQpJJeM9VcSlSjwuzSdv\nNTLUKm/M35w5w9UVhn+nCFsoJJym5GF6hC6s2fM+Eg/AxycoBS2U5lkQdmHOimI+DlKAgbjcxaOO\nysjfTnTxEnRgzvBvhQKFTPdJ41lRfhT/15DMcvWlQMEFGJlQX7wYFi9m9ryPxGX3ZVRiQyIqn1DG\n4H+Jv0LBxZGj3jWK+fNJrWNZeVuLWMl8KNbjyH9kVMN/F8skMLZRoBDPG18WhcWnx8OM2l0oXJTI\nRDm+mvnFcixX72LMm+fe3CbCYt68fP7rJGon0e/itTx9Tgqz5xcy63iSkr4urf6mVZQ5c6qWq9V9\nVVH0BuRpJ1AogA7MKelr2k1qX6DUlM+VxvrIXk4zqlKUjoIW3DibqPMFLVBYfLq7l2xbN3yx6viK\n7TQZT1b/1yyyno2KA0niehXEyimrL6miMOfPez5T1GriKdazOXOG+3so/p5LIeYtTcS0/iX6bku7\nrKZRpKW7Qr8+//hv1idfMzjnnNK0qA4broxI1onFi2FggCcgV0F15MS1E6lq71wZv7XcbwXVyFCr\nvC1PZ4P3gRSY2xFllZeirMk9E2X2UIT7VBqV1nLhVIxjJO33aCdRPvrvtLpRdXOpdr9SNWXZpnJv\n+j7uTmKTSmyTSKmn3TRGVKJSWiI7EZ1WlXLttxwptNBGSLOots3Uko5uf/5MMvumLzc1/JqoZ092\nFfU41zmuRmNo5b7HTthjmZsq9PTr3eYyf+aZzH6DG9SSW3SrzrPBwWg3YX1CtYCG7BPubXLHn1EP\n8spesrevkr8W7kGNKL+/MzzKofa8bkjbTzlqKTdBw6pbljbuccraM1oP7uiOnPF3YP1tFF01PuWg\n3jbbLEZKPhfbQrn9ug3cAzt/1iCz0+LoEKrpR3LRqv3D1cRTy9FQkfsm9N2touFl207yFFwNda8j\nV1w75RzXrHMMofK5oGnny809t7fovuQ82OhMskKDZM+hzlI8qy48g6rcGXhp6a8gb7mzIItUoeZW\nMX+SZ1xFZ0qFasP+d0ydhYw8i87hCs7kRdz5mAUKLqgOUg8untnVf/HwOZpAYa7E0hEWYHQGYLIe\nJH9Xqx6cPO84KveSOlE8j89HkDj7rDB3+EzBsnHOWRFXwa8kby3qlXUyf97zJddK5K5TFa3oPzoD\nMXlWsz9DM9lGonOm3bmghewwE+fFlnQEUcM65xwK505KP+MtrSzT5L3pporlXi8lRxsGbQHqL4/w\nTOu5UR6XO9M6kKsstdTftLO883TkDaZb1YOBkjGB/n4K506KndXbpmwtoSb14EJKewjG7OKZzMF9\naG6ai2Gm1PkojbPnF1LHrkrtLI3Z8wux/y2trxlttHh2bdQ3Jd1k9KslZ42mlVONhTb7+Kmp3Unm\nkauhenAh/VkjpjYcuM17BC3Ey6skjma2y7Rzh8ud0xvJGzwTzQ3H4cSz+PzZhcxzjdtG2jNBf787\nj3fu3PIFVig4N97vgXBgnihFq9SRbyUzZszQBQsWND+iJUugr899ZyD9fUU9eenvG95aEPkJ/fcN\nH9DLkiUxvzH6hjt81UCOpFxp8maRTEfkP022IA6RMvtzEmHE0l+JQJaSfAjDTUtnjjDLytrfP6xn\nXymucmFG/kUQtHLaK4WVFX65fEirGxUo5nd/v6tgURjFClcaflgPMsurkmyJa+XqVrEuZaUnkr1c\nPFlklXnY3qsJr1y4FfIgV9jVtocc/VbxftQW/Hesbvg2UrxWKcyIyG9W3ibdwnB7zCtvlpswvkpU\nqgcBxbpaLg/KlU2FNpw5FpQLu1yflezfy4WbHAPS+oG0OPKEGV7LkjFvmGky5OkfK1HNGJMnzKgv\nDceYqIzLZWve8aGSvMl8yVtWWc8qKVR6LojuV/VMEMmeR9akjOX61MBfajurFE6tdavcM1a55648\nYWa00djl6E+OMPM0+RJyylpP2NX2i2XjypA3Nr5F7vK2sTLhxuQL3Yd9Q5ablDBLxuGsvi8Kv9rx\nsJz8lagUfnLczjvW+DFf4DZVnVFJjI5ccTW6m9gLlQYZnspDLW9Wgfa/Fm8Arcznamhn1k6f3r64\noUFGzLqMbpa91aTlVeZKRQ1h1eLGCGjgSn+yH8wzVnXNsNRgjYha24BRBc2qXF1TabsIy9MSbOKa\nk9jZkzXq29d6vxVUdQZeBbfhPuxwQ3yz01likCFvQeXdRD8w0BFllUaa4YHMM1Jz7o1rRFrnzq0z\nnDr28T36aO3RNoKOMmKWONMxrW5UvdUkxUOm7AMD1ZVlF+/fLEe4rz4tryJjN9WSp86UuOmSczHb\nRh5jITnraXKIyWM8qBMM6eTquxtsSK3WNhDSqPO/206ddh8y/TWrctUYbrXPCF3RddV6jncyLzLy\ndP7MM2sKv6lk9Yd58qKKMd8mrjmpau9cGb+13G8F1chQq7wtT2ej31TNmdMRZZWXoqzJfUE598Y1\nKq11hdOGfagjkigf/Xda3ai6uVRr7r+ashyh5Z7cV99W7E1+/YzQehrRTeNdSJotga4ko37V2nQ7\ntclXW886NR0xahQyb16kHafWdrL6wzx5UUVf2pET104xzmTkJ2vjPJQ3+lQvRUMRCQMRFVWxkgLn\n3ETfSeQyfJWDLONMtapeVzL6lVpmdcQXMv3gbVLDbpXacDUGJGL+0oy1dYBxlzykprlJ7b0ZZBln\naob8WQZJUvuw2RXCKmMALeYm2Ra7pF61hRrHhWJZJMowrU2XMx6Uariuw8pr9vFTKfRfDCLOyBsJ\no4WF2sJslGGlTYK0TrdSPa11cConxjm9FKQQqwudVGlT61WOvrXtpBkq7JA87QTMOBPkM24QkrX5\nvtzm/HLhZG3AbqFxptxyJq+lEO7Dzm30qQHGmUqMZqWVSblN7uWowqBFO4wz5TJuUMkoUV4jXZVk\nyxseQZnVYmQpupYn7DYYZyqxR9BoIxfVGmWpRF5DL2nuPTFDc7WQJ+4uNs5UyYBMqpGbHMaZKrWz\nWFtsQF8bhTmijTNVGhfSxtoM40yxNp3HSBc5jCC2wDhTpTBF3KQ1l9HCnOGWNQqY0zhTlrxlw+lE\n40x5no2qMM5U4icP1YxbVGmhqVGGynKE2XLjTEk/OY0zxdx7o0UlRphCv51knKnOcKW/34wzGYZh\nGIZhGIZhGN2PTVw3UZppVC7ch91KY0Z5DTKUpL1Dd/pXU0aNyudGG7WolLWTe4caGl8s7MlNCzoX\ntZZJM/Ok2XSq8bK8tLIrSMurWutsnnzv9rJpOTUaCEvL52S9ytPPduiwFGPWLGBgoKF9bbv77a6j\nlnrahMo1OLCioytt14yrSXXvDs7TdmET102UZhqVix2H00LjDnkNMpSkvUP3DVRTRo3K50YbtaiU\ntctWNK8LavcW+VrLpJl50my61ZhLRCu7grS8qrXO5sn3bi+bllOj4aW0fE7Wqzz9bIcOSzHmzwfm\nzGloX9vufrvrqKWeNqFyFeas6OhK2zXjatJKdwfnabvokpI0DMMwDMMwDMMwNlU6cuJqVoWbQ6rl\n0v6+ul/oNMFYXcMpytjB1hqhTF52iYXWPDTTqnCqVc4G1PFmM/3gbVLLvVXWkI32kWkZfXZ75TKM\nckyfnj6m1tJnmVVhoxl0jVXhc84ZtmAOw1aEu+iUi1Yyut0CpKGqVwNXz5gx433tlmUkUZizojgB\niln/7OuDGo2RgZtsRRODUkuqtYfbSIoyZlh97BQy83LJCmBkTF5DNblcVoWroDBnRVFVL9OqcAey\n6JZnqrcqbIwIUtuDYXQ4ixb5Hw0YU0vaQMzicmf33UbnklqvihZ92yRUGuE556EV4QY9F400OnLF\n1TAMwzAMwzAMwzAibOK6idIsQ2XdYACtG2SE7pGzHhptxTikW/NvWv+GdotgtIlZs9otgWFUz7Rp\njQvL2oDRDJr5rNFQarRmvilhE9dNlGYeh9PpdIOM0D1y1kOjrRiHdGv+LbrlmXaLYLSJ+fPbLYFh\nVE9RbbgBWBswmkEznzUaSo3WzDclbOJqdO0Dfqtpt4GkjjMoYBhV0u42ZBibKs1qe2G49ixhGEaz\nsYmr0bQzXUcac89t70P3dde1NXrDqJt2tyHD2FRpVtsLw7VnCcMwmo1NXA3DMAzDMAzDMIyOpiOP\nwxGR44Djdtlll3aLMmIpFKK3o8PnWwEMDgwfJ2I4NajwjXIxnwZboxY1e3a00jp8VArArJlTu2fP\nhrFJsH79ep5Ytow1y5bBxo3F6y8uF5Ytd+9If/e7ZVxzp7s+edIQW0xKnKGR8JtKeL53Jbeh+40b\nS/2mnRUeXc8Ku9z54llh5gk3K+xKcka/yxHGW8356JVkTd5Php0me63pr5S3Ccb39LD9xImM6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7C+kDlvpn6tBtkhE/xtvEtfuYg1P1O0Sd2k+kAhGpNyTffj4OXBdM4iJViQ/miOtx\nhvdeVnL3P4k4NlfVLwOo6u9V9XW4Sen9uJWoNP5IQr0xJ/8KPEOpylAl7gR2Cgd6VX1B3Z7al6nq\nXrg2Entw8Oq4J5JDTdh3XmcCR2l8H07oZm+cSs3FONWn23ynfytOrSSN5MT1OipPXEfsoc1+1WKO\nqu6MU58bEJGj8nqvNdrg9+PAI4k20Kuqb/Ty/VNVT8YNcl8BrvKqUJVYghswI3ZkWMMg5EmgP6Hm\ntGPowKv0j6X6dmIYI52OGFdVdQ1uBeyduFXDhhwPVqb/Sev70vqcDbjJzpO4FU2gOBZOJU4yzP/G\njfu7+rz9FMP5Wi934ibkyWuhDOHvo4B/9ZPop3Dj7jni9y1nUFxdFWcIbUvS++CyqOoFqnogsKeX\n+ZMVvLSFOuRM1g0J/0fBJ/4/Drw/0Y4mqOoN1NfGSpJVg5+kv8dxdge2CuSZ5J8TI5sr71PVPpyB\npAsl3xE45dpbyJPAlMRzQ3KMH41TYw5tmIw4bOLa2YwRkfHBZzTubcpq3CbzLRnemxDxNPFB8dfA\nbuLOBBzjPwcFe+jK8WtgOxH5mDgjMb0ickiKux8Dx4nIG8QdWzNe3BEj24s7W+rNvrGtBVbiVIfT\nGAQOE5GvicjLoLjh/cciUqL64MM+w/s7S/Or/gDgJ5ILcfsGozBfLiJTfTqOwe1vSJ7j9q+4N73X\nlgtfnBGqLwKv0wyT+b5z/xbwH17+R4AjvIrwLNx+kDRuwD1oHQzcok7Fahpuz8ZfMvw8DUyXFlnH\n83UmMhA01teLRj2wJOM61tcVwalebyS7niV5GpgqGQYRcnILsEKcwaYJvv68UkQO8vK9U0S29mUc\nvQ3NI99lwGfE7RffCqeal3ak0Y24we4/fBt/K0G99swC/hyt+hvGJkqnj6s/wu15exMNmriW6X+e\n9d9h2i4DPi7OEMxEhm0jbMBtjTlORA7zY1SBypPQXmA5sFKctlUtE48sbsGtjIf7bH8AvEdEdhaR\nzXAvjn/t752GO25qP/9ZgNt+8WmyeaOIRGPy2cBNqppcOSyLrxuHiLNJ8RJOq2vI3ztNypy76uvW\neNzz+mhfZ5tytno5OXPwG2BvEXmLb1MfJr46msZFwFkispePf7KIRKrA9bSxJGn1vCrUqUz/H+5F\nxyRxRpVeLiKzvOwnijfohns+VPKP8VntLYz/UXx9FXfc4BE4Y6IhB+PUq9NWYkcMNnHtbH6LG0yj\nTwH4Bm7PxnO4DfbXJPycD5wgzkraBer267wep4e/BKeu8BWgomVR7/d1uMbxFE599tUp7h7HGWT4\nFK6DeBz3lm6U/wz4uF/APTynDlzqLP8dijv64R4RWYbb07CA+D6WF0XkJdwxEW8ETlTV71dKTwbf\nIb5n8EAf7gqc5cFTtHRP7qm4FebYWzwROVJEQtXhz+PeRt8qwxZrkwYh3gPcraqRuf6f4/LqWe/3\n4jShvbrI7bg9Jev85RtxezaeyUjrlf77eRG5PcNNI3kAV2/7cUd7rCb+ZrGR7IpbsV+Jy4cLVbXs\ni4UIVb0fN3g8LE4FKEsNrFwYG3F7cvbDvXx4DmdgJJoMH42r0ytxbfQkDc4dLMPncfX/Tly9vJ3S\nFyn4OvBW3IPZCzj1/J8nnJ1CfoMkhjFS6ehxVd3eOAVub+ADaGr/49UjvwD8zfd9M4Hv4ybMf8H1\nZWvwBsH8WPgRnE2GJ3H97TPELWIn+QTOqN8KnLZV0tpqzfh+71L8vmB/7fu4yf/NOFXKtbgtQKjb\nY/hU9AHWAcvV7f3M4qe4Fxkv4J4P3lnGbRaTcGlf6mV6Hre9BdyKbjmDjN/F1dOTcRPs1aTbOWgE\n5eQsi6o+h9NE+6r3tydu7MqsG6r6C1y7uVycGvndOGOJ1NPGUuJJq+e18G6c1tK9uDy6iuHtbQcB\nN/s29ivgo1kLFgky21sK78AtTryAq5M/StzfJMZ40brtlxhG9yLOqu/fcaq8rTSWYASIyAO4AeAX\nqnpqJfdVhv0HnPGiW1Q1r/rwiEJE9sEdEXFoRceGYbQVEfkTcJmqfq/dspTDrxC9iFMDfqRNMkTW\naPfP+TKwoxCR/8NNcu5rQFjfxU1wn1bVrKNhag17ELcIMQ7Y3L+sLed+FG6P6yl5XyIbtSMi2+C2\nie3vtxyMWGziahiGYRiG0QGIO4v1D8COftWpoxCR43DH4glwDm4F6ICkBpKx6SHu+LebcavCn8Sp\nC+/cjS8UjM7FVIUNwzAMwzDajIj8EDcp/HgnTlo9b8apbi7BbdE4ySathudQnMXs53Cq8G+xSavR\naGzF1TAMwzAMwzAMw+hobMXVMAzDMAzDMAzD6Ghs4moYhmEYhmEYhmF0NKPbLUA5Npu8mW7xspLj\nO1tOX2/Vp2MYhmEYHchtt932nKpu3W458iAi38cds/SMqr7SXysA78MdmQXwKVX9rb93FvBe3DnG\n/6Gqv/fXD8QdGzIBdxzMR1VVvVX1H+GO+XgeeLuqLqokVzvHZhuPDcMwRh55x+aOnrhu8bItOP07\np7dbDAqzC+0WwTAMw2gAItJNh7NfCnyL0vP6zlPVr4cXRGRP3JmHewF9wB9FZDd/bMV/4ya7N+Mm\nrkcDv8NNcpeq6i4ichLunMS3VxKqnWOzjceGYRgjj7xjc0NUhUXk+yLyjIjcnXFfROQCEVkoIneK\nyAGNiNcwDMMwRiqq+hfcYfN5eDNwuaqu9WdqLgQOFpHtgEmqepO3/voj4C2Bnx/631cBR4mINC4F\nhmEYhtE4GrXH9VLcG9wsjsGZTd8VOB339tcwDMMwjOr5iH8J/H0RmeKv9QOPB26e8Nf6/e/k9Zgf\nVd0ALAOmNlNwwzAMw6iVhkxcc7wVfjPwI3XcBGzh3wIbhmEYhpGf/wZ2BvYDngTOaUWkInK6iCwQ\nkQWrlq1qRZSGYRiGEaNVe1yz3gQ/2aL4OwZVZe2GIVau3cBLazewat1G1m4YYuPQEOs3Khs2KhuG\nhvy3+71xSP29IXfNf6uCEn1H4Q9fi+KL7pe4V031F7ql+D9+D1LiSYsjcB9dGfYzHE78f/p9Su7n\nO4M470nFeY80zh9eY+XL61BzOsyd3nbFm89Z7vDyhtjp9aBd8uWlbfVlEzmSXFWfjn6LyHeBX/u/\ni4EdAqfb+2uL/e/k9dDPEyIyGpiMM9KUFu/FwMUAfbv3bSK5bRiGYXQSHWecSUROx6kTM3nbyW2W\nJh9DQ8ozK9by2AureGbFGp5bsZZnV67l2RXu8+Lq9SxbtZ4XV69nxZr1rN/YOWO+CEjxtyDFa+5G\n+F+K/6Xoh/Ba4r7bKSXFeIb/hf+z7se3WRXvZ/irmM58zkrirTe8vA7bJV/+/MsZb4N3x7UtvW3K\nl/z1ql31IG94nV1PuxkR2U5Vo5e+/wpEtiV+BfxURM7FGWfaFbhFVTeKyHIRmYkzzvRu4JuBn1OB\nG4ETgD9rjjcZzyxfyzf++GDJ9Y+9drfaE2YYhmEYFWjVxDXrTXAJnfpWd8PGIR5+7iX++fRKHnx6\nBU8sXc0zK9bw5LI1PP7CKtZuGIq57xklbLn5WLadNI4pm42lf4sJTJ4whkkTxjBx3Gh6x49m87Gj\n2WxsD+PH9DC6R+gZJYzpGeW+R/nvxPXRPcJof2+UpEw2iU/y0iacIvkfLA3DMEYS8sF2S5AfEbkM\nmA1sJSJPAIPAbBHZD7eovgh4P4Cq3iMiPwPuBTYAH/YWhQE+xPBxOL/zH4BLgP8RkYW47T4nNT9V\nhmEYhlEbrZq4/go4Q0QuBw4BlgVvjDuWl9aM4ZEnt+SUhTexYNHS4uRUBF42aTzb9I7j5Vtvzuzd\ntmba1M3YcermbDtpHFtPdJPVUaNscmgYhmHUhqqenHL5kjLuvwB8IeX6AuCVKdfXACfWI6NhGIZh\ntIpGHYdzGU7VaHcReUJE3isiHxCRD3gnvwUexpnn/y7u7W9Fep9fQeHVc0s+vc+tAGD2pfObcv++\nv05m3l/2pv/z93DVv32In7zvUB74whtZ9JVjWfSVY7nvA/tw41lH8b/P/ZHvvPsgPnPcXrzrsJ2Y\ntfs27LHdZKYuf95NWguFaHkz/lmyxCXQ7tt9u2/37X5r7xuGYRiG0ZVIow1zNJK+3fu00Yecr1k3\nmqUrJvDCis140X8ve2k8Gzb2FN2MG7OebaasZNspK9h+62V849gzGyqDYRiG0R5E5DZVndFuObqZ\n0dtN1YnvfUPJ9VbscS3MLjQ9DsMwDKO15B2bO844UyPZsFFY8vxknn1xc15YvhlLV2zGqrVji/fH\nj13PFhNXs2v/c0zafI37bLaGiRPW2Yt5wzAMwzAMwzCMDmFETlxXrx3NHQv7eWjJVDZs7EFkiCkT\nV7Pd1OVM6V3Flr2rmdK7ignjNrRbVMMwDMMwDMMwDKMCI27i+vTSicy/4+WsXTeanfueZ+e+59lm\ni5cY3TNU2bNhGIZhGIZhGIbRcYyYiasq3P/YNtx6/w5sNn4dxx56L1tOWt1usQzDMAzDMAzDMIw6\nGTET19se3J67H9mO/q1e5FX7PMy4sRsrezIMwzAMwzAMwzA6nq6fuKrC3xf2c/cj27Hr9s9y2F6L\nzLCSYRiGYRiGYRjGCKIh57i2kzsW9nHnQ33s0v8sh9qk1TAMwzAMwzAMY8TR1SuuTzw7mX881M8u\n/c9y+Ctt0moYhmEYhmEYhjES6doVV1X4+z/7mbTZGmbu+ahNWg3DMAzDMAzDMEYoXTtxfXHleJ5f\nvjl77Pg0o3u03eIYhmEYhmEYhmEYTaJrJ67PvNgLwPbbLGuzJIZhGIZhGIZhGEYz6dqJ67KV4xnd\ns5HeCWvbLYphGIZhGIZhGIbRRLp24rpi1TgmTlhre1sNwzAMwzAMwzBGOF05cV2/YRTPvDiRLSet\narcohmEYhmEYhmEYRpPpyonrPx7qY+36Meyxw7PtFsUwDMMwDMMwDMNoMg2buIrI0SLygIgsFJEz\nU+5vJSLXiMg/ROQeEXlPLfGsXd/DfY9uw87bPc82U1bWL7hhGIZhGIZhGIbR0TRk4ioiPcC3gWOA\nPYGTRWTPhLMzgH+o6r7AbOAcERlbbVwPPr41G4d62HP6U3VKbRiGYRiGYRiGYXQDjVpxPRhYqKoP\nq+o64HLgzQk3TwG9IiLAROAFYEM1kQwp3PfYtmy35XK2mmz7Ww3DMAzDMAzDMDYFGjVx7QceD/4/\n4a+FfBe3GrsEuAv4qKoOVRPJ0y/0smrNWHa1va2GYRiGYRiGYRibDK00znQWcCfQB+wHfEtEJiUd\nicjpIrJARBasWhZfVX3s6SmMGjXEDlu/2BKBDcMwDMMwDMMwjPbTqInrYmCH4P/2/lrI4cCV6lgI\nPALskQxIVS9W1RmqOmOzyZsF1+HRp6ew/VbLGDO6qoVawzAMwzAMwzAMo4tp1MT1VmBXEdnJG1w6\nCfhVws39wFEAIrItsDvwcN4Ilr00nlVrx7K9rbYahmEYhmEYhmFsUoxuRCCqukFEzgB+D/QA31fV\ne0TkA/7+RcAXgR+IyJ24CfN/qepzeeN49sWJAGy75YpGiGwYhmEYhmEYhmF0CQ2ZuAKo6m+B3yau\nXRT8fhY4ttbwX1i+GaN7NjJps7W1C2kYhmEYhmEYhmF0Ha00zlQXL6yYwBYTVyPSbkkMwzAMwzAM\nwzCMVtI1E9dlL7mJq2EYhmEYhmEYhrFp0RUT15fWjGHNujFM6bWJq2EYhmEYhmEYxqZGV0xcX1ju\njsXZavJLbZbEMAzDMAzDMAzDaDXdMXFd4SauU3pXtVkSwzAMwzAMwzAMo9V0xcT1xZUT2Hz8WsaO\nHmq3KIZhGIZhGIZhGEaL6YqJ68pV4+i1Y3AMwzAMwzAMwzA2Sbpi4vrS2rFsPn5du8UwDMMwjJoQ\nkb3bLYNhGIZhdDMdP3FVhTVrR7PZuPXtFsUwDMMwauVCEblFRD4kIpPzeBCR74vIMyJyd3BtSxH5\ng4j8039PCe6dJSILReQBEXlDcP1AEbnL37tAxJ2ILiLjROQKf/1mEZneuOQahmEYRmPp+Inr2vU9\nDOkoxtvE1TAMw+hSVPVI4BRgB+A2EfmpiLyugrdLgaMT184E/qSquwJ/8v8RkT2Bk4C9vJ8LRaTH\n+/lv4H3Arv4ThfleYKmq7gKcB3yl5gQahmEYRpPp+Inrug2jARg7ekObJTEMwzCM2lHVfwKfAf4L\nmAVcICL3i8hbM9z/BXghcfnNwA/97x8CbwmuX66qa1X1EWAhcLCIbAdMUtWbVFWBHyX8RGFdBRwV\nrcYahmEYRqfR8RPXNWvdxHXCOJu4GoZhGN2JiOwjIucB9wGvAY5T1Vf43+dVEdS2qvqk//0UsK3/\n3Q88Hrh7wl/r97+T12N+VHUDsAyYWoUshmEYhtEyRrdbgEqsWT8GgPFjbeJqGIZhdC3fBL4HfEpV\nV0cXVXWJiHymlgBVVUVEGyVgOUTkdOB0AJm0WSuiNAzDMIwYHT9xXbvObdEZN8b2uBqGYRhdy78A\nq1V1I4CIjALGq+oqVf2fKsJ5WkS2U9UnvRrwM/76Ytz+2Yjt/bXF/nfyeujnCREZDUwGnk+LVFUv\nBi4GGL3d1JZMlg3DMAwjpONVhdf6FddxtuJqGIZhdC9/BCYE/zfz16rlV8Cp/vepwP8G10/yloJ3\nwhlhusWrFS8XkZl+/+q7E36isE4A/uz3wRqGYRhGx9GwiauIHO1N8C8UkTMz3MwWkTtE5B4RuS5P\nuGvX9yCijOkZapSohmEYhtFqxqvqyuiP/11W51ZELgNuBHYXkSdE5L3Al4HXicg/gdf6/6jqPcDP\ngHuBa4APR6u7wIdwasoLgYeA3/nrlwBTRWQhMIC3UGwYhmEYnUhDVIW9yf1vA6/DGX64VUR+par3\nBm62AC4EjlbVx0Rkmzxhr1k3hnFjNmB2Dg3DMIwu5iUROUBVbwd3tiqwupwHVT0549ZRGe6/AHwh\n5foC4JUp19cAJ1aQ2zAMwzA6gkbtcT0YWKiqDwOIyOU4M/v3Bm7eAfxcVR8DUNVnSkJJYd36HsaO\nMTVhwzAMo6v5GHCliCwBBHgZ8Pb2imQYhmEY3UOjJq5pZvgPSbjZDRgjIvOBXuB8Vf1RpYDXrh9t\nFoUNwzCMrkZVbxWRPYDd/aUHVNWsDhqGYRj7OrzSAAATkklEQVRGTlppVXg0cCBOxWkCcKOI3KSq\nD4aOQpP7k7edzPoNPYwfa2O7YRiG0fUcBEzHjYcHiAh5XuAahmEYhtG4iWuWGf6QJ4DnVfUl3F6f\nvwD7ArGJa2hyv2/3Pl23vodJm69pkJiGYRiG0XpE5H+AlwN3/P/27j9Yj6u+7/j7c+/FYAds17Fx\nPLLBhojOOKRpjSxnJj8aF8wI6FTOlDLOD5IQQHGCQ0g7KUrSoWk7tAbnB00LMYIa7IHEcQImSjAY\nzAx0ptRYDhj/AoNqK9iKwSnNxCad2lzp2z+evdGj6yvdK9997u5q36+ZZ7R79uw+5xzts2e+9+ye\nBZYmTSrAwFWSpDVoK3DdA2xupuDfD1zG5JnWaX8C/NfmXXEnMLmV+HdWO/DiwTmeNn9gtWySJPXZ\nFuB8XzcjSdJT00rgWlWLSa4AbgbmgWuq6p4klzfbr66qLyX5OHAncBB4b1XdvdqxFxfnmfdVOJKk\nYbubyYRMD3ddEEmShqi1Z1yr6ibgpmVpVy9bvwq46liO++0D85yw4IirJGnQTgfuTXIb8PhSYlX9\ns+6KJEnScGzk5EzHbOl+KkdcJUkD9xtdF0CSpCHrdeBKBYD5OR8JkiQNV1V9Jslzgc1VdUuSk5g8\nWiNJktZgrusCHM3SFBZOziRJGrIkrwf+GHh3k7QJ+Eh3JZIkaVj6HbjSjLh6q7AkadjeAPwA8ChA\nVX0VeHanJZIkaUB6Hbgu8VZhSdLAPV5VTyytNK+Gs3OTJGmNeh24Lt0qPBf7dknSoH0mya8BJya5\nBPgj4E87LpMkSYPR68B1yZwjrpKkYdsJ/BVwF/BzTF4f9286LZEkSQPS61mFq5lVeMFnXCVJA1ZV\nB4H3NB9JknSMeh24LpmbM3CVJA1XkgdY4ZnWqnpeB8WRJGlweh24LvXwPuMqSRq4LVPLzwD+BXBa\nR2WRJGlw+v2Ma3OrsIGrJGnIquqbU5/9VfUO4BVdl0uSpKHo9Yjrkhi4SpIGLMkFU6tzTEZgB9EH\nS5LUB73uNJfCVd/jKkkauN+aWl4E9gGv6qYokiQNT78D1yZeXVg40G1BJElah6q6uOsySJI0ZL0O\nXGHyjOu8twpLkgYsyb882vaq+u2NKoskSUPU2uRMSbYluS/J3iQ7j5LvwiSLSV652jGXRlznvFVY\nkjRsW4CfBzY1n8uBC4BnNR9JknQUrYy4JpkH3glcAjwE7Emyu6ruXSHf24BPHMvxDVwlSQN3NnBB\nVT0GkOQ3gI9W1U92WipJkgairRHXrcDeqrq/qp4Arge2r5DvF4EPAY+s5aBVISlfhyNJGrozgSem\n1p9o0iRJ0hq09YzrJuDBqfWHgIumMyTZBPwocDFw4VoOWsDC3EGSlkopSVI3rgNuS3Jjs34pcG2H\n5ZEkaVA2cnKmdwBvrqqDOUokmmQHsAPgxDM3MT9/cIOKJ0nSbFTVW5N8DPihJuk1VfWFLsskSdKQ\ntBW47gfOmVo/u0mbtgW4vglaTwdenmSxqj4ynamqdgG7AE5+znnl862SpOPEScCjVfW+JGckOa+q\nHui6UJIkDUFbgeseYHOS85gErJcBPz6doarOW1pO8n7gz5YHrctVhRMWFlsqoiRJ3Ujyb5n8Affv\nA+8DngZ8APiBLsslSdJQtBK4VtVikiuAm4F54JqquifJ5c32q5/ScYEFbxWWJA3fjwL/CPg8QFX9\nZRJfgyNJ0hq19oxrVd0E3LQsbcWAtap+Zm3HhPk5A1dJ0uA9UVWVTKbJT/IdXRdIkqQhaet1ODMx\nuVX4QNfFkCRpvW5I8m7g1CSvB24B3tNxmSRJGoyNnFX4KfFWYUnS0FXVbya5BHiUyXOub6mqT3Zc\nLEmSBqPXgWtVfB2OJGnQkswDt1TVxUArwWqSfcBjwAFgsaq2JDkN+EPgXGAf8Kqq+usm/68Cr23y\nv7Gqbm7SXwS8HziRyeM+v1RVTucvSeqdnt8qjLcKS5IGraoOAAeTnNLyoS+uqn9YVVua9Z3Ap6pq\nM/CpZp0k5zOZ7f97gG3Au5pgGuD3gNcDm5vPtpbLKElSK/o94kqY9z2ukqTh+xZwV5JPAn+7lFhV\nb2zxO7YDP9IsXwt8Gnhzk359VT0OPJBkL7C1GbU9uapuBUhyHXAp8LEWyyRJUit6HbgCzDmrsCRp\n+D7cfNpSwC1JDgDvrqpdwJlV9XCz/evAmc3yJuDWqX0fatK+3SwvT5ckqXd6H7j6jKskaaiSPKeq\nvlZV17Z86B+sqv1Jng18MsmXpzdOv3qnDUl2ADsAcvJJbR1WkqQ16/UzrgBPM3CVJA3XR5YWknyo\nrYNW1f7m30eAG4GtwDeSnNV811nAI032/cA5U7uf3aTtb5aXp6/0fbuqaktVbZk76RltVUOSpDXr\nfeA65zOukqThytTy81o5YPIdSZ61tAy8FLgb2A38dJPtp4E/aZZ3A5cleXqS85hMwnRbc1vxo0m+\nP0mAn5raR5KkXun9rcJzccRVkjRYdYTl9TgTuHESa7IA/H5VfTzJHuCGJK8F/gJ4FUBV3ZPkBuBe\nYBF4QzPTMcAvcOh1OB/DiZkkST3V/8DVEVdJ0nB9X5JHmYy8ntgs06xXVZ18rAesqvuB71sh/ZvA\ni4+wz1uBt66QfjvwwmMtgyRJG633geuCgaskaaCqan71XJIkaTW9f8bVWYUlSZIkadx6H7jOtTeb\nvyRJkiRpgHofuLb4GjpJkiRJ0gC1Frgm2ZbkviR7k+xcYftPJLkzyV1JPpvkSRNLrFhAA1dJkiRJ\nGrVWAtck88A7gZcB5wM/luT8ZdkeAP5xVX0v8B+AXWs7toGrJEmSJI1ZWyOuW4G9VXV/VT0BXA9s\nn85QVZ+tqr9uVm8Fzl7LgZPV80iSJEmSjl9tBa6bgAen1h9q0o7ktazxJecLziosSZIkSaO24e9x\nTXIxk8D1B4+wfQewA+CE7/pun3GVJEmSpJFra8R1P3DO1PrZTdphkvwD4L3A9qr65koHqqpdVbWl\nqrZM9jFwlSRJkqQxaytw3QNsTnJekhOAy4Dd0xmSPAf4MPDqqvrKmo/sM66SJEmSNGqt3CpcVYtJ\nrgBuBuaBa6rqniSXN9uvBt4CfCfwrkxmXFpcGlU9muCIqyRJkiSNWWvPuFbVTcBNy9Kunlp+HfC6\nYz2uswpLkiRJ0ri1davwzPiMqyRJkiSNW/8D164LIEmSJEnqVP8DV0dcJUmSJGnUBhC4dl0CSZIk\nSVKX+h+4OquwJEmSJI1a7wPXuTkDV0mSJEkas94HrvMGrpIkSZI0ar0PXHFyJkmSJEkatd4Hrs7N\nJEmSJEnjttB1AVbjrMKSJPXfO275ypPS3vSSF3RQEknS8aj3I66SJEmSpHEzcJUkSZIk9ZqBqyRJ\nkiSp13oeuDqjsCRJkiSNXa8DV+dlkiRJkiS1Frgm2ZbkviR7k+xcYXuS/G6z/c4kF7T13ZIkSZKk\n41crgWuSeeCdwMuA84EfS3L+smwvAzY3nx3A77Xx3ZIkSZKk41tbI65bgb1VdX9VPQFcD2xflmc7\ncF1N3AqcmuSsox7Ve4UlSZIkafTaClw3AQ9OrT/UpB1rnsPMxcmZJEmSJGnsejc5U5IdSW5Pcvvc\ngb/tujiSJEmSpI61FbjuB86ZWj+7STvWPFTVrqraUlVbTj6ld3G1JEmSJGmDLbR0nD3A5iTnMQlG\nLwN+fFme3cAVSa4HLgL+pqoebun7JUnSU5BkG/CfgXngvVV1ZVvHfsctX1kx/U0veUFbXyFJGolW\nAteqWkxyBXAzk47vmqq6J8nlzfargZuAlwN7gf8LvKaN75YkSU/N1FsBLmEy98SeJLur6t5uSyZJ\n0uHaGnGlqm5iEpxOp109tVzAG9r6PkmStG5/91YAgOauqO3ATAPXI43Erub9H//oYev7rnxFG8WR\nJA1Aa4GrJEkanJVm/L+oo7Ics3N3fnT1TKsw+JWkYchkILSfkjwG3Nd1OXridOB/d12IHrE9DrEt\nDmd7HGJbHLLUFs+tqjO6LkxfJHklsK2qXtesvxq4qKquWJZvB7CjWX0hcPeGFrR7Y/wtjbHOMM56\nW+fx6Gu919Q3933E9b6q2tJ1Ifogye22xSG2xyG2xeFsj0Nsi0NsiyNa84z/wC4YZ1ta5/EYY72t\n83gMvd6+b0aSpPH6u7cCJDmByVsBdndcJkmSnqTvI66SJGlGjvRWgI6LJUnSk/Q9cN3VdQF6xLY4\nnO1xiG1xONvjENviENviCFZ6K8AqxtiW1nk8xlhv6zweg653rydnkiRJkiTJZ1wlSZIkSb22YYFr\nkm1J7kuyN8nOFbYnye822+9McsFq+yY5Lcknk3y1+ffvbVR91mtG7XFVki83+W9McupG1Wc9ZtEW\nU9v/VZJKcvqs69GGWbVFkl9szo17krx9I+rShhn9TrYm2ZPkjiS3J9m6UfVZj3W2xTVJHkly97J9\nxnoNPVJ7DPIauh4z+o31+ryaUZ17f+7Mqn9ptveyr51VndPjPnVG53fv+80Z9QnH87VsmP1gVc38\nw2TCh/8FPA84AfgicP6yPC8HPgYE+H7gc6vtC7wd2Nks7wTethH16XF7vBRYaJbfNoT2mFVbNNvP\nYTLhyF8Ap3dd1w7Pi4uBW4CnN+vP7rquHbfHp4GXTe3/6a7rOsu2aLb9MHABcPeyfUZ3DV2lPQZ3\nDe2qHVf5jfX2vJphnXt97syq3s32Xva1M/y/7m2fOsM6f5oe95vrqXezbXB95Azr3Otr2UaNuG4F\n9lbV/VX1BHA9sH1Znu3AdTVxK3BqkrNW2Xc7cG2zfC1w6awr0pKZtEdVfaKqFpv9b2XyPr6+m9W5\nAfA7wL8GhvIg96za4ueBK6vqcYCqemQjKtOCWbXH14GTm+VTgL+cdUVasJ62oKr+O/B/VjjuGK+h\nR2yPgV5D12OMffNY+98x9rVj7FPH2m+OsY8cZT+4UYHrJuDBqfWHmrS15DnavmdW1cPN8teBM9sq\n8IzNqj2m/SyTv7L03UzaIsl2YH9VfbHtAs/QrM6LFwA/lORzST6T5MJWSz07s2qPNwO/leRB4DeB\nX22xzLOynrY4mjFeQ9dqKNfQ9Rhj3zzW/neMfe0Y+9Sx9ptj7CNH2Q8eN5MzVVXRv7/2dSLJrwOL\nwAe7LksXkpwE/Brwlq7L0hMLwGlMbhP5FeCGJOm2SJ36b8AvVdU5wC8366PnNfSQsV9D2zS282pM\n586I+9ox9qmj7ze9lvXDRr3HdT+TZyCWnN2krSXP046y7zeSnFVVDzdD3326XeNoZtUeJPkZ4J8C\nL25+ZH03i7Z4PnAe8MWmLzkb+HySrVX19VZL365ZnRcPAR9uzofbkhwETgf+qr2iz8Ss2uMi4JJm\n+Y+A97ZU3llaT1sczRivoUc1wGvoeoyxbx5r/zvGvnaMfepY+80x9pHj7AdrYx4gXgDuZ3KBW3qA\n+HuW5XkFhz9AfNtq+wJXcfhD02/fiPr0uD22AfcCZ3Rdx67bYtn+++jRhBEdnBeXA/++WX4Bk9tG\n0nV9O2yPLwA/0iy/GPjzrus6y7aY2n4uT56EYXTX0FXaY3DX0K7acZXfWG/PqxnWudfnzqzqvWz/\nffSor53h/3Vv+9QZ1rnX/eZ66j21/VwG1EfOsM79vpZtYAO/HPgKkxmwfr1Juxy4vFkO8M5m+13A\nlqPt26R/J/Ap4KtMZng7resG7bg99jYX0Duaz9Vd17Ortlh2/H30qDPt4Lw4AfgAcDfweeCfdF3P\njtvjQuA2Jhf5zwEv6rqeG9AWfwA8DHybyWjBa5v0sV5Dj9Qeg7yGdtiOg+ybZ1Tn3p87s6j3suPv\no2d97Yz+r3vdp86ozr3vN9dZ70H2kTOqc6+vZWkKKUmSJElSLx03kzNJkiRJko5PBq6SJEmSpF4z\ncJUkSZIk9ZqBqyRJkiSp1wxcJUmSJEm9ZuAqdSjJt1bZfmqSX9io8kiSJEl9ZOAq9dupgIGrJEmS\nRs3AVeqBJM9M8qkkn09yV5LtzaYrgecnuSPJVU3eX0myJ8mdSf5dk3Zuki8leU+Se5J8IsmJzbbv\nTnJLki82x39+kuuSXDr1/R+c+k5JkiSpV1JVXZdBGq0k36qqZyZZAE6qqkeTnA7cCmwGngv8WVW9\nsMn/UuCVwM8BAXYDbwe+BuwFtlTVHUluAHZX1QeSfA64sqpuTPIMJn+wuhD45aq6NMkpwB3A5qpa\n3Mj6S5IkSWux0HUBJAGTIPQ/Jvlh4CCwCThzhXwvbT5faNafySTA/RrwQFXd0aT/OXBukmcBm6rq\nRoCq+n/N9s8keVeSM4B/DnzIoFWSJEl9ZeAq9cNPAGcAL6qqbyfZBzxjhXwB/lNVvfuwxORc4PGp\npAPAiat853XATwKXAa95SqWWJEmSNoDPuEr9cArwSBO0XszkFmGAx4BnTeW7GfjZJM8ESLIpybOP\ndNCqegx4aOl51iRPT3JSs/n9wJuafPe2WRlJkiSpTQauUj98ENiS5C7gp4AvA1TVN4H/keTuJFdV\n1SeA3wf+Z5P3jzk8sF3Jq4E3JrkT+CzwXc2xvwF8CXjfLCokSZIktcXJmaSRakZe7wIuqKq/6bo8\nkiRJ0pE44iqNUJKXMBlt/S8GrZIkSeo7R1wlSZIkSb3miKskSZIkqdcMXCVJkiRJvWbgKkmSJEnq\nNQNXSZIkSVKvGbhKkiRJknrNwFWSJEmS1Gv/H7rE7AGLPsGYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8302d3b590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plots all of the latencies over the duration of the experiment\n",
    "trace.setXTimeRange(trace.window[0] + 1, trace.window[1])\n",
    "trace.analysis.latency.plotLatency(task=glrunner[\"pid\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Kernelshark analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "version = 6\r\n"
     ]
    }
   ],
   "source": [
    "!kernelshark {trace_file} 2>/dev/null"
   ]
  }
 ],
 "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": "2.7.6"
  },
  "toc": {
   "toc_cell": false,
   "toc_number_sections": true,
   "toc_threshold": 6,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}