HIP-fitting-usage.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expecting to be HIP: <br/> Hawkes Intensity Processes for Social Media Popularity\n",
    "==="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This repository contains:\n",
    "- the link to [an interactive visualization system](#hip-visualization-system) for HIP;\n",
    "- [a short tutorial](#using-hip-and-the-active-dataset-a-short-tutorial) on exploring the ACTIVE dataset and fitting HIP to data;\n",
    "- the [ACTIVE twitted videos dataset](#the-active-dataset);\n",
    "- R code required for [fitting HIP to real data](#fitting-hip) and [forecasting future popularity with HIP](#forecasting-with-hip);\n",
    "- [Python code](#hip-in-python) for fitting HIP and forecasting future popularity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Refereces*:  \n",
    "Rizoiu, M.-A., Xie, L., Sanner, S., Cebrian, M., Yu, H., & Van Hentenryck, P.\n",
    "**Expecting to be HIP: Hawkes Intensity Processes for Social Media Popularity**. \n",
    "In *26th International Conference on World Wide Web - WWW ’17*, pp. 735-744, Perth, Australia, 2017.\n",
    "doi: [10.1145/3038912.3052650](http://doi.org/10.1145/3038912.3052650)  \n",
    "[pdf at arxiv with supplementary material](https://arxiv.org/pdf/1602.06033.pdf)\n",
    "\n",
    "Rizoiu, M.-A., & Xie, L. (2017). \n",
    "**Online Popularity under Promotion: Viral Potential, Forecasting, and the Economics of Time**. \n",
    "In *11th International AAAI Conference on Web and Social Media - ICWSM '17*, pp. 182-191, Montréal, Canada, 2017.  \n",
    "[pdf at arxiv with supplementary material](https://arxiv.org/pdf/1703.01012.pdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HIP visualization system\n",
    "This is an *interactive* visualization of the plots in the paper: the endo-exo map, observed and fitted popularity series and video metadata.\n",
    "It has additional visualizations of TED videos and VEVO musicians.\n",
    "Furthermore, it allows users to add and compare their own videos.\n",
    "\n",
    "**(access the visualizer by clicking on the thumbnail below)**\n",
    "\n",
    "[<img src=\"util/demo-screenshot.png\">](http://130.56.253.177/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using HIP and the ACTIVE dataset: a short tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First load (and if required install) the libraries needed for HIP. \n",
    "The file `code/functions-fitting-data.R` contains all functions for simulating and fitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: jsonlite\n",
      "Loading required package: pracma\n",
      "Loading required package: nloptr\n"
     ]
    }
   ],
   "source": [
    "## make sure required packages are installed and loaded\n",
    "source(\"code/requiredPackages.R\")\n",
    "source(\"code/functions-fitting-data.R\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The ACTIVE dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the ACTIVE dataset from the JSON format. Note that this requires more that 8GB of memory, due to the `jsonlite` library. In order to speed up the dataset loading for subsequent executions, after the first loading we create a R binary file. The binary file speeds up loading considerably."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"--> Loading the ACTIVE dataset from DAT format...\"\n"
     ]
    }
   ],
   "source": [
    "## load the ACTIVE dataset. First time it gets loaded from the JSON format and duplicated \n",
    "## into an R binary file (way faster to load, less memory consumption)\n",
    "## check if the binary exists\n",
    "if ( !file.exists(\"data/active-dataset.dat\")) {\n",
    "  print(\"--> Loading the ACTIVE dataset from JSON format... might take a while!\")\n",
    "  dataset <- fromJSON(txt = \"data/active-dataset.json.bz2\", flatten = T)\n",
    "  ## save repeating the lengthy loading process, by saving the \"dataset\" data.frame into a R binary file.\n",
    "  save(dataset, file = \"data/active-dataset.dat\", compress = \"bzip2\")\n",
    "} else {\n",
    "  print(\"--> Loading the ACTIVE dataset from DAT format...\")\n",
    "  load(\"data/active-dataset.dat\")\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore the content of the dataset. \n",
    "Each line is coresponds to a video. \n",
    "Columns correpond to the different information available for each video, such as video *title*, author (entitle here *channelTitle*), *uploadDate* etc.\n",
    "HIP requires the series of views (*dailyViewcount*) as observed popularity and of shares (*numShare*) or tweets (*dailyTweets*) as exogenous stimuli.\n",
    "Note that metadata information is not available for all videos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [1] \"YoutubeID\"                 \"numTweet\"                 \n",
      " [3] \"numShare\"                  \"numSubscriber\"            \n",
      " [5] \"watchTime\"                 \"dailyViewcount\"           \n",
      " [7] \"description\"               \"title\"                    \n",
      " [9] \"channelId\"                 \"channelTitle\"             \n",
      "[11] \"category\"                  \"uploadDate\"               \n",
      "[13] \"duration\"                  \"definition\"               \n",
      "[15] \"dimension\"                 \"caption\"                  \n",
      "[17] \"regionRestriction.blocked\" \"regionRestriction.allowed\"\n",
      "[19] \"topicIds\"                  \"relevantTopicIds\"         \n",
      "[21] \"totalShare\"                \"totalViewcount\"           \n",
      "[23] \"totalTweet\"                \"dailyTweets\"              \n"
     ]
    }
   ],
   "source": [
    "## let's explore what information we have available for each video\n",
    "print(names(dataset))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can extract the information related to a single video, and print it for inspection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>YoutubeID</th><th scope=col>numShare</th><th scope=col>dailyViewcount</th><th scope=col>description</th><th scope=col>title</th><th scope=col>channelId</th><th scope=col>channelTitle</th><th scope=col>category</th><th scope=col>uploadDate</th><th scope=col>duration</th><th scope=col>⋯</th><th scope=col>dimension</th><th scope=col>caption</th><th scope=col>regionRestriction.blocked</th><th scope=col>regionRestriction.allowed</th><th scope=col>topicIds</th><th scope=col>relevantTopicIds</th><th scope=col>totalShare</th><th scope=col>totalViewcount</th><th scope=col>totalTweet</th><th scope=col>dailyTweets</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>00-6OyXVA0M                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              </td><td>254, 1399, 493, 242, 175, 216, 372, 729, 305, 154, 75, 68, 60, 44, 44, 44, 39, 24, 25, 28, 15, 17, 18, 14, 16, 15, 8, 12, 9, 1, 3, 5, 8, 3, 7, 7, 3, 4, 4, 1, 3, 3, 2, 3, 6, 0, 4, 4, 2, 4, 0, 8, 6, 3, 5, 4, 3, 2, 2, 1, 4, 13, 12, 12, 13, 5, 7, 2, 9, 4, 2, 3, 0, 7, 1, 1, 3, 1, 1, 5, 3, 10, 0, 4, 5, 1, 0, 2, 3, 2, 1, 0, 0, 1, 0, 1, 1, 2, 1, 2, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 6, 1, 0, 1, 0, 2, 2, 0, 1, 0, 0, 0, 2, 1, 0, 0, 1, 4, 4, 4                                                                                                                                                                                                                                                                                                                                          </td><td>90158, 695628, 312298, 170348, 82346, 61530, 76116, 229360, 109262, 40695, 26952, 18167, 13951, 11266, 11866, 18949, 18264, 13971, 8641, 7085, 5337, 4063, 4119, 5385, 4898, 4270, 3447, 3061, 2491, 1897, 1836, 2192, 2087, 2118, 2010, 1993, 1792, 1921, 1977, 1671, 1594, 1404, 1574, 1483, 1459, 1671, 1400, 1252, 1383, 1251, 1375, 1176, 1528, 1270, 1760, 1526, 1295, 1049, 1034, 1308, 1353, 1965, 2950, 2402, 1800, 1636, 2010, 1573, 1443, 1254, 1307, 1224, 888, 1021, 861, 982, 855, 1176, 1275, 1729, 2061, 2982, 1760, 1872, 1708, 1139, 1084, 1152, 901, 629, 585, 601, 465, 498, 627, 482, 629, 658, 714, 747, 566, 664, 546, 433, 357, 463, 379, 373, 450, 493, 452, 452, 423, 1056, 1407, 1153, 1081, 664, 576, 471, 400, 572, 639, 711, 525, 499, 893, 999, 1308, 1073</td><td>Bill's response to Victoria Osteen's congregational message.\n",
       "The Osteen video was already out before I did the added clip of Bill Cosby.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td><td>Bill Cosby responds to Victoria Osteen                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td><td>UCpzGw-b-rEPjRs2LT0ZVHTQ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>Bryant Harris                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            </td><td>Entertainment                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            </td><td>2014-08-29 06:19:14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td><td>PT39S                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>⋯                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        </td><td>2d                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       </td><td>false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td><td>NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td><td>/m/03bxbhz, /m/03ny9x , /m/014zfs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        </td><td>/m/06bvp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>5206                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td><td>2174286                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>3857                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td><td>2588, 455, 157, 100, 86, 76, 102, 64, 28, 23, 21, 14, 16, 7, 8, 8, 7, 2, 3, 6, 3, 2, 5, 2, 4, 0, 2, 1, 0, 1, 1, 1, 0, 2, 4, 0, 2, 1, 2, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 1, 0, 0, 1, 3, 1, 0, 0, 1, 1, 2, 0, 2, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA                                                                                                                                                                                                                                                                                                                                                      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       " YoutubeID & numShare & dailyViewcount & description & title & channelId & channelTitle & category & uploadDate & duration & ⋯ & dimension & caption & regionRestriction.blocked & regionRestriction.allowed & topicIds & relevantTopicIds & totalShare & totalViewcount & totalTweet & dailyTweets\\\\\n",
       "\\hline\n",
       "\t 00-6OyXVA0M                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               & 254, 1399, 493, 242, 175, 216, 372, 729, 305, 154, 75, 68, 60, 44, 44, 44, 39, 24, 25, 28, 15, 17, 18, 14, 16, 15, 8, 12, 9, 1, 3, 5, 8, 3, 7, 7, 3, 4, 4, 1, 3, 3, 2, 3, 6, 0, 4, 4, 2, 4, 0, 8, 6, 3, 5, 4, 3, 2, 2, 1, 4, 13, 12, 12, 13, 5, 7, 2, 9, 4, 2, 3, 0, 7, 1, 1, 3, 1, 1, 5, 3, 10, 0, 4, 5, 1, 0, 2, 3, 2, 1, 0, 0, 1, 0, 1, 1, 2, 1, 2, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 6, 1, 0, 1, 0, 2, 2, 0, 1, 0, 0, 0, 2, 1, 0, 0, 1, 4, 4, 4                                                                                                                                                                                                                                                                                                                                           & 90158, 695628, 312298, 170348, 82346, 61530, 76116, 229360, 109262, 40695, 26952, 18167, 13951, 11266, 11866, 18949, 18264, 13971, 8641, 7085, 5337, 4063, 4119, 5385, 4898, 4270, 3447, 3061, 2491, 1897, 1836, 2192, 2087, 2118, 2010, 1993, 1792, 1921, 1977, 1671, 1594, 1404, 1574, 1483, 1459, 1671, 1400, 1252, 1383, 1251, 1375, 1176, 1528, 1270, 1760, 1526, 1295, 1049, 1034, 1308, 1353, 1965, 2950, 2402, 1800, 1636, 2010, 1573, 1443, 1254, 1307, 1224, 888, 1021, 861, 982, 855, 1176, 1275, 1729, 2061, 2982, 1760, 1872, 1708, 1139, 1084, 1152, 901, 629, 585, 601, 465, 498, 627, 482, 629, 658, 714, 747, 566, 664, 546, 433, 357, 463, 379, 373, 450, 493, 452, 452, 423, 1056, 1407, 1153, 1081, 664, 576, 471, 400, 572, 639, 711, 525, 499, 893, 999, 1308, 1073 & Bill's response to Victoria Osteen's congregational message.\n",
       "The Osteen video was already out before I did the added clip of Bill Cosby.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 & Bill Cosby responds to Victoria Osteen                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    & UCpzGw-b-rEPjRs2LT0ZVHTQ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  & Bryant Harris                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             & Entertainment                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             & 2014-08-29 06:19:14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       & PT39S                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     & ⋯                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         & 2d                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        & false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     & NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & /m/03bxbhz, /m/03ny9x , /m/014zfs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         & /m/06bvp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  & 5206                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & 2174286                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   & 3857                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & 2588, 455, 157, 100, 86, 76, 102, 64, 28, 23, 21, 14, 16, 7, 8, 8, 7, 2, 3, 6, 3, 2, 5, 2, 4, 0, 2, 1, 0, 1, 1, 1, 0, 2, 4, 0, 2, 1, 2, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 1, 0, 0, 1, 3, 1, 0, 0, 1, 1, 2, 0, 2, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA                                                                                                                                                                                                                                                                                                                                                      \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "YoutubeID | numShare | dailyViewcount | description | title | channelId | channelTitle | category | uploadDate | duration | ⋯ | dimension | caption | regionRestriction.blocked | regionRestriction.allowed | topicIds | relevantTopicIds | totalShare | totalViewcount | totalTweet | dailyTweets | \n",
       "|---|\n",
       "| 00-6OyXVA0M                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | 254, 1399, 493, 242, 175, 216, 372, 729, 305, 154, 75, 68, 60, 44, 44, 44, 39, 24, 25, 28, 15, 17, 18, 14, 16, 15, 8, 12, 9, 1, 3, 5, 8, 3, 7, 7, 3, 4, 4, 1, 3, 3, 2, 3, 6, 0, 4, 4, 2, 4, 0, 8, 6, 3, 5, 4, 3, 2, 2, 1, 4, 13, 12, 12, 13, 5, 7, 2, 9, 4, 2, 3, 0, 7, 1, 1, 3, 1, 1, 5, 3, 10, 0, 4, 5, 1, 0, 2, 3, 2, 1, 0, 0, 1, 0, 1, 1, 2, 1, 2, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 6, 1, 0, 1, 0, 2, 2, 0, 1, 0, 0, 0, 2, 1, 0, 0, 1, 4, 4, 4                                                                                                                                                                                                                                                                                                                                           | 90158, 695628, 312298, 170348, 82346, 61530, 76116, 229360, 109262, 40695, 26952, 18167, 13951, 11266, 11866, 18949, 18264, 13971, 8641, 7085, 5337, 4063, 4119, 5385, 4898, 4270, 3447, 3061, 2491, 1897, 1836, 2192, 2087, 2118, 2010, 1993, 1792, 1921, 1977, 1671, 1594, 1404, 1574, 1483, 1459, 1671, 1400, 1252, 1383, 1251, 1375, 1176, 1528, 1270, 1760, 1526, 1295, 1049, 1034, 1308, 1353, 1965, 2950, 2402, 1800, 1636, 2010, 1573, 1443, 1254, 1307, 1224, 888, 1021, 861, 982, 855, 1176, 1275, 1729, 2061, 2982, 1760, 1872, 1708, 1139, 1084, 1152, 901, 629, 585, 601, 465, 498, 627, 482, 629, 658, 714, 747, 566, 664, 546, 433, 357, 463, 379, 373, 450, 493, 452, 452, 423, 1056, 1407, 1153, 1081, 664, 576, 471, 400, 572, 639, 711, 525, 499, 893, 999, 1308, 1073 | Bill's response to Victoria Osteen's congregational message.\n",
       "The Osteen video was already out before I did the added clip of Bill Cosby.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | Bill Cosby responds to Victoria Osteen                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | UCpzGw-b-rEPjRs2LT0ZVHTQ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | Bryant Harris                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | Entertainment                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | 2014-08-29 06:19:14                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | PT39S                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | ⋯                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | 2d                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | NULL                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | /m/03bxbhz, /m/03ny9x , /m/014zfs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | /m/06bvp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | 5206                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | 2174286                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | 3857                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | 2588, 455, 157, 100, 86, 76, 102, 64, 28, 23, 21, 14, 16, 7, 8, 8, 7, 2, 3, 6, 3, 2, 5, 2, 4, 0, 2, 1, 0, 1, 1, 1, 0, 2, 4, 0, 2, 1, 2, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 1, 0, 0, 1, 3, 1, 0, 0, 1, 1, 2, 0, 2, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA                                                                                                                                                                                                                                                                                                                                                       | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  YoutubeID  \n",
       "1 00-6OyXVA0M\n",
       "  numShare                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "1 254, 1399, 493, 242, 175, 216, 372, 729, 305, 154, 75, 68, 60, 44, 44, 44, 39, 24, 25, 28, 15, 17, 18, 14, 16, 15, 8, 12, 9, 1, 3, 5, 8, 3, 7, 7, 3, 4, 4, 1, 3, 3, 2, 3, 6, 0, 4, 4, 2, 4, 0, 8, 6, 3, 5, 4, 3, 2, 2, 1, 4, 13, 12, 12, 13, 5, 7, 2, 9, 4, 2, 3, 0, 7, 1, 1, 3, 1, 1, 5, 3, 10, 0, 4, 5, 1, 0, 2, 3, 2, 1, 0, 0, 1, 0, 1, 1, 2, 1, 2, 0, 0, 2, 1, 0, 0, 1, 1, 1, 2, 6, 1, 0, 1, 0, 2, 2, 0, 1, 0, 0, 0, 2, 1, 0, 0, 1, 4, 4, 4\n",
       "  dailyViewcount                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
       "1 90158, 695628, 312298, 170348, 82346, 61530, 76116, 229360, 109262, 40695, 26952, 18167, 13951, 11266, 11866, 18949, 18264, 13971, 8641, 7085, 5337, 4063, 4119, 5385, 4898, 4270, 3447, 3061, 2491, 1897, 1836, 2192, 2087, 2118, 2010, 1993, 1792, 1921, 1977, 1671, 1594, 1404, 1574, 1483, 1459, 1671, 1400, 1252, 1383, 1251, 1375, 1176, 1528, 1270, 1760, 1526, 1295, 1049, 1034, 1308, 1353, 1965, 2950, 2402, 1800, 1636, 2010, 1573, 1443, 1254, 1307, 1224, 888, 1021, 861, 982, 855, 1176, 1275, 1729, 2061, 2982, 1760, 1872, 1708, 1139, 1084, 1152, 901, 629, 585, 601, 465, 498, 627, 482, 629, 658, 714, 747, 566, 664, 546, 433, 357, 463, 379, 373, 450, 493, 452, 452, 423, 1056, 1407, 1153, 1081, 664, 576, 471, 400, 572, 639, 711, 525, 499, 893, 999, 1308, 1073\n",
       "  description                                                                                                                              \n",
       "1 Bill's response to Victoria Osteen's congregational message.\\nThe Osteen video was already out before I did the added clip of Bill Cosby.\n",
       "  title                                  channelId                channelTitle \n",
       "1 Bill Cosby responds to Victoria Osteen UCpzGw-b-rEPjRs2LT0ZVHTQ Bryant Harris\n",
       "  category      uploadDate          duration ⋯ dimension caption\n",
       "1 Entertainment 2014-08-29 06:19:14 PT39S    ⋯ 2d        false  \n",
       "  regionRestriction.blocked regionRestriction.allowed\n",
       "1 NULL                      NULL                     \n",
       "  topicIds                           relevantTopicIds totalShare totalViewcount\n",
       "1 /m/03bxbhz, /m/03ny9x , /m/014zfs  /m/06bvp         5206       2174286       \n",
       "  totalTweet\n",
       "1 3857      \n",
       "  dailyTweets                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
       "1 2588, 455, 157, 100, 86, 76, 102, 64, 28, 23, 21, 14, 16, 7, 8, 8, 7, 2, 3, 6, 3, 2, 5, 2, 4, 0, 2, 1, 0, 1, 1, 1, 0, 2, 4, 0, 2, 1, 2, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 2, 1, 1, 0, 0, 1, 3, 1, 0, 0, 1, 1, 2, 0, 2, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## information about the first video in the dataset. For display reasons we exclude some fields.\n",
    "dataset[1, names(dataset)[! names(dataset) %in% c(\"numTweet\", \"watchTime\", \"numSubscriber\")]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we select the views and shares series for the video **bUORBT9iFKc** presented in the paper, in Fig. 2a."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## let's get the #views and #shares series for a video\n",
    "vidYT <- \"bUORBT9iFKc\"\n",
    "vidID <- which(dataset$YoutubeID == vidYT)\n",
    "\n",
    "views <- dataset$dailyViewcount[[vidID]]\n",
    "shares <- dataset$numShare[[vidID]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the two series on the same graph, on different y axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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AEAAACYCCR2AAAAACYCiR0AAACAiUBiBwAAAGAikNgBAAAAmAgkdgAAAAAmAokd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\nNvB1eHj4kSNHyJ5OIBAovPZRsH6AUqOmpmb58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qFwzpw5AABzc/Pz58/LD6ssYmdtbU0zTf7QoUM7d+6U2bh58+YRI0bI74wgSGNjo4WF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\n7MiASqRSaU1NDXyt+8LOzs7us88+k3lISE9Pp+NgB9m2bdt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0PRfSiMViuIZUlQAAIABJREFUppL0AQBmZmYNDQ1z5swZOnQoU2NaWVnJ\n1CKUlpbiWBZTg8GIHUpzc3NdXR0FYZecnDx06NC2tjZGDEq2b99eVFSkRQ9tPz8/bZ26HaA3\nwo740rhQKFTrTNTKmzdv2tra/P39iR9SVFREtpzKgAED2sXKysrMzExbS10UyMvLS0xMXLJk\nCQDg7NmzDFoKm5ubNzY29unTh6kBAQCTJk2SuSqWlJQwHgFiNsoIId5PTCKRvHr1Cr1Z1NfX\nGxkZMWU7BztPwK677Ybs7GwHB4d29o9SiN4UT+zcudPZ2bm2tra2ttbZ2dlVOdqeKS2OHDkS\nGRlJ6hCDj50BA3qHhYVFTU2NWpPfmeXhw4fopcnU1JTBqlhHR0fGBe6YMWPCwsKwW0pKSpyc\nnGgOW1FRERYWJpVK4dvU1NTx48fTHBNlyJAhd+/ehZXsRITdkydP+vXrh75l0J0YAMDlckeN\nGhUeHs7UgLrA4sWLjx49qu1Z0KKtre358+e5ubn4Pjt6I+xWrlyZkpICH7nS0tJeKkfbMyVK\nQ0MDtjsNxMbGhqxFhUHYGTCgjxgbG4vF4gkTJpD1udAKWLsTZvnuu+8OHz6sjpGxlJaW0hd2\npaWlv/76a01NDXzr6OjIoMeWSCR6/fq1j4/PhQsXiKzwslgssViMWtkxLuw8PDxmz57N1IC6\nAJfL1aPOE/X19bt27Zo8efKsWbOePHkCAHjz5o2vr2+fPn08PT27d++enJys7Fi9EXYAAHNz\n8/nz52t7Fozx4MED+Z+NnZ0dWR87g7AzYEBPKS8vj4+PR4WCLoM1KEaNORjByMiIw+GsWbPm\nzZs3DA4rw9SpUwMCAmgOAvWWmsQBbD5hampKUE7B1XDUyo5ZYSdjktc+MDU11ReD4pqamv79\n+3/11VfXrl27fPnyuHHj/v333wkTJpSUlMyePTskJEQgEIwcOTI/P1/h4fok7AAAffv21WI6\nJ7PU1dXJP5bZ2toaOk8YMNARqKiogE9xeuFjhwq7iooKR0dHgUDA7PgnTpzIyclharTy8vLv\nv/8eu+X06dP0E3WgOxUq7JgysYOQbT4BV8PRiJ2jo2Pv3r2Zmszo0aMHDhzI1Gg6Aqy/1vYs\nCBEZGfn27dtt27bl5+cnJyd7enp++OGHAoEgOTn5woULMTEx9+7da2lp2bFjh8LD9UzYBQcH\nNzc3tw8dI29iB/6L2JFqUxMZGblz505Gp2bAgAG1M2jQoNOnT7P+P/bOPL6pKn//T5Kme9oG\nutJSSlsopUABaQuIjkUQARm2kUUcnXFDHVxGHRmVZRQd3EZccNQv7qKOKBRlE38KRURsARGB\nlqUs3fc9S7ckvz9OSNObm5ub5KRJ2vN++QdN7j33NI25Tz7L85FIvGXyRHt7u8FgqKqq6urq\novgFW6/Xl5WVabVaio0IJ0+efOqpp2jN+zJhLuyKi4vDwsIoRu/sHT5BInYmYXfTTTfl5OTQ\n2sxDDz0UFBT08ccf01rQEwgICPAWYbd79+7Jkyc//fTT8fHxmZmZ77zzTmdn58KFC02eOJMm\nTZo+ffrPP//Me7qXCbu+REtLi6WwGzly5PTp0+36PIqMjHSgN57BYLgXg8Fw8eJFhUJBscPU\ndaSlpT344IMSiaSurk4qlVIUo1u2bCHeFnQNinU6nVqtprUgwc/Pz9fXlyxbW1ur1Wop1tgN\nGjSoqalpw4YNH330kZjjw8PDExMTXRfm2LNnz86dO120uFtISUnxCjNwACUlJWlpaaYfyf8g\nnF6rpKQka6lYr7E76XvwRuzi4uJ4RxwyGIw+hr+/f1VVlVfkYQFERka++uqrAOrr68PCwujW\n9TY3N4O2sINZuUtBQcH58+fnzp3r/MrvvPMOMQFWq9USiYRiWdu99977pz/96e677zbvdRUg\nJibmwoULtK5uSXt7e58pfCI88cQT7t6CWOLj4wsKCkw/nj59GgBHxhUXFw8ZMoT3dBaxcxup\nqanXX3+9u3fBYDDcQ0BAwHXXXbdp0yZ3b8Q+6I6dAEC0kUwmozjHkwg7U5508+bNtBpv//KX\nv5BopUqlCggIoOUbByAwMDA+Pt6xsRMAysvLS0tLaW3mt99++/333/uYsPMiZs2adejQoXXr\n1lVVVR0/fvzee++VyWRbt249e/YsOeDo0aPffvvtpEmTeE9nETu3sXjxYirrPPjgg4MGDepj\nhkMMRp8nICBAoVBMmzbN3RuxD4PBYC1O4BiBgYESieT999+nKJJIMsQ0VayyspL64FFXjJ2A\no/PEAKxdu9ZgMLz33ntUtrFp06YjR45kZGRQWY1hL6tXr965c+eaNWvWrFkDIDg4+ODBg0uX\nLs3Kypo3b15nZ2dOTo5cLl+9ejXv6Sxi53F89913FRUV4o8vLS1lkyfczJX6ZQZDPJGRkWSw\nmFeg0+mee+65tra25cuX0y0XCQwMNBgMtL7oEoKDgx9//PHExETyIxUTOw4Gg4H62AmDwVBb\nWyte2B0/ftxUkK1SqSj6PJOW2z4WsdNoNNQtdTQaTaMgjrXXKJXKY8eOPf3007Nnz164cOHe\nvXsnTZq0Y8cOpVL50UcfffbZZ5GRkfv27Rs6dCj/+QaGLf7xj38AIM2qvcD48eNfeeUV8cfP\nmTPnkUcecd1+GLaZONHwwQfu3gTDy+jo6NDr9e7ehVjIqKtTp05RX/n8+fOBgYFarZb6yibS\n09M3bNhAZanXXnstJyfHYDDodDrqNwUygff3338XczCJR5r+InRvBI8++mhSUlJ+fj6tBT2B\n999/f8SIEbRWE2k/KZFIioqKaF20vb09Pz//3Llzwh8dLBXrNn788cfExERLa6UBAwbYZWXH\nDIrdT1kZfv0Vf/mLu/fB8CbkcvmTTz6ZkZExf/58d+/FNiR4Y/IopkhycnJjY6NLx+ZSjNgd\nOHBg0KBB8+bNk0ql1Btfurq67r33XpOlhRhM40CoT54YNmxYH0vF+vr6UrSnIZPlbrvttgcf\nfFDgMH9//6SkJCpX1Ol0ly5dCgwMTEhIEG7HZsLObTz88MO33377Qw89xHncXo9iJuzcT2sr\nzpxx9yYY3sfevXu9pSuW2Gq0tbXV1dWFhYVRnBUL4P333w8JCXHdAKtly5ZZKzO3F4VC4bqx\nVFFRUcOHDxf5ec7xsaM+eaKzz1WYuMLHLioqSmQXs12sWrVq6NChd955J/mxo6PjhRdeWL9+\nPZmcIZfLb7311pdfftnapwersXMbLS0tQUFBlo+Hh4fbJeykUmkfq4ToDbRaLFiApiY6q6lU\nMGtNZzDEoNVqa2pqvEXYyeVyiUTS3t5+3XXXffHFF3QX37Fjx/Hjx+muuXnz5vz8fPLv//zn\nP/Hx8VSWVSgUKpUKgE6noz50i0wVE3kwZ6RYQkICmaVOhYkTJ06dOpXWah4Cyfi7exeieO65\n5z755BPTjytWrFizZo2fn9+CBQvuueeeq6666oMPPpg4caI1ncqEndvg9bGD/eNi33nnnUce\neYTevvoHlZXIycHlyxSW0mig06GiAlda8BgMMTz99NNlZWXeIuwkEgkZPlFZWUndFJe6hQqA\nTz75hOIkBhOmiN1jjz328MMP013cruETMplMIpGY4mqfffbZggULaO1k9uzZEonk119/pbWg\nJxAYGNjW1kZSqF7EiRMnNm3alJGRce7cua1bt77zzjuHDx/+8MMPz58/b23oFBN2bqO1tZWY\nLXGYMmWKXVmDwYMH867DEEKlAoDmZgpLkbyMwYArDkMMhhgMBgO8ZFAs4eGHH05JSWlqaqIu\nwgoKCqiv6aKcqSliV1VVRT1ZGRcX12LP98O0tLTw8HC6ezDx0UcfHTlyxEWLu4W4uLjhw4cb\naA+aczWHDx8GsGHDhoiICNODt99+++TJk7/99lveU1iNnXvo7OzUarW8Ebtp06Z5nbWV90E+\n8amkYslSvr4oKEDfqjVmuBTideJFwm79+vW1tbV6vZ66CPPx8aE+FzEkJISIpIKCguPHjy9b\ntozKsosXL05PTwegVqupz6d68skn7SoCO3nyJN0NmNP3Jk8kJiae9cKv38T+bMyYMZzHR48e\nbZ6uNYdF7NyDVCqdNWsWrWYZht0QNUYleUqWGjOG9U8w7CIgICAlJSU1NdXdG7EDUiVCXdj9\n9NNPs2fPprtmSEgIidiR7BWtZRMTE2fNmgVApVJRNygODAx0OAKXl5en0+lo7aS8vLyxsbGP\nCTsvZdiwYQAuXbrEeVxgICETdu5BJpPt2rWLSgf+/PnzN2/e7Pw6/Qu6qViJBBkZoG19yejb\n+Pv7+/v7e11Le0hICPX038iRI+m22QJQKBQkYueKsRMAVCoVb/ebW9DpdFdffbWpWcR5du/e\n3dzc7FIPGoYw586dW7du3ZdffpmSkhIeHv7MM8+YVwf+/PPPO3fuzMzM5D2XCTtP5IMPPhDv\nF1VSUkK8Q0XR1oaGBge31ZegK+wCAzFqFBN2DLuIioqi3oXgUj7++GO9Xt/Q0OAV9/s5c+b8\n+c9/BlBZWUl97ATBdfVtIikoKCA+dhqNRqfTsckTNjl27JhXNE/ExcVVVlauWbNm0aJFWVlZ\ndXV1W7duNVXUPfDAA9nZ2T4+PqtWreI9nQk7j0Or1d5xxx0nTpwQebx9PnYvvIA//9nBnfUl\n6KZiFQqkpuLiRbjAvpXRV1myZMnBgwfdvQs7eP311/fs2eMtIcbMzMy//OUvoC3sampqlixZ\notPp9u7d+xd3e5LPmTNn27ZtAEhlHl2D4tDQ0IkTJ9Ja0BPQ6/WZmZl5eXnu3ohtSktL1Wr1\niRMnvvrqq/Xr199xxx1TpkwhBjcAvvzyy+HDhx84cGDcuHG8p7PmCffQ3Ny8b98+Xsf5gICA\ngIAA8VZ29gm72lrYY5LXZyHCjkrErqXFKOy6ulBUhLQ0Cmsy+gemT2qvgNiduHsXdkN3UGx1\ndfUXX3yxceNGt4frCKaIHagKOx8fn4CAAA/5HWkhlUplMhlpavZ8AgMDx4wZY9kzAeCnn35K\nTk4WOJdF7NzD999/f88991h71q7hE/YJu5YWuMw23Zugm4pVKBAdDaWSZWMZfRg/P7/a2tom\nWrbevcVf//rXP/zhD7RWI1YGHiIO5HI5sVxxRcSu702eABAYGEh9+ETvI6zqwISdG3j5Zbz4\nYktLi0BHlV0exfZNnmhpYT66AFVhp1KB2NaMGMGEHaMP4+fn99prr/3jH/9w90ZE0dTU9NRT\nTxkMhrVr1yYkJNBalnxut7a2esIMAx8fHzJ5IiQkJC0tLTQ0lNbKaWlpc+fOpbWa59A3hJ1N\nmLDrdSoq8NNP1sZOEOyK2H399dd2zFhsbmYRO8AFqVgAI0YwxxNGH8bf399gMBD7Pc/n8uXL\n//73v5up/D9uBvncJk4TFy9epLu4vZjiaoMHDz516hTF5onExESZTOa6qbjuggk7hmuIikJ1\ntbCwmzdvnrWiSEuSkpLs6K0jqVhvaAtyLSoVZDLKEbuRI1nEjtGHufnmmyMiIryl7op8wNo1\nyEEMfn5+vr6+ZWVlbW1tFH3jHGP48OEuavitqanZtGmT+Plm3sKoUaOoW2F7IKx5oteJjrYp\n7FasWOGqq7e0wGCAWg3rV+8XtLYiOppaxI6MdBsxAmfPQq+HlH1fYvRBbrnllueee466O7GL\nIIMW8/Lydu7cef/991Nc+YMPPiBFTm73sfviiy9ctDLpkul7difbt2939xZ6A3YH6nWiolBd\nPWbMmOnTp7vh6kTKsDK71lbExtK0OwGQmgqNBiUlFNZkMDyS+vp6bxF25Jvz559//uGHH9Jd\n+ZZbbiE2b9QnTzhMa2ureIcsMXR0dKAvCrt+AhN2vU5UFNrabpk9+9FHH6WyXkZGRm5urtij\niZRhwo4IOypZaZOwGzoUAQEsG8vow/j6+iYmJrp7F6Lw9/f39fU9d+6cK8ZOqNVqeEDEzsQX\nX3xhR6W1CEjbr1c4UTMsYcKu14mKAoCqKoFDGhoaxH/LvHz5sthOi44Oo4MuE3ZqNWJjYTBQ\neClMwk4qxfDhLhR2R4+6amUGQwR5eXmvvvqqtSlGHsi//vWv8PBwF1WhKZVKt3s1FxcXkw//\n1tZWuiIsOTn54YcfJunsvkRpaWlFRYW7d+FymLDrdSIjIZVCsCj1119/veeeewwGg5j17PCx\nM5WU9bleJ7tpbUVcHECjMdYk7OBKx5MzZ5CRgcpKlyzOYIhgx44db731lrt3YQdPPPGERCKh\nHrF75ZVXampqLly4QHdZB3jooYdefvllABqNhqKJHQClUrlhwwZpnysXXrt27TPPPOPuXbic\nvvZn8wJ8fDBw4G/ffltWVmbtkAEDBnR2dops1LdD2JmiUyxiR1KxoC3sUlNdJexqawHA27xh\nGX0Jb5w84YpBsT///HNubq5SqaS7rANIJBLT5Am6wq6v8ve///1vf/ubu3fhcpiwcwdRUbve\nf3/Xrl3WnieGAiITrHYLu9DQ/h6x6+pCW5tR2DmvcU1dsXBlxI4YVvfzPxzDrXijsLv//vtv\nuOEGumsGBwd7iMGb+eQJJuzEMHr06NGjR7t7Fy6HCTt3EB2t0GiEJ08AEDl8wo7JEy0tkEio\ndYN6L+RDWalEUJCzMTCdDm1tMP0pR45EQwNqapzdoSWNjQALtQIA/vxnvPaauzfRH/Hz8xM/\nEccT2LJly8iRI6l3eygUiqamJhIqcy/mBsX9Qa8wRMJ87NxBVFRoW5uAj11gYKC/v39DQ4OY\nxfLy8oYPHy7qus3NCA5mETvjPDGFAiEhzkql1lYYDN0Ru2HDIJPhzBlQ98Ak4Vsm7ABcvIg+\nV9PtFYwePfr666939y7sYNu2bWFhYdOmTaO7rEKh+Oabb2655ZZt27bRXdle5HI5GSn2yCOP\nuHcnDI+CCTt3EBUV3tUVKGgRfNddd9kc9EtITU0Ve12SNAwJ6e/Cjvz6RNg5WWNnWorg74+E\nBBQW4tprnduiBSRi18//cAS1GuK+8zDoMnXq1KlTp7p7F3YQEhJCffIEAIVCYTAY3D52AkBS\nUhKJ2DEY5jBh5wbaw8IiDQaJoLB744036F/YJOxoz0/0MkjELjgYYWF0hJ15Vt1Fg8VYKtaE\nRsOEHUMMISEh58+fp77s0qVLv/76a08wsVu9erW7t8DwRFiNnRuQxcYmBAS4weezuRmhoVAo\n+nvgp7UVMhkCAuikYoEemcG4OLjCJ4nUNjFhB0ClYsKOIYaQkBCxHp/2kJCQkJSU5DljJwCc\nOnVKZOkOoz/AhJ0b8ImNjdDrB9DoltfpdPHx8WK/lba2slQsALS2IjgYEglCQylE7Hx8EBDQ\n/YhSaYyu0YV8avfzPxxBo4FXlfAz3MXcuXNXrlzpipVVKpUnROxM3HXXXR999JG7d8HwFFgq\n1h1ERaG9HU1NsK7tcnNz/f39J06cKLxSR0dHaWlpo0gl0dJCp7CsNzl3DhoNxo6luaZKZUye\nUknFcr64u1TYsYgdAI3G3TtgeAfp6enp6emuWFkikURERLhiZbtoaGhoaWlJSEigPnmC4dUw\nYecOyFSx6moBYff+++/L5XKbwo4U8Ir1B29p8b5U7CuvoLgYe/bQXFOlMrY7hIYKz3azjbk7\nMUGpdEmisKEBcjkTdujoQGcnWlrQ1QUf9vHFcANVVVUqlYrWsG9neO211/Lz8/fs2aPVapmP\nHcOEt6Zi9Xp9XV1dRUWFJ7Qm2UudVGqwNVUsJCREzOQJ8uvbMVIsJMTLhF1NDS5dorwmiVwC\ndLpiOdYbAwa4JGJXX4/Bg73pD+ci1GoAMBhc8iIzGCKora394YcfPMGjmE2eYPDiTcLOYDDk\n5uYuW7YsNjbWz88vIiIiNjbW19c3Li5u8eLFubm5Ioerup29339fDwjHikJDQ8U06tsn7EjE\nzvmOgd6krg7FxaD7lzWlYp0XdiaNaEKpREsL6H7f6OiASoWEBCbsjMIOYP0TDHdBLEhVpLne\nrfj4+BAfOybsGOZ4TS5Dq9XOnz9/7969AGJiYsaPHz9w4EAADQ0N5eXlW7Zs2bJly+zZs7/6\n6it/f393b9YGLS0tDXJ5OI2IHUnC2jF5goorb29SV4e2NlRVgeLAR/NUrPNdsZbCTq9HczMG\nDHBqZXOIiElIwIkT1Nb0UpiwY7gbIuw8IWJnmjyRlpbmBpsFhqfiNcJu/fr1e/funTFjxvr1\n68eOHSuRSExPGQyGgoKCZ5999n//+99LL73k+dY+ra2tjX5+NlOxYiJ2YWFhJ0+eTElJEXVh\nk4+dRuM1JUrEreDiRcrCjkTsnO+KNS1lgtRNNjbSFHYk7ThkCA4epLaml0KEnVTKhB3DXRCj\nE1cYqdiLafLE4cOH3b0XhgfhNanY7777LiUlZceOHePGjTNXdQAkEklaWtqnn356zTXX7KFb\nZe8aVCpVa2CgsLC7+uqrFy5cKGa1UaNGib2wyccOV0x6PRy93nj/vnyZ5rKmMBuJ2DmT5yVa\n2RyTsKMIuYUMGcJSsUZhFxnJHE8Y7sLPz2/hwoUJCQnu3giGDBkyZMgQd++C4XF4jbArKCjI\nysqSy+XWDpBKpVOmTDl16lRv7soxWlpa1MHBwjV2Y8aMefbZZylfmAgaIkS8wvGksRE6HUJC\nKPdPmEfsdDqnNK4pq2siOBhyOeV4UlMTgoMRHu5NOXQXodHAzw+Rkax5guFGvvrqq6FDh7p7\nF1i4cOHWrVvdvQuGx+E1wi4tLS0/P5+EnXkxGAy//PJLWlpab+7KMTIyMqLGjBGO2NGnvR1t\nbd0RO6+I/dTUAMCECZQjdqaOh9BQ44/OL2VCIkFYGP2I3cCBUCiMOfT+jEqFoCAMGMBSsQwG\nQa/XHzhwwN27YHgQXiPsZsyYcebMmblz5548edKy+/XcuXO33Xbb/v37b7zxRrdszy6WLVs2\ncd48KsKupqZm0KBBYtosjPKF1NjBS4RdXR0kElx1lQsjdnAueGnZPAEXeBQ3NGDAAG/6w7kO\ntRpBQRg4kAk7BoNQUFBw3XXXianJZvQTvKF8HgCwcuXK/Pz83bt37969e/DgwfHx8QMGDJBI\nJI2NjWVlZZcuXQJw4403umiADH2iolBdDYMBPesFTeh0uldffXXFihXCHa9NTU2VlZUajSaU\naBQBTMLOzw++vt6R1KuthVKJYcNAN91gXmMHFwg76lZ2jY0YOLBb2NEYRuetEGHHInYMBtDe\n3n7+/HlivMImT7iFH3/88Z///KfAAb6+vo8//ngvTxb2GmEXEBCwa9eu3Nzc//u//8vNzT18\n+LBerwcglUojIyNvvvnm5cuXT506VWJFJ3kcUVHo6BCYKtbU1PTYY4/dcMMNo0ePFljGDh87\nouSIlPEWx5O6OoSHY+hQlJTQbOM1Fcb5+cHPzwsidvX1GDDAeCGv+MO5Do3GKOxKSty9FQbD\nzezatWvFihWbN2+WSqWe7/PVxyCZw6qqqmPHjgkc5ufnp1armbCzikQiyc7Ozs7OBqDT6Wpr\naw0GQ2RkpFh7Xo9h+/btWQkJMQCqqqwJu5CQEAA2c6x2CLvmZkgkxhSktwyfMAm7ri6Ul4NW\n/5f5gFcnNS5LxfYyJGLnorltDIZXQSZPMHdit0CiSIsWLXrxxRfdvRcuXlNjx0Eikfj4+HjL\nqAkOjzzyyHe//gqZTKDMTi6XBwQE2CybsEPYtbYiKAjkSFdE7IqKKC+IK8IuPh4yGbUyO4MB\nGk23sAsLQ1OT46tZdsXCBcKusRFKpTG+SP0PV1vrHS3SBLUagYGsxo7BwJXJE0zYMTh4k7Dr\nMyPFWlpagkJCEB5uc6qYzYidVCqVSCSiqivIPDECdWHX2oqUFAhGpB2BCDu5HLGx1ISdWg29\nvluNOeNR3NaGzk5+YUdXdpCIHQCFgr6wW7ECa9dSXtN1mFKxTNgx+j1k8kR0dHRWVpa798Lw\nILwmFduXRoq1trYqFApj/4R1xAyfGD169KlTp0R9XWtu7rbSVSgoGxRXVECvR3k5rrqK5rK1\ntRg7FgASEqg5npBUpkmNOaNxTf0oHFxRYzdwIOCaHHpjIzz+f5luTHYnzc3Q6eBtZRgMBkVI\nxO7aa6+99tpr3b0XhgfhNcKuz4wUa29v7+joUCgUiI4WFnZ33HHH+PHjbS44cuRIURcmYycI\n1CN25Beh7sxXW4vwcAAYOpRaxI4II1Mq1pmIHUcjmqDeFWuK2Lkih65SeVNDhlqN8HAMGAC9\nHk1NRr3LYPRLBg0aNHz4cHfvguFxeE0qts+MFCOjo0NCQmxG7FauXJmRkUHxwj0idnTv5SSn\nLJhZdgSSigXViB0JVVJJxVoTdnQjdp2daG11obBTq72pIcNkdwKwqWKMfs7IkSNPnz7t7l0w\nPA6vEXZ9ZqRYUFDQokWL4uPjERVFXwkJYD7VNCSE8r3cRRE7k7CjG7GTSBAUZPzReWFn2ceu\nVKK1ldqIiIYGGAzdNXbURZjXRexMwo6V2TEYQFlZ2dmzZ929C4YH4TXCrs+MFAsICPjiiy/E\nROzE8PvvvycmJoo61FzYUY/YuULYabVQqxERAQBDh6KiAu3tFJZVqRAY2F2bFRrq+EvR2oqA\nAB53PaUSBoNTzbbmEPliitgxYRcUhMBABAQwYcdgAHj55Zc9vACJ0ct4jbDrSyPFjNiqsTt6\n9OjOnTuF16ipqSkrKxN1OfPmCa+osautBdCditXr6XjSmpvYAQgJcSpiZ5mHxRURRisbyxF2\n/TwVS7piAdYYy2AAOHbsmEqlEh5QxOhveE3zRF8bKQYgKgo1NQJTxb7++uvDhw/fdNNNAmvo\ndDqx/sycVCx1YadQUM4skwoqIuxiY+Hri0uXMGyYs8uaBsUSnEzF8gq7sDCAXqKwsRFBQSAf\n3AoFysvpLEvQ66HRWHsHeiLExw5M2DEYKCoqmjBhwvTp04cOHeruvTA8CK+J2JGRYvv27Vuy\nZElnZ+fhw4d37NjxzTcTMK9fAAAgAElEQVTfHDp0SKvV3nzzzd9///3u3bs93+uksrJyy5Yt\nwJWpYtZvTgqFQoxBsSPCjnqpVlUVxoyhHLGrqYGfn3HPMhkGD6bTP8FRY64QdkSH0YrYmbxO\n4II/nEYDgwFqNXQ6msu6DrXaqMuZsGP0e0gfYUNDAzMoZpjjNRE7uGakWFNT0+rVqzs6OgSO\nycvLc3h9S3bv3r1+/fpFixYhOhoAqqutWTaIMSj2lIhdTQ1mzcKhQ9BqERBAZ01zQQN6/ROc\nWRHihV1HB/LycM013Y9YE3ag2hhLxk4QnKkI5IX0CBsMUKm63XA8GY2GRewYDIKPjw+A5uZm\nJuwY5niTsDOHjBQTFmRi0Ol0TU1N7YJV+W1tbU5exRyjOzGAgQONU8WsGNGJMSiWSqViqys4\nwq69HR0dEDOyQgzV1RgzBgCqqkArKVBXZ+ycINASdpwau9BQdHZ2ywUBnnkG69dDpepWrr0j\n7EwmdnBB14tabfyH+WASj0Wvh1bLauwYDAKxiUhMTPT8rkFGb+JNws5gMBw4cGDTpk25ubk1\nNTWkQ1YqlcbExFx99dX33XffH/7wB4md1UIDBw785JNPhI95/PHHX3rpJcf33ZNuYSeTISJC\noC4tNDTUprCbMWPGwYMHRV3Y3KCYbKC1lY6/a2Mj2towbhwAVFdTE3a1tT2EXUICvvmGwrKW\nqVgALS02hN3Jk3jxRej1uHgRps9Qc2tADhSFnUtTsaYBJF7RP0ESxyZh5/HeRgyGSyHC7pVX\nXmHCjmGO19TYabXamTNnZmdnf/bZZwaDYfz48TNnzpw5c2ZGRoZEItmyZUt2dvacOXPoRtdc\nQUtLi8IkLAQdT8aOHXvPPfcIr+bj45OSkmL7qh0daG/vEbEDqI1+r6kBgPh4hIbSLLOrq3NV\nKpYTsQNsWJPodLj7bsyahZAQnD/f/Tgn+GeOi1Kx1HPoJmHnFY4nJL7IUrEMBgBAoVAkJyeH\nen6sndG7eE3Ers+MFGttbQ0xCSxBx5NBgwZt2LCBzlWJhjNvngC9IE11NaRSRERQcebrpq7O\nWIZIGDoUNTVGGzNnUKkwZEj3j+Q1EZY1GzfizBls3Yo//hFFRd2Pt7YiKor/FKWSmuyor0d8\nvPHfJIfe3g5a7gZqNXx9YTB4k7AzRezY5AlG/8bf3/+8+VdNBgOAF0Xs+sxIsauvvnrmzJnG\nH+gqIQE44+rJP2gJu8pKhIfDx4fyLI2aGm4qFqDQGMtJxQYFwcdHSNaUlGD1ajz/PGJjkZyM\nCxe6nzIvW+RAcVwsJxULqmlTEnR0xUALV0CEHeuKZTDM+Omnnzw/VcXoTbxG2PWZkWJ//vOf\nb7vtNuMPTiuhPXv2XGPep2kNIlxMEXsfHwQEUAvSVFcbA1fUI3bExI4QFYXAQDrCjpM/FfYo\nXrECaWkgOfHkZG4qtpebJ+gqclxxD3GF77Er4ETsmpqg17t3RwyG27nxxhsPHDjg7l0wPAiv\nEXZ9ZqRYD2wpoVdeeaWurk7ggMrKyoqKCtsXammBRMKduEDrXl5TYxR2tmZp2Ed9fQ9hJ5Eg\nIcHuMrsdO8BpfOHU2AEIC7NaY/ef/+C77/D++5BKAWDYsB6pWMulTNCtseMIO4oijKS2XTGp\nzBVoNJDJjGnogQOh11Ob28ZgeCfHjx/XaDRs8gTDHK8Rdn1wpBiAyEjj4CwrrF279vDhwwIH\niPWxa2lBcDDMj6R4L6+qoh+x0+u5wg5wRNj95z/gdD1zfOxgxcpOq8Xtt2PVKrz7LlJTjQ8m\nJ6O0FKasRy9E7HQ6NDf3sDsBVWGnUiEoiL6LiosgYydIJQZ5TVg2ltG/ueaaawwGA/OxY5jj\nNc0TfXCkGICICGFhZ9PKrqury8dyCL0l5oNiCRTv5VVVRulDscausRFdXT1q7AAkJNiXiq2r\nw6FDxuYAU11mSwtXjVkGL0tK8Kc/obISubnIyup+PCkJej0uXTL+vgI1drSaJxoaYDB019iR\nHDrF6BqRuf7+3hGxM2+dYcKOwbhCkJMtZYy+hddE7PrMSLEehIejra3bcsICm8LOjogdR4LQ\nTcVGRgJUU7EkAc2J2NnreLJ9O2QyaDQ95quaZlKZCAvrEbHbtw9jxyIsDMeP91B1AGJioFAY\ny+zIlFWBVKxaDacNtI1hP5PdCWg7nhCp5EURO9MNjMxtY8KO0b8hX+xZxI5hjtdE7OCakWJu\nhgiXujpr+sCmsJPJZKKqKyyFHcVGSPPmidZWUVMcbFJXB4mE65+ckIDiYjsWycnB0qXYvBlF\nRYiLA4C2NnR22mieeOQRzJ2Ld98F7/sqKclYZqdSwWAQitgBaGy06ociEiJcTKlY0BZ23piK\nNcEaYxn9HrlcPnTo0HDOd2BG/8ZrInYcZDJZdHR0TEyMXq8/ceLEpUuXLAvvvACSarSejbU5\nfOL222//8ssvbV/IcmAUrRo7gwHV1UbDOSJiqATtamsRGsqdeBYfj4YGsdtubcUPP2DJEsTH\nd3c8kHMFgpeXLuHECTz6KL+qA5CcbFyNLGWtxo5IMefL7OrqEBjYY/wuXWsSkor1IrsTc1HO\nrOwY/R65XP7cc88prH0QMfol3iTsVCrV+vXr582bt3TpUtJSUFhYmJaWNnbs2MTExOTk5Ly8\nPHfv0U6CghAQAOt9r8uWLbvuuusEFggMDBwqZoSXmMIyx2hqQnt7d8QOoFNmx/E6IRCf3tJS\nUSvs3ImAAGRnd0sxXBm0wKlHMU/Fbt2KYcMwapTVZYcNM6ZihYWdKWLnJE1NPfKwcE0q1lvs\nTjjBYIpmgZYIFr8yGB7CyJEjo82N3Bl9F51Od/bs2dOnT3d2dgof6TWp2MbGxkmTJp09e5b8\nSOrtFi9eXFNTc8stt3R2dn7zzTfXXXfdmTNnhpjPFfB8wsMFhN3tt99O5yqWETuFgs6ELhKf\nI5LO3x9hYXQidrzCLjISfn4oLcXIkbZXyMnBTTfB17dbisGKGjNPxebkYP58oWWTk/H551aX\nMuHvj4AACrKjvr5HHhZU25lxJRXrLXYnnLkjrovYXbqElBQcPYoxY1yyPoNBie+//97dW2DQ\nZ9WqVUOHDr3zzjvJjx0dHS+88ML69eu1Wi0AuVx+6623vvzyywM4d4creE3Ebt26dWfPnl2z\nZk1xcXFeXl5iYuLkyZPLy8vz8vI+/fTTLVu27N+/v729/ZlnnnH3Tu3EVmMsHZqbeYQdlXt5\nVRVksu72VVqOJ7W1xoYMc6RSxMWhpMT26Votdu/GggUAkJTUPS6CV42Z7E6qqvDLL8azrJGc\njJIStLejpQUymVA1IRXHk4YGrsClnor1oskTRIaaGDjQVRG7N99EZyfNMSoMhmtQqVQ///yz\nu3fBoMxzzz33iZlR14oVK9asWePn57dgwYJ77rnnqquu+uCDDyZOnKjRaHhP9xpht3v37smT\nJz/99NPx8fGZmZnvvPNOZ2fnwoULR14J3kyaNGn69One9xYXjNjZZNOmTUuXLrV9nOu6Yquq\nEB7eXZFGy/GEN2IHID5eVCp2714YDLjhBuBKVRwpwVSp4OvLLd0zCbtt2xATg8xMoZWTk42O\nJ2SCRc/pdj2gJewsI3Z0U7FE2HlFKrZ3InYaDT74AABzP2Z4Pjt27FiyZIm7d8FwISdOnNi0\naVNGRsa5c+e2bt36zjvvHD58+MMPPzx//vy///1v3lO8RtiVlJSYT5UYNWoUgAQyP/QKSUlJ\nxXZ1TXoCERECwu7MmTPvvfeewNnl5eVVYoSU62rsTGMnCLQidnV13JZYwuDBoiJ227djxgyj\nCBg2DGo1KisBPndimAm77dsxf76QVgMQE4OgIJw/z7+UOVSs7BoauDV2dEUYiYGFhnqHsNNo\nuMLOFV2xn34KiQSDB1MTdvfdh5wcOksxGD2pra1lYyf6NqSjYMOGDRFmxq6333775MmTv/32\nW95TvEbYxcfHFxQUmH48ffo0AI6MKy4u9rICOwDh4QKp2J9++un5558XONtxHzuKqVjz0l1a\nVna1tVx3YkJ8vG1h19mJHTu6M6qJiZDJultZLZ1lQkPR1obqauTm2sjDApBIjI4nllqZA5WI\nXX09V+C6IhUbHAytFrYKct0PJ2JHywWaw8aNuPtuREdTy/P+8AOOHqWzFIPRk//973/MxK5v\nQ6aGjrGo9x09enRhYSHvKV4j7GbNmnXo0KF169ZVVVUdP3783nvvlclkW7duNbVTHD169Ntv\nv500aZJ792k3gqlYhUJBx6DYssaOYiqWE7Gjkoq1JuwGD7adis3NRWsrZs82/ujri8GDu4Wd\npRojkvfjjxESgmuusb23YcNw4YLQPDEClZ5Ny4idK1Kx5BXw/DI7jrAbOJC+sMvNxenTWL4c\nSiXPoDnHqKpyYfcuo38jkUjY2Im+zbBhwwBcsmh2rKqqstY84TVdsatXr965c+eaNWvWrFkD\nIDg4+ODBg0uXLs3Kypo3b15nZ2dOTo5cLl+9erW7d2ongs0TdkyeaGvDU091D7GQy7F6dbfk\nslQhISHo6oJW28MjzQFqajBiRPePtFKxlpEqAqmxMx8RZsn27cjO7qGHTI2xJEDFgUjejz7C\nH/8IMfPZkpNx/DiUStsRu4sXba/G4eBBNDRg7lzjj42NLqyx0+uh1Rq7YgG0tHCv5WlYGhQ3\nNtp4M9jLxo344x+RkICwMDpqTKtFaysTdgwX4ePjI5fL3b0LBn3OnTu3bt26ESNGpKSkhIeH\nP/PMM1u2bJFKjcG4n3/+eefOnXNNd4qeeE3ETqlUHjt27Omnn549e/bChQv37t07adKkHTt2\nKJXKjz766LPPPouMjNy3b58oUzePQjBiFxoa2tbW1t7ebu2A7skTRUV45RXU1KCxEY2N2LoV\n775rPKijA21tPF2xoDFO3uROTKAi7Nra0NpqNWLX3m7jEj//jGnTejxisrKzVmMH4PRpG0Yn\nnNVsRuwcS8X+3/9h2bLukbi8zRO0QmtqNQwGb4rYWdbY6XTU4moASkrw9dd44AEACAujU2NH\n3qtsQgbDNcjl8sGDB7t7FwzKxMXFVVZWrlmzZtGiRVlZWXV1dVu3bjVV1D3wwAPZ2dk+Pj6r\nVq3iPd1rInYAFAoFCdeZGD169NmzZ0+cOBEWFpacnCyh+MW91wgPR2MjdDreUQchISEAWlpa\nInhVDvD444+r1WrgivXu55+DTMtduxbbtuGppwAY73yWXbEAWlqcnXllmidGiI6GSsVNmdkL\n76BYgsmj2Jonp16Pc+e4RnfJyTh8GLBSY6dQQCpFUBCmTxe1vWHDUFyM+nqXCLvLl6HV4t57\n8e230OvR1MQVdhSbJ0x2zbRUvqux7IoF0NCAsDA667/1FkaMQHY2AISF2Te/zhpE2LGIHcM1\nyOXyKCc/wxmeR2lpqUajKSoqOn+Fc+fOmUKzX3755fDhw999991x48bxnu5Nwo4XX1/fjIwM\nd+/CCSIioNejoYE3QJWYmPjQQw+FcoJtZoSFhYWRu5pKBR8fo6oDMH8+nnkGly5h6FDjDZs3\nYudkkMZ8nhjBNFUsMdHxZUlumlfLKhRQKlFSAmt/9OJiaDRITe3xoMnxhDfMJpFAocDMmd2v\nnjBJSdDp8PvvmDJF6DDHSvsvXsSTT+Lll7F5M268EXo9T/MElRw6rgg7hQK+vvDz84KIHcfH\njgi7+nqn3mwm2tvx/vtYt874I62IHSk5ZcKO4RqGDRsWRwZhM9xBcXGxsEe0j4/Ptddea0qh\niicwMHDMmDGWPRMAfvrpp+TkZKGL2nsxBmVIXMpKr0BgYOCrr74qah1OMGPsWCQmYvt2/P3v\nRmHHETQKBSQSZ4M0jY3o6OA2T0gkqKpy6l5bXw+5nBtiNCHcGFtYiIAA9PTBwbBhUKlQVQWV\nisf3GMDYsVi2TOz2YmMRGIiCAsycKXSYAxG79nZUVeGGG+Dnh7//HUlJxnXMMYVanRd2JNZL\n3jZeMVWMk4olkpRWlvPgQTQ1db8NlEqaqVgm7Biu4fXXX3f3Fvo133zzzf/7f/9P4ACZTJaf\nn0+xSEyj0SSRW4N1vKbGrs8ycCCkUmc8io1YtgXMn290z2ppMQalzJFKERzsbJDGfJ4Ywc+P\nwlSx2lqEh1utiBdujC0sxPDh4Hw9SkyEVIqiIqvmc7m5uOkmsdsjjiddXbZTsVot2trELgug\nuBh6PRISsHIlYmKwfDkAnho7UEqbmk/O9Xxh196Ori7uqA+KjieVlYiK6haOFGvspFI0NRkt\nshkMRh/igQceaBCktrbWMVWn1Wo3btz417/+dfny5Xl5eQDy8/NHjx4dFBSkVCoXLVokYGHL\nInbuRiaDUunwVLG1a9dqtdoXX3yRX9ht2IDKSjQ3IziYp4bP+WqtykrIZNxiOOcdT6x5nRCE\nh08UFnLzsAD8/IyOJzbN50SSnIyTJ63GFAlEkDU2IiZG7LKXLsHXF7GxkErx7ruYPBn+/txq\nRSo5dIJKBT8/kLoNz58qRuKLnDc5RceTysoeRQVUbAgBVFUhIQEXL/LMa2YwGAw+GhoapkyZ\nYrKp++CDD3bt2rVs2TKDwTB16tTS0tIvv/zyp59+KigoCOOrMGYROw9AsDH2v//977lz56w9\nW1ZWZpTtlv0KkyYhKgo7dvC4ExOc76+sqekxT4zgfGNsfT1/5wRBePjEmTM97FdMkDI7Ytvm\nPMOGARYigwNJodolDi5fRny8MdyYmYm//Y1H4FLJoRPM3zOeH7Ejwo4TsaM4fKKmpkeaPiwM\nHR2wMorRDqqrjW9Ilo1lMBjiePbZZwsLC++///7jx4/n5eVdddVVc+fOHTRoUFFR0Q8//HD2\n7Nl33323srLyueee4z2dCTsPQHCq2JtvvimQwu/2sePUlQOQSjFvHrZtsyrsnI/YcTonCM4P\nnyCpWGvYrLGzjNjhipUdb1esA5DCVZupWNh5OyfNLiZefBE//MA9hkoOnWAucym6qLgIorE4\nb3KKwo7T302+Bzufja2uNr4hmeMJg8EQx549ezIyMjZu3Dh27NjMzMznn39eq9UuWbKEdFJK\nJJI777xzypQp1vo2mLDzAASnigl7FHd1dfkQT13e6rH587FvH4qL+XNAzt/LOfPECM5H7Gpr\n+VscCIMHo7oavN5+1dVoaOB6nRCSkkSNixAJEXbCqVhfXwQFOSXs/PyMoUEOtBxPzGWu56di\nSUUgR5dTFHZVVT2S5g7ocmvLpqRAJqM2eZbBYPR1Ll++PGHCBJODW1paGgC9Xm9+zKhRo6xl\n85iw8wAEU7EhISGt1u+43RE7Xuu4665DcDC++IJfzVCJ2FkqMOdr7Orq+MdOEOLjYTCgrIzn\nqTNnIJOBtw+cROx4J084ALmEzaXsLe2/fJnbz8sLrbSpd6ViScTOdalYzpuZVsSupgZRUQgL\nYxE7BoMhkujoaDIilhAWFrZ8+fKxY8eaH1NVVTXQyo2SCTsPQHCqWGhoaLN1b/3uyROWqVgA\ncjnmzEFxsdUaO1ekYp2P2JWVCTUcxMZCJuPPxhYWYuhQfju65GS0tkKrpROxGzwYL72E9HQb\nh9lbgC9S2NGKrpmnYin6HrsItRr+/jwFnVRmE8MiFevri8BAZ4WdRmP0AKfVisFgMPoBGRkZ\nO3fu3L17N/nRx8fn7bffnjVrlumAgoKCPXv2jBo1ivd0Juw8AFsRO4FU7Msvv2ycxmHNyIOM\nyeJNxTqvD3hTsU7W2Ol0KCkRssHz8UFMjFVhx1tgByApydiUQEXYAXjsMdvTNey6navVqKkR\n5f9Hqx7OPH7p+alY3ph0bCzKyyks3tWFujru1wnnx8US0RkTw4Qdg8EQz/r16319fWfPnp2a\nmvrhhx+aP7Vv37577rlnwoQJ7e3tnFlcJpiw8wAEhd2iRYvmzZtn7dno6GhjMNbaFK8ZM7qn\nvHOgErHjTcWq1caKKAcoL0dHh43AlTXHEwFh5+8P4s9OJRUrEjKlXiRkPmxvpmLNo7yhoXas\neeiQwwY9jqNWc/OwAOLiUFODri5nF6+rg17PfTM771FcUwMAERFM2DEYDPEkJSX9/vvvf/rT\nn5qamorIoPMrbNu2bdOmTeHh4Tt27Jg4cSLv6czHzgMQTMXecMMNohbhTcUCCAjAffdh/Hie\np5zUBwaDsX6IA3mkqoq/1s0mly9DKjXOhLWGNWF35gxuucXqWcnJKCmhFrETg12380uXEBgo\n1DViglba1LFUbGcn5szBo48aJxH3GtYidjodKivh5Bx0ElrjvJmd9yiurkZoKAICmLBjMBh2\nkZyc/OWXXwLo6vnF9e67716xYsXw4cMFxpSxiJ0HEB4OrdZo0+UwAm0BL72EpUt5Hncy+1Zf\nj85OnmI4MlXM4WzspUsYNAikcNAavI4nKhXKyqxG7CDOo4Qu9gq7hASr8zbMcW8qdt8+NDYi\nL4/CBuzCmrADKGRjq6qMQ1PMcV7YmUyPmbBjMBgOYTS+uEJ6evqIESOEh88yYecBEBNah6aK\n/fWvf33jjTcAOGK962TEjqSZLCNMvr5QKh0XdmIaCHg9igsLYTDwuxMTkpMhk1EYsSoeu27n\nIjsnQC9iZx7lFf9m2L4d/v7Iz7d9pPPuvpzVLIVdQAAGDKAg7EjsmaOqnVdjppA2xdFnDAaD\nIQgTdh4AMeO1ko2tqKj497//be3UsrKyaiKhrKViBQgNhfV+W9scPozAQH4n4ZgYx++1HC83\nXnjHxRYWYtAgoalNaWlCI2hdQUwMzp0TGwkT84sTKNqdmBsUd3TwuwOao9fj66/xt7+huhrF\nxUJH/vQTwsNpajtrVaSxsfzeN3bBaYklUEnFmoQdi9gxGIxegQk7DyA4GP7+1iJ2p06d+te/\n/mXt1B4+dvZG7GJi0NrqYJdDXR3++U88+SR4A8IjR+LkSUeWBXD5sm19Ex+P1lbunfLMGaE8\nLIBZs3Bl9F4vsXQpFAo88YSog8VH7FyUigVs68XDh1FTg8ceg1JpIxv76qvQalFZSWGfBAFh\nRyUV6wphZ1rWrjYaBoPBcAIm7DwD6/0TISEhnZ2dbW1tvM8aJ08YDI4IO9Il6thN8eGHEROD\nxx/nfzY9Hb//7siyAC5eFCXsAG42tqDAhrDDlXECvUZgIN59F2+/jUOHbB8sPmJHa6SYeZSX\nCDuby27bhilTEB2NjAyhbGxJCb7+GoCzjobmuFrYWVaLUhF2rMaOwWD0LkzYeQbWHU9CQkIA\nWPMoNkbsNBro9XanYiMj4ePjSBrr22/xv/9h0ybI5fwHjBmDU6fQc/6JKDo6UFFhO3A1cCCC\ngrjC7swZoQI7d5GdjVtvxfLl6OgQOqypCU1NYiN2dlmTCMBJxUJExC4nB8R8JytLSNi9/TZS\nUqBU2nYP/ugjvPyy2N1a2p0AiIujU2NnWS1Kt8auudmR/yMYDAbDTpiw8wysCzsy9NeasDNO\nnuAdo2kTmQzR0XbfFDUa/O1vWLECWVlWj0lPh1qNnu47oigthU4nKnDFKbPr6MCFC7Yjdm7h\nlVdQW4vnnxc65tIlAKLciXGlg9VgcHZj5qlYIuyEI3bHj+PSJcydCwCZmTh2jN9Arr0d772H\nBx8UNYNk9258842o3VqLSVOJ2JnaV82h2xWr1ztV0spgMBjiYMLOM4iIEI7YWRs+sXnz5uXL\nlxutUhyw3nUg2rFqFbq6sG6d0DHx8VAqceKE3fu5dAk+PkYPC2E4VnZFRejq8lBhN2AANmzA\nc8+hoMDqMZcuITRUbKZYoYBe76w/jk4Hrbb7PSOTITDQRsQuJwcTJhhld1YWNBqcOsVz2Gef\noaMDy5aJmkFSWspvSWiJS1Ox1ponnAmzqdVQq7sjdgDLxjIYjF6ACTvPIDzcWo2dQqFYtWpV\nopVYTnx8fHBwsPEeb28qFvbfFI8exeuv4623bLvBjRnjSJnd5cuIj4ePCN9sjpVdYSHCwoQm\nzLqXW27BtGm45x6rKkF85wREp02FsXzP2Gy2NeVhAUREICGBPxu7cSPuuANBQaIidqWlKC+H\nTmd7wxoNfyo2NhZarVNmIl1daGjgEXYkzObw60x+d5LhJcLOWxxPvvrKOAeFwWB4IUzYeQaC\nU8XWrVs3YMAAodMdS8XCfmH37LOYMwdmo4itkp7uYMROpL7hWNkVFnpigZ05b72FEyfwzjv8\nz4rvnAAlYUfeMxxhJ5CKPXcOp05hwYLuR7KyeBpjDx3Cb7/h/vsBICrKRo1dVxcqK9HZKap5\nViBiBzjleFJbC72eP2IHOJ6NJcKOLKtQwMfHayJ2jz6KbdvcvQkGg+EgTNh5BoJTxWyjUkEu\ntzGtgRe7PMCKi7FzJx55RNTBY8Y4KOxE6htLYeeZeVgT8fF49ln885/8L7hdwk5kB6swRNiZ\nR16FfY+3bkVqao8XOTOTJ2L3xhuYPRtJSQBsR+zKyoyxOjHZWGtOjQMHwt/fqWwskZW8NXZw\nQthVVUGphL8/AEgkCAvzDmGn16Oy0mg/zmAwvBAm7DwDwYidANOmTcvJybEazLCJXRG7N9/E\nqFG45hpRB6eno7TU7juZ+IxkfDwqKnD0KI4dw7FjOHHC0yN2AB54AKmpWLGC5ym7UrFBQZDJ\nXJKKFRCL27dj/vwej2RmorCwxykVFdi2rfsXtFljV1oKqRRhYTxzRCzhnTwBQCJxtsyupgb+\n/jzW1qGhkEqditiZd9p6i5VdTQ06O10i7Lq6xNZTMhgMJ2DCzjOIiEBDg7VKow8//PDnn3/m\nfaq0tLS2tlZoUKwwcXGoqeHvbeSg1eK99/hFCS9paZBK7bYpFh+4SkmBVIqMDEyYgAkTUFCA\nzEz7rtX7SKXYtAm7d+Orr7hP2SXsJBIMHIiKCqc2Y5mKFYjYNTXhyBHMmdPjwfHjIZHg6NHu\nR9atw7BhmD7d+KPNVGxJCSIjkZQkSthZszuB0/0TvJ0TAKRShIQ4rsaqq3tEAb3Fyo68ks4k\nEKzxv/9h8mT6y78Fj70AACAASURBVDIYjJ4wYecZhIdDr7dWW/3ZZ5/t2rWL9ymjQbHDwi42\nFjqdqAqnzZthMOCWW8SuHBCA4cPty8ZqtaiuFivs4uLQ3g6DwfifXo/rrrPjWu5i9GisXIkH\nHuhxj6+pgVot1uuEcPXV+PFHp3aiUsHfv0efikDE7vx5GAwYObLHg4GBGD26Oxv7yy/YtAmv\nvdY9tC06GhqNUBSwpARDhvAPiOOg16Otzeqb3Elhx+t1QnDG8cTkTkzwFmFHSgVcEbErKUF5\nue2xdQwGwzmYsPMMyMRVK9nY4OBglZXBX0aDYgcGxRJI4bmYm+LGjbj7bqshE17sLbO7fBkG\ngx2lZl7KqlVQKrFyZfcjxMRuyBA7FsnOxv79Tm3D8ssAscfj5fx5REUZmzbMMdkUt7fjzjvx\nl79g2rTuZ0kYTCAbW1qK+Hiucw0vajUMBqtvchdF7ACnCuM4Y8q8RdiRV9IVwq6yEgYDBW8a\nBoMhCBN2nsHAgZBKraU/goKC1FZMy4zCzoF5YoSAAAwYYPuj9scfcfo07rvPvsXtHSx2+TL8\n/a3GTvoMfn54+2289x7efNP4yOXLCA+37SBjTnY2LlwQlcG0hmVdZkiIVQfdCxeQnMzzeGam\nsTH2uefQ0ICXXurxbGQkJBIbwm7wYG4fDC8aDQChVKwzXbGm+RCWKJWOR+w40yy8RdhVVEAm\nc4mwI3l5Z960DAZDBEzYeQY+PggLcyBi1z15wrGIHcTdFDduxE032VEERiCDxcRYlBEuXcKQ\nId2JvD7Mtdfi3Xfx2GO47TZotfa1xBLS0hAZiX37HN+D5ZcBgVRsUZFVYVdeju++wwsv4LXX\nuAbLvr42poqVlCAujmtJaG23sO7U6NKInTPNE5xUrFf42JWVISUFGo2zDtiWkJIPJuwYDBfD\nhJ3HYL0xVkDYff/993PnznU8YgcRN8WyMuTk2NE2YSI9HVotzp8Xe7wD+sZ7+etfcfAgfvwR\nkyfj4EG7RbNE4mw21vLLgEDzhDVhl5qKkBAsWoQZM7BoEc8Bwo2xJBU7eDDq6owxOWvYFHYN\nDWhrE1pBAE7O1BwnhZ35st7SFVtejrFjARdkY4mwY42xDIaLYcLOYzC3stPrsXq1aQLVggUL\nbr31Vt6TkpOTfX19nY3YCQu7t9/G8OG4/nq7V46Lw8CBVsvs6urw5JM94nl2dYb2ASZMwNGj\niIjA7t2OKFonhZ1dEbvz5zFsGM/jUikmTIDB0J1W5iBgZdfaisZGY40dbN3vhYVdXJxTxVsC\nETuH86cqFVQqb62xGzcOcI2wCw1lwo7BcDVM2HkM5hG7jRvx738jKwtbtgCYNGnSkiVLhM51\nuCsWIsbFfv457rzTwQypwGCxhx/G+vXYsaP7kX4VsSOEh2PPHrz0EhYvtvvc7GyUlqKoyMFL\n8zZP8EbsmptRW8sfsQPw6KP4+GMMHsz/rIDjCUnJxccjJgZyuY0MnVoNmcxo9mtJTAykUgeF\nXWcnGhrod8Waj50geJGwGzYMwcGUhV1TE7RaZGSwVCyD4WpEDOVk9A4REUZhV1KCp57C66+j\ntRXLliEvDy+8YGN8qutSsSdO4NKlHoOk7MLaYLFvvzWaWr3xRvf40f4WsSPIZHjsMUdOHD4c\nsbHYv9+q5BLGMsprLWJHtKO1qwjPl4uKsjp1tLQUfn7GBou4ONvCTqAjWy5HZKSDws7aPDGC\nM8JOIuEKu5YW6HSQyRxZsHdobUVLC2JjERlJ2cqO5GGzsrB9O81lGQyGBSxi5zGEhxs/Se+7\nD+npuO8+/POf2LMHn3yCadOsfcimpqbm5+e7MBW7bRvGjXNcb/E6nqjVuO8+rFiBjRuxfz9O\nnwaAlhbU1/e7iJ2TZGc73j/Bm4rt6uKpdSsqQkQEz2AGMQjU2JWUYPBgYyTYppWdzdkqDvdP\nkICiY3Ynzc347Tery4aF9Zjyp1TCYHC8Yq93IH1URNjRjdhVVsLHB+PHs4gdg+FqmLDzGEgq\n9vPP8cMP2LQJUikATJuGo0d1Fy/+wFuZDhQXF9fX1zsbsdNqrfbr5eRwB0nZRXo6ysq4i69a\nBYMBzz6LceNw9dXYuBG44uXGhJ1dTJ2K3FwYDI6cy5uKBXiysdYK7MQgUGNHOicINq3srM0T\nM+Gw40l1NQICrMpWYbuTd9/F3LlWl+WIRdIy7OHZ2PJyyOWIinKJsIuMREICWls9Xd0yGF4O\nE3YeQ0QESkrw8MN44okeo9bj4+uGDi2yMmbA2ckTuOJRzHtTPH8eJ086nocFMHIkfHx6BO2O\nHMEbb+Ctt4wbfuABfPIJmppw+TIUCqNRM0Mk2dmoqkJhoSPn8qZiAZ5srLWWWDEI19iZKvNs\nOp64LmIn0DkBICwMajU6O/mfLShASQm/VuN4neCKsPNwx5PyckRHQyrt0ctFhcpKxMQYpTwL\n2jEYroQJO4+BpGLDw/HEE5xn9NHRUXp9R0eH5UnOTp4AMHAg/P35b4o5OUhJ4Q6Ssgt/f6Sk\nID8fjY1obERdHe66C4sXY+ZM4wHz5yMsDB98gEuX+mOBnZMkJGDoUAd7Yy2jvNYidk4KO62W\nvyfDPGJn06PYprCz2QNkDQGvEwBhYQCsRpjOnAHA3x5kqReDg+Hr61kRO8tYb3k54uIAuCRi\nFxOD8HAEBjJhx2C4FCbsPAbS2bdpE3x9Oc9IYmJiAF4rO71e79TkCQASidVox7ZtToXrCOPH\n45//xIABGDAAERGoqMCrr3Y/K5fj3nvx5pu4eJHlYR3BYdMTyyhvcDCkUsoROxK14s3Gmkfs\nSI2dQE7ZXRE74fwpiZXytgfx6kWPaozNy0NUFLq6ejxYXm4M4btC2A0aBIiop2QwGM7BhJ3H\nMG4cLl7E5MmWz8gGD+YVdgaDwcfHx1cud0rYwcpNsawM+flOFdgRXn8dR492/3fiBCIiehxw\nzz0oK8Nnn7GInSNkZyM3F3q93SdaRnmlUgQFcaNrLS2ornZc2FmbKqbXo6ysR42dVmvNoBuw\n1RULIDYWlZWOvA6WOVNzBCJ2VVVobMSoUWIjdvAwYXfgAGprcfZsjwdNwi4igrKwq6hATAwg\nop6SwWA4BxN2noSVMfA+RNhZ5LMkEsnvv/8+cfRoGAz0hV1ODmJjMWGC48sSwsJw1VXd/5Fv\n7eZERmLRItYS6yBTp6K+HidP2n0ib12mQsGN2Al7ndhELseAATxldtXVaG/vFnbknS+QobP5\n1SU2Fp2djmiRqiohYRcUBF9ffmFXWAgfH/zpT1YjdkTHmONRwu6XXwCLPHJpaXcqtrbWwb4c\nXioqjP/vi5kgx2AwnMBbfez0en1DQ0NHR0dUVJTMk32haBA6YoQUSOAbEp+ammoMhzhcYwcg\nNtY05aKb7duxYEEvTW4lLRRM2DnAoEFIScH+/UhPt+9EXqkUEsKN2BUVITycOwTWLngdT0jM\nxpSKDQlBaChKSnDVVVZ3azNiB6CsTEil8VJdjchIoQOsOZ6cOYPERGRk4IUXuO50BgP/so4J\nu1deQUoKZs+2+0RhjhyBVIoTJ7B0afeDJvkVGYnOTjQ1OfWnN8ckoAcPxg8/0FmTwXAfBoMB\nwJYtW44fPy5wmFwuf//996Pt/VxyDm8SdgaD4cCBA5s2bcrNza2pqenq6gIglUpjYmKuvvrq\n++677w9/+IOkL46Ql8bGAghsbuZ/mqRonYzYffddj0fq6vDjj1izxvE17SIjA5s2ITu7ly7X\nx5gyBYcP4+GH7TilqwttbTxfBniFncPhOgKv40lJCQYM6PGmFS69Uqu5GXwOISFQKFBebneM\nWbjGDtY9igsLMWKEcSDyuXM9OtkLCqDRYNQo7ikOCLvOTqxbh4ULKQu7igqUlWHGjB7hRhLy\nNNXYAaipoSPsVCq0thpDmDYbZRgMb4CIjejo6KusfR0FAAQEBCj4gjIuxWuEnVarnT9//t69\newHExMSMHz9+4MCBABoaGsrLy7ds2bJly5bZs2d/9dVX/tbmDnkvAwbAzw+VlRgzhudZKsKO\nk4r95huEheHqqx1f017uuqv3rtXHyMzE+vX2nWLtPaNQgFPK6YyJHYHX8aSkpDsPSxAuvRJT\nRepA/0RHBxoaeHKm5lgTdgUFyMhAbCzCw3HiRA9ht28fkpJ4KiuUSrt3+MMPaGpyfHCcNX75\nBQoFFi/GqlXdD1ZUQK83hlEjIiCRoKYGKSkULkfGTphSsRUVnj6Bg8EQx7XXXvv888+7exdc\nvKbGbv369Xv37p0xY8avv/5aXl6el5e3e/fu3bt3//LLLyUlJadOnVqyZMmuXbteeukld+/U\nBUgkiI42fjiaodVqBw0aVEOsfZ1MxTY0oK2t+5GcHMybZ2OOGcNDyMrC5ctWfYB5UasBvvdM\nSAg4geELF5CU5NT2eCN2ZWXc8bLCpVcajY1ULBxyPCFlZDZTsbzC7swZjBgB8A1E3r+fP/zM\nidjV12PnThs73L4dfn70hd2RI5gwAePGoaKi26+uogKAUeb6+ECppGZlV1kJqdT4OsfHo7PT\n8tPMNs3NyMmhsx+Gid9+szo9heG1eI2w++6771JSUnbs2DFu3DhOvlUikaSlpX366afXXHPN\nnj173LVDl1IJVFkk8lUqVWVlpba2FnK5pUmKHcTFwWDovilWVGDvXliZdcHwONLSEBSE/Hw7\nTiHCjrfGjtM84XzEjrfGzjJiJ5yhs2l3AocidsLzxAi8+dOWFlRUGKN0nLl5ej0OHOAXdgMG\n9Fhq40YsWybUoKDX4+uvsWwZKiqMfzJa5OcjKwsjR0Iu71al5eUYOBABAcYfKTqeVFYiPBxy\nOQDjHDkHsrFff40lS6DT0dkSg/Dss3jxRXdvgkEZrxF2BQUFWVlZcvLRwIdUKp0yZcqpU6d6\nc1e9RmFTU7XF9yqdTgdA3t7uVB4WVyz0TDfFt99GQgKuv96pNRm9BhnBaZewI+rNZlesSuWU\n1wmBNxVbXGyfsBNjwe2YsAsIMI7csAZvxO7MGRgMxjRlenoPYffbb2howHXX8SzF0YjbtqGl\nRSh2degQamvx6KMwGHDxoo3fRTx6PY4eRVYWfH0xYkT35svKjC2xBIrCztSTASAgAOHhjjie\nFBaio8MYVmTQ4vx5IZshhnfiNcIuLS0tPz+/i2OnaYbBYPjll1/S0tJ6c1e9RlNAgJ/FMCIi\n7GRtbc4KO7kckZHGm2JHBzZtwgMPGIfVMryCrCzk5dlxvMhUbFERDAYKws5SH3A0BID4eFRV\nWR3eJSYV64Cwq6mx3UXLK+wKCxEba5wwm56O8nLU1xufys3FiBE8tj7oKewuXMDvv0Mi4WlI\nN5GTgylTMHIkwsJw/ryI3+cKjY1CgcDCQrS0ICPDuHlTxM5cfgE0p4pxPGUcczwhcz5I5QmD\nCgYDLlygPDuO4QF4zc17xowZZ86cmTt37smTJw0Wn1nnzp277bbb9u/ff+ONN7ple66mJSgo\nwOLuQoSdD297o72Ybopffgm1Grff7uyCjN4kMxNHjtjhOqZWIyCAp3o9KgqFhd1Zv6Ii48gQ\nZ4iOhlbbQy+2t6O6mqd5grgWW6LToanJ6BUsQHw8ioutSkNefvzRti02byq2sLC7W4IMRDbJ\no337rPZ3K5VQqYw7zMnBsGEYMUJo1G9OjtEhPDnZvjK79HS89ZbVZ/PzERtr7H41zyOXlRkf\nJNBNxZp3qDjmUUxeKCbsKFJZCbWaRez6Hl4j7FauXDlz5szdu3ePGTNmyJAhU6ZM+eMf/zh3\n7txrr702MTExJSVl8+bNN95448qVK929U5egCQ0Ntpj1RAz8fJxPxQKIjTXeU994A7ffbiM5\nxfA0MjPR1IRz58Qez+tODOCOOyCTddvcFBU5W2CHKxVs5mV2ZHoYR9jFxkIq5Q/kFBZCq8XY\nsTYuNGkS2tpw9KjYjR04gI8/xtq1Ng6zloo1CTs/v+6EZlcXDh7E1Kn8SymVMBiMq5F5fSNG\nGANRlhw/juJiR4RdSQlKS/Haa1aFfl4esrKM/05PR2GhUWuaxk4QXCfsHHA86ejAhQvw82PC\njibkTcWEXZ/Da4RdQEDArl279u3bt2TJks7OzsOHD+/YseObb745dOiQVqu9+eabv//++927\nd/dBrxMAgDYsTGExUiw2Nvb06dOhMhkdYVdejiNHkJ+PFSucXY3RywwZguhoO7Kx1krWgoPx\n1lt47TUcOQIA5887m4cFEBEBqbRHmV1pKWQybrLS1xfR0fyBnPx8xMXxJzfNGTgQY8aInZzb\n1obly3HnnfjDH2wcaS0VS1piCaa417FjaG21uqZp8mxFBfLyMH8+UlOtRuy2bcNVVxnl77Bh\ndqRi8/MRHIzLl7F3r9UDMjON/05PR3u7UVyWl/fIj1OcKmYp7OyN2J0/j64uXHMNLl+msyUG\ngKIiSCRoa+OZEM3wZrxG2AGQSCTZ2dmff/55ZWVlR0dHZWVlRUUF+ceWLVuuv/76PulOTLhm\n0SJfkpDqyciRI61GX+yCCLvXX8cNN9BxrmL0MpmZdvRPCLxnZs3CokW46y50dlJwJ8aVqWLm\nEbviYsTG8pjpWCu9ysvDxImirpWdLVbYPfssmpvxwgu2j7QUdh0duHgRI0d2P2KqVNu3D6NH\nW/VSJkntxkbk5CAmBpmZNoTdggXGfycl4cIF21sl5OVh8mQsXIg33uB5VqPByZPdEbuoKERF\n4fffjX3xnOYJWtVXnFigAzV2hYUIC8OkSUzY0cTU886Cdn0LbxJ25kgkEh8fH8tiu75K5ty5\nAPgb6MQ4QdgkLg5nz+LLL1m4zluxS9gJ+/2++irKy/Gf/9ARdrBwPCkt5ZrYEayVXuXnGyv9\nbTJ1Kg4dQnu7jcNOnsSLL2LjRlFjFZRKdHT0cBs5dw5dXdyIXUEBurqQmys0QCUgAP7+aGjA\n9u2YPx8SCVJTUVXFU8N39iwKCox5WADDhqGsDFqt7d3iysv1wAP49lueBO6vv8Jg6DG6jXT1\nEidL87BoZCTq6ynYi7S1obmZ2zxRVweNxo5FiGvg0KEsFUuToiLjVybWP9G38CZhZzAYcnNz\nly1bFhsb6+fnFxERERsb6+vrGxcXt3jx4tzc3L6s8yIj4ePDL+xoRewaGhAXh1mznF2K4Ray\nsnDiRA+XaQGE3UMiI/Gf/+Dpp1FZSUfYcTyKrQk73tIrjQanTnWnDoW55hp0dhrH21tDp8Pd\nd2PWLCxcKGpN0rRhHrQ7cwZKZQ+lkp6OtjacPIlDh2xMxlMqceECDhwwiraUFEgkPGV2OTlI\nTe3WjsnJxgZGm+h0OHYMmZmYNAnjxuHNN7kH5OcjNRXmM45IHpn0TnFq7PR6CrGcykoYDD1e\nLvLXtytoR7pVhg5FeTk6OpzdEoNQVIT0dAQGsohdH8NrhJ1Wq505c2Z2dvZnn31mMBjGjx8/\nc+bMmTNnZmRkSCSSLVu2ZGdnz5kzp03kjc3rIL7tPYVdcXHxoEGDdM3NdLpiAdx/P3M58VYm\nTEBXl1gTeZsTum67DVOmUPA6IXCs7CxN7Ai8pVckwiRyAmxoKMaPt5GNfestFBbyKB5rWAo7\nToEdgJgYRERg0ya0tdko2lMq8fHHCA3FtdcCQHAwBg/mycaa52EBREYiNFRUmd2pU1CrjZnW\nBx7Ahx9yZ8SZF9gRSB65rAwBAT06oElC2flYTlUVJJIeNXYxMZDL7SuzI90qQ4dCp+svo2ar\nq+14lzqAwWAMyYeH9zVhZzDgxRe57/z+hNfcxfv1SDGgoKCgSiLhCLv6+vrKykoDlYhdUhLu\nvRd33unsOgx3ERaG4cPFZmNt+v1KJNi0CQ89hPBwCnszj9gdP27VEGTsWBQWdhvCEfLyMHKk\nHe9wm2V2n36KBx/sEZoShgg782ypudeJifR0fPwxxo2zYcuiVOLIEcyZ011iaFlmV1eHo0dx\n0009HhTZGJufjyFDjJ3IixdDLscnn/Q4wLwlljBmDKqqcPw4Bg2CeZnygAHw8aHQP1FRAaUS\n5m1tUini4uzQZ3q9UdjFxkIu7y9ldj/8gIcfdmF4sroaKhWSk2kaFnoIxcVYudJG5L5P4zXC\nrp+PFPv1119P1ddzhB2xa5ZqNBSEna8v3nrLaLjK8FKysuwQdubJOF4SEvDqq85vCjCrsSNp\n0Pnzwes3OWUKlErs2NHjQUshIkx2Nn75xeoAro4OHD+Oa66xY0FfXwQFcSN2vMJOrbZqdGKC\nVPWZZ4EtHU/270dwMDdImZwsKhVr/nL5++Puu/HGG92+JzU1uHyZ+3qmpsLXF7t2cS2jpVKE\nh9MRdpYdzXZZ2ZWUQKNBaip8fBAX11+EXUUFurpc+MuePw+pFImJfTBiR74p9ZP3CR9eI+z6\n+UixoKCgcr2eI+yIQbGESvMEow+QmSnW8aSX3zOmiN2GDbh4Ea+/zn+YTIY5c7iD3o8cEVtg\nR5gyBQB+/pn/2RMn0NEhNrFrwrwxVq/HuXPcVCyAMWMA8E8SM0ephELRY16fZcQuNxfXXsvt\nGk5O5qZidTqeHC7n5brvPpw/j//+F99/j++/x4cfIjAQnPE8cjlSU42uxRyoWNlxxk4Q7LKy\nKyyEv7/RSro3+yc0Gvt8oelCqhdct4GiIgweDH9/RET0NWHX74eUeI2w6+cjxYKDg0u6uviF\nHZWIHaMPkJmJCxe4qUxexIxepQgRdhcuYO1avPSS0BSvBQvw3XfdxTHV1bh82T5hFxSEzEyr\n2dj8fCQn2z1LY/hwrF+Ps2cBoLjYGD3iMGkS4uNtxwJHjsSSJT3ykqmpuHy5R9fL/v08qWrL\nVOwnn2D8+B7CS6XC6dM9Xq64ONx6K1aswPTpmD4dK1di+nQeo5n0dOh0PMKOSpKOY2JHsCti\nd+YMhg83DkrpTWH37rs2WmFcCvm0t2uUnF2Yet7Dw/taKpZF7Ny9AbH085FiwcHBFXq9oecA\nbJlM5uPj09s3aYbHMmYM/PyM3sLC2GyeoEt0NNracOutyMrCHXcIHTltGnx9YSqo+P/t3Xlc\nVOXiBvBn2JcREAUBUUFFUHHXATVTNBfcCEvL0tumuVu3TUtLy35adut23cssrVu32y0xt27q\ndUlTGTQ1EVSMRVRQXFDZxGHm98eZBhjOzBzWmTk8349/OIezvMMcZp55V7Uanp7GNUwWmelm\np1ZXr2FXsHkz2raFSoXNmyvVHlUUFoasLMu/1fnz8emnlbZ07IiyMn1qBJCTg7NnxYPdpUuV\n8t/336OkBOvXl285fhwKBXr2rHTgF19Apyv/t2WLSKm6dQNQXzV2osGuujV2hirS0NCG+8A+\nfx6XLlVjQZe6Jbzb12uNnSHYyazGLjUVnp6ssbMDjXxJMaVSeQXG89hFR0efPn26oT+kyWa5\nuKBHD0mtsXUy4EY6oS//qVP45BOYn0Xc1RUjR2LzZv1DtRq9eonUMJkXE4Njx8Qn009MrF79\nn8DHB1u34pVXMGECXn8d4eEiy+zWmJ8fmjcv72a3bx+aNhVZPy0sDFpteTe7u3exZw+GDsW6\ndTC0Y6jViIysydc8oR25IYOdUGMncYKqip0aQ0Ia7gNbCFUSp7yuc7m58PZuiGAnv8ETwlcj\nBjvb18iXFAsLC4ubPl1x927FIdwKhSKiQwewKZYMpExTfOwYsrMbdKCMnx+cnfHWW5JWno2P\nx86d+kmGa5bD+vaFkxMOHjTeLiynW4MTAlAo8Oab2L4dly5VuwbRooiI8t5y+/Zh4ECRWYda\ntECTJuUf8zt2wM0NX32lX8dCULNfF4Du3aFQiMxBUyeriokGu5AQFBcjJUXSGSoGu9BQXL0q\nda7mWkpLg4eH1YLdlSvo379+g53w9yizGru8PFy/jpEjG+4+sT3V/CpsVcKSYjExMQDKysry\n8vJ0Op2/v79jLb49azSa7du33xfWwDbhnKGVxHrc3NyeXbAA69YhJ6fSp2NhIXQ6NsWSXlQU\nvv4aOp3JirHPPsOcORg/Xur0vHXCyQnHj0vNQyNHorQUe/Zg5EgkJWHq1Gpfzs0Nffti717j\n2baTkuDiIlIZJt2IEUhOtlDpWAMVx0/s24cXXhDfrWI3u4QEjBqFFi0waRJWrsT48QCgVmPR\nopoUoHlznDyJLl2Mt9d+VbH793H9ukiw69QJw4Zh1izs22fh95mXhxs3KtXY6XTIzBTp5li3\n7t/HxYt48kn89JO5P6h6UliIO3cwYAB27cL9+zA9arCGrl7FnTvlTbH5+dBoql01bptSU+Ho\niOHDG+g+sUn2+kIKS4qV1nqOn8uXL8+aNavYbK4XJj2uTXysGy1a6BdTrxjshAo81tiRQKXC\n9etIT0e7dsY/uncPc+fi88/x7rto+B4LVUODKUolhg5FQgLatUN+vtRVYo3ExODHH403Hj2K\n7t3h6lqTExpUzSi1FxGBTZsA4OJF/PGHyTlTDMHu3j389BO++AIA5s5FZCSOH0dQELKza/jr\nwp+tsUZq3xSbmwutVnzWwE8/RWQkNmzAlCnmzpCaCgeH8je9wEC4uTXEB3ZGBjQaTJuGTZuQ\nklL31bTmCb1uHnwQGg2ysupmnvCKDHOdAPDzg1aLmzfh71/HV7GK1FSEhCA0tIHuE5tkN02x\nqJ8lxdq0aXP58uWbZv3973+HLQQ7Z2c0b44K4yeOHj06UpjmnsGOBMKsVFVbY0tKMGAAdu7E\nwYNWSHXVNW4ctm7FkSMICBBffMyiwYNx4oTxAOGkJKlrzjawTp1w/jzKyrBvH/z90amT+G5h\nYfoxkrt2QaPRzwXYqRMGDcLatUhMRJMmIvOw1Ia/P27ftrz2rhnCnB1CJ0sjbdpg8WK8+qr4\nSokGqakIDYW7u/6hQtFA3ewuXIC7O6Kj0a4d9u6t98sZycmBQoFeveDuXi8DY//4Ay1b6n+r\nwiTksulmJ8xlrVCgTZtG283OboJdY19SDFiwYEFps2YV3wRzc3MLhenB2BRLAoVCvJvd4cM4\neRJqdc1rbYazYgAAIABJREFUdBrSmDG4dQt//3sNe4wBiI5GQAC+/LLSxqqradmIiAiUlCAj\nA3v3YtAgk61+hhq7hAQMG1b+Vz9nDr75Bj/9hF696nJUB+piVbGcHDRpYvKb54svon17zJlj\n7gxVp4NusGDXrh0UCstrmdSHnBw0bw5XV7RtWy/d7AwjJwD4+sLBQT7d7AxjqBtyALWNsZtg\n18iXFAOwYcOGGy4uFYOdRqNRCp8BrLEjA9FpivftQ+/e9dKMWB+aNcPAgTh9uuY5zNER06dj\nzRpotfotmZm4erUmc500gNat4emJ1FTs22du7Yr27ZGdjcJCbN1aaSXZsWPh54cNG+r+2Qlt\nc7Vpjc3JEVl2wsDREevX48cfxSdhEQgVMBU1zAd2Wpq+/TcmBgcOlN9IDcMw4kTiUnLVZXh2\nABwd4esrnxo7wzeBhhxAbWPsJtg18iXFACiVyrtKZcVgV1ZW5uXgAFfXuu9aS/ZLpcKJEzAa\nD2RqeVabFR8PoFZJ5fnnkZ1daUq8pk0lDctteA4OCA/Htm3Izjb3MrVvD60WX3yBO3cqrSTr\n6IiZM1FWVvf1kV5ecHOrbbAzMx81gO7d8fLLmD0bd+6I71BxEjuB+Q/sM2fEf3rvHnbtslje\ncoY6rZgY3LyJU6eqcWztGYKdof1ditxcSdNYonKNHWQ0MLagANnZ+mDXkHNZ15vc3NyzZ8+K\nju/My8u7dOmS6FF2E+wa+ZJiAJRK5W0PD6Ng10ShYDssVaJS4d49/P57+ZaCAiQlWV7G1KaM\nG4e+fWsV7Fq0wPjxWLlS/1CtRp8+DT22UbqOHfHNN2jZEh06mNwnIABKJT76CIMGGS+eMWUK\n+vat3hq4EtVyxpNDh0x2GTQQRvJ+9ZXIjyp+ThuY+cDW6TBhAt56S+RH27cjNtZkfKzKEH0C\nAxER0dCtsTWrsfv4Y0yeLGlPo2Anm1XFzp2DTqf/JhASYtdNsUlJSZGRkYGBgR07dgwODt6w\nYYPRDhMnTmxloguy3QS7Rr6kGAClUnnT1bVisHN0dPR2dGQ7LFXSrBnatavUGnvoEBQK9O1r\nvTJVX2AgDh9Gkya1OsmLL2LXLv3cv0eP2nT/wogIFBZaCN8KBdq1Q0ZGpXZYQbNmOHxY3yWu\nbtVmYGxKCvbuxXPPWdjN3R2PPFI+K3VFZ8+Wf04bhITg5k3cvi2y/549SEkRn6M7MRFaLU6f\nllRyYSyqoX634bvZXbmib8Ju1w6ZmcYV8KYcPYrz53HrloXdrl3D7duVaq9ls6pYaioCAtC0\nKQCEhuLGjWpEeVuSnp7+4IMPpqSkDBkyJDY2Nj8/f8qUKR9//LHEw+0m2DXyJcUAeHp6GvWx\ni4+Pf23WLNbYkTGj8RP79qFvX3h4WK9AVtKrF1QqrFkDjQYnTtjokFiBUCk1aJCF3cLC4OCA\nuLj6L9CfajOV3apV6NcPvXpZ3jM+Hr/8IrLM8dmzCAzUf04bhIYCJlYCXb0aERG4cAE3bxr/\nSGijrFiTbYaQpQxzBg0ejF9+gelqhXJlZVJDmHm5ufom7LAw/Yx6Ui7922/Q6Sy3xl64AIVC\nP9eJQDZNsUZzWcNeV4x98803S0pKtm3bJqy8kJWVFRoa+tprr505c0bK4XYT7Br5kmIA5syZ\n0z02FrduGdaLdHFx8fPwYI0dGasa7Oyrg10dmj0bmzbhyBEUFdnokFhB165wdMRDD1nYrVMn\n9O/foINggoMtr2UiKj8fX31lYcSrwYABaNoUW7cab09MRGSk8cbmzdGkiUhrbEYGtm/HqlUi\nKyaXleHYMXh7S+0ql5YGNzcEB+sfDhyIu3dx/LjlA2fPxkMP1cFIC0NTbKtWcHOT1Bqbmoq7\ndxESYvn1unABLVtW+qYnm1XFKga75s2hVNppN7ujR48OGzZs1KhRwsOAgICdO3c6ODi89tpr\nUg63m2DXyJcUAzB69OhOQ4ZAp9NPDSVo4EU/yS5EReHcOX1bVX4+fvut8Qa7CRPg7o4XXkBo\nqE3PvxoWhtxckUW9jCxYgO3bG6RAf3r5ZRw5gq+/rvaBGzfCy0uk1ViUoyPGji1fG01QUIB/\n/hNPPimyv2j3qTVr0KULhgxB9+7GrbEpKSgowBNPSA12wlwnhoXd/PzQpYvl1tgbN7BpEw4d\nwqefSrqKKffu4eZNfVOsMI2wlPETiYlo1QpjxlheLdqogx1kVGNnNIbabsdP5OTktK1YpQpE\nRES8+OKLO3fu3L9/v8XD7SbY4c8lxf71r3/l5OSUlpbm5ORcuXJF+M933303ZMgQhc32jK4r\nQUFQKCrN58lgR1X16AFnZ32lxS+/wNXVRqf5aAAuLnj+eZw4YQe/AWGeWPNcXODlVf9FqSA8\nHAsW4IUXqtfTTqfD2rWYMaMaA/bj47FrV6UeUV9+CWdnPPaYyM5Vg11RET7/XF9BWHUqx8RE\ntG6NESNw+rSk6jTDOqoGUrrZffYZ/PywfDnmzYOJ4YqS5ORApyufJqZdO/zxh+WjEhMRFSVp\nteiqz04ewe7+fVy4UCnY2e34iZCQkBMnThj1Onv99dcDAgKeffbZ26IdTCuwp2BXkaOjY0BA\nQGBg4PXr148dO3b37l1rl6hBuLrCx8cQ7EaNGnX+xAn2sSNjrq7o0kX//r5vH/r3r+06WnZt\n+nQ4O9t0O6yNmzcPgYF45RWTO2g0GD8eO3eWb9m5E5mZ1Vvn96GH4OqK//5X/1Cnw+rVmDoV\noo0wVWtivv4aCgUmTgTEgp0wN3XXrigslBSShBq7imJi8Ouv5vrPlZVh7VrMnIkXX0REhIU2\n6EmTYKazlNFyHRJnPBEWVlGpcO2ahTSTlmb87OqkKTYpCVFR6N1b/++hh/QrXjaYCxdw/36l\noTZ2W2M3dOjQxMTE+fPnFxYWGjZ6e3uvXbs2IyPjqaeeumV2iIw9BbvMzMynn37aMDDk8OHD\nkZGRAQEBffr08fLyGjFiRKZ9ZnOJfv311xUrViAw0BDszp4961hczBo7EhEVVR7sGm07rCAo\nCN9/j0mTrF0Ou+XigvXr8c03+Pln8R22bMGPP2LsWCxerK8PW7UKEyaIryRmiqsrRo0qHxu7\ndy/On8f06eI7V/3AXrUKzz2nXyMrKgp5eZV2EIJdmzbw8ZE0fqJqndYDD6CoyNyx27bh2jU8\n9xwcHfHZZ9ixAz/8IL7nqVP4+mvs2GHyVFeuoGnT8lXUpMx4UlSE5GRERSEsDL6+5irtSkuR\nnIxu3SptbN4cJSW1zWEHDiA3F+PH6/8lJZl7jvXh7Fl4eVWaENtuF59YvHhxSEjI8uXLfX19\nhw8fbtj+8MMPz58//8cff2zduvWJEydMHW43wS4tLa1Xr16bNm0SZupLSUmJiYlJSUkZNmzY\n9OnTBw4c+PPPP6tUqusyqE824ciRI19++WXFYJebm6sEl50gMcL6Ezdu4PRpO5vBrj4IazNQ\njUVHY9YsTJsm/tm/YgWefRZbtmDFCowejcRE7NolddhERfHx2LFDPzhsxQrEx5tcKdioiW3/\nfpw5U54C27VDs2blXc0KC3HmDKKjoVCgSxfL3ezKypCZadwLreosQkZWrMATT+jb07t0wWuv\nYfZs8ZlHhPBqJnsZ5joRtG+PjAyUlZkr87Fj0OnQqxcUCvTpY66cp07h3j3jEeLCX0ctPz0z\nMtC7N+bN0/8bPdq402R9S0nRrxJrYLeLTzRt2vT06dMLFy7s2bNnbsVe9cCyZcs+//zzwMDA\nm1WHfv/Jqf5LWDdef/31/Pz8hISEuLg4AG+88YZGo9mzZ8/gPz+0vv/++/Hjx7/11ltr1qyx\naknri1KpLCwsRMeOQrArKCgoKipy12rZFEsiVCrk5uLLL+HpKWm+CSLz3n0XW7Zg0SJ8+GGl\n7adO4dAhrF6NLl2QmIhx4/DAA+jduyZt37Gx0GiwZw8iI7FjB/buNblnaCju3sU77+j7GGzd\nirFj9dNbAPpwo1bj8ccB4Phx6HTo2RMAunWzXGOXmYnSUuNghz9beGfOFDnkzBns31/pN7Nw\nIb7/HvPn45NPjHdOSEBYmLnsZZjrRBAWhtJSZGWhcm/6SpKS0KmT/ku+SmWuO2BSkj74ViTk\n0bw8hISYPNCizMxKzaDx8Xj2WZSUiDem14ezZ42nPBTuk+vXJXVgrZHExMT333/fzA6Ojo4z\nZszwrP7HtFKpXLJkyZIlS6r+6JlnnnnqqaeysrL+MNGvwG6C3cGDB0ePHv3www8LD5OSkkaM\nGDG4QlXEo48+OmTIECkDRuyUUqksKChAp0745hsA165dA+Cm0bDGjkSEh8PHBx99hAED4GQ3\nf+Zku5o0wdq1GDsWEyeid+/y7atWYeBAdOkCAGFhOHoUr71Ww5n2lEoMG4aEBPzyCyIj8eCD\nJvcMD0dcHA4e1D/09MQbb1TaQaXC//6n/79ajc6d9V+Au3WzPKz4wgW4uopUFqpUIilNsGoV\n+vdHjx7lW9zcsGIFRo3CwoWVTpWWhtOn8e9/47HHjGvmDAxznQhatYKrKy5cMBfshLZmQVQU\nPvwQGo34H75aLTKQyNMT7u51UGMXG1v+cMQIfUyvuPxdvUpNxfjxlbYIOTUzs/6CXVZW1p49\ne8zs4OTkNGnSpBoEO/McHBxCQ0NDDV9mjC5atxerPwUFBcoKCeb+/fuBVSZzatu2baLFkd52\nSx/s4uLwxhtIS7tbVOTk5OR87x5r7EiEUGmxezdefNHaRSG5GDkSEyZgyhQcO6YPDTdv4uuv\n8c9/lu/j6YnVq2t+iXHj8Mor0GphthYEbm7YssXcDlFR+OAD3L8PZ+dKoadrV2Rl4fZteHub\nPFaIUA5V+ilFReGll0SOFWbsq7LiE4YORXg41q7F0qXlGxMSEB6ORx5BkyZQq/FnVUUlOTmV\nZu9zdERoKC5cwLBhJsusVpdHW5UKRUU4fbpS0DRITMSMGSLba7mqmE6HrKxKFX5CTN+8uYGC\nnU6Hc+eMV5/z9oavr76NuH5MmDBh+fLl9XTyGrObPnZdunTZu3dvfn6+8DAqKurYsWMVBwOX\nlZUdPny4i/DFUY7Ka+zCw5GQ0K1bt7S0NEVREWvsSJzwYdbIR05Q3fr4Y1y6hL/9Tf9QmOBj\n7Ng6O/+YMRDe5J94olbn6dMHxcX6BcSEeUAEkZFwcLDQGpuWZjxyQtC9O5ycRNZ1+OIL+PiI\nzNinUGDOHKxfb5hSHgASEhAfD0dH9O5tsjXWqMYOlsZPXL2KzMzy8Ornh9BQ8T58+fk4f168\nlbyWq4pdvYqiIhhVIMXHY9s2SSt2ANBqazVHTHY2CgqMm2Jhx+MnasNugt1LL72Um5s7bNiw\nw4cP63S6JUuW/PHHH4sWLSorKwNQXFz8wgsvnDlzZrB8+4n37t37gw8+AIBx44TutyEhISgo\nYI0diYuJQcuW6N7d2uUgGfH3x4cf4p13kJamn+Bjxoy6bOv39cXw4Zgxo7Yr4Pn5oW1bqNXI\nzcXFi+VRxsMD7dtbGD9Rdf5egZsbunYVCUyffYapU8Vn7Js0CRoNvv1W//DyZX03RIjNyWJQ\nNdiZn/FErYanJyquk24YFG9EqGoVfU+o5VR2GRlQKIy76I0Zg9u38csvks7w/vvo3BlFRTUs\nwPnzcHYWaa222/ETtWE3TbHjx49PS0tbtGhR//79g4ODQ0JC/P39lyxZsnbt2jZt2pw/f/7u\n3bv9+vWbP3++tUtaX3x8fF4UmtXi4/Hee7h0CcHBnKCYTBoyBBcvirQoEdXGX/6Cf/4T06Zh\nzhzk5mLKlDo+/9atdXPTCskpKAhKZaXQY3H8xIUL+HMpJ2NRUcbVbGfPIiVFP0qjKk9PPPss\nVq7E008DwJYtCA7WNwuqVFi7Flqt8ZPVaJCXJ1Jj99NPJgusVqNnz0rxWqUSaRoGkJiIbt3E\nRzPUciq7zEz4+RnXMvj6YuBAJCRYHph//jzeeQelpfj5Z8TH16QAWVkIDhb5jhEaam7KQFvl\n4+MjcU9DM2ZFdvOmr1AoFixYkJmZuXDhQqVSefLkyfT0dADXr19PT0+Pior64YcfDhw4oGwM\nKad3b7RqpUtI0Gk0KClhsCOTmOqozikU+OQTJCbi+ecxcWLdd0uvq5tWqLVSq9GrFxwdy7d3\n7Wquxq6sDBkZ4jV2EKtmS0jQd48xZeZMnDyJX38FgM2bER+vn48jKgp37iA11Xj/q1eh1YoE\nOzMznlQdD6FS6ZeOrbqnqdHKta+xE+3IP24ctmxB5RUUjOl0mDYNAwYgPr7mM6RkZ4uvyGef\nNXZLly4NCgq6ffv27du3g4KCgk0TPdzO3veDg4OXLFmSmpp69+7d27dvZ2VlFRcX37x5c/fu\n3ePGjXNqJKP/FAo8/PC5995bumABdDo2xRJRg2rbFosX4/r1mkxW12CEcLN7t3GU6dYNycnl\nIUmjwYgRePNN/ZaLF8XnOjGcU2jbNdi82cJ6uO3aYeRIrFqFGzfwyy/l1VEtW6JlS5EGU2Ga\nUqNg16ED7t0Tb43V6ZCUZPwce/aEoyOOHTPeWXRIrMBMsNNqERVlYQHczEzxqVLi4nDlioVV\nzjZsgFqNdesQH4/t280t73HzJuLj8Y9/iPzo4kXxWQ9DQ5GVpU+Wd+7gscdge2Mdqpo5c2ZS\nUlJ4eDiA3377Ldk00cPtLNhV5OXl1bp1a7cGmyPHBsycOfPq1asAMG5cWE5OU2FdRdbYEVED\ne+klHDggPu7SRvToAUdHkTqqbt1QVFQ+FuHjj5GYiNWrERuL69eRlgZXV/G6H/w5i5Ahply8\niOPHLTcdzpmDH37AunVo2hQDBpRvF+1ml5MDpRJNmlTaGBKCbt3w+eciJz9/HrduGT9Hd3f9\ntIIVZWUhN9dkjZ2ZptiUFKjVmDNHPy+dKFM1dkFBiI4uX1CkqpwcvPYa3nkHbdti9GgUFpqc\nhO+339CrF7ZuFe+0Z6bGrrgYubk4cwZ9+uDUqRrOxdPgPD09n3rqqZoda8fBrrHR6XSffPJJ\nSkoKADzwwG0Hh2ihhpnBjogamKOjuXnmbIEQbgDjOqpWreDrq+9ml56ORYvwt7/h2DHk5aFX\nL3z/PUJDKzXdVmS0rkNCAtq00U99bMbQoWjbFm+/jbFjK51ZdIhDTo745HazZ2PDBpGxBWo1\nAgLQpo3xdtEFc3180KGDeCHN1Nip1QgOxi+/YM8e9O8vPsg0M1M82AEWGljnzkXbtnjhBQDw\n9sbgweI7f/EF+vdH//5YtEi8adVUjV1ICBQK/O1viI5G585Qq821m9uYHj16uNZomW8GO7uh\nUCg8PDwKhCV9HB13ODlFHD8OgE2xREQioqIQGCjyeS90s9PpMH06VCo8+yzatsXhwxg0COvX\nm2yHFVQMTMLcJRYpFJg9G/fvGzfaqlQ4fRrFxZU25uRUWnbC4MknAQiz01dy+LB4JZwwzkNY\nulegVqNPn0orblXk54dbt8S78Qm1nlFROH4cPj7o3dt4zpeyMly8aHLVivh4/bTMVW3bhi1b\nsH59+aAHoU9exWIDeOEFTJuG5cvxz3+ic2eRYKfTmayx8/BAixb4xz+wcCF++AFeXuKFtEkj\nRowoKSmpQbMkg5090U9lB2g0mn+XlnoIX7BYY0dEVNUzz+Dtt0W2C8Huyy9x6BA+/VSfddzd\nsWkTNmzA88+bO6eQb8rKcO0aDh2y0MHO4Omn8eqreOihSht790ZZGX77rdJGUzV27u547jms\nWlVp44UL2LTJeLkFwfDhuHsXa9eWb6k4n19VzZtDq8WNGyI/Mhzo54ddu9C1KzZurLTD5cso\nLTVZY9euHaKi8NlnIj9auhRTp1Zq0I+LQ14ejhwp37JlC9aswe7d+g6dISHIz4fRUNC8PBQX\nm1xZ+I03sGsX5s0zGWplh8HOnuiXiwUKCwv3KhRapRJublwwiohIRJ8+mDpVZHu3blCr8fLL\nePNN47mIn30WY8aYO6dKhcJCJCdj61Y0b45+/SSVRKnE8uVwcam0sUkTdOpk3GB65YrxyAmD\nmTORnFzew0wYTNqvn74yz0hgIJYuxeuvIzsbADQa/PabuQV8hdHNVVtji4qQnFx+oKMjhg41\nLnNmJhwcTHZMBDB7NjZuNB6lm5SExETMnVtpo78/+vcv75N3+zZmzcIrr2DgQP0WIT4aVdoJ\nz9FUAebMsTzfirww2NkTQ42dt7d3+uXLDmPGsLqOiKh6unbFtWto2RKvvFLtY1u0QJs2UKv1\nc5fUcnIWlcp4iIOpBWQBhIRg9GisXKl/+MUXOHIE69aZrIiaORNdu2L6dABITkZhoblg16wZ\nHBxExk8cPw6dDr16VSrzqVOVWpAzMhAUBDO9wSZMgIcHNm2qtHHFCgwbJrJWRHw8Nm/Wj2Od\nNw+ennjrrfKf+vrC29u4n19WFnx8zC0T18gw2NmT119/fcSIEcL/AwIC8Je/VPp7IyIiiyIj\n0bkzNmwQXy7CIpUKu3dj717xlV6reyqj2q/cXPE+doI5c7BlC7KzcfUqXn0Vixeb6xHo4IBP\nPsGePfjuOyQlISQELVqY3NnREU2bitTYJSWhU6dKo3SFFuSTJ8u3mBk5IXBxwdSpWL26fEK7\na9fwn/9g9myRnePjkZWFkydx8CDWr8cnn8DdvdIOVaemy8422Q7bKDHY2ZMJEyZEVPx+M2IE\n/vtf6xWHiMgOubkhObnmC8NHReGHH+DuXgcLMUdFISMD167pH2q1uHrVZFMsgMGDER6Odesw\ndy7atMFLL1k4f+fOmD8fc+fip5/MVdcJRAfGJiYaH+jtjfDwSnk0I8PkyAmD6dPxxx/YvVv/\n8NNPERyMkSNF9hQGGv/rX3j+eTzzjMgvueryrwx2lTHY2SWtVnvfzCyORERUT1QqaLUYPdq4\nz1wNREbCw6M8JOXlQaMxF+wUCsyahY8/xubNlQaTmvHGG/D1RUKC5WAnOpWd6GIVRhO1mJrE\nrqKgIIwbp29Hvn8f69Zh5kyTDdnjxuGjj5CfD2F5dCOiNXZmevg1Pgx2dmnJkiXPPPOMtUtB\nRNT49OoFV1ep42HNc3JCnz746CPcvAmYWHbCyOTJcHHBiy9K7Yfj6opPP4WDA/r2tbBn1Rq7\nq1eRmSkyltaoa6CpZSeMzJmDnTuRno6EBOTn49lnTe45bhy0WqxYgaZNRX4aGmoc7ExNYtdY\ncUClPdm6deu1a9emTJmSkZHRWNZPIyKyKR4eSE2VFGWk+OwzxMejTx/88ANycuDmJp5mDJRK\nnDplcoCFqAceQFoa2ra1sFvVYKdWw9MTnTsb76lSIT0dN26gWTOUluLyZcs1dgD690f37li9\nGmo1Jk2CmXXuIyJw4YLJAoeEGDfFXrzIGruKWGNnTw4dOpSQkADg6tWrAWY62BIRUf0JDa2z\nSdHat8fRo4iKQr9+WLfOQnWdoHXras9yZTHVQawpVq1Gz54i1+raFW5u+tbY7GyUlUmNubNn\nY906/Pqr+LAJiQUODUVhYXnHxNJS5Oayxq4iBjt74unpKUx3cu3aNX9/f2sXh4iIas3TE998\ng2XL8NNPkoJdPfHzw+XLlbao1eJzGjs7o0cPfbDLyICzM4KDJV1i4kR4eGDQIERG1rycQog0\nVNpdvgytljV2FTHY2RPDBMVXr15lsCMiko8XXsCBA1i40GoFGDECaWn47jv9Q50OSUkmh1wY\nutllZKBVK6k1iG5u2LQJH39cq3I2aYLmzcu72V28CAcHqcmycWA/LXuiVCrv3r0L4N69e635\nBYWISE4sjm+oVx07Yt48zJ2LoUPRtCnOncOtWyZXIVOp8OWX0OksT2JnRHSKk+qq2M0uKwuB\ngTWcklCmWGNnTww1dmlpaQ8++KC1i0NERDKyYAGaNcOrrwKAWo2AAJNNnFFRuHkT6emSJrGr\ncxWnsuNcJ1Uw2NmTIUOGLFmyBICPmfFERERENeDqig0bsHEj9uwx2cFO0LYt/P2RmChpErs6\nV3EqOwa7Khjs7ElAQACnryMiovoSHY2pUzFjBg4eRJ8+5vbs3RtqtdRJ7OpWxansuOxEFQx2\n9ker1Qo97YiIiOrY+++jpAS//26uxg6ASoUDB3D1qnVq7LKyoNUCQFYWa+yMMNjZn40bNw4b\nNszapSAiIjny8sKqVXBzs1Bjp1Lh5EnodNapsbt3T79Qx6VLHBJrhKNi7UlJScn06dObNWvm\n5uZm7bIQEZFMxcUhLw9Kpbl9VCooFHB1tcLceyEhUCiQkQGlErdvs8bOCIOdPblz586mTZse\neOCBYH5BISKi+mM+1QFo1gzt2sHJqc4W4ZDOzQ0BAcjMhJcXALRp09AFsG1sirUnSqUSQHp6\neosWLaxdFiIiatyioqzQwU4gjJ/Izoa7O5o1s04ZbBVr7OyJu7u7g4NDTk6On5+ftctCRESN\n26JFKCqyzqWFqez8/NCqlRWqDG0bg509USgUnp6ehYWFodb6kkRERCQIC7PapUNCcOQIWrRg\nO2xVbIq1M0ql8rPPPnviiSesXRAiIiIrEeYovniRIyeqYrCzM8uXL+dcJ0RE1KiFhiI7G+np\nnJ24KgY7OzNp0qSWLVtauxRERETWExoKjQYnTjSGSey0Wu3169evXLlSVlYmZX8GOzuj0+ny\n8vKsXQoiIiLradUKjo4oKZFrHzudTrd///4nn3yyZcuWrq6ufn5+LVu2dHFxCQ4Ofuyxx/bv\n36/T6Uwdy2BnZ3bv3t21a1drl4KIiMh6nJ0hNF7JsY9dcXFxbGxsTEzMN998o9PpevbsGRsb\nGxsb26dPH4VC8d1338XExIwZM6akpET0cI6KtTOJiYkeHh7WLgUREZFVhYbi4kVZNsUuW7bs\n559/Hj58+LJly7p3766oMJ+LTqdLSUl59913v/322w8++ODNN9+sejhr7OzMhQsXODsxERE1\ndiEh8PODHGs6du3aFR4evm3bth49eigqz9KnUCg6d+789ddfDxgw4KeffhI9nMHOznh7ewcE\nBFiyenQzAAAQ1ElEQVS7FERERFbVvr0VO9gJeWvlypW+Zvn7+2dkZFT35CkpKVFRUc7OzqZ2\ncHBweOCBB5KTk0V/yqZYO7Nw4cJ79+5ZuxRERERWNWcOHn/cWhcXUte0adNGjx5tZjcnJ6c2\n1U+fnTt3VqvVGo3GyUk8pOl0uqNHj3bu3Fn8otW9HlmXv7+/tYtARERkbd7e8Pa2bhE6duz4\n0EMP1flphw8f/vbbb8fFxb333nuRkZFGrbHnz59fsmTJvn37Fi9eLHo4gx0RERGRrZg3b55a\nrd65c+fOnTtbtWrVunVrX19fhUJx69atS5cuCW27I0aMmDdvnujhDHZEREREtsLd3X3Hjh37\n9+//9NNP9+/ff+TIEa1WC8DBwcHf33/8+PHTpk0bPHiwUU2eAYMdERERkQ1RKBQxMTExMTEA\nysrK8vLydDqdv7+/o6OjxWMZ7IiIiIhslKOjY7Vmw+B0J0REREQywWBHREREJBMMdkREREQy\nwWBHREREJBMMdkREREQywWBHREREJBMMdkREREQywWBHREREJBMMdkREREQywWBHREREJBMM\ndkREREQywWBHREREJBMMdkREREQywWBHREREJBMMdkREREQywWBHREREJBNO1i6AHfDw8ADQ\npEkTaxeEiIiIbIUQD2yNQqfTWbsMduA///nPvXv36uRUa9euLS4ujo+Pr5OzNYBvv/3Wy8tr\n5MiR1i6IVJs2bQoODh4yZIi1CyLV+vXrIyIiBgwYYO2CSLVq1SqVSqVSqaxdEKk+/PDDhx56\nqFu3btYuiFRLly4dN25cRESEtQsi1aJFi55++unQ0FBrF0SS0tLSd999d/r06UFBQdYuiyQF\nBQXLly+fO3du8+bNrV0WSa5fv75ixYqVK1f6+PhYuyz1yNXVdfz48dYuhQgGu4b2zDPPAPji\niy+sXRCpHn300aCgoBUrVli7IFINGzZMpVK9++671i6IVH379o2Li5s/f761CyJV586dZ82a\nNXPmTGsXRKrWrVv/3//93+TJk61dEKl8fHw2bdoUFxdn7YJI5ejouHv37sGDB1u7IJIUFBQ0\nadIkKSmpd+/e1i6LJDk5OUFBQWfPng0PD7d2WSQ5d+5cRETElStXAgMDrV2Wxoh97IiIiIhk\ngsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY\n7IiIiIhkgmvFNjQXFxdrF6F6XFxc7KvMLi4uzs7O1i5FNdjjb5gFrlcscL1ycnJycHCwowI7\nOzsrFAo7KrCLi4tCobCv92E54ZJiDe3WrVsAmjZtau2CSHX9+nUXFxcvLy9rF0Sqa9eueXh4\nKJVKaxdEqpycHB8fH3d3d2sXRKpLly75+/vb0cfMxYsXg4KCnJzs5ntsZmZm69atHRzspkUl\nIyMjJCREoVBYuyBSpaent23b1tqlqAYWmKRjsCMiIiKSCbv5RkhERERE5jHYEREREckEgx0R\nERGRTDDYEREREckEgx0RERGRTDDYEREREckEgx0RERGRTDDYEREREckEgx0RERGRTDDYERER\nEckEgx0RERGRTDDYEREREckEgx0RERGRTDDYEREREckEgx0RERGRTMg/2OXn57/00ktdunTx\n9PQMCwubPHlyRkZGxR1KSkreeeedfv36eXl59evX7+233y4pKRE91Zo1a3x8fMxfbuPGjQqF\nYvv27RYLZvG6t27devnllzt16uTh4dGpU6dXXnklPz/f4mktlvb69eszZszo1KlTkyZN+vXr\nt2DBgoKCAumnlQH7vSVq9tqlp6c//vjj7dq18/Dw6Ny58yuvvHLr1q1qXVf2bPaWkH5aKddt\nsNPKgP3eEhZLLsriURbfRsiG6GStoKAgNDQUQFRU1LRp04YOHQrAzc0tKSlJ2EGr1Y4cORJA\neHj45MmTw8LCAIwYMUKr1VY9VceOHb29vc1cLjU11cPDA8C2bdvMF8zide/cudOhQwcAffv2\nnTJlSt++fYWdCwoKJD5x0dJmZGT4+fkBGDJkyNSpUyMjIwFER0eXlpZKOa0M2O8tUbPX7sKF\nCx4eHg4ODqNHj542bVrv3r0BdOzYsaioqLrPV65s9paQflop122w08qA/d4SFktes+dr8W2E\nbIrMg92bb74J4NVXXzX8vW3btk2hUERGRgoP9+7dC2DkyJH379/X6XSlpaXDhg0DsG/fPsNJ\n/vvf/7733nvh4eEAzPx9FhUVde3aVYjLFv8+LV73nXfeAbB48WKh5FqtVnguy5YtM39m86UV\nrvLdd98JDzUazezZswH8+9//Nn9a2bDfW6Jmr92jjz4KYPv27cJDrVY7Y8YMACtXrpT+fOXN\nZm8JKaeVeN2GOa1s2O8tYbHkNXu+Ft9GyKbIPNhFR0e7uLgY1XINGTIEQG5urk6ne/zxxwH8\n/vvvhp8eP34cwJNPPmnY4urqaqjgNPP3OX36dHd398mTJ0v5+7R43VGjRgG4cuWKYYesrCwA\nDz/8sPkzmyntnTt3AAwaNKjixqKiIqVS+eCDD5o/rWzY6S1R49cuICAgIiKi4pYTJ04AePrp\np6VctzGw2VtCymklXrdhTisb9ntLWCx5zZ6vxbcRsiky72NXVFQ0aNAgT0/PihtdXFwACP0D\nDhw4EBwcLLRqCXr06BEYGLhv3z7Dlvz8/OLi4uLi4o4dO5q60Pfff79u3bqVK1d26tRJSsEs\nXlf467169aphh9zcXMN2M8yU9ty5cwAiIiIqbnR3d+/QoYPwrtQY2OktUbPXTqPRPPfcc/Pm\nzau48f79+4anLPH5ypvN3hJSTivlug12Wtmw31vCYslFmT9KytsI2RZrJ8uGlpOT4+Li4ufn\nV1paqtFoHBwc+vfvb7SPSqVycnIqKysz2t65c2fRL17p6ene3t6PPfaYVqtdtmwZLH3xknLd\nQ4cOKZXKHj16JCUlFRYWqtXqbt26KZXKw4cPS3ymVUt7+fJlALGxsUaFadasGYA7d+5IPLPM\n2MUtUfvXTqPR3Lhx48CBA3379nVycjpy5IiU61o8rSzZwi0h8bTSd2jI08qPPd4SVUsu/eSm\njhJ9GyFbI/MaOyNnz57t169faWnp0qVLnZ2d8/LytFqtr6+v0W7NmjXTaDQ3b96Ucs7S0tLH\nH3/c19f3k08+USgUUg6Rct3+/fvv2rXr999/79Onj6enp0qlSklJ2bt3rzCKomYCAwMjIiJ+\n/vnngwcPClt0Ot3bb79948YN/Fkj2NjYyy1R+9du1qxZzZo1Gzhw4MmTJ3fs2BEdHS3lulIK\nLzM2ckuQ7bDfW8Ko5LU/SvRthGyNk7UL0EBu37793nvvffzxx2VlZR999NGUKVMA6HQ6AKb+\nqEpLS6WcecGCBb/99tuhQ4e8vb2r/rSwsHD9+vWGh+3btx89erSU6yYnJz/xxBNOTk4TJkwI\nCQnJyMjYvHnzxIkTt2/fHhERIXpai0VVKBTr168fPHhwTEzMqFGjAgIC1Gp1WlpaaGhoRkZG\nY5vUwL5uCYuvncVbYuzYsa1atXJwcPj2228nT568ffv2Pn361MnzlQ2buiVq8gQa5LSNiv3e\nEqIlt3ha0aMqEn0bqVbBqCFYra6wAW3ZsiUwMBBAbGxscnKyYbtQoz5gwACj/aOiohwcHDQa\njdH2qlXfe/bsAfD+++8bthjVqOfk5FT8bT/yyCNSrnvv3r3Q0FAvL6/U1FTDT5OTk5VKZVhY\n2P3790VPa7G0hvOMHTs2KCioefPmsbGxp06dGjBggIuLS+OZ3kJnh7eE8NDMayfllhDk5+c3\nb95cGO9W3ecrY7Z2S1g8rcUd6um0jYf93hKmSm7+tKaOElXxbYRsjfyD3RtvvAEgNDRUdPqG\ngICA0NDQilu0Wm2rVq1atmxZdeeqf0gffPCBmdC8fv16U6Uyf121Wg3gqaeeMjpq4sSJAE6e\nPGn+KZsqrSjhum3btpVyTnmwx1tClMXX7uTJk7Nmzfrf//5ntF0Y71ZYWFiz68qPbd4S5k9b\n3R0a8rQyYL+3hPmSm2LmKClvI2RTZN4Uu3HjxqVLl8bFxW3atEm0xnvAgAH/+c9/0tLShBkm\nAaSmpmZnZ0+YMEHK+bt16zZt2rSKW06cOKFWq0eMGNGmTRujMYzSryu0igrDjirSaDQAvLy8\npJRN1MqVKzUazV//+lfDlqNHj2ZnZxuNeJIxO70lUKPXztXVdfXq1aWlpYMHDzZs1Ol02dnZ\n3t7e7u7utX++MmCztwRZi/3eEhZLXoOjpLyNkG2xdrKsR2VlZR06dFAqlTdv3jS1j1AlPnny\nZMM8wEKtmOh3HSlfXiUObjJ/Xa1W27p1a3d394rThR85csTV1bVt27YS20xFSztp0iRUmGfy\n9u3b0dHRDg4OGRkZUs5p7+z3ltDV6LUrKytr1aqVu7v7mTNnDBs3bNgAYPz48TV4vvJjy7dE\ntU7LGru6Yr+3hJSSV2XxKClvI2RT5Fxjl5WVdf78eV9f3/Hjx1f96b/+9S8/P7+YmJjhw4d/\n9dVXly9fjo6O/vXXXw8cODBy5MiBAwfWa9nMX1ehUHzzzTeDBw+Ojo6OjY1t3bp1enr6rl27\nnJ2dv/7669oMoXr77bd37NgRFxcXFxenVCr/97//Xb58efHixSEhIXX23GyY/d4SqNFr5+Dg\nsGbNmjFjxvTs2XPUqFEtWrRITk4+ePBgQEDAihUrJF5X3mz5liCrsN9bQkrJa3aUxbcRsi3W\nTpb1SPhSZUp2drawW1FR0VtvvRUVFdWkSZOoqKjFixcXFxeLnrBuv3hZvO4ff/zx1FNPdejQ\nwc3NLTw8/Omnn65WvZqp0p47d+6RRx5p0aKFh4dHVFTUt99+23iGTdj7LVGz1+7XX38dPnx4\ny5YtPTw8unbt+te//tXoq7n05ys/Nn5LSD8ta+zqiv3eEhJLXrPna/FthGyHQqfTmXlRiYiI\niMheNK4JiomIiIhkjMGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiI\niIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiI\nSCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhk\ngsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY\n7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGO\niIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiI\niIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiI\nSCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhk\ngsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY\n7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGO\niIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCYY7IiIiIhkgsGOiIiISCb+H3Ud\n9cwHE1q2AAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Popularity and exo series for video 'bUORBT9iFKc'”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## and plot how this looks like\n",
    "dates <- as.Date(dataset$uploadDate[[vidID]]) + 1:length(views) - 1 \n",
    "plot(dates, views, type = \"l\", lty = 2, xaxt = \"n\",\n",
    "     xlab = \"\", ylab = \"#views\", \n",
    "     main = sprintf(\"Popularity and exo series for video '%s'\", dataset$YoutubeID[[vidID]] ))\n",
    "axis(1, at=dates[seq(from = 1, to = length(views), by = 14)], cex.axis = 1,\n",
    "     labels=dates[seq(from = 1, to = length(views), by = 14)])\n",
    "# and now the external influence on another axis\n",
    "par(new=TRUE)\n",
    "y_limit <- range(shares)\n",
    "# scale it down\n",
    "y_limit[2] <- y_limit[2] * 3\n",
    "plot(x = dates, y = shares, type=\"l\", col=\"red\", ylim = y_limit,\n",
    "     xaxt=\"n\", yaxt=\"n\", xlab=\"\", ylab=\"\")\n",
    "axis(4, cex.main = 1.5, cex.axis = 1, cex.lab = 1.5, \n",
    "     at = round(seq(from = range(shares)[1], to = range(shares)[2], \n",
    "                    length.out = 6)) )\n",
    "legend(\"topleft\", legend = c(\"#views\", \"#shares\"), col = c(\"black\", \"red\"), lty = c(2, 1), bty = \"n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting HIP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to fit the parameters of the HIP model to the above video, based on the views and shares series during its first 90 days after upload.\n",
    "Views serves as the observed popularity, while shares is the exogeneous stimuli.\n",
    "The initial parameters can be set manualy (see the function definition), however in this example we let them by default.\n",
    "Note that fitting HIP can take a while."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "oldw <- getOption(\"warn\")\n",
    "options(warn = -1)\n",
    "## We fit the parameters of the HIP model on the first 90 days of video life. \n",
    "## Use the extracted #shares during the same period of 1-90 days as external influence.\n",
    "fitted_params <- fit_series(data_series = views[1:90], ext_infl = list(shares = shares[1:90]),\n",
    "                            lowerBound = c(gamma = 0, eta = 0, K = 0, beta = 0.1, c = -Inf, theta = 0, mu1 = 0),\n",
    "                            upperBound = c(gamma = Inf, eta = Inf, K = Inf, beta = 0.1, c = Inf, theta = Inf, mu1 = Inf) )\n",
    "options(warn = oldw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us explore the fitted parameters. Note that both parameters K and beta are present, however beta is fixed at 0.1 using the bouds in the fitting.\n",
    "This is because HIP boundles together these two parameters into the parameter C, as defined in Theorem 2.1 in the paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      gamma         eta           K        beta           c       theta \n",
      " 917.385494 5042.948836    6.777116    0.100000   10.557258    1.166210 \n",
      "        mu1 \n",
      " 129.117840 \n"
     ]
    }
   ],
   "source": [
    "## print HIP fitted parameters\n",
    "print(fitted_params$model$par)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the fitted parameters and the external stimuli series (shares), we can simulate the popularity series for the first 90 days.\n",
    "This is useful for evaluating how well did HIP fit the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             [,1]     [,2]     [,3]     [,4]     [,5]     [,6]     [,7]\n",
      "observed 7903.000  9842.00 9985.000 8687.000 6902.000 4709.000 5846.000\n",
      "HIP      7889.749 10503.29 8782.314 9267.092 9350.889 7859.724 7450.864\n",
      "             [,8]     [,9]    [,10]   [,11]    [,12]     [,13]    [,14]\n",
      "observed 14451.00 15425.00 13040.00 14285.0 10695.00 11635.000 12792.00\n",
      "HIP      11147.97 11361.58 11037.74 14163.3 11319.33  9883.851 10321.19\n",
      "            [,15]    [,16]    [,17]    [,18]    [,19]    [,20]    [,21]\n",
      "observed 11064.00 10767.00 11136.00 12910.00 12566.00 10264.00 11190.00\n",
      "HIP      10903.84 11375.32 11727.94 13633.86 11985.81 11159.62 11200.14\n",
      "            [,22]   [,23]    [,24]    [,25]    [,26]    [,27]    [,28]    [,29]\n",
      "observed 10027.00 11689.0 12128.00 13275.00 13374.00 10155.00 13200.00 12686.00\n",
      "HIP      11499.97 11164.2 12491.03 14641.28 13505.68 12177.51 12210.22 13277.21\n",
      "            [,30]    [,31]    [,32]    [,33]    [,34]    [,35]   [,36]    [,37]\n",
      "observed 13940.00 11717.00 15163.00 16111.00 11827.00 12688.00 12652.0 14080.00\n",
      "HIP      13867.03 12792.86 16187.67 13510.57 14067.72 14257.03 14577.5 13484.14\n",
      "            [,38]    [,39]    [,40]    [,41]    [,42]    [,43]    [,44]\n",
      "observed 16067.00 18019.00 16479.00 12593.00 13565.00 12566.00 13418.00\n",
      "HIP      16733.09 15843.99 13481.71 13215.86 12946.31 12801.78 14078.11\n",
      "            [,45]    [,46]    [,47]    [,48]    [,49]    [,50]    [,51]\n",
      "observed 13885.00 15320.00 13552.00 10732.00 10525.00  9584.00 11972.00\n",
      "HIP      13858.18 16208.51 13222.27 12561.44 11752.65 10921.91 11491.65\n",
      "            [,52]   [,53]    [,54]    [,55]    [,56]    [,57]    [,58]    [,59]\n",
      "observed 11983.00 14046.0 13043.00  9858.00 14198.00 13271.00 13520.00 13250.00\n",
      "HIP      11580.12 15165.4 12176.21 11897.84 13034.14 13572.81 12837.65 13102.43\n",
      "            [,60]    [,61]    [,62]   [,63]    [,64]    [,65]    [,66]    [,67]\n",
      "observed 14149.00 14055.00 10690.00 12624.0 13705.00 13208.00 14130.00 16700.00\n",
      "HIP      13506.53 11729.29 11947.66 13344.3 11957.48 11417.66 12153.61 16023.03\n",
      "            [,68]    [,69]    [,70]    [,71]    [,72]    [,73]    [,74]\n",
      "observed 18319.00 12262.00 12854.00 12155.00 11497.00 13203.00 15245.00\n",
      "HIP      13840.76 12328.43 11658.94 11228.35 11952.09 12195.57 14000.21\n",
      "            [,75]   [,76]    [,77]    [,78]    [,79]    [,80]    [,81]    [,82]\n",
      "observed 14111.00 11582.0 12625.00 10184.00 12805.00 13197.00 13465.00 11992.00\n",
      "HIP      14452.84 11942.2 11779.85 12780.45 11888.02 12510.19 14322.22 11940.89\n",
      "            [,83]    [,84]    [,85]    [,86]    [,87]    [,88]    [,89]\n",
      "observed  9007.00 10439.00 10457.00 11160.00 12304.00 12100.00 11017.00\n",
      "HIP      12428.65 11391.12 11994.67 12499.22 11346.23 11827.17 11428.41\n",
      "            [,90]\n",
      "observed 10985.00\n",
      "HIP      12178.58\n"
     ]
    }
   ],
   "source": [
    "## based on the fitted parameters, use HIP to generate a fitted series\n",
    "fitted_counts <- generate_simulated_data(params = fitted_params$model$par, time = 89, \n",
    "                                         ext_infl = list(shares = shares[1:90]) )$Count\n",
    "\n",
    "## print the real and the HIP fitted popularity series side-by-side\n",
    "print(rbind(observed = views[1:90], HIP = fitted_counts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, we can add the fitted popularity series to the previously constructed graph. Note the tight fit between observed and fitted popularity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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k442k5DYscP35NIJOnp6fz2zMxMvrbj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\ndnZ2fDwvElLFaO+S4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2JSIRKiralyHq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\nAABCCDsAgBDCDgAgxF+XkE1fXGhH3QAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Popularity and exo series for video 'bUORBT9iFKc'”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## replot the same thing as above (#views and #shares), but restrict to the first 90 days \n",
    "## and add the fitted series on top\n",
    "dates <- as.Date(dataset$uploadDate[[vidID]]) + 1:length(views) - 1 \n",
    "plot(dates[1:90], views[1:90], type = \"l\", lty = 2, xaxt = \"n\",\n",
    "     xlab = \"\", ylab = \"#views\", \n",
    "     main = sprintf(\"Popularity and exo series for video '%s'\", dataset$YoutubeID[[vidID]] ))\n",
    "lines(x = dates[1:90], y = fitted_counts, col = \"blue\", lty = 1)\n",
    "\n",
    "axis(1, at=dates[seq(from = 1, to = length(views), by = 14)], cex.axis = 1,\n",
    "     labels=dates[seq(from = 1, to = length(views), by = 14)])\n",
    "# and now the external influence on another axis\n",
    "par(new=TRUE)\n",
    "y_limit <- range(shares)\n",
    "# scale it down\n",
    "y_limit[2] <- y_limit[2] * 3\n",
    "plot(x = dates[1:90], y = shares[1:90], type=\"l\", col=\"red\", ylim = y_limit,\n",
    "     xaxt=\"n\", yaxt=\"n\", xlab=\"\", ylab=\"\")\n",
    "axis(4, cex.main = 1.5, cex.axis = 1, cex.lab = 1.5, \n",
    "     at = round(seq(from = range(shares)[1], to = range(shares)[2], \n",
    "                    length.out = 6)) )\n",
    "legend(\"topleft\", legend = c(\"#views\", \"HIP fit\", \"#shares\"), \n",
    "       col = c(\"black\", \"blue\", \"red\"), lty = c(2, 1, 1), bty = \"n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing measures based on HIP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the HIP model fitted here above, we can compute four measures:\n",
    "- two measures (*exogeneous sensitivity* and *endogenous response*) used to explain popularity dynamics (see **WWW '17 paper** for more details);\n",
    "- two measures (*virality score* and *maturity time*) which discribe the video's online popularity potential, under promotion (proposed in the **ICWSM '17** paper)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           exo           endo virality_score  maturity_time \n",
      "        129.12           1.64         211.84         102.00 \n"
     ]
    }
   ],
   "source": [
    "measures <- get_endogenous_response(params = fitted_params$model$par)\n",
    "\n",
    "measures$exo <- as.numeric(fitted_params$model$par[\"mu1\"])\n",
    "measures$virality_score <- measures$exo * measures$endo\n",
    "\n",
    "print(unlist(measures[c(\"exo\", \"endo\", \"virality_score\", \"maturity_time\")]), digits = 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecasting with HIP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following the experimental protocol in the paper, we use HIP to forecast the popularity series between days 91 and 120. We add this forecast to the previously constructed graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5DYAQAAAPAEEjsAAAAAnkBiBwAAAMATSOwAAAAAeAKJHQAAAABPILEDAAAA4Akk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qHBiMVgufL1b/kR9+wEMPYc2a9iNmM9LS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xxOZw1Ld8NHH320oqIizhWJ++vSpUtZWmfh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\nSUVORK5CYII=",
      "text/plain": [
       "Plot with title “Popularity and exo series for video 'bUORBT9iFKc'”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# using HIP and its fitted parameters, get the popularity series from 91 days to 120 days\n",
    "## note that the generate_simulate_data function counts days from 0, so the 120th day is day 119.\n",
    "forecasted_counts <- generate_simulated_data(params = fitted_params$model$par, \n",
    "                                             time = 119, \n",
    "                                             ext_infl = list(shares = shares[1:120]), \n",
    "                                             prefix = views[1:90] )$Count[91:120]\n",
    "\n",
    "## plot again the previous graph, extending the time horizon to 1-120 days and adding the forecast\n",
    "dates <- as.Date(dataset$uploadDate[[vidID]]) + 1:length(views) - 1 \n",
    "plot(dates[1:120], views[1:120], type = \"l\", lty = 2, xaxt = \"n\",\n",
    "     xlab = \"\", ylab = \"#views\", \n",
    "     main = sprintf(\"Popularity and exo series for video '%s'\", dataset$YoutubeID[[vidID]] ))\n",
    "lines(x = dates[1:120], y = c(fitted_counts, rep(x = NA, times = 30)), col = \"blue\", lty = 1)\n",
    "abline(v = dates[90], col = \"gray60\", lty = 2) ##separate training and forecasting with a vertical line\n",
    "lines(x = dates[1:120], y = c(rep(x = NA, times = 90), forecasted_counts), col = \"darkmagenta\", lty = 1)\n",
    "\n",
    "axis(1, at=dates[seq(from = 1, to = length(views), by = 14)], cex.axis = 1,\n",
    "     labels=dates[seq(from = 1, to = length(views), by = 14)])\n",
    "# and now the external influence on another axis\n",
    "par(new=TRUE)\n",
    "y_limit <- range(shares)\n",
    "# scale it down\n",
    "y_limit[2] <- y_limit[2] * 3\n",
    "plot(x = dates[1:90], y = shares[1:90], type=\"l\", col=\"red\", ylim = y_limit,\n",
    "     xaxt=\"n\", yaxt=\"n\", xlab=\"\", ylab=\"\")\n",
    "axis(4, cex.main = 1.5, cex.axis = 1, cex.lab = 1.5, \n",
    "     at = round(seq(from = range(shares)[1], to = range(shares)[2], \n",
    "                    length.out = 6)) )\n",
    "legend(\"topleft\", legend = c(\"#views\", \"HIP fit\", \"HIP forecast\", \"#shares\"), \n",
    "       col = c(\"black\", \"blue\", \"darkmagenta\", \"red\"), lty = c(2, 1, 1, 1), bty = \"n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HIP in Python\n",
    "==="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have also implemented the HIP model in Python, and it can be found in the file `pyhip/pyhip.py`.\n",
    "It contains code for simulating and fitting the HIP model based on data, similarly to the R code described here above.\n",
    "The two figures here below corresponding to the fitting of HIP in Python, for the videos [bUORBT9iFKc](https://www.youtube.com/watch?v=bUORBT9iFKc) (left) and [cG0nQTYd8ck](https://www.youtube.com/watch?v=cG0nQTYd8ck) (right).\n",
    "\n",
    "<img src=\"util/pyhip-fitting.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "License\n",
    "==="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both dataset and code are distributed under the *Creative Commons Attribution-NonCommercial 4.0 International* (CC BY-NC 4.0) license, a copy of which can be obtained [following this link](https://creativecommons.org/licenses/by-nc/4.0/legalcode). \n",
    "If you require a different license, please contact us at [Marian-Andrei@rizoiu.eu](mailto:Marian-Andrei@rizoiu.eu) or [Lexing.Xie@anu.edu.au](mailto:Lexing.Xie@anu.edu.au)."
   ]
  }
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