AHogan_graph.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# StackOverflow Query Workshop\n",
    "<br/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Social Network Analysis\n",
    "\n",
    "Our goal is to understand what we can say about the Stack Overflow R community on the basis of how we have interacted with Stack Overflow content.  Do some users always ask about the same tags?  This could reflect that that's a technology they use frequently, for example GIS.  Do the same users always answer the same tags?  Perhaps they're the maintainers, or the documentation isn't quite the best.\n",
    "\n",
    "In either case, we learn about the community as a whole by seeing which users interact with each others' content.  \n",
    "\n",
    "\n",
    "### First, let's construct the data set.\n",
    "\n",
    "You can unfortunately only get back 50,000 results at a time, which is about 10 months worth of data.  So if you execute the query below, you'll have to paginate.  You can either do that, changing the months terms below, or you can use the master file I made.\n",
    "\n",
    "Using this query:\n",
    "\n",
    "```SQL \n",
    "SELECT \n",
    "--p.ViewCount, a.Id, a.Reputation, a.DisplayName as QuestionAsker, p.CreationDate as DateAsked, p.Id, p.Title, p.AnswerCount, p.Score as QuestionScore, b.Id, b.Reputation, b.DisplayName as Answerer, answer.CreationDate as DateAnswered, answer.Score as AnswerScore, t.TagName,\n",
    "a.id,a.DisplayName as QuestionAsker,p.CreationDate,p.id,p.Title,b.id,b.DisplayName as Answerer,\n",
    "case \n",
    "  WHEN ((p.AcceptedAnswerId = answer.Id)) THEN 'selected answer'\n",
    "  ELSE 'attempted answer'\n",
    "END as answertype\n",
    "FROM Users a, Posts p, Users b, Posts answer, PostTags pt, Tags t\n",
    "WHERE p.OwnerUserId = a.Id      -- or accountId?\n",
    "  AND t.TagName in ('r')\n",
    "  AND answer.OwnerUserId = b.Id -- or accountId\n",
    "  AND p.PostTypeId = 1          -- question\n",
    "  AND answer.PostTypeId = 2     -- answer\n",
    "  AND Pt.PostId = p.id\n",
    "  AND t.Id = pt.TagId\n",
    "  AND answer.parentid = p.Id\n",
    "  AND p.CreationDate >= '2018-01-01'\n",
    "  AND p.CreationDate < '2019-01-01'\n",
    "ORDER by p.CreationDate asc, answertype desc;\n",
    "\n",
    "-- For answered questions\n",
    "-- give me \n",
    "--   the question\n",
    "--   the selected answer\n",
    "--   the non-selected answers\n",
    "--   the basic ids, scores of each, and their authors\n",
    "-- for the language R\n",
    "-- ordered by creation date\n",
    "```\n",
    "\n",
    "From:\n",
    "https://data.stackexchange.com/stackoverflow/query/1092909/questions-and-answers-usernames-and-dates-for-r-tagged-questions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'./data/graphs/graph-2009.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2010.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2011.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2012.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2013.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2014.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2015-12-17.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2015.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2016-12-02.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2016.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2017-11-02.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2017.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2018-10-16.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2018.csv'</li>\n",
       "\t<li>'./data/graphs/graph-2019.csv'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item './data/graphs/graph-2009.csv'\n",
       "\\item './data/graphs/graph-2010.csv'\n",
       "\\item './data/graphs/graph-2011.csv'\n",
       "\\item './data/graphs/graph-2012.csv'\n",
       "\\item './data/graphs/graph-2013.csv'\n",
       "\\item './data/graphs/graph-2014.csv'\n",
       "\\item './data/graphs/graph-2015-12-17.csv'\n",
       "\\item './data/graphs/graph-2015.csv'\n",
       "\\item './data/graphs/graph-2016-12-02.csv'\n",
       "\\item './data/graphs/graph-2016.csv'\n",
       "\\item './data/graphs/graph-2017-11-02.csv'\n",
       "\\item './data/graphs/graph-2017.csv'\n",
       "\\item './data/graphs/graph-2018-10-16.csv'\n",
       "\\item './data/graphs/graph-2018.csv'\n",
       "\\item './data/graphs/graph-2019.csv'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. './data/graphs/graph-2009.csv'\n",
       "2. './data/graphs/graph-2010.csv'\n",
       "3. './data/graphs/graph-2011.csv'\n",
       "4. './data/graphs/graph-2012.csv'\n",
       "5. './data/graphs/graph-2013.csv'\n",
       "6. './data/graphs/graph-2014.csv'\n",
       "7. './data/graphs/graph-2015-12-17.csv'\n",
       "8. './data/graphs/graph-2015.csv'\n",
       "9. './data/graphs/graph-2016-12-02.csv'\n",
       "10. './data/graphs/graph-2016.csv'\n",
       "11. './data/graphs/graph-2017-11-02.csv'\n",
       "12. './data/graphs/graph-2017.csv'\n",
       "13. './data/graphs/graph-2018-10-16.csv'\n",
       "14. './data/graphs/graph-2018.csv'\n",
       "15. './data/graphs/graph-2019.csv'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"./data/graphs/graph-2009.csv\"       \"./data/graphs/graph-2010.csv\"      \n",
       " [3] \"./data/graphs/graph-2011.csv\"       \"./data/graphs/graph-2012.csv\"      \n",
       " [5] \"./data/graphs/graph-2013.csv\"       \"./data/graphs/graph-2014.csv\"      \n",
       " [7] \"./data/graphs/graph-2015-12-17.csv\" \"./data/graphs/graph-2015.csv\"      \n",
       " [9] \"./data/graphs/graph-2016-12-02.csv\" \"./data/graphs/graph-2016.csv\"      \n",
       "[11] \"./data/graphs/graph-2017-11-02.csv\" \"./data/graphs/graph-2017.csv\"      \n",
       "[13] \"./data/graphs/graph-2018-10-16.csv\" \"./data/graphs/graph-2018.csv\"      \n",
       "[15] \"./data/graphs/graph-2019.csv\"      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td>45914</td><td>jason</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>25282</td><td>Christian</td><td>2010-01-01 23:19:03</td><td>1989995</td><td>Tutorial for R vectorised programming</td><td>143305</td><td>Dirk Eddelbuettel</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>50065</td><td>BioGeek</td><td>2011-01-01 12:11:47</td><td>4574002</td><td>Pitfalls in R for Python programmers</td><td>72994</td><td>ramanujan</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>707145</td><td>MYaseen208</td><td>2012-01-01 00:30:03</td><td>8691241</td><td>Column names on each page with xtable in Sweave</td><td>324364</td><td>joran</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>962009</td><td>Suz</td><td>2013-01-01 02:56:29</td><td>14107545</td><td>Hierarchical data in R- How do I sum over subsets, while maintaing the tree?</td><td>1290634</td><td>Matthew Lundberg</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>3147662</td><td>user3147662</td><td>2014-01-01 00:37:48</td><td>20864579</td><td>How to vectorize comparing each row of matrix with all other rows</td><td>2414948</td><td>alexis_laz</td><td>attempted answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>4548540</td><td>Leon</td><td>2015-12-17 00:16:37</td><td>34324567</td><td>Failed to train a nnet classification model with linout=T?</td><td>4985176</td><td>phiver</td><td>attempted answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2397634</td><td>Indian</td><td>2015-01-01 00:47:53</td><td>27727571</td><td>Plotting: R: Legend positioning (units) + font</td><td>1855677</td><td>42-</td><td>attempted answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>786542</td><td>Tung</td><td>2016-12-02 00:59:19</td><td>40923076</td><td>Pass two or more vectors to integrate function</td><td>4706171</td><td>Sandipan Dey</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>4696169</td><td>PeterV</td><td>2016-01-01 00:26:28</td><td>34552672</td><td>Capture label of actionButton in Shiny app</td><td>5282315</td><td>Gwenaël Gouérou</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>3151579</td><td>kartik_subbarao</td><td>2017-11-02 00:21:11</td><td>47065650</td><td>multidplyr error with pmap_dfr: Error: Element 5 is not a vector (environment)</td><td>4497050</td><td>alistaire</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>1700890</td><td>user1700890</td><td>2017-01-01 00:40:01</td><td>41412593</td><td>R shiny - tabPanel and output</td><td>3740520</td><td>Md. Arif Rahman</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>10510096</td><td>simk</td><td>2018-10-16 00:02:36</td><td>52826238</td><td>Replacement of loops with if statement in R</td><td>3358272</td><td>r2evans</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>7441543</td><td>Rivka</td><td>2018-01-01 00:58:55</td><td>48046566</td><td>R Shiny loop logical operator</td><td>3732271</td><td>akrun</td><td>selected answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "\t<li><table>\n",
       "<caption>A data.frame: 1 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>id</th><th scope=col>QuestionAsker</th><th scope=col>CreationDate</th><th scope=col>id.1</th><th scope=col>Title</th><th scope=col>id.2</th><th scope=col>Answerer</th><th scope=col>answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>6263217</td><td>Chess</td><td>2019-01-01 02:00:18</td><td>53992602</td><td>make failure on libuv AF_LINK | R, Cygwin</td><td>5105383</td><td>matzeri</td><td>attempted answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate}\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? & 45914 & jason & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 25282 & Christian & 2010-01-01 23:19:03 & 1989995 & Tutorial for R vectorised programming & 143305 & Dirk Eddelbuettel & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 50065 & BioGeek & 2011-01-01 12:11:47 & 4574002 & Pitfalls in R for Python programmers & 72994 & ramanujan & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 707145 & MYaseen208 & 2012-01-01 00:30:03 & 8691241 & Column names on each page with xtable in Sweave & 324364 & joran & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 962009 & Suz & 2013-01-01 02:56:29 & 14107545 & Hierarchical data in R- How do I sum over subsets, while maintaing the tree? & 1290634 & Matthew Lundberg & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 3147662 & user3147662 & 2014-01-01 00:37:48 & 20864579 & How to vectorize comparing each row of matrix with all other rows & 2414948 & alexis\\_laz & attempted answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 4548540 & Leon & 2015-12-17 00:16:37 & 34324567 & Failed to train a nnet classification model with linout=T? & 4985176 & phiver & attempted answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 2397634 & Indian & 2015-01-01 00:47:53 & 27727571 & Plotting: R: Legend positioning (units) + font & 1855677 & 42- & attempted answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 786542 & Tung & 2016-12-02 00:59:19 & 40923076 & Pass two or more vectors to integrate function & 4706171 & Sandipan Dey & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 4696169 & PeterV & 2016-01-01 00:26:28 & 34552672 & Capture label of actionButton in Shiny app & 5282315 & Gwenaël Gouérou & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 3151579 & kartik\\_subbarao & 2017-11-02 00:21:11 & 47065650 & multidplyr error with pmap\\_dfr: Error: Element 5 is not a vector (environment) & 4497050 & alistaire & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 1700890 & user1700890 & 2017-01-01 00:40:01 & 41412593 & R shiny - tabPanel and output & 3740520 & Md. Arif Rahman & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 10510096 & simk & 2018-10-16 00:02:36 & 52826238 & Replacement of loops with if statement in R & 3358272 & r2evans & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 7441543 & Rivka & 2018-01-01 00:58:55 & 48046566 & R Shiny loop logical operator & 3732271 & akrun & selected answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\item A data.frame: 1 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       " id & QuestionAsker & CreationDate & id.1 & Title & id.2 & Answerer & answertype\\\\\n",
       " <int> & <fct> & <fct> & <int> & <fct> & <int> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 6263217 & Chess & 2019-01-01 02:00:18 & 53992602 & make failure on libuv AF\\_LINK \\textbar{} R, Cygwin & 5105383 & matzeri & attempted answer\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{enumerate}\n"
      ],
      "text/markdown": [
       "1. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? | 45914 | jason | selected answer |\n",
       "\n",
       "\n",
       "2. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 25282 | Christian | 2010-01-01 23:19:03 | 1989995 | Tutorial for R vectorised programming | 143305 | Dirk Eddelbuettel | selected answer |\n",
       "\n",
       "\n",
       "3. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 50065 | BioGeek | 2011-01-01 12:11:47 | 4574002 | Pitfalls in R for Python programmers | 72994 | ramanujan | selected answer |\n",
       "\n",
       "\n",
       "4. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 707145 | MYaseen208 | 2012-01-01 00:30:03 | 8691241 | Column names on each page with xtable in Sweave | 324364 | joran | selected answer |\n",
       "\n",
       "\n",
       "5. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 962009 | Suz | 2013-01-01 02:56:29 | 14107545 | Hierarchical data in R- How do I sum over subsets, while maintaing the tree? | 1290634 | Matthew Lundberg | selected answer |\n",
       "\n",
       "\n",
       "6. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 3147662 | user3147662 | 2014-01-01 00:37:48 | 20864579 | How to vectorize comparing each row of matrix with all other rows | 2414948 | alexis_laz | attempted answer |\n",
       "\n",
       "\n",
       "7. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 4548540 | Leon | 2015-12-17 00:16:37 | 34324567 | Failed to train a nnet classification model with linout=T? | 4985176 | phiver | attempted answer |\n",
       "\n",
       "\n",
       "8. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 2397634 | Indian | 2015-01-01 00:47:53 | 27727571 | Plotting: R: Legend positioning (units) + font | 1855677 | 42- | attempted answer |\n",
       "\n",
       "\n",
       "9. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 786542 | Tung | 2016-12-02 00:59:19 | 40923076 | Pass two or more vectors to integrate function | 4706171 | Sandipan Dey | selected answer |\n",
       "\n",
       "\n",
       "10. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 4696169 | PeterV | 2016-01-01 00:26:28 | 34552672 | Capture label of actionButton in Shiny app | 5282315 | Gwenaël Gouérou | selected answer |\n",
       "\n",
       "\n",
       "11. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 3151579 | kartik_subbarao | 2017-11-02 00:21:11 | 47065650 | multidplyr error with pmap_dfr: Error: Element 5 is not a vector (environment) | 4497050 | alistaire | selected answer |\n",
       "\n",
       "\n",
       "12. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 1700890 | user1700890 | 2017-01-01 00:40:01 | 41412593 | R shiny - tabPanel and output | 3740520 | Md. Arif Rahman | selected answer |\n",
       "\n",
       "\n",
       "13. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 10510096 | simk | 2018-10-16 00:02:36 | 52826238 | Replacement of loops with if statement in R | 3358272 | r2evans | selected answer |\n",
       "\n",
       "\n",
       "14. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 7441543 | Rivka | 2018-01-01 00:58:55 | 48046566 | R Shiny loop logical operator | 3732271 | akrun | selected answer |\n",
       "\n",
       "\n",
       "15. \n",
       "A data.frame: 1 × 8\n",
       "\n",
       "| id &lt;int&gt; | QuestionAsker &lt;fct&gt; | CreationDate &lt;fct&gt; | id.1 &lt;int&gt; | Title &lt;fct&gt; | id.2 &lt;int&gt; | Answerer &lt;fct&gt; | answertype &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 6263217 | Chess | 2019-01-01 02:00:18 | 53992602 | make failure on libuv AF_LINK | R, Cygwin | 5105383 | matzeri | attempted answer |\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[[1]]\n",
       "   id QuestionAsker        CreationDate   id.1\n",
       "1 572  Thomas Owens 2009-01-07 13:27:28 420296\n",
       "                                                                  Title  id.2\n",
       "1 What are some good books, web resources, and projects for learning R? 45914\n",
       "  Answerer      answertype\n",
       "1    jason selected answer\n",
       "\n",
       "[[2]]\n",
       "     id QuestionAsker        CreationDate    id.1\n",
       "1 25282     Christian 2010-01-01 23:19:03 1989995\n",
       "                                  Title   id.2          Answerer\n",
       "1 Tutorial for R vectorised programming 143305 Dirk Eddelbuettel\n",
       "       answertype\n",
       "1 selected answer\n",
       "\n",
       "[[3]]\n",
       "     id QuestionAsker        CreationDate    id.1\n",
       "1 50065       BioGeek 2011-01-01 12:11:47 4574002\n",
       "                                 Title  id.2  Answerer      answertype\n",
       "1 Pitfalls in R for Python programmers 72994 ramanujan selected answer\n",
       "\n",
       "[[4]]\n",
       "      id QuestionAsker        CreationDate    id.1\n",
       "1 707145    MYaseen208 2012-01-01 00:30:03 8691241\n",
       "                                            Title   id.2 Answerer\n",
       "1 Column names on each page with xtable in Sweave 324364    joran\n",
       "       answertype\n",
       "1 selected answer\n",
       "\n",
       "[[5]]\n",
       "      id QuestionAsker        CreationDate     id.1\n",
       "1 962009           Suz 2013-01-01 02:56:29 14107545\n",
       "                                                                         Title\n",
       "1 Hierarchical data in R- How do I sum over subsets, while maintaing the tree?\n",
       "     id.2         Answerer      answertype\n",
       "1 1290634 Matthew Lundberg selected answer\n",
       "\n",
       "[[6]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 3147662   user3147662 2014-01-01 00:37:48 20864579\n",
       "                                                              Title    id.2\n",
       "1 How to vectorize comparing each row of matrix with all other rows 2414948\n",
       "    Answerer       answertype\n",
       "1 alexis_laz attempted answer\n",
       "\n",
       "[[7]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 4548540          Leon 2015-12-17 00:16:37 34324567\n",
       "                                                       Title    id.2 Answerer\n",
       "1 Failed to train a nnet classification model with linout=T? 4985176   phiver\n",
       "        answertype\n",
       "1 attempted answer\n",
       "\n",
       "[[8]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 2397634        Indian 2015-01-01 00:47:53 27727571\n",
       "                                           Title    id.2 Answerer\n",
       "1 Plotting: R: Legend positioning (units) + font 1855677      42-\n",
       "        answertype\n",
       "1 attempted answer\n",
       "\n",
       "[[9]]\n",
       "      id QuestionAsker        CreationDate     id.1\n",
       "1 786542          Tung 2016-12-02 00:59:19 40923076\n",
       "                                           Title    id.2     Answerer\n",
       "1 Pass two or more vectors to integrate function 4706171 Sandipan Dey\n",
       "       answertype\n",
       "1 selected answer\n",
       "\n",
       "[[10]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 4696169        PeterV 2016-01-01 00:26:28 34552672\n",
       "                                       Title    id.2        Answerer\n",
       "1 Capture label of actionButton in Shiny app 5282315 Gwenaël Gouérou\n",
       "       answertype\n",
       "1 selected answer\n",
       "\n",
       "[[11]]\n",
       "       id   QuestionAsker        CreationDate     id.1\n",
       "1 3151579 kartik_subbarao 2017-11-02 00:21:11 47065650\n",
       "                                                                           Title\n",
       "1 multidplyr error with pmap_dfr: Error: Element 5 is not a vector (environment)\n",
       "     id.2  Answerer      answertype\n",
       "1 4497050 alistaire selected answer\n",
       "\n",
       "[[12]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 1700890   user1700890 2017-01-01 00:40:01 41412593\n",
       "                          Title    id.2        Answerer      answertype\n",
       "1 R shiny - tabPanel and output 3740520 Md. Arif Rahman selected answer\n",
       "\n",
       "[[13]]\n",
       "        id QuestionAsker        CreationDate     id.1\n",
       "1 10510096          simk 2018-10-16 00:02:36 52826238\n",
       "                                        Title    id.2 Answerer      answertype\n",
       "1 Replacement of loops with if statement in R 3358272  r2evans selected answer\n",
       "\n",
       "[[14]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 7441543         Rivka 2018-01-01 00:58:55 48046566\n",
       "                          Title    id.2 Answerer      answertype\n",
       "1 R Shiny loop logical operator 3732271    akrun selected answer\n",
       "\n",
       "[[15]]\n",
       "       id QuestionAsker        CreationDate     id.1\n",
       "1 6263217         Chess 2019-01-01 02:00:18 53992602\n",
       "                                      Title    id.2 Answerer       answertype\n",
       "1 make failure on libuv AF_LINK | R, Cygwin 5105383  matzeri attempted answer\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# you can download them each individually, changing the dates...\n",
    "# url <- \"https://data.stackexchange.com/stackoverflow/csv/1349398\"\n",
    "# fname <- \"data/graphs/graph-2018.csv\"\n",
    "# download.file(url, fname)\n",
    "\n",
    "# then concatenate them\n",
    "files <- list.files(\"./data/graphs\", full.names=T)\n",
    "files\n",
    "\n",
    "# Print the first line to confirm the files are good\n",
    "lapply(files, function(x) {head(read.csv(x),1)})\n",
    "\n",
    "df <- data.frame(do.call(rbind,\n",
    "                         lapply(files,\n",
    "                                function(x) read.csv(x,\n",
    "#                                                     col.names=c('target', \"QuestionAsker\", \"QReputation\", \"Asked\", \"PostId\", \"Title\", \"source\", \"Answerer\", \"AReputation\",\"Answertype\"),\n",
    "                                                     col.names=c('target', \"QuestionAsker\", \"Asked\", \"PostId\", \"Title\", \"source\", \"Answerer\", \"Answertype\"),\n",
    "                                                     stringsAsFactors = FALSE)\n",
    "                                )\n",
    "                         )\n",
    "                 )\n",
    "\n",
    "df <- df[!duplicated(df), ]\n",
    "# write.csv(df, \"./data/graph-master.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or skip all that and use the one I made..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 10 × 9</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>X</th><th scope=col>target</th><th scope=col>QuestionAsker</th><th scope=col>Asked</th><th scope=col>PostId</th><th scope=col>Title</th><th scope=col>source</th><th scope=col>Answerer</th><th scope=col>Answertype</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td> 1</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 45914</td><td>jason               </td><td>selected answer </td></tr>\n",
       "\t<tr><td> 2</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 45837</td><td>Anthony Rizk        </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 3</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 81688</td><td>eleanorahowe        </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 4</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 25188</td><td>John D. Cook        </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 5</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 25571</td><td>yoyoyoyosef         </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 6</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td>  1702</td><td>Yuval F             </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 7</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 37751</td><td>JD Long             </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 8</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td> 60617</td><td>f3lix               </td><td>attempted answer</td></tr>\n",
       "\t<tr><td> 9</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td>163809</td><td>Stedy               </td><td>attempted answer</td></tr>\n",
       "\t<tr><td>10</td><td>572</td><td>Thomas Owens</td><td>2009-01-07 13:27:28</td><td>420296</td><td>What are some good books, web resources, and projects for learning R?</td><td>236830</td><td>Davoud Taghawi-Nejad</td><td>attempted answer</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 10 × 9\n",
       "\\begin{tabular}{r|lllllllll}\n",
       " X & target & QuestionAsker & Asked & PostId & Title & source & Answerer & Answertype\\\\\n",
       " <int> & <int> & <chr> & <chr> & <int> & <chr> & <int> & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\t  1 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  45914 & jason                & selected answer \\\\\n",
       "\t  2 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  45837 & Anthony Rizk         & attempted answer\\\\\n",
       "\t  3 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  81688 & eleanorahowe         & attempted answer\\\\\n",
       "\t  4 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  25188 & John D. Cook         & attempted answer\\\\\n",
       "\t  5 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  25571 & yoyoyoyosef          & attempted answer\\\\\n",
       "\t  6 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &   1702 & Yuval F              & attempted answer\\\\\n",
       "\t  7 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  37751 & JD Long              & attempted answer\\\\\n",
       "\t  8 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? &  60617 & f3lix                & attempted answer\\\\\n",
       "\t  9 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? & 163809 & Stedy                & attempted answer\\\\\n",
       "\t 10 & 572 & Thomas Owens & 2009-01-07 13:27:28 & 420296 & What are some good books, web resources, and projects for learning R? & 236830 & Davoud Taghawi-Nejad & attempted answer\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 10 × 9\n",
       "\n",
       "| X &lt;int&gt; | target &lt;int&gt; | QuestionAsker &lt;chr&gt; | Asked &lt;chr&gt; | PostId &lt;int&gt; | Title &lt;chr&gt; | source &lt;int&gt; | Answerer &lt;chr&gt; | Answertype &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|\n",
       "|  1 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  45914 | jason                | selected answer  |\n",
       "|  2 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  45837 | Anthony Rizk         | attempted answer |\n",
       "|  3 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  81688 | eleanorahowe         | attempted answer |\n",
       "|  4 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  25188 | John D. Cook         | attempted answer |\n",
       "|  5 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  25571 | yoyoyoyosef          | attempted answer |\n",
       "|  6 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |   1702 | Yuval F              | attempted answer |\n",
       "|  7 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  37751 | JD Long              | attempted answer |\n",
       "|  8 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? |  60617 | f3lix                | attempted answer |\n",
       "|  9 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? | 163809 | Stedy                | attempted answer |\n",
       "| 10 | 572 | Thomas Owens | 2009-01-07 13:27:28 | 420296 | What are some good books, web resources, and projects for learning R? | 236830 | Davoud Taghawi-Nejad | attempted answer |\n",
       "\n"
      ],
      "text/plain": [
       "   X  target QuestionAsker Asked               PostId\n",
       "1   1 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "2   2 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "3   3 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "4   4 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "5   5 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "6   6 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "7   7 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "8   8 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "9   9 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "10 10 572    Thomas Owens  2009-01-07 13:27:28 420296\n",
       "   Title                                                                 source\n",
       "1  What are some good books, web resources, and projects for learning R?  45914\n",
       "2  What are some good books, web resources, and projects for learning R?  45837\n",
       "3  What are some good books, web resources, and projects for learning R?  81688\n",
       "4  What are some good books, web resources, and projects for learning R?  25188\n",
       "5  What are some good books, web resources, and projects for learning R?  25571\n",
       "6  What are some good books, web resources, and projects for learning R?   1702\n",
       "7  What are some good books, web resources, and projects for learning R?  37751\n",
       "8  What are some good books, web resources, and projects for learning R?  60617\n",
       "9  What are some good books, web resources, and projects for learning R? 163809\n",
       "10 What are some good books, web resources, and projects for learning R? 236830\n",
       "   Answerer             Answertype      \n",
       "1  jason                selected answer \n",
       "2  Anthony Rizk         attempted answer\n",
       "3  eleanorahowe         attempted answer\n",
       "4  John D. Cook         attempted answer\n",
       "5  yoyoyoyosef          attempted answer\n",
       "6  Yuval F              attempted answer\n",
       "7  JD Long              attempted answer\n",
       "8  f3lix                attempted answer\n",
       "9  Stedy                attempted answer\n",
       "10 Davoud Taghawi-Nejad attempted answer"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df <- read.csv(\"data/graph-master.csv\", stringsAsFactors=F)\n",
    "head(df,10)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>381446</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 381446\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 381446\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 381446      9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dim(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 4 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>X</th><th scope=col>id</th><th scope=col>label</th><th scope=col>reputation</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>53</th><td>   53</td><td> 143305</td><td>Dirk Eddelbuettel</td><td>290730</td></tr>\n",
       "\t<tr><th scope=row>704</th><td>  704</td><td> 271616</td><td>Joshua Ulrich    </td><td>144542</td></tr>\n",
       "\t<tr><th scope=row>2441</th><td> 2441</td><td>1052117</td><td>Mittenchops      </td><td>  7172</td></tr>\n",
       "\t<tr><th scope=row>47303</th><td>47303</td><td>1422451</td><td>Parfait          </td><td> 60487</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 4 × 4\n",
       "\\begin{tabular}{r|llll}\n",
       "  & X & id & label & reputation\\\\\n",
       "  & <int> & <int> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t53 &    53 &  143305 & Dirk Eddelbuettel & 290730\\\\\n",
       "\t704 &   704 &  271616 & Joshua Ulrich     & 144542\\\\\n",
       "\t2441 &  2441 & 1052117 & Mittenchops       &   7172\\\\\n",
       "\t47303 & 47303 & 1422451 & Parfait           &  60487\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 4 × 4\n",
       "\n",
       "| <!--/--> | X &lt;int&gt; | id &lt;int&gt; | label &lt;fct&gt; | reputation &lt;int&gt; |\n",
       "|---|---|---|---|---|\n",
       "| 53 |    53 |  143305 | Dirk Eddelbuettel | 290730 |\n",
       "| 704 |   704 |  271616 | Joshua Ulrich     | 144542 |\n",
       "| 2441 |  2441 | 1052117 | Mittenchops       |   7172 |\n",
       "| 47303 | 47303 | 1422451 | Parfait           |  60487 |\n",
       "\n"
      ],
      "text/plain": [
       "      X     id      label             reputation\n",
       "53       53  143305 Dirk Eddelbuettel 290730    \n",
       "704     704  271616 Joshua Ulrich     144542    \n",
       "2441   2441 1052117 Mittenchops         7172    \n",
       "47303 47303 1422451 Parfait            60487    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same for labels\n",
    "\n",
    "# List of all names\n",
    "#labels1 <- df[c(\"target\",\"QuestionAsker\", \"QReputation\")]\n",
    "#labels2 <- df[c(\"source\",\"Answerer\", \"AReputation\")]\n",
    "#colnames(labels1) <- c(\"id\", \"label\", \"reputation\")\n",
    "#colnames(labels2) <- c(\"id\", \"label\", \"reputation\")\n",
    "#labels <- unique(rbind(labels1,labels2))\n",
    "#row.names(labels) <- NULL\n",
    "# write.csv(labels,\"data/label-master.csv\")\n",
    "\n",
    "labels <- read.csv(\"data/label-master.csv\")\n",
    "# rank labels\n",
    "\n",
    "# Spotchecks\n",
    "labels[labels$label %in% c(\"Dirk Eddelbuettel\",\"Joshua Ulrich\",\"Parfait\"),]\n",
    "\n",
    "# Notice this is whole-site reputation, not R-specific reputation\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data munging\n",
    "\n",
    "It helps to reformat the data as an edge list for easier import.  We'll do that, and save our labels which tie ids to answerers and askers for later use.\n",
    "\n",
    "There are a couple of other items that can be helpful in graph analysis.  First, let's make a consistent direction that answerers point towards questions, that they direct attention to the questioners.  This is just convention---you could just as easily imagine a more tree-like model where one question points to many answerers.\n",
    "\n",
    "Additionally, we'll remove self-loops, eg, here places where people answered their own questions.\n",
    "\n",
    "Then, we'll run some basic social network analyses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the premier network analysis package.\n",
    "require(\"igraph\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IGRAPH e0e2d7f DNW- 98543 358150 -- \n",
       "+ attr: name (v/c), weight (e/n)\n",
       "+ edges from e0e2d7f (vertex names):\n",
       " [1] 45914  ->572   45837  ->572   81688  ->572   25188  ->572   25571  ->572  \n",
       " [6] 1702   ->572   37751  ->572   60617  ->572   163809 ->572   236830 ->572  \n",
       "[11] 706429 ->572   1447   ->37751 54904  ->37751 90567  ->37751 54904  ->37751\n",
       "[16] 57626  ->11301 25188  ->11301 1409930->11301 58681  ->277   3768871->277  \n",
       "[21] 148801 ->12677 28006  ->12677 45563  ->445   35308  ->445   20417  ->445  \n",
       "[26] 611554 ->445   37751  ->10393 69117  ->10393 233984 ->10393 623824 ->10393\n",
       "[31] 59084  ->10393 26575  ->12677 16632  ->63372 539416 ->63372 235524 ->63372\n",
       "[36] 1201032->63372 3097865->63372 2292993->63372 41338  ->2056  19410  ->2056 \n",
       "+ ... omitted several edges"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Makes edges that go from answerer to questioner\n",
    "edges <- df[, c(\"source\",\"target\")]\n",
    "edges$weight <- ifelse(df$\"Answertype\" == \"selected answer\", 2, 1) # 2 points for selected 1 for not.\n",
    "\n",
    "\n",
    "# Remove self-loops\n",
    "edges <- subset(edges, source!=target)\n",
    "\n",
    "# Make graph\n",
    "g <- graph.data.frame(edges, directed=TRUE)\n",
    "g\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in leading.eigenvector.community(g, options = list(naive = F)):\n",
      "“At community.c:1597 :This method was developed for undirected graphs”"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] 1987\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 10</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>name</th><th scope=col>label</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>45914</th><td>45914</td><td>45914</td><td>1</td><td>0.007066914</td><td>2.328893e-07</td><td>0.0002328893</td><td>0.000000e+00</td><td>1.194195e-05</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>45837</th><td>45837</td><td>45837</td><td>1</td><td>0.007066914</td><td>1.164446e-07</td><td>0.0001164446</td><td>0.000000e+00</td><td>1.194195e-05</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>81688</th><td>81688</td><td>81688</td><td>1</td><td>0.007066914</td><td>1.164446e-07</td><td>0.0001164446</td><td>0.000000e+00</td><td>1.194195e-05</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>25188</th><td>25188</td><td>25188</td><td>1</td><td>0.007066914</td><td>9.448148e-06</td><td>0.0094481482</td><td>0.000000e+00</td><td>1.609617e-03</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>25571</th><td>25571</td><td>25571</td><td>1</td><td>0.009159438</td><td>2.487736e-05</td><td>0.0248773620</td><td>4.295795e-05</td><td>9.478925e-05</td><td>1.513677</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>1702</th><td>1702 </td><td>1702 </td><td>1</td><td>0.007252032</td><td>1.573332e-04</td><td>0.1573331689</td><td>5.076918e-04</td><td>1.194195e-05</td><td>1.510839</td><td>#FF0100CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 10\n",
       "\\begin{tabular}{r|llllllllll}\n",
       "  & name & label & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & size & color\\\\\n",
       "  & <chr> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t45914 & 45914 & 45914 & 1 & 0.007066914 & 2.328893e-07 & 0.0002328893 & 0.000000e+00 & 1.194195e-05 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t45837 & 45837 & 45837 & 1 & 0.007066914 & 1.164446e-07 & 0.0001164446 & 0.000000e+00 & 1.194195e-05 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t81688 & 81688 & 81688 & 1 & 0.007066914 & 1.164446e-07 & 0.0001164446 & 0.000000e+00 & 1.194195e-05 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t25188 & 25188 & 25188 & 1 & 0.007066914 & 9.448148e-06 & 0.0094481482 & 0.000000e+00 & 1.609617e-03 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t25571 & 25571 & 25571 & 1 & 0.009159438 & 2.487736e-05 & 0.0248773620 & 4.295795e-05 & 9.478925e-05 & 1.513677 & \\#FF0100CC\\\\\n",
       "\t1702 & 1702  & 1702  & 1 & 0.007252032 & 1.573332e-04 & 0.1573331689 & 5.076918e-04 & 1.194195e-05 & 1.510839 & \\#FF0100CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 10\n",
       "\n",
       "| <!--/--> | name &lt;chr&gt; | label &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 45914 | 45914 | 45914 | 1 | 0.007066914 | 2.328893e-07 | 0.0002328893 | 0.000000e+00 | 1.194195e-05 | 1.510563 | #FF0100CC |\n",
       "| 45837 | 45837 | 45837 | 1 | 0.007066914 | 1.164446e-07 | 0.0001164446 | 0.000000e+00 | 1.194195e-05 | 1.510563 | #FF0100CC |\n",
       "| 81688 | 81688 | 81688 | 1 | 0.007066914 | 1.164446e-07 | 0.0001164446 | 0.000000e+00 | 1.194195e-05 | 1.510563 | #FF0100CC |\n",
       "| 25188 | 25188 | 25188 | 1 | 0.007066914 | 9.448148e-06 | 0.0094481482 | 0.000000e+00 | 1.609617e-03 | 1.510563 | #FF0100CC |\n",
       "| 25571 | 25571 | 25571 | 1 | 0.009159438 | 2.487736e-05 | 0.0248773620 | 4.295795e-05 | 9.478925e-05 | 1.513677 | #FF0100CC |\n",
       "| 1702 | 1702  | 1702  | 1 | 0.007252032 | 1.573332e-04 | 0.1573331689 | 5.076918e-04 | 1.194195e-05 | 1.510839 | #FF0100CC |\n",
       "\n"
      ],
      "text/plain": [
       "      name  label community pageRank    evcent       katz_size    authority   \n",
       "45914 45914 45914 1         0.007066914 2.328893e-07 0.0002328893 0.000000e+00\n",
       "45837 45837 45837 1         0.007066914 1.164446e-07 0.0001164446 0.000000e+00\n",
       "81688 81688 81688 1         0.007066914 1.164446e-07 0.0001164446 0.000000e+00\n",
       "25188 25188 25188 1         0.007066914 9.448148e-06 0.0094481482 0.000000e+00\n",
       "25571 25571 25571 1         0.009159438 2.487736e-05 0.0248773620 4.295795e-05\n",
       "1702  1702  1702  1         0.007252032 1.573332e-04 0.1573331689 5.076918e-04\n",
       "      power_centrality size     color    \n",
       "45914 1.194195e-05     1.510563 #FF0100CC\n",
       "45837 1.194195e-05     1.510563 #FF0100CC\n",
       "81688 1.194195e-05     1.510563 #FF0100CC\n",
       "25188 1.609617e-03     1.510563 #FF0100CC\n",
       "25571 9.478925e-05     1.513677 #FF0100CC\n",
       "1702  1.194195e-05     1.510839 #FF0100CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SNAbasics <- function(X) {\n",
    "    V(X)$label <- V(X)$name\n",
    "    comps <- leading.eigenvector.community(g, options=list(naive=F))$membership\n",
    "    V(X)$community <- comps\n",
    "    # Infomap is a great community detection algorithm for smaller graphs:\n",
    "    # imc <- infomap.community(X)\n",
    "    # comps <- imc$membership\n",
    "    RPageRank <- page.rank(X, vids=V(X), directed=TRUE, options=list(maxiter=10000,eps=0.0001))$vector\n",
    "    V(X)$pageRank <- RPageRank*1000\n",
    "    V(X)$evcent <- evcent(X)$vector\n",
    "    V(X)$katz_size <- as.numeric(evcent(X)$vector*1000.0)\n",
    "    V(X)$authority <- authority_score(X)$vector\n",
    "    V(X)$power_centrality <- power_centrality(X, exponent=0.5, rescale=TRUE)  # try changing exponents\n",
    "    V(X)$size <- (log(RPageRank*1000+1)+1)*1.5\n",
    "    colbar <- rainbow(max(comps)+1);\n",
    "    V(X)$color <- colbar[comps+1]\n",
    "    V(X)$color <- paste0(substr(V(X)$color,1,7), \"CC\")  # Add transparency\n",
    "    print(length(unique(comps)))\n",
    "    return(X)\n",
    "}\n",
    "\n",
    "make_network <- function(df) {\n",
    "  # Take it from the top.\n",
    "  edges <- df[, c(\"source\",\"target\")]\n",
    "  edges$weight <- ifelse(df$\"Answertype\" == \"selected answer\", 2, 1) # 2 points for selected 1 for not.\n",
    "  dim(edges)\n",
    "\n",
    "  labels <- read.csv(\"data/label-master.csv\")\n",
    "\n",
    "  edges <- subset(edges, source!=target)\n",
    "\n",
    "  g <- graph.data.frame(edges, directed=TRUE)\n",
    "  sg <- SNAbasics(g)\n",
    "    \n",
    "  # When you subset the graph and run start to finish, you'll want to uncommon this section\n",
    "  #df2 <- as_data_frame(sg, what=\"vertices\")\n",
    "  #df3 <- merge(df2, labels, by.x = \"name\", by.y=\"id\", all.x=T)\n",
    "  #df3$label <- df3$label.y\n",
    "  #df3$label.y <- NULL # this is redundant\n",
    "  #df3$label.x <- NULL # this is redundant\n",
    "  #df3$X <- NULL       # this is a row name\n",
    "  #sg <- graph.data.frame(df3)\n",
    "\n",
    "  return(sg)\n",
    "}\n",
    "\n",
    "sg <- make_network(df)\n",
    "head(as_data_frame(sg, what=\"vertices\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>size</th><th scope=col>color</th><th scope=col>reputation</th><th scope=col>label</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>10000067</td><td>1987</td><td>0.010073989</td><td>2.617240e-04</td><td>2.617240e-01</td><td>0.001004468</td><td>0.000000e+00</td><td>1.515035</td><td>#FF0001CC</td><td>  16</td><td>Yoni        </td></tr>\n",
       "\t<tr><td>10000141</td><td>   1</td><td>0.007066914</td><td>2.716236e-07</td><td>2.716236e-04</td><td>0.000000000</td><td>2.574984e-05</td><td>1.510563</td><td>#FF0100CC</td><td>1597</td><td>Joel        </td></tr>\n",
       "\t<tr><td>10000177</td><td>1987</td><td>0.021182899</td><td>7.755090e-04</td><td>7.755090e-01</td><td>0.002478912</td><td>0.000000e+00</td><td>1.531442</td><td>#FF0001CC</td><td> 103</td><td>Paul Ibrahim</td></tr>\n",
       "\t<tr><td>1000026 </td><td>   1</td><td>0.007237954</td><td>5.002698e-04</td><td>5.002698e-01</td><td>0.001717210</td><td>3.582586e-05</td><td>1.510818</td><td>#FF0100CC</td><td> 397</td><td>David R     </td></tr>\n",
       "\t<tr><td>10000437</td><td>   1</td><td>0.007066914</td><td>5.448858e-09</td><td>5.448858e-06</td><td>0.000000000</td><td>1.194195e-05</td><td>1.510563</td><td>#FF0100CC</td><td>  48</td><td>merik       </td></tr>\n",
       "\t<tr><td>10000502</td><td>1987</td><td>0.007066914</td><td>2.013652e-05</td><td>2.013652e-02</td><td>0.000000000</td><td>2.388391e-05</td><td>1.510563</td><td>#FF0001CC</td><td>  61</td><td>rockcop     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       " name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & size & color & reputation & label\\\\\n",
       " <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <chr> & <int> & <fct>\\\\\n",
       "\\hline\n",
       "\t 10000067 & 1987 & 0.010073989 & 2.617240e-04 & 2.617240e-01 & 0.001004468 & 0.000000e+00 & 1.515035 & \\#FF0001CC &   16 & Yoni        \\\\\n",
       "\t 10000141 &    1 & 0.007066914 & 2.716236e-07 & 2.716236e-04 & 0.000000000 & 2.574984e-05 & 1.510563 & \\#FF0100CC & 1597 & Joel        \\\\\n",
       "\t 10000177 & 1987 & 0.021182899 & 7.755090e-04 & 7.755090e-01 & 0.002478912 & 0.000000e+00 & 1.531442 & \\#FF0001CC &  103 & Paul Ibrahim\\\\\n",
       "\t 1000026  &    1 & 0.007237954 & 5.002698e-04 & 5.002698e-01 & 0.001717210 & 3.582586e-05 & 1.510818 & \\#FF0100CC &  397 & David R     \\\\\n",
       "\t 10000437 &    1 & 0.007066914 & 5.448858e-09 & 5.448858e-06 & 0.000000000 & 1.194195e-05 & 1.510563 & \\#FF0100CC &   48 & merik       \\\\\n",
       "\t 10000502 & 1987 & 0.007066914 & 2.013652e-05 & 2.013652e-02 & 0.000000000 & 2.388391e-05 & 1.510563 & \\#FF0001CC &   61 & rockcop     \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 11\n",
       "\n",
       "| name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | size &lt;dbl&gt; | color &lt;chr&gt; | reputation &lt;int&gt; | label &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 10000067 | 1987 | 0.010073989 | 2.617240e-04 | 2.617240e-01 | 0.001004468 | 0.000000e+00 | 1.515035 | #FF0001CC |   16 | Yoni         |\n",
       "| 10000141 |    1 | 0.007066914 | 2.716236e-07 | 2.716236e-04 | 0.000000000 | 2.574984e-05 | 1.510563 | #FF0100CC | 1597 | Joel         |\n",
       "| 10000177 | 1987 | 0.021182899 | 7.755090e-04 | 7.755090e-01 | 0.002478912 | 0.000000e+00 | 1.531442 | #FF0001CC |  103 | Paul Ibrahim |\n",
       "| 1000026  |    1 | 0.007237954 | 5.002698e-04 | 5.002698e-01 | 0.001717210 | 3.582586e-05 | 1.510818 | #FF0100CC |  397 | David R      |\n",
       "| 10000437 |    1 | 0.007066914 | 5.448858e-09 | 5.448858e-06 | 0.000000000 | 1.194195e-05 | 1.510563 | #FF0100CC |   48 | merik        |\n",
       "| 10000502 | 1987 | 0.007066914 | 2.013652e-05 | 2.013652e-02 | 0.000000000 | 2.388391e-05 | 1.510563 | #FF0001CC |   61 | rockcop      |\n",
       "\n"
      ],
      "text/plain": [
       "  name     community pageRank    evcent       katz_size    authority  \n",
       "1 10000067 1987      0.010073989 2.617240e-04 2.617240e-01 0.001004468\n",
       "2 10000141    1      0.007066914 2.716236e-07 2.716236e-04 0.000000000\n",
       "3 10000177 1987      0.021182899 7.755090e-04 7.755090e-01 0.002478912\n",
       "4 1000026     1      0.007237954 5.002698e-04 5.002698e-01 0.001717210\n",
       "5 10000437    1      0.007066914 5.448858e-09 5.448858e-06 0.000000000\n",
       "6 10000502 1987      0.007066914 2.013652e-05 2.013652e-02 0.000000000\n",
       "  power_centrality size     color     reputation label       \n",
       "1 0.000000e+00     1.515035 #FF0001CC   16       Yoni        \n",
       "2 2.574984e-05     1.510563 #FF0100CC 1597       Joel        \n",
       "3 0.000000e+00     1.531442 #FF0001CC  103       Paul Ibrahim\n",
       "4 3.582586e-05     1.510818 #FF0100CC  397       David R     \n",
       "5 1.194195e-05     1.510563 #FF0100CC   48       merik       \n",
       "6 2.388391e-05     1.510563 #FF0001CC   61       rockcop     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for interpretability, let's merge the labels back on:\n",
    "df2 <- as_data_frame(sg, what=\"vertices\")\n",
    "\n",
    "df3 <- merge(df2, labels, by.x = \"name\", by.y=\"id\", all.x=T)\n",
    "df3$label <- df3$label.y\n",
    "df3$label.y <- NULL # this is redundant\n",
    "df3$label.x <- NULL # this is redundant\n",
    "df3$X <- NULL       # this is a row name\n",
    "head(df3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Yoni        </td><td>10000067</td><td>1987</td><td>0.010073989</td><td>2.617240e-04</td><td>2.617240e-01</td><td>0.001004468</td><td>0.000000e+00</td><td>  16</td><td>1.515035</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><td>Joel        </td><td>10000141</td><td>   1</td><td>0.007066914</td><td>2.716236e-07</td><td>2.716236e-04</td><td>0.000000000</td><td>2.574984e-05</td><td>1597</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><td>Paul Ibrahim</td><td>10000177</td><td>1987</td><td>0.021182899</td><td>7.755090e-04</td><td>7.755090e-01</td><td>0.002478912</td><td>0.000000e+00</td><td> 103</td><td>1.531442</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><td>David R     </td><td>1000026 </td><td>   1</td><td>0.007237954</td><td>5.002698e-04</td><td>5.002698e-01</td><td>0.001717210</td><td>3.582586e-05</td><td> 397</td><td>1.510818</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><td>merik       </td><td>10000437</td><td>   1</td><td>0.007066914</td><td>5.448858e-09</td><td>5.448858e-06</td><td>0.000000000</td><td>1.194195e-05</td><td>  48</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><td>rockcop     </td><td>10000502</td><td>1987</td><td>0.007066914</td><td>2.013652e-05</td><td>2.013652e-02</td><td>0.000000000</td><td>2.388391e-05</td><td>  61</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       " label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       " <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t Yoni         & 10000067 & 1987 & 0.010073989 & 2.617240e-04 & 2.617240e-01 & 0.001004468 & 0.000000e+00 &   16 & 1.515035 & \\#FF0001CC\\\\\n",
       "\t Joel         & 10000141 &    1 & 0.007066914 & 2.716236e-07 & 2.716236e-04 & 0.000000000 & 2.574984e-05 & 1597 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t Paul Ibrahim & 10000177 & 1987 & 0.021182899 & 7.755090e-04 & 7.755090e-01 & 0.002478912 & 0.000000e+00 &  103 & 1.531442 & \\#FF0001CC\\\\\n",
       "\t David R      & 1000026  &    1 & 0.007237954 & 5.002698e-04 & 5.002698e-01 & 0.001717210 & 3.582586e-05 &  397 & 1.510818 & \\#FF0100CC\\\\\n",
       "\t merik        & 10000437 &    1 & 0.007066914 & 5.448858e-09 & 5.448858e-06 & 0.000000000 & 1.194195e-05 &   48 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t rockcop      & 10000502 & 1987 & 0.007066914 & 2.013652e-05 & 2.013652e-02 & 0.000000000 & 2.388391e-05 &   61 & 1.510563 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 11\n",
       "\n",
       "| label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| Yoni         | 10000067 | 1987 | 0.010073989 | 2.617240e-04 | 2.617240e-01 | 0.001004468 | 0.000000e+00 |   16 | 1.515035 | #FF0001CC |\n",
       "| Joel         | 10000141 |    1 | 0.007066914 | 2.716236e-07 | 2.716236e-04 | 0.000000000 | 2.574984e-05 | 1597 | 1.510563 | #FF0100CC |\n",
       "| Paul Ibrahim | 10000177 | 1987 | 0.021182899 | 7.755090e-04 | 7.755090e-01 | 0.002478912 | 0.000000e+00 |  103 | 1.531442 | #FF0001CC |\n",
       "| David R      | 1000026  |    1 | 0.007237954 | 5.002698e-04 | 5.002698e-01 | 0.001717210 | 3.582586e-05 |  397 | 1.510818 | #FF0100CC |\n",
       "| merik        | 10000437 |    1 | 0.007066914 | 5.448858e-09 | 5.448858e-06 | 0.000000000 | 1.194195e-05 |   48 | 1.510563 | #FF0100CC |\n",
       "| rockcop      | 10000502 | 1987 | 0.007066914 | 2.013652e-05 | 2.013652e-02 | 0.000000000 | 2.388391e-05 |   61 | 1.510563 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "  label        name     community pageRank    evcent       katz_size   \n",
       "1 Yoni         10000067 1987      0.010073989 2.617240e-04 2.617240e-01\n",
       "2 Joel         10000141    1      0.007066914 2.716236e-07 2.716236e-04\n",
       "3 Paul Ibrahim 10000177 1987      0.021182899 7.755090e-04 7.755090e-01\n",
       "4 David R      1000026     1      0.007237954 5.002698e-04 5.002698e-01\n",
       "5 merik        10000437    1      0.007066914 5.448858e-09 5.448858e-06\n",
       "6 rockcop      10000502 1987      0.007066914 2.013652e-05 2.013652e-02\n",
       "  authority   power_centrality reputation size     color    \n",
       "1 0.001004468 0.000000e+00       16       1.515035 #FF0001CC\n",
       "2 0.000000000 2.574984e-05     1597       1.510563 #FF0100CC\n",
       "3 0.002478912 0.000000e+00      103       1.531442 #FF0001CC\n",
       "4 0.001717210 3.582586e-05      397       1.510818 #FF0100CC\n",
       "5 0.000000000 1.194195e-05       48       1.510563 #FF0100CC\n",
       "6 0.000000000 2.388391e-05       61       1.510563 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# re order to keep reputation close to the other values\n",
    "df3 <- df3[,c(11,1,2,3,4,5,6,7,10,8,9)]\n",
    "head(df3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 100 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>38975</th><td>akrun               </td><td>3732271</td><td>1987</td><td>0.007066914</td><td>1.00000000</td><td>1000.00000</td><td>0.000000000</td><td> 3.171532e-01</td><td>     1</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>49694</th><td>MAPK                </td><td>4701887</td><td>1987</td><td>0.122539538</td><td>0.22667228</td><td> 226.67228</td><td>1.000000000</td><td> 1.194195e-05</td><td>  2016</td><td>1.673390</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>37829</th><td>Sebastian Zeki      </td><td>3632206</td><td>1987</td><td>0.245803373</td><td>0.21928389</td><td> 219.28389</td><td>0.964194296</td><td> 0.000000e+00</td><td>  2781</td><td>1.829671</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>30481</th><td>Neil                </td><td>2927983</td><td>1987</td><td>0.128243515</td><td>0.20215350</td><td> 202.15350</td><td>0.901995464</td><td> 2.985488e-05</td><td>  2629</td><td>1.680993</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>75406</th><td>rnorouzian          </td><td>7223434</td><td>1987</td><td>0.111263415</td><td>0.18529081</td><td> 185.29081</td><td>0.804140518</td><td>-2.578620e-03</td><td>  2426</td><td>1.658246</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>19422</th><td>42-                 </td><td>1855677</td><td>   1</td><td>0.009522211</td><td>0.17518437</td><td> 175.18437</td><td>0.031641372</td><td> 4.805872e-02</td><td>220683</td><td>1.514216</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>38</th><td>Tyler Rinker        </td><td>1000343</td><td>   1</td><td>0.610078062</td><td>0.14742209</td><td> 147.42209</td><td>0.445760056</td><td>-4.901495e-03</td><td> 67492</td><td>2.214424</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>74002</th><td>MYaseen208          </td><td>707145 </td><td>   1</td><td>0.298123368</td><td>0.14444657</td><td> 144.44657</td><td>0.584386974</td><td> 3.217314e-03</td><td>  8257</td><td>1.891379</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>55132</th><td>G. Grothendieck     </td><td>516548 </td><td>   1</td><td>0.007066914</td><td>0.13646314</td><td> 136.46314</td><td>0.000000000</td><td>-1.214871e-01</td><td>163789</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>24790</th><td>MrFlick             </td><td>2372064</td><td>   1</td><td>0.010483928</td><td>0.13115190</td><td> 131.15190</td><td>0.005327512</td><td> 2.805661e-02</td><td>131046</td><td>1.515644</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>41567</th><td>Ronak Shah          </td><td>3962914</td><td>1987</td><td>0.018215382</td><td>0.13088849</td><td> 130.88849</td><td>0.083986783</td><td>-7.817097e-03</td><td> 75566</td><td>1.527077</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>50748</th><td>giacomo             </td><td>4796107</td><td>1987</td><td>0.108673652</td><td>0.12415104</td><td> 124.15104</td><td>0.544303016</td><td> 8.654555e-03</td><td>  1821</td><td>1.654747</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>36957</th><td>Alexander           </td><td>3555558</td><td>1987</td><td>0.103038474</td><td>0.11700320</td><td> 117.00320</td><td>0.512525511</td><td> 0.000000e+00</td><td>  1554</td><td>1.647103</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>62865</th><td>nak5120             </td><td>5893585</td><td>1987</td><td>0.166012865</td><td>0.11131758</td><td> 111.31758</td><td>0.486650297</td><td> 1.711289e-03</td><td>  1656</td><td>1.730385</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>13242</th><td>A5C1D2H2I1M1N2O1R2T1</td><td>1270695</td><td>   1</td><td>0.043574163</td><td>0.10949418</td><td> 109.49418</td><td>0.005932954</td><td> 3.281671e-02</td><td>158301</td><td>1.563977</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>17108</th><td>Rilcon42            </td><td>1634753</td><td>1987</td><td>0.160620070</td><td>0.10595474</td><td> 105.95474</td><td>0.458560230</td><td>-7.808779e-04</td><td>  3054</td><td>1.723432</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>31869</th><td>Rich Scriven        </td><td>3063910</td><td>   1</td><td>0.074418029</td><td>0.09931859</td><td>  99.31859</td><td>0.079972675</td><td>-9.650276e-03</td><td> 79471</td><td>1.607669</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>35070</th><td>user3375672         </td><td>3375672</td><td>1987</td><td>0.082885659</td><td>0.09772553</td><td>  97.72553</td><td>0.429109574</td><td> 6.568074e-05</td><td>  1564</td><td>1.619444</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>23857</th><td>Maximilian          </td><td>2280536</td><td>1987</td><td>0.105532694</td><td>0.09763297</td><td>  97.63297</td><td>0.410721287</td><td> 7.397485e-04</td><td>  1850</td><td>1.650491</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>19954</th><td>Ben Bolker          </td><td>190277 </td><td>   1</td><td>0.044029161</td><td>0.09721320</td><td>  97.21320</td><td>0.047142019</td><td> 4.558302e-03</td><td>140398</td><td>1.564631</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>63128</th><td>nik                 </td><td>5919561</td><td>1987</td><td>0.092620955</td><td>0.09599805</td><td>  95.99805</td><td>0.419220156</td><td> 7.463721e-05</td><td>   801</td><td>1.632869</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>34843</th><td>user3354212         </td><td>3354212</td><td>1987</td><td>0.014346533</td><td>0.09566737</td><td>  95.66737</td><td>0.423631839</td><td> 0.000000e+00</td><td>   610</td><td>1.521367</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>24664</th><td>Sharath             </td><td>2359320</td><td>1987</td><td>0.044684612</td><td>0.09515946</td><td>  95.15946</td><td>0.417730408</td><td> 0.000000e+00</td><td>   993</td><td>1.565573</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>71396</th><td>neversaint          </td><td>67405  </td><td>   1</td><td>1.444409731</td><td>0.09488619</td><td>  94.88619</td><td>0.392420688</td><td> 7.165172e-05</td><td> 19158</td><td>2.840706</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>35218</th><td>Adrian              </td><td>3391549</td><td>1987</td><td>0.221627917</td><td>0.09430117</td><td>  94.30117</td><td>0.399554355</td><td> 0.000000e+00</td><td>  2091</td><td>1.800276</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>24080</th><td>user2300940         </td><td>2300940</td><td>1987</td><td>0.349228734</td><td>0.09416078</td><td>  94.16078</td><td>0.414167429</td><td> 7.165172e-05</td><td>   789</td><td>1.949300</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47524</th><td>oercim              </td><td>4513999</td><td>1987</td><td>0.040646549</td><td>0.09363868</td><td>  93.63868</td><td>0.416383724</td><td> 0.000000e+00</td><td>   739</td><td>1.559763</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>28348</th><td>user2716568         </td><td>2716568</td><td>1987</td><td>0.060588119</td><td>0.08711143</td><td>  87.11143</td><td>0.379386672</td><td> 0.000000e+00</td><td>   610</td><td>1.588235</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>36621</th><td>rnso                </td><td>3522130</td><td>   1</td><td>0.126291417</td><td>0.08552991</td><td>  85.52991</td><td>0.302057579</td><td>-6.241491e-03</td><td> 13018</td><td>1.678395</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>33466</th><td>89_Simple           </td><td>3227302</td><td>1987</td><td>0.096756569</td><td>0.08360061</td><td>  83.60061</td><td>0.357778339</td><td> 1.194195e-05</td><td>  1122</td><td>1.638536</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>40625</th><td>Anubhav Dikshit </td><td>3875610</td><td>1987</td><td>0.05400056</td><td>0.05712482</td><td>57.12482</td><td>2.521494e-01</td><td> 0.000000e+00</td><td>   736</td><td>1.578889</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>35829</th><td>Rajarshi Bhadra </td><td>3447753</td><td>1987</td><td>0.05112551</td><td>0.05676780</td><td>56.76780</td><td>2.493296e-01</td><td> 0.000000e+00</td><td>   719</td><td>1.574792</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>52673</th><td>eipi10          </td><td>496488 </td><td>   1</td><td>0.11676625</td><td>0.05634816</td><td>56.34816</td><td>1.508211e-02</td><td> 6.289853e-03</td><td> 63490</td><td>1.665656</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>44985</th><td>thiagoveloso    </td><td>4272937</td><td>1987</td><td>0.06358039</td><td>0.05569828</td><td>55.69828</td><td>2.429812e-01</td><td>-5.680044e-03</td><td>   905</td><td>1.592461</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>30438</th><td>GabyLP          </td><td>2924453</td><td>1987</td><td>0.11445347</td><td>0.05564783</td><td>55.64783</td><td>2.354782e-01</td><td> 0.000000e+00</td><td>  1439</td><td>1.662546</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>17889</th><td>DeltaIV         </td><td>1711271</td><td>1987</td><td>0.08143465</td><td>0.05513568</td><td>55.13568</td><td>2.392079e-01</td><td> 1.194195e-05</td><td>  1571</td><td>1.617433</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>60047</th><td>bvowe           </td><td>5619171</td><td>1987</td><td>0.05818817</td><td>0.05459609</td><td>54.59609</td><td>2.398260e-01</td><td> 0.000000e+00</td><td>   493</td><td>1.584837</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>51776</th><td>Wilcar          </td><td>4887832</td><td>1987</td><td>0.03779631</td><td>0.05450426</td><td>54.50426</td><td>2.394562e-01</td><td> 2.388391e-05</td><td>   681</td><td>1.555649</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>91578</th><td>screechOwl      </td><td>914308 </td><td>   1</td><td>0.57575393</td><td>0.05444053</td><td>54.44053</td><td>1.873626e-01</td><td> 1.017276e-03</td><td> 10938</td><td>2.182101</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>59307</th><td>dan             </td><td>5548896</td><td>1987</td><td>0.10574421</td><td>0.05413786</td><td>54.13786</td><td>2.320302e-01</td><td> 0.000000e+00</td><td>  1742</td><td>1.650778</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>5272</th><td>KT_1            </td><td>1073425</td><td>   1</td><td>0.16882020</td><td>0.05314019</td><td>53.14019</td><td>2.184518e-01</td><td> 0.000000e+00</td><td>  2742</td><td>1.733992</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>28344</th><td>Joshua Ulrich   </td><td>271616 </td><td>   1</td><td>0.03091032</td><td>0.05291958</td><td>52.91958</td><td>3.734808e-03</td><td> 1.938074e-02</td><td>144542</td><td>1.545663</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>64322</th><td>HNSKD           </td><td>6042576</td><td>1987</td><td>0.05188509</td><td>0.05272629</td><td>52.72629</td><td>2.323423e-01</td><td>-3.489391e-03</td><td>   697</td><td>1.575876</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>36606</th><td>docendo discimus</td><td>3521006</td><td>1987</td><td>0.01422775</td><td>0.05220781</td><td>52.20781</td><td>1.121418e-02</td><td>-3.182061e-03</td><td> 54512</td><td>1.521191</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>43078</th><td>Vedda           </td><td>4104728</td><td>1987</td><td>0.05539063</td><td>0.05190490</td><td>51.90490</td><td>2.202074e-01</td><td>-1.050241e-04</td><td>  2579</td><td>1.580866</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>64110</th><td>Andrie          </td><td>602276 </td><td>   1</td><td>0.11405660</td><td>0.05106489</td><td>51.06489</td><td>2.503533e-02</td><td>-9.966346e-04</td><td>141415</td><td>1.662012</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>11208</th><td>adam.888        </td><td>1169210</td><td>   1</td><td>0.27502108</td><td>0.05069843</td><td>50.69843</td><td>1.907143e-01</td><td> 2.388391e-05</td><td>  3215</td><td>1.864444</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>23777</th><td>Moody_Mudskipper</td><td>2270475</td><td>1987</td><td>0.03834720</td><td>0.05022505</td><td>50.22505</td><td>7.026327e-02</td><td> 1.682496e-02</td><td> 27162</td><td>1.556445</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>39634</th><td>runningbirds    </td><td>3788557</td><td>1987</td><td>0.15728813</td><td>0.05010184</td><td>50.10184</td><td>2.158502e-01</td><td> 0.000000e+00</td><td>  1332</td><td>1.719119</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>82965</th><td>LLL             </td><td>8086501</td><td>1987</td><td>0.04706998</td><td>0.04910165</td><td>49.10165</td><td>2.164060e-01</td><td> 0.000000e+00</td><td>   373</td><td>1.568994</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>39181</th><td>gibbz00         </td><td>3749836</td><td>1987</td><td>0.01727234</td><td>0.04894834</td><td>48.94834</td><td>2.106232e-01</td><td> 0.000000e+00</td><td>   969</td><td>1.525687</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>33249</th><td>user3206440     </td><td>3206440</td><td>1987</td><td>0.03966094</td><td>0.04893306</td><td>48.93306</td><td>2.148233e-01</td><td> 0.000000e+00</td><td>   995</td><td>1.558342</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>42041</th><td>Denis           </td><td>400589 </td><td>1987</td><td>0.01255264</td><td>0.04880579</td><td>48.80579</td><td>2.124690e-01</td><td>-8.751473e-03</td><td>  6152</td><td>1.518712</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>71921</th><td>zx8754          </td><td>680068 </td><td>1987</td><td>0.02879906</td><td>0.04856528</td><td>48.56528</td><td>5.644501e-02</td><td>-1.516298e-02</td><td> 32317</td><td>1.542588</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>28955</th><td>B. Davis        </td><td>2778289</td><td>1987</td><td>0.07901650</td><td>0.04834337</td><td>48.34337</td><td>2.007488e-01</td><td> 1.194195e-05</td><td>  1539</td><td>1.614075</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>59859</th><td>Arun            </td><td>559784 </td><td>   1</td><td>0.01105291</td><td>0.04822212</td><td>48.22212</td><td>7.620893e-03</td><td> 1.302612e-02</td><td> 97225</td><td>1.516488</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15220</th><td>hrbrmstr        </td><td>1457051</td><td>   1</td><td>0.01314367</td><td>0.04804170</td><td>48.04170</td><td>2.330066e-05</td><td> 5.465548e-02</td><td> 63924</td><td>1.519587</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13602</th><td>Eric Fail       </td><td>1305688</td><td>   1</td><td>0.09071324</td><td>0.04751356</td><td>47.51356</td><td>1.686789e-01</td><td>-4.914425e-03</td><td>  4110</td><td>1.630248</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>85847</th><td>Eric Green      </td><td>841405 </td><td>1987</td><td>0.13060858</td><td>0.04745923</td><td>47.45923</td><td>1.951834e-01</td><td> 9.662113e-04</td><td>  2761</td><td>1.684134</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>57846</th><td>aelwan          </td><td>5420677</td><td>1987</td><td>0.05754748</td><td>0.04734672</td><td>47.34672</td><td>2.040231e-01</td><td> 2.968242e-03</td><td>  1597</td><td>1.583929</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 100 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t38975 & akrun                & 3732271 & 1987 & 0.007066914 & 1.00000000 & 1000.00000 & 0.000000000 &  3.171532e-01 &      1 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t49694 & MAPK                 & 4701887 & 1987 & 0.122539538 & 0.22667228 &  226.67228 & 1.000000000 &  1.194195e-05 &   2016 & 1.673390 & \\#FF0001CC\\\\\n",
       "\t37829 & Sebastian Zeki       & 3632206 & 1987 & 0.245803373 & 0.21928389 &  219.28389 & 0.964194296 &  0.000000e+00 &   2781 & 1.829671 & \\#FF0001CC\\\\\n",
       "\t30481 & Neil                 & 2927983 & 1987 & 0.128243515 & 0.20215350 &  202.15350 & 0.901995464 &  2.985488e-05 &   2629 & 1.680993 & \\#FF0001CC\\\\\n",
       "\t75406 & rnorouzian           & 7223434 & 1987 & 0.111263415 & 0.18529081 &  185.29081 & 0.804140518 & -2.578620e-03 &   2426 & 1.658246 & \\#FF0001CC\\\\\n",
       "\t19422 & 42-                  & 1855677 &    1 & 0.009522211 & 0.17518437 &  175.18437 & 0.031641372 &  4.805872e-02 & 220683 & 1.514216 & \\#FF0100CC\\\\\n",
       "\t38 & Tyler Rinker         & 1000343 &    1 & 0.610078062 & 0.14742209 &  147.42209 & 0.445760056 & -4.901495e-03 &  67492 & 2.214424 & \\#FF0100CC\\\\\n",
       "\t74002 & MYaseen208           & 707145  &    1 & 0.298123368 & 0.14444657 &  144.44657 & 0.584386974 &  3.217314e-03 &   8257 & 1.891379 & \\#FF0100CC\\\\\n",
       "\t55132 & G. Grothendieck      & 516548  &    1 & 0.007066914 & 0.13646314 &  136.46314 & 0.000000000 & -1.214871e-01 & 163789 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t24790 & MrFlick              & 2372064 &    1 & 0.010483928 & 0.13115190 &  131.15190 & 0.005327512 &  2.805661e-02 & 131046 & 1.515644 & \\#FF0100CC\\\\\n",
       "\t41567 & Ronak Shah           & 3962914 & 1987 & 0.018215382 & 0.13088849 &  130.88849 & 0.083986783 & -7.817097e-03 &  75566 & 1.527077 & \\#FF0001CC\\\\\n",
       "\t50748 & giacomo              & 4796107 & 1987 & 0.108673652 & 0.12415104 &  124.15104 & 0.544303016 &  8.654555e-03 &   1821 & 1.654747 & \\#FF0001CC\\\\\n",
       "\t36957 & Alexander            & 3555558 & 1987 & 0.103038474 & 0.11700320 &  117.00320 & 0.512525511 &  0.000000e+00 &   1554 & 1.647103 & \\#FF0001CC\\\\\n",
       "\t62865 & nak5120              & 5893585 & 1987 & 0.166012865 & 0.11131758 &  111.31758 & 0.486650297 &  1.711289e-03 &   1656 & 1.730385 & \\#FF0001CC\\\\\n",
       "\t13242 & A5C1D2H2I1M1N2O1R2T1 & 1270695 &    1 & 0.043574163 & 0.10949418 &  109.49418 & 0.005932954 &  3.281671e-02 & 158301 & 1.563977 & \\#FF0100CC\\\\\n",
       "\t17108 & Rilcon42             & 1634753 & 1987 & 0.160620070 & 0.10595474 &  105.95474 & 0.458560230 & -7.808779e-04 &   3054 & 1.723432 & \\#FF0001CC\\\\\n",
       "\t31869 & Rich Scriven         & 3063910 &    1 & 0.074418029 & 0.09931859 &   99.31859 & 0.079972675 & -9.650276e-03 &  79471 & 1.607669 & \\#FF0100CC\\\\\n",
       "\t35070 & user3375672          & 3375672 & 1987 & 0.082885659 & 0.09772553 &   97.72553 & 0.429109574 &  6.568074e-05 &   1564 & 1.619444 & \\#FF0001CC\\\\\n",
       "\t23857 & Maximilian           & 2280536 & 1987 & 0.105532694 & 0.09763297 &   97.63297 & 0.410721287 &  7.397485e-04 &   1850 & 1.650491 & \\#FF0001CC\\\\\n",
       "\t19954 & Ben Bolker           & 190277  &    1 & 0.044029161 & 0.09721320 &   97.21320 & 0.047142019 &  4.558302e-03 & 140398 & 1.564631 & \\#FF0100CC\\\\\n",
       "\t63128 & nik                  & 5919561 & 1987 & 0.092620955 & 0.09599805 &   95.99805 & 0.419220156 &  7.463721e-05 &    801 & 1.632869 & \\#FF0001CC\\\\\n",
       "\t34843 & user3354212          & 3354212 & 1987 & 0.014346533 & 0.09566737 &   95.66737 & 0.423631839 &  0.000000e+00 &    610 & 1.521367 & \\#FF0001CC\\\\\n",
       "\t24664 & Sharath              & 2359320 & 1987 & 0.044684612 & 0.09515946 &   95.15946 & 0.417730408 &  0.000000e+00 &    993 & 1.565573 & \\#FF0001CC\\\\\n",
       "\t71396 & neversaint           & 67405   &    1 & 1.444409731 & 0.09488619 &   94.88619 & 0.392420688 &  7.165172e-05 &  19158 & 2.840706 & \\#FF0100CC\\\\\n",
       "\t35218 & Adrian               & 3391549 & 1987 & 0.221627917 & 0.09430117 &   94.30117 & 0.399554355 &  0.000000e+00 &   2091 & 1.800276 & \\#FF0001CC\\\\\n",
       "\t24080 & user2300940          & 2300940 & 1987 & 0.349228734 & 0.09416078 &   94.16078 & 0.414167429 &  7.165172e-05 &    789 & 1.949300 & \\#FF0001CC\\\\\n",
       "\t47524 & oercim               & 4513999 & 1987 & 0.040646549 & 0.09363868 &   93.63868 & 0.416383724 &  0.000000e+00 &    739 & 1.559763 & \\#FF0001CC\\\\\n",
       "\t28348 & user2716568          & 2716568 & 1987 & 0.060588119 & 0.08711143 &   87.11143 & 0.379386672 &  0.000000e+00 &    610 & 1.588235 & \\#FF0001CC\\\\\n",
       "\t36621 & rnso                 & 3522130 &    1 & 0.126291417 & 0.08552991 &   85.52991 & 0.302057579 & -6.241491e-03 &  13018 & 1.678395 & \\#FF0100CC\\\\\n",
       "\t33466 & 89\\_Simple            & 3227302 & 1987 & 0.096756569 & 0.08360061 &   83.60061 & 0.357778339 &  1.194195e-05 &   1122 & 1.638536 & \\#FF0001CC\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t40625 & Anubhav Dikshit  & 3875610 & 1987 & 0.05400056 & 0.05712482 & 57.12482 & 2.521494e-01 &  0.000000e+00 &    736 & 1.578889 & \\#FF0001CC\\\\\n",
       "\t35829 & Rajarshi Bhadra  & 3447753 & 1987 & 0.05112551 & 0.05676780 & 56.76780 & 2.493296e-01 &  0.000000e+00 &    719 & 1.574792 & \\#FF0001CC\\\\\n",
       "\t52673 & eipi10           & 496488  &    1 & 0.11676625 & 0.05634816 & 56.34816 & 1.508211e-02 &  6.289853e-03 &  63490 & 1.665656 & \\#FF0100CC\\\\\n",
       "\t44985 & thiagoveloso     & 4272937 & 1987 & 0.06358039 & 0.05569828 & 55.69828 & 2.429812e-01 & -5.680044e-03 &    905 & 1.592461 & \\#FF0001CC\\\\\n",
       "\t30438 & GabyLP           & 2924453 & 1987 & 0.11445347 & 0.05564783 & 55.64783 & 2.354782e-01 &  0.000000e+00 &   1439 & 1.662546 & \\#FF0001CC\\\\\n",
       "\t17889 & DeltaIV          & 1711271 & 1987 & 0.08143465 & 0.05513568 & 55.13568 & 2.392079e-01 &  1.194195e-05 &   1571 & 1.617433 & \\#FF0001CC\\\\\n",
       "\t60047 & bvowe            & 5619171 & 1987 & 0.05818817 & 0.05459609 & 54.59609 & 2.398260e-01 &  0.000000e+00 &    493 & 1.584837 & \\#FF0001CC\\\\\n",
       "\t51776 & Wilcar           & 4887832 & 1987 & 0.03779631 & 0.05450426 & 54.50426 & 2.394562e-01 &  2.388391e-05 &    681 & 1.555649 & \\#FF0001CC\\\\\n",
       "\t91578 & screechOwl       & 914308  &    1 & 0.57575393 & 0.05444053 & 54.44053 & 1.873626e-01 &  1.017276e-03 &  10938 & 2.182101 & \\#FF0100CC\\\\\n",
       "\t59307 & dan              & 5548896 & 1987 & 0.10574421 & 0.05413786 & 54.13786 & 2.320302e-01 &  0.000000e+00 &   1742 & 1.650778 & \\#FF0001CC\\\\\n",
       "\t5272 & KT\\_1             & 1073425 &    1 & 0.16882020 & 0.05314019 & 53.14019 & 2.184518e-01 &  0.000000e+00 &   2742 & 1.733992 & \\#FF0100CC\\\\\n",
       "\t28344 & Joshua Ulrich    & 271616  &    1 & 0.03091032 & 0.05291958 & 52.91958 & 3.734808e-03 &  1.938074e-02 & 144542 & 1.545663 & \\#FF0100CC\\\\\n",
       "\t64322 & HNSKD            & 6042576 & 1987 & 0.05188509 & 0.05272629 & 52.72629 & 2.323423e-01 & -3.489391e-03 &    697 & 1.575876 & \\#FF0001CC\\\\\n",
       "\t36606 & docendo discimus & 3521006 & 1987 & 0.01422775 & 0.05220781 & 52.20781 & 1.121418e-02 & -3.182061e-03 &  54512 & 1.521191 & \\#FF0001CC\\\\\n",
       "\t43078 & Vedda            & 4104728 & 1987 & 0.05539063 & 0.05190490 & 51.90490 & 2.202074e-01 & -1.050241e-04 &   2579 & 1.580866 & \\#FF0001CC\\\\\n",
       "\t64110 & Andrie           & 602276  &    1 & 0.11405660 & 0.05106489 & 51.06489 & 2.503533e-02 & -9.966346e-04 & 141415 & 1.662012 & \\#FF0100CC\\\\\n",
       "\t11208 & adam.888         & 1169210 &    1 & 0.27502108 & 0.05069843 & 50.69843 & 1.907143e-01 &  2.388391e-05 &   3215 & 1.864444 & \\#FF0100CC\\\\\n",
       "\t23777 & Moody\\_Mudskipper & 2270475 & 1987 & 0.03834720 & 0.05022505 & 50.22505 & 7.026327e-02 &  1.682496e-02 &  27162 & 1.556445 & \\#FF0001CC\\\\\n",
       "\t39634 & runningbirds     & 3788557 & 1987 & 0.15728813 & 0.05010184 & 50.10184 & 2.158502e-01 &  0.000000e+00 &   1332 & 1.719119 & \\#FF0001CC\\\\\n",
       "\t82965 & LLL              & 8086501 & 1987 & 0.04706998 & 0.04910165 & 49.10165 & 2.164060e-01 &  0.000000e+00 &    373 & 1.568994 & \\#FF0001CC\\\\\n",
       "\t39181 & gibbz00          & 3749836 & 1987 & 0.01727234 & 0.04894834 & 48.94834 & 2.106232e-01 &  0.000000e+00 &    969 & 1.525687 & \\#FF0001CC\\\\\n",
       "\t33249 & user3206440      & 3206440 & 1987 & 0.03966094 & 0.04893306 & 48.93306 & 2.148233e-01 &  0.000000e+00 &    995 & 1.558342 & \\#FF0001CC\\\\\n",
       "\t42041 & Denis            & 400589  & 1987 & 0.01255264 & 0.04880579 & 48.80579 & 2.124690e-01 & -8.751473e-03 &   6152 & 1.518712 & \\#FF0001CC\\\\\n",
       "\t71921 & zx8754           & 680068  & 1987 & 0.02879906 & 0.04856528 & 48.56528 & 5.644501e-02 & -1.516298e-02 &  32317 & 1.542588 & \\#FF0001CC\\\\\n",
       "\t28955 & B. Davis         & 2778289 & 1987 & 0.07901650 & 0.04834337 & 48.34337 & 2.007488e-01 &  1.194195e-05 &   1539 & 1.614075 & \\#FF0001CC\\\\\n",
       "\t59859 & Arun             & 559784  &    1 & 0.01105291 & 0.04822212 & 48.22212 & 7.620893e-03 &  1.302612e-02 &  97225 & 1.516488 & \\#FF0100CC\\\\\n",
       "\t15220 & hrbrmstr         & 1457051 &    1 & 0.01314367 & 0.04804170 & 48.04170 & 2.330066e-05 &  5.465548e-02 &  63924 & 1.519587 & \\#FF0100CC\\\\\n",
       "\t13602 & Eric Fail        & 1305688 &    1 & 0.09071324 & 0.04751356 & 47.51356 & 1.686789e-01 & -4.914425e-03 &   4110 & 1.630248 & \\#FF0100CC\\\\\n",
       "\t85847 & Eric Green       & 841405  & 1987 & 0.13060858 & 0.04745923 & 47.45923 & 1.951834e-01 &  9.662113e-04 &   2761 & 1.684134 & \\#FF0001CC\\\\\n",
       "\t57846 & aelwan           & 5420677 & 1987 & 0.05754748 & 0.04734672 & 47.34672 & 2.040231e-01 &  2.968242e-03 &   1597 & 1.583929 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 100 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 38975 | akrun                | 3732271 | 1987 | 0.007066914 | 1.00000000 | 1000.00000 | 0.000000000 |  3.171532e-01 |      1 | 1.510563 | #FF0001CC |\n",
       "| 49694 | MAPK                 | 4701887 | 1987 | 0.122539538 | 0.22667228 |  226.67228 | 1.000000000 |  1.194195e-05 |   2016 | 1.673390 | #FF0001CC |\n",
       "| 37829 | Sebastian Zeki       | 3632206 | 1987 | 0.245803373 | 0.21928389 |  219.28389 | 0.964194296 |  0.000000e+00 |   2781 | 1.829671 | #FF0001CC |\n",
       "| 30481 | Neil                 | 2927983 | 1987 | 0.128243515 | 0.20215350 |  202.15350 | 0.901995464 |  2.985488e-05 |   2629 | 1.680993 | #FF0001CC |\n",
       "| 75406 | rnorouzian           | 7223434 | 1987 | 0.111263415 | 0.18529081 |  185.29081 | 0.804140518 | -2.578620e-03 |   2426 | 1.658246 | #FF0001CC |\n",
       "| 19422 | 42-                  | 1855677 |    1 | 0.009522211 | 0.17518437 |  175.18437 | 0.031641372 |  4.805872e-02 | 220683 | 1.514216 | #FF0100CC |\n",
       "| 38 | Tyler Rinker         | 1000343 |    1 | 0.610078062 | 0.14742209 |  147.42209 | 0.445760056 | -4.901495e-03 |  67492 | 2.214424 | #FF0100CC |\n",
       "| 74002 | MYaseen208           | 707145  |    1 | 0.298123368 | 0.14444657 |  144.44657 | 0.584386974 |  3.217314e-03 |   8257 | 1.891379 | #FF0100CC |\n",
       "| 55132 | G. Grothendieck      | 516548  |    1 | 0.007066914 | 0.13646314 |  136.46314 | 0.000000000 | -1.214871e-01 | 163789 | 1.510563 | #FF0100CC |\n",
       "| 24790 | MrFlick              | 2372064 |    1 | 0.010483928 | 0.13115190 |  131.15190 | 0.005327512 |  2.805661e-02 | 131046 | 1.515644 | #FF0100CC |\n",
       "| 41567 | Ronak Shah           | 3962914 | 1987 | 0.018215382 | 0.13088849 |  130.88849 | 0.083986783 | -7.817097e-03 |  75566 | 1.527077 | #FF0001CC |\n",
       "| 50748 | giacomo              | 4796107 | 1987 | 0.108673652 | 0.12415104 |  124.15104 | 0.544303016 |  8.654555e-03 |   1821 | 1.654747 | #FF0001CC |\n",
       "| 36957 | Alexander            | 3555558 | 1987 | 0.103038474 | 0.11700320 |  117.00320 | 0.512525511 |  0.000000e+00 |   1554 | 1.647103 | #FF0001CC |\n",
       "| 62865 | nak5120              | 5893585 | 1987 | 0.166012865 | 0.11131758 |  111.31758 | 0.486650297 |  1.711289e-03 |   1656 | 1.730385 | #FF0001CC |\n",
       "| 13242 | A5C1D2H2I1M1N2O1R2T1 | 1270695 |    1 | 0.043574163 | 0.10949418 |  109.49418 | 0.005932954 |  3.281671e-02 | 158301 | 1.563977 | #FF0100CC |\n",
       "| 17108 | Rilcon42             | 1634753 | 1987 | 0.160620070 | 0.10595474 |  105.95474 | 0.458560230 | -7.808779e-04 |   3054 | 1.723432 | #FF0001CC |\n",
       "| 31869 | Rich Scriven         | 3063910 |    1 | 0.074418029 | 0.09931859 |   99.31859 | 0.079972675 | -9.650276e-03 |  79471 | 1.607669 | #FF0100CC |\n",
       "| 35070 | user3375672          | 3375672 | 1987 | 0.082885659 | 0.09772553 |   97.72553 | 0.429109574 |  6.568074e-05 |   1564 | 1.619444 | #FF0001CC |\n",
       "| 23857 | Maximilian           | 2280536 | 1987 | 0.105532694 | 0.09763297 |   97.63297 | 0.410721287 |  7.397485e-04 |   1850 | 1.650491 | #FF0001CC |\n",
       "| 19954 | Ben Bolker           | 190277  |    1 | 0.044029161 | 0.09721320 |   97.21320 | 0.047142019 |  4.558302e-03 | 140398 | 1.564631 | #FF0100CC |\n",
       "| 63128 | nik                  | 5919561 | 1987 | 0.092620955 | 0.09599805 |   95.99805 | 0.419220156 |  7.463721e-05 |    801 | 1.632869 | #FF0001CC |\n",
       "| 34843 | user3354212          | 3354212 | 1987 | 0.014346533 | 0.09566737 |   95.66737 | 0.423631839 |  0.000000e+00 |    610 | 1.521367 | #FF0001CC |\n",
       "| 24664 | Sharath              | 2359320 | 1987 | 0.044684612 | 0.09515946 |   95.15946 | 0.417730408 |  0.000000e+00 |    993 | 1.565573 | #FF0001CC |\n",
       "| 71396 | neversaint           | 67405   |    1 | 1.444409731 | 0.09488619 |   94.88619 | 0.392420688 |  7.165172e-05 |  19158 | 2.840706 | #FF0100CC |\n",
       "| 35218 | Adrian               | 3391549 | 1987 | 0.221627917 | 0.09430117 |   94.30117 | 0.399554355 |  0.000000e+00 |   2091 | 1.800276 | #FF0001CC |\n",
       "| 24080 | user2300940          | 2300940 | 1987 | 0.349228734 | 0.09416078 |   94.16078 | 0.414167429 |  7.165172e-05 |    789 | 1.949300 | #FF0001CC |\n",
       "| 47524 | oercim               | 4513999 | 1987 | 0.040646549 | 0.09363868 |   93.63868 | 0.416383724 |  0.000000e+00 |    739 | 1.559763 | #FF0001CC |\n",
       "| 28348 | user2716568          | 2716568 | 1987 | 0.060588119 | 0.08711143 |   87.11143 | 0.379386672 |  0.000000e+00 |    610 | 1.588235 | #FF0001CC |\n",
       "| 36621 | rnso                 | 3522130 |    1 | 0.126291417 | 0.08552991 |   85.52991 | 0.302057579 | -6.241491e-03 |  13018 | 1.678395 | #FF0100CC |\n",
       "| 33466 | 89_Simple            | 3227302 | 1987 | 0.096756569 | 0.08360061 |   83.60061 | 0.357778339 |  1.194195e-05 |   1122 | 1.638536 | #FF0001CC |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 40625 | Anubhav Dikshit  | 3875610 | 1987 | 0.05400056 | 0.05712482 | 57.12482 | 2.521494e-01 |  0.000000e+00 |    736 | 1.578889 | #FF0001CC |\n",
       "| 35829 | Rajarshi Bhadra  | 3447753 | 1987 | 0.05112551 | 0.05676780 | 56.76780 | 2.493296e-01 |  0.000000e+00 |    719 | 1.574792 | #FF0001CC |\n",
       "| 52673 | eipi10           | 496488  |    1 | 0.11676625 | 0.05634816 | 56.34816 | 1.508211e-02 |  6.289853e-03 |  63490 | 1.665656 | #FF0100CC |\n",
       "| 44985 | thiagoveloso     | 4272937 | 1987 | 0.06358039 | 0.05569828 | 55.69828 | 2.429812e-01 | -5.680044e-03 |    905 | 1.592461 | #FF0001CC |\n",
       "| 30438 | GabyLP           | 2924453 | 1987 | 0.11445347 | 0.05564783 | 55.64783 | 2.354782e-01 |  0.000000e+00 |   1439 | 1.662546 | #FF0001CC |\n",
       "| 17889 | DeltaIV          | 1711271 | 1987 | 0.08143465 | 0.05513568 | 55.13568 | 2.392079e-01 |  1.194195e-05 |   1571 | 1.617433 | #FF0001CC |\n",
       "| 60047 | bvowe            | 5619171 | 1987 | 0.05818817 | 0.05459609 | 54.59609 | 2.398260e-01 |  0.000000e+00 |    493 | 1.584837 | #FF0001CC |\n",
       "| 51776 | Wilcar           | 4887832 | 1987 | 0.03779631 | 0.05450426 | 54.50426 | 2.394562e-01 |  2.388391e-05 |    681 | 1.555649 | #FF0001CC |\n",
       "| 91578 | screechOwl       | 914308  |    1 | 0.57575393 | 0.05444053 | 54.44053 | 1.873626e-01 |  1.017276e-03 |  10938 | 2.182101 | #FF0100CC |\n",
       "| 59307 | dan              | 5548896 | 1987 | 0.10574421 | 0.05413786 | 54.13786 | 2.320302e-01 |  0.000000e+00 |   1742 | 1.650778 | #FF0001CC |\n",
       "| 5272 | KT_1             | 1073425 |    1 | 0.16882020 | 0.05314019 | 53.14019 | 2.184518e-01 |  0.000000e+00 |   2742 | 1.733992 | #FF0100CC |\n",
       "| 28344 | Joshua Ulrich    | 271616  |    1 | 0.03091032 | 0.05291958 | 52.91958 | 3.734808e-03 |  1.938074e-02 | 144542 | 1.545663 | #FF0100CC |\n",
       "| 64322 | HNSKD            | 6042576 | 1987 | 0.05188509 | 0.05272629 | 52.72629 | 2.323423e-01 | -3.489391e-03 |    697 | 1.575876 | #FF0001CC |\n",
       "| 36606 | docendo discimus | 3521006 | 1987 | 0.01422775 | 0.05220781 | 52.20781 | 1.121418e-02 | -3.182061e-03 |  54512 | 1.521191 | #FF0001CC |\n",
       "| 43078 | Vedda            | 4104728 | 1987 | 0.05539063 | 0.05190490 | 51.90490 | 2.202074e-01 | -1.050241e-04 |   2579 | 1.580866 | #FF0001CC |\n",
       "| 64110 | Andrie           | 602276  |    1 | 0.11405660 | 0.05106489 | 51.06489 | 2.503533e-02 | -9.966346e-04 | 141415 | 1.662012 | #FF0100CC |\n",
       "| 11208 | adam.888         | 1169210 |    1 | 0.27502108 | 0.05069843 | 50.69843 | 1.907143e-01 |  2.388391e-05 |   3215 | 1.864444 | #FF0100CC |\n",
       "| 23777 | Moody_Mudskipper | 2270475 | 1987 | 0.03834720 | 0.05022505 | 50.22505 | 7.026327e-02 |  1.682496e-02 |  27162 | 1.556445 | #FF0001CC |\n",
       "| 39634 | runningbirds     | 3788557 | 1987 | 0.15728813 | 0.05010184 | 50.10184 | 2.158502e-01 |  0.000000e+00 |   1332 | 1.719119 | #FF0001CC |\n",
       "| 82965 | LLL              | 8086501 | 1987 | 0.04706998 | 0.04910165 | 49.10165 | 2.164060e-01 |  0.000000e+00 |    373 | 1.568994 | #FF0001CC |\n",
       "| 39181 | gibbz00          | 3749836 | 1987 | 0.01727234 | 0.04894834 | 48.94834 | 2.106232e-01 |  0.000000e+00 |    969 | 1.525687 | #FF0001CC |\n",
       "| 33249 | user3206440      | 3206440 | 1987 | 0.03966094 | 0.04893306 | 48.93306 | 2.148233e-01 |  0.000000e+00 |    995 | 1.558342 | #FF0001CC |\n",
       "| 42041 | Denis            | 400589  | 1987 | 0.01255264 | 0.04880579 | 48.80579 | 2.124690e-01 | -8.751473e-03 |   6152 | 1.518712 | #FF0001CC |\n",
       "| 71921 | zx8754           | 680068  | 1987 | 0.02879906 | 0.04856528 | 48.56528 | 5.644501e-02 | -1.516298e-02 |  32317 | 1.542588 | #FF0001CC |\n",
       "| 28955 | B. Davis         | 2778289 | 1987 | 0.07901650 | 0.04834337 | 48.34337 | 2.007488e-01 |  1.194195e-05 |   1539 | 1.614075 | #FF0001CC |\n",
       "| 59859 | Arun             | 559784  |    1 | 0.01105291 | 0.04822212 | 48.22212 | 7.620893e-03 |  1.302612e-02 |  97225 | 1.516488 | #FF0100CC |\n",
       "| 15220 | hrbrmstr         | 1457051 |    1 | 0.01314367 | 0.04804170 | 48.04170 | 2.330066e-05 |  5.465548e-02 |  63924 | 1.519587 | #FF0100CC |\n",
       "| 13602 | Eric Fail        | 1305688 |    1 | 0.09071324 | 0.04751356 | 47.51356 | 1.686789e-01 | -4.914425e-03 |   4110 | 1.630248 | #FF0100CC |\n",
       "| 85847 | Eric Green       | 841405  | 1987 | 0.13060858 | 0.04745923 | 47.45923 | 1.951834e-01 |  9.662113e-04 |   2761 | 1.684134 | #FF0001CC |\n",
       "| 57846 | aelwan           | 5420677 | 1987 | 0.05754748 | 0.04734672 | 47.34672 | 2.040231e-01 |  2.968242e-03 |   1597 | 1.583929 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label                name    community pageRank    evcent     katz_size \n",
       "38975 akrun                3732271 1987      0.007066914 1.00000000 1000.00000\n",
       "49694 MAPK                 4701887 1987      0.122539538 0.22667228  226.67228\n",
       "37829 Sebastian Zeki       3632206 1987      0.245803373 0.21928389  219.28389\n",
       "30481 Neil                 2927983 1987      0.128243515 0.20215350  202.15350\n",
       "75406 rnorouzian           7223434 1987      0.111263415 0.18529081  185.29081\n",
       "19422 42-                  1855677    1      0.009522211 0.17518437  175.18437\n",
       "38    Tyler Rinker         1000343    1      0.610078062 0.14742209  147.42209\n",
       "74002 MYaseen208           707145     1      0.298123368 0.14444657  144.44657\n",
       "55132 G. Grothendieck      516548     1      0.007066914 0.13646314  136.46314\n",
       "24790 MrFlick              2372064    1      0.010483928 0.13115190  131.15190\n",
       "41567 Ronak Shah           3962914 1987      0.018215382 0.13088849  130.88849\n",
       "50748 giacomo              4796107 1987      0.108673652 0.12415104  124.15104\n",
       "36957 Alexander            3555558 1987      0.103038474 0.11700320  117.00320\n",
       "62865 nak5120              5893585 1987      0.166012865 0.11131758  111.31758\n",
       "13242 A5C1D2H2I1M1N2O1R2T1 1270695    1      0.043574163 0.10949418  109.49418\n",
       "17108 Rilcon42             1634753 1987      0.160620070 0.10595474  105.95474\n",
       "31869 Rich Scriven         3063910    1      0.074418029 0.09931859   99.31859\n",
       "35070 user3375672          3375672 1987      0.082885659 0.09772553   97.72553\n",
       "23857 Maximilian           2280536 1987      0.105532694 0.09763297   97.63297\n",
       "19954 Ben Bolker           190277     1      0.044029161 0.09721320   97.21320\n",
       "63128 nik                  5919561 1987      0.092620955 0.09599805   95.99805\n",
       "34843 user3354212          3354212 1987      0.014346533 0.09566737   95.66737\n",
       "24664 Sharath              2359320 1987      0.044684612 0.09515946   95.15946\n",
       "71396 neversaint           67405      1      1.444409731 0.09488619   94.88619\n",
       "35218 Adrian               3391549 1987      0.221627917 0.09430117   94.30117\n",
       "24080 user2300940          2300940 1987      0.349228734 0.09416078   94.16078\n",
       "47524 oercim               4513999 1987      0.040646549 0.09363868   93.63868\n",
       "28348 user2716568          2716568 1987      0.060588119 0.08711143   87.11143\n",
       "36621 rnso                 3522130    1      0.126291417 0.08552991   85.52991\n",
       "33466 89_Simple            3227302 1987      0.096756569 0.08360061   83.60061\n",
       "⋮     ⋮                    ⋮       ⋮         ⋮           ⋮          ⋮         \n",
       "40625 Anubhav Dikshit      3875610 1987      0.05400056  0.05712482 57.12482  \n",
       "35829 Rajarshi Bhadra      3447753 1987      0.05112551  0.05676780 56.76780  \n",
       "52673 eipi10               496488     1      0.11676625  0.05634816 56.34816  \n",
       "44985 thiagoveloso         4272937 1987      0.06358039  0.05569828 55.69828  \n",
       "30438 GabyLP               2924453 1987      0.11445347  0.05564783 55.64783  \n",
       "17889 DeltaIV              1711271 1987      0.08143465  0.05513568 55.13568  \n",
       "60047 bvowe                5619171 1987      0.05818817  0.05459609 54.59609  \n",
       "51776 Wilcar               4887832 1987      0.03779631  0.05450426 54.50426  \n",
       "91578 screechOwl           914308     1      0.57575393  0.05444053 54.44053  \n",
       "59307 dan                  5548896 1987      0.10574421  0.05413786 54.13786  \n",
       "5272  KT_1                 1073425    1      0.16882020  0.05314019 53.14019  \n",
       "28344 Joshua Ulrich        271616     1      0.03091032  0.05291958 52.91958  \n",
       "64322 HNSKD                6042576 1987      0.05188509  0.05272629 52.72629  \n",
       "36606 docendo discimus     3521006 1987      0.01422775  0.05220781 52.20781  \n",
       "43078 Vedda                4104728 1987      0.05539063  0.05190490 51.90490  \n",
       "64110 Andrie               602276     1      0.11405660  0.05106489 51.06489  \n",
       "11208 adam.888             1169210    1      0.27502108  0.05069843 50.69843  \n",
       "23777 Moody_Mudskipper     2270475 1987      0.03834720  0.05022505 50.22505  \n",
       "39634 runningbirds         3788557 1987      0.15728813  0.05010184 50.10184  \n",
       "82965 LLL                  8086501 1987      0.04706998  0.04910165 49.10165  \n",
       "39181 gibbz00              3749836 1987      0.01727234  0.04894834 48.94834  \n",
       "33249 user3206440          3206440 1987      0.03966094  0.04893306 48.93306  \n",
       "42041 Denis                400589  1987      0.01255264  0.04880579 48.80579  \n",
       "71921 zx8754               680068  1987      0.02879906  0.04856528 48.56528  \n",
       "28955 B. Davis             2778289 1987      0.07901650  0.04834337 48.34337  \n",
       "59859 Arun                 559784     1      0.01105291  0.04822212 48.22212  \n",
       "15220 hrbrmstr             1457051    1      0.01314367  0.04804170 48.04170  \n",
       "13602 Eric Fail            1305688    1      0.09071324  0.04751356 47.51356  \n",
       "85847 Eric Green           841405  1987      0.13060858  0.04745923 47.45923  \n",
       "57846 aelwan               5420677 1987      0.05754748  0.04734672 47.34672  \n",
       "      authority    power_centrality reputation size     color    \n",
       "38975 0.000000000   3.171532e-01         1     1.510563 #FF0001CC\n",
       "49694 1.000000000   1.194195e-05      2016     1.673390 #FF0001CC\n",
       "37829 0.964194296   0.000000e+00      2781     1.829671 #FF0001CC\n",
       "30481 0.901995464   2.985488e-05      2629     1.680993 #FF0001CC\n",
       "75406 0.804140518  -2.578620e-03      2426     1.658246 #FF0001CC\n",
       "19422 0.031641372   4.805872e-02    220683     1.514216 #FF0100CC\n",
       "38    0.445760056  -4.901495e-03     67492     2.214424 #FF0100CC\n",
       "74002 0.584386974   3.217314e-03      8257     1.891379 #FF0100CC\n",
       "55132 0.000000000  -1.214871e-01    163789     1.510563 #FF0100CC\n",
       "24790 0.005327512   2.805661e-02    131046     1.515644 #FF0100CC\n",
       "41567 0.083986783  -7.817097e-03     75566     1.527077 #FF0001CC\n",
       "50748 0.544303016   8.654555e-03      1821     1.654747 #FF0001CC\n",
       "36957 0.512525511   0.000000e+00      1554     1.647103 #FF0001CC\n",
       "62865 0.486650297   1.711289e-03      1656     1.730385 #FF0001CC\n",
       "13242 0.005932954   3.281671e-02    158301     1.563977 #FF0100CC\n",
       "17108 0.458560230  -7.808779e-04      3054     1.723432 #FF0001CC\n",
       "31869 0.079972675  -9.650276e-03     79471     1.607669 #FF0100CC\n",
       "35070 0.429109574   6.568074e-05      1564     1.619444 #FF0001CC\n",
       "23857 0.410721287   7.397485e-04      1850     1.650491 #FF0001CC\n",
       "19954 0.047142019   4.558302e-03    140398     1.564631 #FF0100CC\n",
       "63128 0.419220156   7.463721e-05       801     1.632869 #FF0001CC\n",
       "34843 0.423631839   0.000000e+00       610     1.521367 #FF0001CC\n",
       "24664 0.417730408   0.000000e+00       993     1.565573 #FF0001CC\n",
       "71396 0.392420688   7.165172e-05     19158     2.840706 #FF0100CC\n",
       "35218 0.399554355   0.000000e+00      2091     1.800276 #FF0001CC\n",
       "24080 0.414167429   7.165172e-05       789     1.949300 #FF0001CC\n",
       "47524 0.416383724   0.000000e+00       739     1.559763 #FF0001CC\n",
       "28348 0.379386672   0.000000e+00       610     1.588235 #FF0001CC\n",
       "36621 0.302057579  -6.241491e-03     13018     1.678395 #FF0100CC\n",
       "33466 0.357778339   1.194195e-05      1122     1.638536 #FF0001CC\n",
       "⋮     ⋮            ⋮                ⋮          ⋮        ⋮        \n",
       "40625 2.521494e-01  0.000000e+00       736     1.578889 #FF0001CC\n",
       "35829 2.493296e-01  0.000000e+00       719     1.574792 #FF0001CC\n",
       "52673 1.508211e-02  6.289853e-03     63490     1.665656 #FF0100CC\n",
       "44985 2.429812e-01 -5.680044e-03       905     1.592461 #FF0001CC\n",
       "30438 2.354782e-01  0.000000e+00      1439     1.662546 #FF0001CC\n",
       "17889 2.392079e-01  1.194195e-05      1571     1.617433 #FF0001CC\n",
       "60047 2.398260e-01  0.000000e+00       493     1.584837 #FF0001CC\n",
       "51776 2.394562e-01  2.388391e-05       681     1.555649 #FF0001CC\n",
       "91578 1.873626e-01  1.017276e-03     10938     2.182101 #FF0100CC\n",
       "59307 2.320302e-01  0.000000e+00      1742     1.650778 #FF0001CC\n",
       "5272  2.184518e-01  0.000000e+00      2742     1.733992 #FF0100CC\n",
       "28344 3.734808e-03  1.938074e-02    144542     1.545663 #FF0100CC\n",
       "64322 2.323423e-01 -3.489391e-03       697     1.575876 #FF0001CC\n",
       "36606 1.121418e-02 -3.182061e-03     54512     1.521191 #FF0001CC\n",
       "43078 2.202074e-01 -1.050241e-04      2579     1.580866 #FF0001CC\n",
       "64110 2.503533e-02 -9.966346e-04    141415     1.662012 #FF0100CC\n",
       "11208 1.907143e-01  2.388391e-05      3215     1.864444 #FF0100CC\n",
       "23777 7.026327e-02  1.682496e-02     27162     1.556445 #FF0001CC\n",
       "39634 2.158502e-01  0.000000e+00      1332     1.719119 #FF0001CC\n",
       "82965 2.164060e-01  0.000000e+00       373     1.568994 #FF0001CC\n",
       "39181 2.106232e-01  0.000000e+00       969     1.525687 #FF0001CC\n",
       "33249 2.148233e-01  0.000000e+00       995     1.558342 #FF0001CC\n",
       "42041 2.124690e-01 -8.751473e-03      6152     1.518712 #FF0001CC\n",
       "71921 5.644501e-02 -1.516298e-02     32317     1.542588 #FF0001CC\n",
       "28955 2.007488e-01  1.194195e-05      1539     1.614075 #FF0001CC\n",
       "59859 7.620893e-03  1.302612e-02     97225     1.516488 #FF0100CC\n",
       "15220 2.330066e-05  5.465548e-02     63924     1.519587 #FF0100CC\n",
       "13602 1.686789e-01 -4.914425e-03      4110     1.630248 #FF0100CC\n",
       "85847 1.951834e-01  9.662113e-04      2761     1.684134 #FF0001CC\n",
       "57846 2.040231e-01  2.968242e-03      1597     1.583929 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by Eigenvector Centrality as a measure of reputation\n",
    "evc <- df3[order(df3$evcent, decreasing=T),]\n",
    "head(evc, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 100 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>71396</th><td>neversaint       </td><td>67405  </td><td>   1</td><td>1.4444097</td><td>0.094886189</td><td> 94.886189</td><td>0.392420688</td><td> 7.165172e-05</td><td>19158</td><td>2.840706</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>14413</th><td>pdubois          </td><td>1380929</td><td>1987</td><td>1.3511951</td><td>0.059651006</td><td> 59.651006</td><td>0.254372814</td><td> 4.776781e-05</td><td> 2717</td><td>2.782386</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>26842</th><td>Tal Galili       </td><td>256662 </td><td>   1</td><td>0.7319668</td><td>0.017364299</td><td> 17.364299</td><td>0.040964010</td><td>-7.815251e-04</td><td>12114</td><td>2.323886</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>16292</th><td>Btibert3         </td><td>155406 </td><td>   1</td><td>0.7134065</td><td>0.021180213</td><td> 21.180213</td><td>0.068785234</td><td>-4.975588e-03</td><td>13879</td><td>2.307725</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>38</th><td>Tyler Rinker     </td><td>1000343</td><td>   1</td><td>0.6100781</td><td>0.147422092</td><td>147.422092</td><td>0.445760056</td><td>-4.901495e-03</td><td>67492</td><td>2.214424</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>39487</th><td>JD Long          </td><td>37751  </td><td>   1</td><td>0.5804140</td><td>0.022868805</td><td> 22.868805</td><td>0.055528606</td><td> 1.164467e-03</td><td>37712</td><td>2.186530</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>91578</th><td>screechOwl       </td><td>914308 </td><td>   1</td><td>0.5757539</td><td>0.054440526</td><td> 54.440526</td><td>0.187362602</td><td> 1.017276e-03</td><td>10938</td><td>2.182101</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>17793</th><td>Brandon Bertelsen</td><td>170352 </td><td>   1</td><td>0.5227248</td><td>0.040784682</td><td> 40.784682</td><td>0.103292249</td><td> 1.120356e-03</td><td>26401</td><td>2.130752</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>38179</th><td>Matt Bannert     </td><td>366256 </td><td>   1</td><td>0.4423550</td><td>0.024044573</td><td> 24.044573</td><td>0.068724302</td><td> 5.153809e-03</td><td>14394</td><td>2.049416</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>39045</th><td>lokheart         </td><td>373908 </td><td>   1</td><td>0.4214226</td><td>0.033843264</td><td> 33.843264</td><td>0.123340269</td><td> 6.568074e-05</td><td> 9217</td><td>2.027487</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>18888</th><td>Jeromy Anglim    </td><td>180892 </td><td>   1</td><td>0.3717671</td><td>0.005714123</td><td>  5.714123</td><td>0.012825057</td><td> 7.298576e-04</td><td>20665</td><td>1.974150</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>37089</th><td>SFun28           </td><td>356790 </td><td>   1</td><td>0.3604741</td><td>0.027953619</td><td> 27.953619</td><td>0.086831162</td><td>-1.975648e-03</td><td>14662</td><td>1.961750</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>92624</th><td>jon              </td><td>927589 </td><td>   1</td><td>0.3579982</td><td>0.026701249</td><td> 26.701249</td><td>0.078105828</td><td>-4.247653e-04</td><td> 5391</td><td>1.959018</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>42339</th><td>BioMan           </td><td>4033639</td><td>1987</td><td>0.3508674</td><td>0.036735399</td><td> 36.735399</td><td>0.158098813</td><td> 4.776781e-05</td><td>  359</td><td>1.951120</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>24080</th><td>user2300940      </td><td>2300940</td><td>1987</td><td>0.3492287</td><td>0.094160777</td><td> 94.160777</td><td>0.414167429</td><td> 7.165172e-05</td><td>  789</td><td>1.949300</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>20953</th><td>medriscoll       </td><td>2002705</td><td>   1</td><td>0.3279713</td><td>0.002414570</td><td>  2.414570</td><td>0.005618800</td><td> 6.080211e-03</td><td>14662</td><td>1.925479</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>90936</th><td>ECII             </td><td>906592 </td><td>   1</td><td>0.3225862</td><td>0.027006414</td><td> 27.006414</td><td>0.084672181</td><td>-8.292946e-04</td><td> 3959</td><td>1.919384</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>35912</th><td>Zach             </td><td>345660 </td><td>   1</td><td>0.3191467</td><td>0.027351078</td><td> 27.351078</td><td>0.080635968</td><td>-6.949192e-03</td><td>14796</td><td>1.915478</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>32583</th><td>Maiasaura        </td><td>313163 </td><td>   1</td><td>0.3169494</td><td>0.016294902</td><td> 16.294902</td><td>0.034109044</td><td> 1.151557e-02</td><td>18299</td><td>1.912977</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15384</th><td>user1471980      </td><td>1471980</td><td>   1</td><td>0.3131181</td><td>0.067989353</td><td> 67.989353</td><td>0.257370215</td><td> 2.600788e-03</td><td> 4172</td><td>1.908607</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>74002</th><td>MYaseen208       </td><td>707145 </td><td>   1</td><td>0.2981234</td><td>0.144446566</td><td>144.446566</td><td>0.584386974</td><td> 3.217314e-03</td><td> 8257</td><td>1.891379</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>97729</th><td>Rappster         </td><td>989691 </td><td>   1</td><td>0.2944751</td><td>0.021891357</td><td> 21.891357</td><td>0.083519037</td><td>-1.391161e-02</td><td> 5994</td><td>1.887158</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>20840</th><td>David LeBauer    </td><td>199217 </td><td>   1</td><td>0.2907059</td><td>0.019444680</td><td> 19.444680</td><td>0.055291761</td><td>-2.317299e-03</td><td>16989</td><td>1.882784</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>64516</th><td>Frank            </td><td>60628  </td><td>   1</td><td>0.2815891</td><td>0.002012305</td><td>  2.012305</td><td>0.005602642</td><td> 0.000000e+00</td><td>29893</td><td>1.872151</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>29703</th><td>Shaxi Liver      </td><td>2855161</td><td>1987</td><td>0.2753401</td><td>0.076663680</td><td> 76.663680</td><td>0.326884716</td><td>-3.582586e-04</td><td> 1023</td><td>1.864819</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>11208</th><td>adam.888         </td><td>1169210</td><td>   1</td><td>0.2750211</td><td>0.050698435</td><td> 50.698435</td><td>0.190714321</td><td> 2.388391e-05</td><td> 3215</td><td>1.864444</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>74649</th><td>Alex             </td><td>714319 </td><td>   1</td><td>0.2696030</td><td>0.032416220</td><td> 32.416220</td><td>0.105858960</td><td> 1.433034e-04</td><td> 8455</td><td>1.858056</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>79601</th><td>R_User           </td><td>771077 </td><td>   1</td><td>0.2644232</td><td>0.012582465</td><td> 12.582465</td><td>0.038550469</td><td> 3.980651e-05</td><td> 4497</td><td>1.851924</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>59137</th><td>Mark             </td><td>55362  </td><td>   1</td><td>0.2472401</td><td>0.002672329</td><td>  2.672329</td><td>0.007712058</td><td> 2.388391e-05</td><td> 4880</td><td>1.831400</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>37829</th><td>Sebastian Zeki   </td><td>3632206</td><td>1987</td><td>0.2458034</td><td>0.219283889</td><td>219.283889</td><td>0.964194296</td><td> 0.000000e+00</td><td> 2781</td><td>1.829671</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>17337</th><td>Ali             </td><td>1657511</td><td>   1</td><td>0.1681641</td><td>0.0169880764</td><td> 16.9880764</td><td>0.0519540806</td><td>-3.231854e-03</td><td> 5107</td><td>1.733150</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>39425</th><td>David B         </td><td>377031 </td><td>   1</td><td>0.1673237</td><td>0.0067939272</td><td>  6.7939272</td><td>0.0194136495</td><td> 0.000000e+00</td><td>12065</td><td>1.732070</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>62865</th><td>nak5120         </td><td>5893585</td><td>1987</td><td>0.1660129</td><td>0.1113175838</td><td>111.3175838</td><td>0.4866502969</td><td> 1.711289e-03</td><td> 1656</td><td>1.730385</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>30390</th><td>Rechlay         </td><td>2920032</td><td>1987</td><td>0.1659814</td><td>0.0175975924</td><td> 17.5975924</td><td>0.0695530568</td><td>-1.671873e-04</td><td>  600</td><td>1.730345</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>31122</th><td>Brani           </td><td>299077 </td><td>   1</td><td>0.1658134</td><td>0.0171433886</td><td> 17.1433886</td><td>0.0693001731</td><td> 2.332395e-03</td><td> 3557</td><td>1.730129</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>76483</th><td>Renato Dinhani  </td><td>734984 </td><td>   1</td><td>0.1657911</td><td>0.0011526879</td><td>  1.1526879</td><td>0.0031485317</td><td> 0.000000e+00</td><td>12917</td><td>1.730100</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>18024</th><td>user1723765     </td><td>1723765</td><td>   1</td><td>0.1650104</td><td>0.0252638320</td><td> 25.2638320</td><td>0.0949634225</td><td> 0.000000e+00</td><td> 2584</td><td>1.729095</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>17151</th><td>John Garreth    </td><td>1638377</td><td>   1</td><td>0.1632902</td><td>0.0007591794</td><td>  0.7591794</td><td>0.0022971522</td><td> 3.184521e-05</td><td>  627</td><td>1.726879</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13156</th><td>Zack            </td><td>1264243</td><td>   1</td><td>0.1630091</td><td>0.0003406698</td><td>  0.3406698</td><td>0.0004031737</td><td> 0.000000e+00</td><td>  192</td><td>1.726516</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15811</th><td>alittleboy      </td><td>1510531</td><td>   1</td><td>0.1620098</td><td>0.0153044353</td><td> 15.3044353</td><td>0.0507258939</td><td>-2.888011e-04</td><td> 4674</td><td>1.725227</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>54714</th><td>Abe             </td><td>513006 </td><td>   1</td><td>0.1612297</td><td>0.0057256409</td><td>  5.7256409</td><td>0.0160547716</td><td> 1.194195e-05</td><td> 4236</td><td>1.724219</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>17108</th><td>Rilcon42        </td><td>1634753</td><td>1987</td><td>0.1606201</td><td>0.1059547373</td><td>105.9547373</td><td>0.4585602301</td><td>-7.808779e-04</td><td> 3054</td><td>1.723432</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>1847</th><td>Doug Fir        </td><td>1024586</td><td>1987</td><td>0.1588845</td><td>0.0812663433</td><td> 81.2663433</td><td>0.3537340650</td><td> 1.194195e-05</td><td> 6042</td><td>1.721187</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>49639</th><td>owner           </td><td>4696968</td><td>   1</td><td>0.1588217</td><td>0.0011517051</td><td>  1.1517051</td><td>0.0034778146</td><td> 0.000000e+00</td><td>  338</td><td>1.721106</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>42258</th><td>Sam             </td><td>402681 </td><td>   1</td><td>0.1580939</td><td>0.0047915549</td><td>  4.7915549</td><td>0.0152385572</td><td> 2.388391e-05</td><td> 3120</td><td>1.720163</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>80736</th><td>Qbik            </td><td>783421 </td><td>   1</td><td>0.1574769</td><td>0.0216609076</td><td> 21.6609076</td><td>0.0833875868</td><td>-5.278652e-03</td><td> 2151</td><td>1.719364</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>39634</th><td>runningbirds    </td><td>3788557</td><td>1987</td><td>0.1572881</td><td>0.0501018449</td><td> 50.1018449</td><td>0.2158501968</td><td> 0.000000e+00</td><td> 1332</td><td>1.719119</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>40920</th><td>John            </td><td>390388 </td><td>   1</td><td>0.1563213</td><td>0.0107787602</td><td> 10.7787602</td><td>0.0369036913</td><td>-7.210084e-03</td><td>13525</td><td>1.717866</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>42653</th><td>ATMathew        </td><td>406278 </td><td>   1</td><td>0.1561700</td><td>0.0143694373</td><td> 14.3694373</td><td>0.0459585027</td><td> 6.079459e-04</td><td> 5086</td><td>1.717669</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>18814</th><td>Ignacio         </td><td>1800784</td><td>1987</td><td>0.1560565</td><td>0.0646664091</td><td> 64.6664091</td><td>0.2718887113</td><td> 0.000000e+00</td><td> 2964</td><td>1.717522</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>33056</th><td>Jeroen          </td><td>318752 </td><td>   1</td><td>0.1550057</td><td>0.0131342626</td><td> 13.1342626</td><td>0.0318351397</td><td> 1.554064e-03</td><td>16976</td><td>1.716158</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15100</th><td>DrewConway      </td><td>144537 </td><td>   1</td><td>0.1546133</td><td>0.0017391462</td><td>  1.7391462</td><td>0.0040327965</td><td>-7.150273e-03</td><td> 3177</td><td>1.715648</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>14977</th><td>hatmatrix       </td><td>143476 </td><td>   1</td><td>0.1527595</td><td>0.0043088915</td><td>  4.3088915</td><td>0.0110405567</td><td>-3.836984e-04</td><td>19273</td><td>1.713238</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>19143</th><td>Rasmus Larsen   </td><td>1831980</td><td>1987</td><td>0.1518949</td><td>0.0250958097</td><td> 25.0958097</td><td>0.1050750730</td><td>-3.924814e-03</td><td> 1436</td><td>1.712112</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>6941</th><td>Stéphane Laurent</td><td>1100107</td><td>   1</td><td>0.1516871</td><td>0.0338761429</td><td> 33.8761429</td><td>0.0675062849</td><td> 2.944184e-03</td><td>21451</td><td>1.711842</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>60080</th><td>qed             </td><td>562222 </td><td>   1</td><td>0.1490603</td><td>0.0165067025</td><td> 16.5067025</td><td>0.0558767553</td><td> 8.585651e-03</td><td>10738</td><td>1.708417</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>17317</th><td>Konrad          </td><td>1655567</td><td>1987</td><td>0.1476501</td><td>0.0740338039</td><td> 74.0338039</td><td>0.2977381930</td><td>-2.748167e-03</td><td> 8363</td><td>1.706575</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>22479</th><td>Ben             </td><td>2146894</td><td>   1</td><td>0.1467355</td><td>0.0319404699</td><td> 31.9404699</td><td>0.1132153957</td><td> 9.108710e-04</td><td> 6734</td><td>1.705379</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>43392</th><td>laukok          </td><td>413225 </td><td>1987</td><td>0.1464436</td><td>0.0235789437</td><td> 23.5789437</td><td>0.1013809194</td><td> 0.000000e+00</td><td>20838</td><td>1.704997</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>25191</th><td>Donbeo          </td><td>2411173</td><td>1987</td><td>0.1463866</td><td>0.0163246669</td><td> 16.3246669</td><td>0.0678527666</td><td> 1.015066e-04</td><td> 5645</td><td>1.704922</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 100 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t71396 & neversaint        & 67405   &    1 & 1.4444097 & 0.094886189 &  94.886189 & 0.392420688 &  7.165172e-05 & 19158 & 2.840706 & \\#FF0100CC\\\\\n",
       "\t14413 & pdubois           & 1380929 & 1987 & 1.3511951 & 0.059651006 &  59.651006 & 0.254372814 &  4.776781e-05 &  2717 & 2.782386 & \\#FF0001CC\\\\\n",
       "\t26842 & Tal Galili        & 256662  &    1 & 0.7319668 & 0.017364299 &  17.364299 & 0.040964010 & -7.815251e-04 & 12114 & 2.323886 & \\#FF0100CC\\\\\n",
       "\t16292 & Btibert3          & 155406  &    1 & 0.7134065 & 0.021180213 &  21.180213 & 0.068785234 & -4.975588e-03 & 13879 & 2.307725 & \\#FF0100CC\\\\\n",
       "\t38 & Tyler Rinker      & 1000343 &    1 & 0.6100781 & 0.147422092 & 147.422092 & 0.445760056 & -4.901495e-03 & 67492 & 2.214424 & \\#FF0100CC\\\\\n",
       "\t39487 & JD Long           & 37751   &    1 & 0.5804140 & 0.022868805 &  22.868805 & 0.055528606 &  1.164467e-03 & 37712 & 2.186530 & \\#FF0100CC\\\\\n",
       "\t91578 & screechOwl        & 914308  &    1 & 0.5757539 & 0.054440526 &  54.440526 & 0.187362602 &  1.017276e-03 & 10938 & 2.182101 & \\#FF0100CC\\\\\n",
       "\t17793 & Brandon Bertelsen & 170352  &    1 & 0.5227248 & 0.040784682 &  40.784682 & 0.103292249 &  1.120356e-03 & 26401 & 2.130752 & \\#FF0100CC\\\\\n",
       "\t38179 & Matt Bannert      & 366256  &    1 & 0.4423550 & 0.024044573 &  24.044573 & 0.068724302 &  5.153809e-03 & 14394 & 2.049416 & \\#FF0100CC\\\\\n",
       "\t39045 & lokheart          & 373908  &    1 & 0.4214226 & 0.033843264 &  33.843264 & 0.123340269 &  6.568074e-05 &  9217 & 2.027487 & \\#FF0100CC\\\\\n",
       "\t18888 & Jeromy Anglim     & 180892  &    1 & 0.3717671 & 0.005714123 &   5.714123 & 0.012825057 &  7.298576e-04 & 20665 & 1.974150 & \\#FF0100CC\\\\\n",
       "\t37089 & SFun28            & 356790  &    1 & 0.3604741 & 0.027953619 &  27.953619 & 0.086831162 & -1.975648e-03 & 14662 & 1.961750 & \\#FF0100CC\\\\\n",
       "\t92624 & jon               & 927589  &    1 & 0.3579982 & 0.026701249 &  26.701249 & 0.078105828 & -4.247653e-04 &  5391 & 1.959018 & \\#FF0100CC\\\\\n",
       "\t42339 & BioMan            & 4033639 & 1987 & 0.3508674 & 0.036735399 &  36.735399 & 0.158098813 &  4.776781e-05 &   359 & 1.951120 & \\#FF0001CC\\\\\n",
       "\t24080 & user2300940       & 2300940 & 1987 & 0.3492287 & 0.094160777 &  94.160777 & 0.414167429 &  7.165172e-05 &   789 & 1.949300 & \\#FF0001CC\\\\\n",
       "\t20953 & medriscoll        & 2002705 &    1 & 0.3279713 & 0.002414570 &   2.414570 & 0.005618800 &  6.080211e-03 & 14662 & 1.925479 & \\#FF0100CC\\\\\n",
       "\t90936 & ECII              & 906592  &    1 & 0.3225862 & 0.027006414 &  27.006414 & 0.084672181 & -8.292946e-04 &  3959 & 1.919384 & \\#FF0100CC\\\\\n",
       "\t35912 & Zach              & 345660  &    1 & 0.3191467 & 0.027351078 &  27.351078 & 0.080635968 & -6.949192e-03 & 14796 & 1.915478 & \\#FF0100CC\\\\\n",
       "\t32583 & Maiasaura         & 313163  &    1 & 0.3169494 & 0.016294902 &  16.294902 & 0.034109044 &  1.151557e-02 & 18299 & 1.912977 & \\#FF0100CC\\\\\n",
       "\t15384 & user1471980       & 1471980 &    1 & 0.3131181 & 0.067989353 &  67.989353 & 0.257370215 &  2.600788e-03 &  4172 & 1.908607 & \\#FF0100CC\\\\\n",
       "\t74002 & MYaseen208        & 707145  &    1 & 0.2981234 & 0.144446566 & 144.446566 & 0.584386974 &  3.217314e-03 &  8257 & 1.891379 & \\#FF0100CC\\\\\n",
       "\t97729 & Rappster          & 989691  &    1 & 0.2944751 & 0.021891357 &  21.891357 & 0.083519037 & -1.391161e-02 &  5994 & 1.887158 & \\#FF0100CC\\\\\n",
       "\t20840 & David LeBauer     & 199217  &    1 & 0.2907059 & 0.019444680 &  19.444680 & 0.055291761 & -2.317299e-03 & 16989 & 1.882784 & \\#FF0100CC\\\\\n",
       "\t64516 & Frank             & 60628   &    1 & 0.2815891 & 0.002012305 &   2.012305 & 0.005602642 &  0.000000e+00 & 29893 & 1.872151 & \\#FF0100CC\\\\\n",
       "\t29703 & Shaxi Liver       & 2855161 & 1987 & 0.2753401 & 0.076663680 &  76.663680 & 0.326884716 & -3.582586e-04 &  1023 & 1.864819 & \\#FF0001CC\\\\\n",
       "\t11208 & adam.888          & 1169210 &    1 & 0.2750211 & 0.050698435 &  50.698435 & 0.190714321 &  2.388391e-05 &  3215 & 1.864444 & \\#FF0100CC\\\\\n",
       "\t74649 & Alex              & 714319  &    1 & 0.2696030 & 0.032416220 &  32.416220 & 0.105858960 &  1.433034e-04 &  8455 & 1.858056 & \\#FF0100CC\\\\\n",
       "\t79601 & R\\_User            & 771077  &    1 & 0.2644232 & 0.012582465 &  12.582465 & 0.038550469 &  3.980651e-05 &  4497 & 1.851924 & \\#FF0100CC\\\\\n",
       "\t59137 & Mark              & 55362   &    1 & 0.2472401 & 0.002672329 &   2.672329 & 0.007712058 &  2.388391e-05 &  4880 & 1.831400 & \\#FF0100CC\\\\\n",
       "\t37829 & Sebastian Zeki    & 3632206 & 1987 & 0.2458034 & 0.219283889 & 219.283889 & 0.964194296 &  0.000000e+00 &  2781 & 1.829671 & \\#FF0001CC\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t17337 & Ali              & 1657511 &    1 & 0.1681641 & 0.0169880764 &  16.9880764 & 0.0519540806 & -3.231854e-03 &  5107 & 1.733150 & \\#FF0100CC\\\\\n",
       "\t39425 & David B          & 377031  &    1 & 0.1673237 & 0.0067939272 &   6.7939272 & 0.0194136495 &  0.000000e+00 & 12065 & 1.732070 & \\#FF0100CC\\\\\n",
       "\t62865 & nak5120          & 5893585 & 1987 & 0.1660129 & 0.1113175838 & 111.3175838 & 0.4866502969 &  1.711289e-03 &  1656 & 1.730385 & \\#FF0001CC\\\\\n",
       "\t30390 & Rechlay          & 2920032 & 1987 & 0.1659814 & 0.0175975924 &  17.5975924 & 0.0695530568 & -1.671873e-04 &   600 & 1.730345 & \\#FF0001CC\\\\\n",
       "\t31122 & Brani            & 299077  &    1 & 0.1658134 & 0.0171433886 &  17.1433886 & 0.0693001731 &  2.332395e-03 &  3557 & 1.730129 & \\#FF0100CC\\\\\n",
       "\t76483 & Renato Dinhani   & 734984  &    1 & 0.1657911 & 0.0011526879 &   1.1526879 & 0.0031485317 &  0.000000e+00 & 12917 & 1.730100 & \\#FF0100CC\\\\\n",
       "\t18024 & user1723765      & 1723765 &    1 & 0.1650104 & 0.0252638320 &  25.2638320 & 0.0949634225 &  0.000000e+00 &  2584 & 1.729095 & \\#FF0100CC\\\\\n",
       "\t17151 & John Garreth     & 1638377 &    1 & 0.1632902 & 0.0007591794 &   0.7591794 & 0.0022971522 &  3.184521e-05 &   627 & 1.726879 & \\#FF0100CC\\\\\n",
       "\t13156 & Zack             & 1264243 &    1 & 0.1630091 & 0.0003406698 &   0.3406698 & 0.0004031737 &  0.000000e+00 &   192 & 1.726516 & \\#FF0100CC\\\\\n",
       "\t15811 & alittleboy       & 1510531 &    1 & 0.1620098 & 0.0153044353 &  15.3044353 & 0.0507258939 & -2.888011e-04 &  4674 & 1.725227 & \\#FF0100CC\\\\\n",
       "\t54714 & Abe              & 513006  &    1 & 0.1612297 & 0.0057256409 &   5.7256409 & 0.0160547716 &  1.194195e-05 &  4236 & 1.724219 & \\#FF0100CC\\\\\n",
       "\t17108 & Rilcon42         & 1634753 & 1987 & 0.1606201 & 0.1059547373 & 105.9547373 & 0.4585602301 & -7.808779e-04 &  3054 & 1.723432 & \\#FF0001CC\\\\\n",
       "\t1847 & Doug Fir         & 1024586 & 1987 & 0.1588845 & 0.0812663433 &  81.2663433 & 0.3537340650 &  1.194195e-05 &  6042 & 1.721187 & \\#FF0001CC\\\\\n",
       "\t49639 & owner            & 4696968 &    1 & 0.1588217 & 0.0011517051 &   1.1517051 & 0.0034778146 &  0.000000e+00 &   338 & 1.721106 & \\#FF0100CC\\\\\n",
       "\t42258 & Sam              & 402681  &    1 & 0.1580939 & 0.0047915549 &   4.7915549 & 0.0152385572 &  2.388391e-05 &  3120 & 1.720163 & \\#FF0100CC\\\\\n",
       "\t80736 & Qbik             & 783421  &    1 & 0.1574769 & 0.0216609076 &  21.6609076 & 0.0833875868 & -5.278652e-03 &  2151 & 1.719364 & \\#FF0100CC\\\\\n",
       "\t39634 & runningbirds     & 3788557 & 1987 & 0.1572881 & 0.0501018449 &  50.1018449 & 0.2158501968 &  0.000000e+00 &  1332 & 1.719119 & \\#FF0001CC\\\\\n",
       "\t40920 & John             & 390388  &    1 & 0.1563213 & 0.0107787602 &  10.7787602 & 0.0369036913 & -7.210084e-03 & 13525 & 1.717866 & \\#FF0100CC\\\\\n",
       "\t42653 & ATMathew         & 406278  &    1 & 0.1561700 & 0.0143694373 &  14.3694373 & 0.0459585027 &  6.079459e-04 &  5086 & 1.717669 & \\#FF0100CC\\\\\n",
       "\t18814 & Ignacio          & 1800784 & 1987 & 0.1560565 & 0.0646664091 &  64.6664091 & 0.2718887113 &  0.000000e+00 &  2964 & 1.717522 & \\#FF0001CC\\\\\n",
       "\t33056 & Jeroen           & 318752  &    1 & 0.1550057 & 0.0131342626 &  13.1342626 & 0.0318351397 &  1.554064e-03 & 16976 & 1.716158 & \\#FF0100CC\\\\\n",
       "\t15100 & DrewConway       & 144537  &    1 & 0.1546133 & 0.0017391462 &   1.7391462 & 0.0040327965 & -7.150273e-03 &  3177 & 1.715648 & \\#FF0100CC\\\\\n",
       "\t14977 & hatmatrix        & 143476  &    1 & 0.1527595 & 0.0043088915 &   4.3088915 & 0.0110405567 & -3.836984e-04 & 19273 & 1.713238 & \\#FF0100CC\\\\\n",
       "\t19143 & Rasmus Larsen    & 1831980 & 1987 & 0.1518949 & 0.0250958097 &  25.0958097 & 0.1050750730 & -3.924814e-03 &  1436 & 1.712112 & \\#FF0001CC\\\\\n",
       "\t6941 & Stéphane Laurent & 1100107 &    1 & 0.1516871 & 0.0338761429 &  33.8761429 & 0.0675062849 &  2.944184e-03 & 21451 & 1.711842 & \\#FF0100CC\\\\\n",
       "\t60080 & qed              & 562222  &    1 & 0.1490603 & 0.0165067025 &  16.5067025 & 0.0558767553 &  8.585651e-03 & 10738 & 1.708417 & \\#FF0100CC\\\\\n",
       "\t17317 & Konrad           & 1655567 & 1987 & 0.1476501 & 0.0740338039 &  74.0338039 & 0.2977381930 & -2.748167e-03 &  8363 & 1.706575 & \\#FF0001CC\\\\\n",
       "\t22479 & Ben              & 2146894 &    1 & 0.1467355 & 0.0319404699 &  31.9404699 & 0.1132153957 &  9.108710e-04 &  6734 & 1.705379 & \\#FF0100CC\\\\\n",
       "\t43392 & laukok           & 413225  & 1987 & 0.1464436 & 0.0235789437 &  23.5789437 & 0.1013809194 &  0.000000e+00 & 20838 & 1.704997 & \\#FF0001CC\\\\\n",
       "\t25191 & Donbeo           & 2411173 & 1987 & 0.1463866 & 0.0163246669 &  16.3246669 & 0.0678527666 &  1.015066e-04 &  5645 & 1.704922 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 100 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 71396 | neversaint        | 67405   |    1 | 1.4444097 | 0.094886189 |  94.886189 | 0.392420688 |  7.165172e-05 | 19158 | 2.840706 | #FF0100CC |\n",
       "| 14413 | pdubois           | 1380929 | 1987 | 1.3511951 | 0.059651006 |  59.651006 | 0.254372814 |  4.776781e-05 |  2717 | 2.782386 | #FF0001CC |\n",
       "| 26842 | Tal Galili        | 256662  |    1 | 0.7319668 | 0.017364299 |  17.364299 | 0.040964010 | -7.815251e-04 | 12114 | 2.323886 | #FF0100CC |\n",
       "| 16292 | Btibert3          | 155406  |    1 | 0.7134065 | 0.021180213 |  21.180213 | 0.068785234 | -4.975588e-03 | 13879 | 2.307725 | #FF0100CC |\n",
       "| 38 | Tyler Rinker      | 1000343 |    1 | 0.6100781 | 0.147422092 | 147.422092 | 0.445760056 | -4.901495e-03 | 67492 | 2.214424 | #FF0100CC |\n",
       "| 39487 | JD Long           | 37751   |    1 | 0.5804140 | 0.022868805 |  22.868805 | 0.055528606 |  1.164467e-03 | 37712 | 2.186530 | #FF0100CC |\n",
       "| 91578 | screechOwl        | 914308  |    1 | 0.5757539 | 0.054440526 |  54.440526 | 0.187362602 |  1.017276e-03 | 10938 | 2.182101 | #FF0100CC |\n",
       "| 17793 | Brandon Bertelsen | 170352  |    1 | 0.5227248 | 0.040784682 |  40.784682 | 0.103292249 |  1.120356e-03 | 26401 | 2.130752 | #FF0100CC |\n",
       "| 38179 | Matt Bannert      | 366256  |    1 | 0.4423550 | 0.024044573 |  24.044573 | 0.068724302 |  5.153809e-03 | 14394 | 2.049416 | #FF0100CC |\n",
       "| 39045 | lokheart          | 373908  |    1 | 0.4214226 | 0.033843264 |  33.843264 | 0.123340269 |  6.568074e-05 |  9217 | 2.027487 | #FF0100CC |\n",
       "| 18888 | Jeromy Anglim     | 180892  |    1 | 0.3717671 | 0.005714123 |   5.714123 | 0.012825057 |  7.298576e-04 | 20665 | 1.974150 | #FF0100CC |\n",
       "| 37089 | SFun28            | 356790  |    1 | 0.3604741 | 0.027953619 |  27.953619 | 0.086831162 | -1.975648e-03 | 14662 | 1.961750 | #FF0100CC |\n",
       "| 92624 | jon               | 927589  |    1 | 0.3579982 | 0.026701249 |  26.701249 | 0.078105828 | -4.247653e-04 |  5391 | 1.959018 | #FF0100CC |\n",
       "| 42339 | BioMan            | 4033639 | 1987 | 0.3508674 | 0.036735399 |  36.735399 | 0.158098813 |  4.776781e-05 |   359 | 1.951120 | #FF0001CC |\n",
       "| 24080 | user2300940       | 2300940 | 1987 | 0.3492287 | 0.094160777 |  94.160777 | 0.414167429 |  7.165172e-05 |   789 | 1.949300 | #FF0001CC |\n",
       "| 20953 | medriscoll        | 2002705 |    1 | 0.3279713 | 0.002414570 |   2.414570 | 0.005618800 |  6.080211e-03 | 14662 | 1.925479 | #FF0100CC |\n",
       "| 90936 | ECII              | 906592  |    1 | 0.3225862 | 0.027006414 |  27.006414 | 0.084672181 | -8.292946e-04 |  3959 | 1.919384 | #FF0100CC |\n",
       "| 35912 | Zach              | 345660  |    1 | 0.3191467 | 0.027351078 |  27.351078 | 0.080635968 | -6.949192e-03 | 14796 | 1.915478 | #FF0100CC |\n",
       "| 32583 | Maiasaura         | 313163  |    1 | 0.3169494 | 0.016294902 |  16.294902 | 0.034109044 |  1.151557e-02 | 18299 | 1.912977 | #FF0100CC |\n",
       "| 15384 | user1471980       | 1471980 |    1 | 0.3131181 | 0.067989353 |  67.989353 | 0.257370215 |  2.600788e-03 |  4172 | 1.908607 | #FF0100CC |\n",
       "| 74002 | MYaseen208        | 707145  |    1 | 0.2981234 | 0.144446566 | 144.446566 | 0.584386974 |  3.217314e-03 |  8257 | 1.891379 | #FF0100CC |\n",
       "| 97729 | Rappster          | 989691  |    1 | 0.2944751 | 0.021891357 |  21.891357 | 0.083519037 | -1.391161e-02 |  5994 | 1.887158 | #FF0100CC |\n",
       "| 20840 | David LeBauer     | 199217  |    1 | 0.2907059 | 0.019444680 |  19.444680 | 0.055291761 | -2.317299e-03 | 16989 | 1.882784 | #FF0100CC |\n",
       "| 64516 | Frank             | 60628   |    1 | 0.2815891 | 0.002012305 |   2.012305 | 0.005602642 |  0.000000e+00 | 29893 | 1.872151 | #FF0100CC |\n",
       "| 29703 | Shaxi Liver       | 2855161 | 1987 | 0.2753401 | 0.076663680 |  76.663680 | 0.326884716 | -3.582586e-04 |  1023 | 1.864819 | #FF0001CC |\n",
       "| 11208 | adam.888          | 1169210 |    1 | 0.2750211 | 0.050698435 |  50.698435 | 0.190714321 |  2.388391e-05 |  3215 | 1.864444 | #FF0100CC |\n",
       "| 74649 | Alex              | 714319  |    1 | 0.2696030 | 0.032416220 |  32.416220 | 0.105858960 |  1.433034e-04 |  8455 | 1.858056 | #FF0100CC |\n",
       "| 79601 | R_User            | 771077  |    1 | 0.2644232 | 0.012582465 |  12.582465 | 0.038550469 |  3.980651e-05 |  4497 | 1.851924 | #FF0100CC |\n",
       "| 59137 | Mark              | 55362   |    1 | 0.2472401 | 0.002672329 |   2.672329 | 0.007712058 |  2.388391e-05 |  4880 | 1.831400 | #FF0100CC |\n",
       "| 37829 | Sebastian Zeki    | 3632206 | 1987 | 0.2458034 | 0.219283889 | 219.283889 | 0.964194296 |  0.000000e+00 |  2781 | 1.829671 | #FF0001CC |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 17337 | Ali              | 1657511 |    1 | 0.1681641 | 0.0169880764 |  16.9880764 | 0.0519540806 | -3.231854e-03 |  5107 | 1.733150 | #FF0100CC |\n",
       "| 39425 | David B          | 377031  |    1 | 0.1673237 | 0.0067939272 |   6.7939272 | 0.0194136495 |  0.000000e+00 | 12065 | 1.732070 | #FF0100CC |\n",
       "| 62865 | nak5120          | 5893585 | 1987 | 0.1660129 | 0.1113175838 | 111.3175838 | 0.4866502969 |  1.711289e-03 |  1656 | 1.730385 | #FF0001CC |\n",
       "| 30390 | Rechlay          | 2920032 | 1987 | 0.1659814 | 0.0175975924 |  17.5975924 | 0.0695530568 | -1.671873e-04 |   600 | 1.730345 | #FF0001CC |\n",
       "| 31122 | Brani            | 299077  |    1 | 0.1658134 | 0.0171433886 |  17.1433886 | 0.0693001731 |  2.332395e-03 |  3557 | 1.730129 | #FF0100CC |\n",
       "| 76483 | Renato Dinhani   | 734984  |    1 | 0.1657911 | 0.0011526879 |   1.1526879 | 0.0031485317 |  0.000000e+00 | 12917 | 1.730100 | #FF0100CC |\n",
       "| 18024 | user1723765      | 1723765 |    1 | 0.1650104 | 0.0252638320 |  25.2638320 | 0.0949634225 |  0.000000e+00 |  2584 | 1.729095 | #FF0100CC |\n",
       "| 17151 | John Garreth     | 1638377 |    1 | 0.1632902 | 0.0007591794 |   0.7591794 | 0.0022971522 |  3.184521e-05 |   627 | 1.726879 | #FF0100CC |\n",
       "| 13156 | Zack             | 1264243 |    1 | 0.1630091 | 0.0003406698 |   0.3406698 | 0.0004031737 |  0.000000e+00 |   192 | 1.726516 | #FF0100CC |\n",
       "| 15811 | alittleboy       | 1510531 |    1 | 0.1620098 | 0.0153044353 |  15.3044353 | 0.0507258939 | -2.888011e-04 |  4674 | 1.725227 | #FF0100CC |\n",
       "| 54714 | Abe              | 513006  |    1 | 0.1612297 | 0.0057256409 |   5.7256409 | 0.0160547716 |  1.194195e-05 |  4236 | 1.724219 | #FF0100CC |\n",
       "| 17108 | Rilcon42         | 1634753 | 1987 | 0.1606201 | 0.1059547373 | 105.9547373 | 0.4585602301 | -7.808779e-04 |  3054 | 1.723432 | #FF0001CC |\n",
       "| 1847 | Doug Fir         | 1024586 | 1987 | 0.1588845 | 0.0812663433 |  81.2663433 | 0.3537340650 |  1.194195e-05 |  6042 | 1.721187 | #FF0001CC |\n",
       "| 49639 | owner            | 4696968 |    1 | 0.1588217 | 0.0011517051 |   1.1517051 | 0.0034778146 |  0.000000e+00 |   338 | 1.721106 | #FF0100CC |\n",
       "| 42258 | Sam              | 402681  |    1 | 0.1580939 | 0.0047915549 |   4.7915549 | 0.0152385572 |  2.388391e-05 |  3120 | 1.720163 | #FF0100CC |\n",
       "| 80736 | Qbik             | 783421  |    1 | 0.1574769 | 0.0216609076 |  21.6609076 | 0.0833875868 | -5.278652e-03 |  2151 | 1.719364 | #FF0100CC |\n",
       "| 39634 | runningbirds     | 3788557 | 1987 | 0.1572881 | 0.0501018449 |  50.1018449 | 0.2158501968 |  0.000000e+00 |  1332 | 1.719119 | #FF0001CC |\n",
       "| 40920 | John             | 390388  |    1 | 0.1563213 | 0.0107787602 |  10.7787602 | 0.0369036913 | -7.210084e-03 | 13525 | 1.717866 | #FF0100CC |\n",
       "| 42653 | ATMathew         | 406278  |    1 | 0.1561700 | 0.0143694373 |  14.3694373 | 0.0459585027 |  6.079459e-04 |  5086 | 1.717669 | #FF0100CC |\n",
       "| 18814 | Ignacio          | 1800784 | 1987 | 0.1560565 | 0.0646664091 |  64.6664091 | 0.2718887113 |  0.000000e+00 |  2964 | 1.717522 | #FF0001CC |\n",
       "| 33056 | Jeroen           | 318752  |    1 | 0.1550057 | 0.0131342626 |  13.1342626 | 0.0318351397 |  1.554064e-03 | 16976 | 1.716158 | #FF0100CC |\n",
       "| 15100 | DrewConway       | 144537  |    1 | 0.1546133 | 0.0017391462 |   1.7391462 | 0.0040327965 | -7.150273e-03 |  3177 | 1.715648 | #FF0100CC |\n",
       "| 14977 | hatmatrix        | 143476  |    1 | 0.1527595 | 0.0043088915 |   4.3088915 | 0.0110405567 | -3.836984e-04 | 19273 | 1.713238 | #FF0100CC |\n",
       "| 19143 | Rasmus Larsen    | 1831980 | 1987 | 0.1518949 | 0.0250958097 |  25.0958097 | 0.1050750730 | -3.924814e-03 |  1436 | 1.712112 | #FF0001CC |\n",
       "| 6941 | Stéphane Laurent | 1100107 |    1 | 0.1516871 | 0.0338761429 |  33.8761429 | 0.0675062849 |  2.944184e-03 | 21451 | 1.711842 | #FF0100CC |\n",
       "| 60080 | qed              | 562222  |    1 | 0.1490603 | 0.0165067025 |  16.5067025 | 0.0558767553 |  8.585651e-03 | 10738 | 1.708417 | #FF0100CC |\n",
       "| 17317 | Konrad           | 1655567 | 1987 | 0.1476501 | 0.0740338039 |  74.0338039 | 0.2977381930 | -2.748167e-03 |  8363 | 1.706575 | #FF0001CC |\n",
       "| 22479 | Ben              | 2146894 |    1 | 0.1467355 | 0.0319404699 |  31.9404699 | 0.1132153957 |  9.108710e-04 |  6734 | 1.705379 | #FF0100CC |\n",
       "| 43392 | laukok           | 413225  | 1987 | 0.1464436 | 0.0235789437 |  23.5789437 | 0.1013809194 |  0.000000e+00 | 20838 | 1.704997 | #FF0001CC |\n",
       "| 25191 | Donbeo           | 2411173 | 1987 | 0.1463866 | 0.0163246669 |  16.3246669 | 0.0678527666 |  1.015066e-04 |  5645 | 1.704922 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label             name    community pageRank  evcent       katz_size  \n",
       "71396 neversaint        67405      1      1.4444097 0.094886189   94.886189 \n",
       "14413 pdubois           1380929 1987      1.3511951 0.059651006   59.651006 \n",
       "26842 Tal Galili        256662     1      0.7319668 0.017364299   17.364299 \n",
       "16292 Btibert3          155406     1      0.7134065 0.021180213   21.180213 \n",
       "38    Tyler Rinker      1000343    1      0.6100781 0.147422092  147.422092 \n",
       "39487 JD Long           37751      1      0.5804140 0.022868805   22.868805 \n",
       "91578 screechOwl        914308     1      0.5757539 0.054440526   54.440526 \n",
       "17793 Brandon Bertelsen 170352     1      0.5227248 0.040784682   40.784682 \n",
       "38179 Matt Bannert      366256     1      0.4423550 0.024044573   24.044573 \n",
       "39045 lokheart          373908     1      0.4214226 0.033843264   33.843264 \n",
       "18888 Jeromy Anglim     180892     1      0.3717671 0.005714123    5.714123 \n",
       "37089 SFun28            356790     1      0.3604741 0.027953619   27.953619 \n",
       "92624 jon               927589     1      0.3579982 0.026701249   26.701249 \n",
       "42339 BioMan            4033639 1987      0.3508674 0.036735399   36.735399 \n",
       "24080 user2300940       2300940 1987      0.3492287 0.094160777   94.160777 \n",
       "20953 medriscoll        2002705    1      0.3279713 0.002414570    2.414570 \n",
       "90936 ECII              906592     1      0.3225862 0.027006414   27.006414 \n",
       "35912 Zach              345660     1      0.3191467 0.027351078   27.351078 \n",
       "32583 Maiasaura         313163     1      0.3169494 0.016294902   16.294902 \n",
       "15384 user1471980       1471980    1      0.3131181 0.067989353   67.989353 \n",
       "74002 MYaseen208        707145     1      0.2981234 0.144446566  144.446566 \n",
       "97729 Rappster          989691     1      0.2944751 0.021891357   21.891357 \n",
       "20840 David LeBauer     199217     1      0.2907059 0.019444680   19.444680 \n",
       "64516 Frank             60628      1      0.2815891 0.002012305    2.012305 \n",
       "29703 Shaxi Liver       2855161 1987      0.2753401 0.076663680   76.663680 \n",
       "11208 adam.888          1169210    1      0.2750211 0.050698435   50.698435 \n",
       "74649 Alex              714319     1      0.2696030 0.032416220   32.416220 \n",
       "79601 R_User            771077     1      0.2644232 0.012582465   12.582465 \n",
       "59137 Mark              55362      1      0.2472401 0.002672329    2.672329 \n",
       "37829 Sebastian Zeki    3632206 1987      0.2458034 0.219283889  219.283889 \n",
       "⋮     ⋮                 ⋮       ⋮         ⋮         ⋮            ⋮          \n",
       "17337 Ali               1657511    1      0.1681641 0.0169880764  16.9880764\n",
       "39425 David B           377031     1      0.1673237 0.0067939272   6.7939272\n",
       "62865 nak5120           5893585 1987      0.1660129 0.1113175838 111.3175838\n",
       "30390 Rechlay           2920032 1987      0.1659814 0.0175975924  17.5975924\n",
       "31122 Brani             299077     1      0.1658134 0.0171433886  17.1433886\n",
       "76483 Renato Dinhani    734984     1      0.1657911 0.0011526879   1.1526879\n",
       "18024 user1723765       1723765    1      0.1650104 0.0252638320  25.2638320\n",
       "17151 John Garreth      1638377    1      0.1632902 0.0007591794   0.7591794\n",
       "13156 Zack              1264243    1      0.1630091 0.0003406698   0.3406698\n",
       "15811 alittleboy        1510531    1      0.1620098 0.0153044353  15.3044353\n",
       "54714 Abe               513006     1      0.1612297 0.0057256409   5.7256409\n",
       "17108 Rilcon42          1634753 1987      0.1606201 0.1059547373 105.9547373\n",
       "1847  Doug Fir          1024586 1987      0.1588845 0.0812663433  81.2663433\n",
       "49639 owner             4696968    1      0.1588217 0.0011517051   1.1517051\n",
       "42258 Sam               402681     1      0.1580939 0.0047915549   4.7915549\n",
       "80736 Qbik              783421     1      0.1574769 0.0216609076  21.6609076\n",
       "39634 runningbirds      3788557 1987      0.1572881 0.0501018449  50.1018449\n",
       "40920 John              390388     1      0.1563213 0.0107787602  10.7787602\n",
       "42653 ATMathew          406278     1      0.1561700 0.0143694373  14.3694373\n",
       "18814 Ignacio           1800784 1987      0.1560565 0.0646664091  64.6664091\n",
       "33056 Jeroen            318752     1      0.1550057 0.0131342626  13.1342626\n",
       "15100 DrewConway        144537     1      0.1546133 0.0017391462   1.7391462\n",
       "14977 hatmatrix         143476     1      0.1527595 0.0043088915   4.3088915\n",
       "19143 Rasmus Larsen     1831980 1987      0.1518949 0.0250958097  25.0958097\n",
       "6941  Stéphane Laurent  1100107    1      0.1516871 0.0338761429  33.8761429\n",
       "60080 qed               562222     1      0.1490603 0.0165067025  16.5067025\n",
       "17317 Konrad            1655567 1987      0.1476501 0.0740338039  74.0338039\n",
       "22479 Ben               2146894    1      0.1467355 0.0319404699  31.9404699\n",
       "43392 laukok            413225  1987      0.1464436 0.0235789437  23.5789437\n",
       "25191 Donbeo            2411173 1987      0.1463866 0.0163246669  16.3246669\n",
       "      authority    power_centrality reputation size     color    \n",
       "71396 0.392420688   7.165172e-05    19158      2.840706 #FF0100CC\n",
       "14413 0.254372814   4.776781e-05     2717      2.782386 #FF0001CC\n",
       "26842 0.040964010  -7.815251e-04    12114      2.323886 #FF0100CC\n",
       "16292 0.068785234  -4.975588e-03    13879      2.307725 #FF0100CC\n",
       "38    0.445760056  -4.901495e-03    67492      2.214424 #FF0100CC\n",
       "39487 0.055528606   1.164467e-03    37712      2.186530 #FF0100CC\n",
       "91578 0.187362602   1.017276e-03    10938      2.182101 #FF0100CC\n",
       "17793 0.103292249   1.120356e-03    26401      2.130752 #FF0100CC\n",
       "38179 0.068724302   5.153809e-03    14394      2.049416 #FF0100CC\n",
       "39045 0.123340269   6.568074e-05     9217      2.027487 #FF0100CC\n",
       "18888 0.012825057   7.298576e-04    20665      1.974150 #FF0100CC\n",
       "37089 0.086831162  -1.975648e-03    14662      1.961750 #FF0100CC\n",
       "92624 0.078105828  -4.247653e-04     5391      1.959018 #FF0100CC\n",
       "42339 0.158098813   4.776781e-05      359      1.951120 #FF0001CC\n",
       "24080 0.414167429   7.165172e-05      789      1.949300 #FF0001CC\n",
       "20953 0.005618800   6.080211e-03    14662      1.925479 #FF0100CC\n",
       "90936 0.084672181  -8.292946e-04     3959      1.919384 #FF0100CC\n",
       "35912 0.080635968  -6.949192e-03    14796      1.915478 #FF0100CC\n",
       "32583 0.034109044   1.151557e-02    18299      1.912977 #FF0100CC\n",
       "15384 0.257370215   2.600788e-03     4172      1.908607 #FF0100CC\n",
       "74002 0.584386974   3.217314e-03     8257      1.891379 #FF0100CC\n",
       "97729 0.083519037  -1.391161e-02     5994      1.887158 #FF0100CC\n",
       "20840 0.055291761  -2.317299e-03    16989      1.882784 #FF0100CC\n",
       "64516 0.005602642   0.000000e+00    29893      1.872151 #FF0100CC\n",
       "29703 0.326884716  -3.582586e-04     1023      1.864819 #FF0001CC\n",
       "11208 0.190714321   2.388391e-05     3215      1.864444 #FF0100CC\n",
       "74649 0.105858960   1.433034e-04     8455      1.858056 #FF0100CC\n",
       "79601 0.038550469   3.980651e-05     4497      1.851924 #FF0100CC\n",
       "59137 0.007712058   2.388391e-05     4880      1.831400 #FF0100CC\n",
       "37829 0.964194296   0.000000e+00     2781      1.829671 #FF0001CC\n",
       "⋮     ⋮            ⋮                ⋮          ⋮        ⋮        \n",
       "17337 0.0519540806 -3.231854e-03     5107      1.733150 #FF0100CC\n",
       "39425 0.0194136495  0.000000e+00    12065      1.732070 #FF0100CC\n",
       "62865 0.4866502969  1.711289e-03     1656      1.730385 #FF0001CC\n",
       "30390 0.0695530568 -1.671873e-04      600      1.730345 #FF0001CC\n",
       "31122 0.0693001731  2.332395e-03     3557      1.730129 #FF0100CC\n",
       "76483 0.0031485317  0.000000e+00    12917      1.730100 #FF0100CC\n",
       "18024 0.0949634225  0.000000e+00     2584      1.729095 #FF0100CC\n",
       "17151 0.0022971522  3.184521e-05      627      1.726879 #FF0100CC\n",
       "13156 0.0004031737  0.000000e+00      192      1.726516 #FF0100CC\n",
       "15811 0.0507258939 -2.888011e-04     4674      1.725227 #FF0100CC\n",
       "54714 0.0160547716  1.194195e-05     4236      1.724219 #FF0100CC\n",
       "17108 0.4585602301 -7.808779e-04     3054      1.723432 #FF0001CC\n",
       "1847  0.3537340650  1.194195e-05     6042      1.721187 #FF0001CC\n",
       "49639 0.0034778146  0.000000e+00      338      1.721106 #FF0100CC\n",
       "42258 0.0152385572  2.388391e-05     3120      1.720163 #FF0100CC\n",
       "80736 0.0833875868 -5.278652e-03     2151      1.719364 #FF0100CC\n",
       "39634 0.2158501968  0.000000e+00     1332      1.719119 #FF0001CC\n",
       "40920 0.0369036913 -7.210084e-03    13525      1.717866 #FF0100CC\n",
       "42653 0.0459585027  6.079459e-04     5086      1.717669 #FF0100CC\n",
       "18814 0.2718887113  0.000000e+00     2964      1.717522 #FF0001CC\n",
       "33056 0.0318351397  1.554064e-03    16976      1.716158 #FF0100CC\n",
       "15100 0.0040327965 -7.150273e-03     3177      1.715648 #FF0100CC\n",
       "14977 0.0110405567 -3.836984e-04    19273      1.713238 #FF0100CC\n",
       "19143 0.1050750730 -3.924814e-03     1436      1.712112 #FF0001CC\n",
       "6941  0.0675062849  2.944184e-03    21451      1.711842 #FF0100CC\n",
       "60080 0.0558767553  8.585651e-03    10738      1.708417 #FF0100CC\n",
       "17317 0.2977381930 -2.748167e-03     8363      1.706575 #FF0001CC\n",
       "22479 0.1132153957  9.108710e-04     6734      1.705379 #FF0100CC\n",
       "43392 0.1013809194  0.000000e+00    20838      1.704997 #FF0001CC\n",
       "25191 0.0678527666  1.015066e-04     5645      1.704922 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by pageRank as measure of reputation\n",
    "pr <- df3[order(df3$pageRank, decreasing=T),]\n",
    "head(pr,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 100 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>49694</th><td>MAPK          </td><td>4701887</td><td>1987</td><td>0.12253954</td><td>0.22667228</td><td>226.67228</td><td>1.0000000</td><td> 1.194195e-05</td><td> 2016</td><td>1.673390</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>37829</th><td>Sebastian Zeki</td><td>3632206</td><td>1987</td><td>0.24580337</td><td>0.21928389</td><td>219.28389</td><td>0.9641943</td><td> 0.000000e+00</td><td> 2781</td><td>1.829671</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>30481</th><td>Neil          </td><td>2927983</td><td>1987</td><td>0.12824352</td><td>0.20215350</td><td>202.15350</td><td>0.9019955</td><td> 2.985488e-05</td><td> 2629</td><td>1.680993</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>75406</th><td>rnorouzian    </td><td>7223434</td><td>1987</td><td>0.11126342</td><td>0.18529081</td><td>185.29081</td><td>0.8041405</td><td>-2.578620e-03</td><td> 2426</td><td>1.658246</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>74002</th><td>MYaseen208    </td><td>707145 </td><td>   1</td><td>0.29812337</td><td>0.14444657</td><td>144.44657</td><td>0.5843870</td><td> 3.217314e-03</td><td> 8257</td><td>1.891379</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>50748</th><td>giacomo       </td><td>4796107</td><td>1987</td><td>0.10867365</td><td>0.12415104</td><td>124.15104</td><td>0.5443030</td><td> 8.654555e-03</td><td> 1821</td><td>1.654747</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>36957</th><td>Alexander     </td><td>3555558</td><td>1987</td><td>0.10303847</td><td>0.11700320</td><td>117.00320</td><td>0.5125255</td><td> 0.000000e+00</td><td> 1554</td><td>1.647103</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>62865</th><td>nak5120       </td><td>5893585</td><td>1987</td><td>0.16601287</td><td>0.11131758</td><td>111.31758</td><td>0.4866503</td><td> 1.711289e-03</td><td> 1656</td><td>1.730385</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>17108</th><td>Rilcon42      </td><td>1634753</td><td>1987</td><td>0.16062007</td><td>0.10595474</td><td>105.95474</td><td>0.4585602</td><td>-7.808779e-04</td><td> 3054</td><td>1.723432</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>38</th><td>Tyler Rinker  </td><td>1000343</td><td>   1</td><td>0.61007806</td><td>0.14742209</td><td>147.42209</td><td>0.4457601</td><td>-4.901495e-03</td><td>67492</td><td>2.214424</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>35070</th><td>user3375672   </td><td>3375672</td><td>1987</td><td>0.08288566</td><td>0.09772553</td><td> 97.72553</td><td>0.4291096</td><td> 6.568074e-05</td><td> 1564</td><td>1.619444</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>34843</th><td>user3354212   </td><td>3354212</td><td>1987</td><td>0.01434653</td><td>0.09566737</td><td> 95.66737</td><td>0.4236318</td><td> 0.000000e+00</td><td>  610</td><td>1.521367</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>63128</th><td>nik           </td><td>5919561</td><td>1987</td><td>0.09262095</td><td>0.09599805</td><td> 95.99805</td><td>0.4192202</td><td> 7.463721e-05</td><td>  801</td><td>1.632869</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>24664</th><td>Sharath       </td><td>2359320</td><td>1987</td><td>0.04468461</td><td>0.09515946</td><td> 95.15946</td><td>0.4177304</td><td> 0.000000e+00</td><td>  993</td><td>1.565573</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47524</th><td>oercim        </td><td>4513999</td><td>1987</td><td>0.04064655</td><td>0.09363868</td><td> 93.63868</td><td>0.4163837</td><td> 0.000000e+00</td><td>  739</td><td>1.559763</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>24080</th><td>user2300940   </td><td>2300940</td><td>1987</td><td>0.34922873</td><td>0.09416078</td><td> 94.16078</td><td>0.4141674</td><td> 7.165172e-05</td><td>  789</td><td>1.949300</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>23857</th><td>Maximilian    </td><td>2280536</td><td>1987</td><td>0.10553269</td><td>0.09763297</td><td> 97.63297</td><td>0.4107213</td><td> 7.397485e-04</td><td> 1850</td><td>1.650491</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>35218</th><td>Adrian        </td><td>3391549</td><td>1987</td><td>0.22162792</td><td>0.09430117</td><td> 94.30117</td><td>0.3995544</td><td> 0.000000e+00</td><td> 2091</td><td>1.800276</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>71396</th><td>neversaint    </td><td>67405  </td><td>   1</td><td>1.44440973</td><td>0.09488619</td><td> 94.88619</td><td>0.3924207</td><td> 7.165172e-05</td><td>19158</td><td>2.840706</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>28348</th><td>user2716568   </td><td>2716568</td><td>1987</td><td>0.06058812</td><td>0.08711143</td><td> 87.11143</td><td>0.3793867</td><td> 0.000000e+00</td><td>  610</td><td>1.588235</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>40824</th><td>MFR           </td><td>3893729</td><td>1987</td><td>0.03753427</td><td>0.08111914</td><td> 81.11914</td><td>0.3580906</td><td> 2.752676e-03</td><td> 1142</td><td>1.555271</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>33466</th><td>89_Simple     </td><td>3227302</td><td>1987</td><td>0.09675657</td><td>0.08360061</td><td> 83.60061</td><td>0.3577783</td><td> 1.194195e-05</td><td> 1122</td><td>1.638536</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>41804</th><td>Amer          </td><td>3984908</td><td>1987</td><td>0.03900173</td><td>0.08124771</td><td> 81.24771</td><td>0.3573984</td><td> 1.791293e-05</td><td>  800</td><td>1.557391</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>1847</th><td>Doug Fir      </td><td>1024586</td><td>1987</td><td>0.15888455</td><td>0.08126634</td><td> 81.26634</td><td>0.3537341</td><td> 1.194195e-05</td><td> 6042</td><td>1.721187</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>86168</th><td>Omry Atia     </td><td>8453123</td><td>1987</td><td>0.04891181</td><td>0.07791434</td><td> 77.91434</td><td>0.3414562</td><td>-1.275648e-03</td><td> 1216</td><td>1.571630</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47425</th><td>Al14          </td><td>4505161</td><td>1987</td><td>0.05162073</td><td>0.07695680</td><td> 76.95680</td><td>0.3368308</td><td> 2.961730e-03</td><td>  765</td><td>1.575499</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>70149</th><td>Peter Chung   </td><td>6612789</td><td>1987</td><td>0.03806732</td><td>0.07384317</td><td> 73.84317</td><td>0.3301704</td><td>-1.707942e-03</td><td>  512</td><td>1.556041</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>29703</th><td>Shaxi Liver   </td><td>2855161</td><td>1987</td><td>0.27534008</td><td>0.07666368</td><td> 76.66368</td><td>0.3268847</td><td>-3.582586e-04</td><td> 1023</td><td>1.864819</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>46375</th><td>Avi           </td><td>4406532</td><td>1987</td><td>0.05069846</td><td>0.07083476</td><td> 70.83476</td><td>0.3127609</td><td> 0.000000e+00</td><td> 1092</td><td>1.574183</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>62984</th><td>the_darkside  </td><td>5905425</td><td>1987</td><td>0.09299468</td><td>0.07234621</td><td> 72.34621</td><td>0.3107400</td><td> 4.657094e-03</td><td> 2275</td><td>1.633382</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>18516</th><td>user124123  </td><td>1770851</td><td>1987</td><td>0.07550867</td><td>0.04615891</td><td>46.15891</td><td>0.2007719</td><td> 1.015066e-04</td><td>  511</td><td>1.609191</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>28955</th><td>B. Davis    </td><td>2778289</td><td>1987</td><td>0.07901650</td><td>0.04834337</td><td>48.34337</td><td>0.2007488</td><td> 1.194195e-05</td><td> 1539</td><td>1.614075</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>36463</th><td>user3507584 </td><td>3507584</td><td>1987</td><td>0.09963126</td><td>0.04602558</td><td>46.02558</td><td>0.1986865</td><td>-5.491065e-03</td><td> 1477</td><td>1.642462</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>38894</th><td>Parseltongue</td><td>372526 </td><td>1987</td><td>0.04917048</td><td>0.04610281</td><td>46.10281</td><td>0.1977817</td><td> 2.388391e-05</td><td> 3325</td><td>1.572000</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>75639</th><td>aaaaa       </td><td>7249029</td><td>1987</td><td>0.02637850</td><td>0.04520199</td><td>45.20199</td><td>0.1966784</td><td> 0.000000e+00</td><td>  206</td><td>1.539055</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>79091</th><td>Peter Chen  </td><td>7651845</td><td>1987</td><td>0.02824643</td><td>0.04461722</td><td>44.61722</td><td>0.1963651</td><td>-5.321824e-04</td><td>  512</td><td>1.541782</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>80770</th><td>Neal Barsch </td><td>7837376</td><td>1987</td><td>0.05780854</td><td>0.04406954</td><td>44.06954</td><td>0.1953666</td><td> 1.403180e-04</td><td>  729</td><td>1.584299</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>85847</th><td>Eric Green  </td><td>841405 </td><td>1987</td><td>0.13060858</td><td>0.04745923</td><td>47.45923</td><td>0.1951834</td><td> 9.662113e-04</td><td> 2761</td><td>1.684134</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>29638</th><td>Anna.Klee   </td><td>2847689</td><td>1987</td><td>0.03486111</td><td>0.04372567</td><td>43.72567</td><td>0.1923327</td><td> 0.000000e+00</td><td> 1354</td><td>1.551401</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>59584</th><td>Canovice    </td><td>5573294</td><td>1987</td><td>0.17392105</td><td>0.04542646</td><td>45.42646</td><td>0.1918811</td><td> 0.000000e+00</td><td> 1623</td><td>1.740524</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>19450</th><td>Prometheus  </td><td>1858145</td><td>1987</td><td>0.06578296</td><td>0.04356024</td><td>43.56024</td><td>0.1914851</td><td>-9.615815e-04</td><td>  755</td><td>1.595565</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>41791</th><td>santoku     </td><td>3983454</td><td>1987</td><td>0.14223822</td><td>0.04355913</td><td>43.55913</td><td>0.1913555</td><td> 0.000000e+00</td><td> 1103</td><td>1.699485</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>89191</th><td>sherek_66   </td><td>8834051</td><td>1987</td><td>0.01751495</td><td>0.04312257</td><td>43.12257</td><td>0.1911603</td><td> 0.000000e+00</td><td>  326</td><td>1.526045</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>11208</th><td>adam.888    </td><td>1169210</td><td>   1</td><td>0.27502108</td><td>0.05069843</td><td>50.69843</td><td>0.1907143</td><td> 2.388391e-05</td><td> 3215</td><td>1.864444</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>33423</th><td>Crops       </td><td>3223138</td><td>1987</td><td>0.07735895</td><td>0.04434983</td><td>44.34983</td><td>0.1890255</td><td> 1.620504e-03</td><td> 2198</td><td>1.611769</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>39026</th><td>drmariod    </td><td>3737501</td><td>1987</td><td>0.08205574</td><td>0.04704243</td><td>47.04243</td><td>0.1887353</td><td>-6.778106e-04</td><td> 4960</td><td>1.618294</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>77328</th><td>elliot      </td><td>7448827</td><td>1987</td><td>0.02604937</td><td>0.04336779</td><td>43.36779</td><td>0.1879462</td><td> 1.253905e-04</td><td>  654</td><td>1.538574</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>91578</th><td>screechOwl  </td><td>914308 </td><td>   1</td><td>0.57575393</td><td>0.05444053</td><td>54.44053</td><td>0.1873626</td><td> 1.017276e-03</td><td>10938</td><td>2.182101</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>38497</th><td>newbie      </td><td>3689934</td><td>1987</td><td>0.03150258</td><td>0.04180831</td><td>41.80831</td><td>0.1836518</td><td> 0.000000e+00</td><td>  398</td><td>1.546525</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>41367</th><td>lukeg       </td><td>3944231</td><td>1987</td><td>0.04045298</td><td>0.04268315</td><td>42.68315</td><td>0.1833072</td><td> 0.000000e+00</td><td>  455</td><td>1.559484</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>67727</th><td>zesla       </td><td>6379348</td><td>1987</td><td>0.10362254</td><td>0.04208113</td><td>42.08113</td><td>0.1827394</td><td> 0.000000e+00</td><td> 1999</td><td>1.647897</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>26423</th><td>S Das       </td><td>2530371</td><td>1987</td><td>0.08584573</td><td>0.04243109</td><td>42.43109</td><td>0.1823487</td><td>-5.770693e-03</td><td> 1157</td><td>1.623539</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>64765</th><td>BIN         </td><td>6087698</td><td>1987</td><td>0.03101057</td><td>0.04119820</td><td>41.19820</td><td>0.1822508</td><td> 0.000000e+00</td><td>  399</td><td>1.545809</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>59569</th><td>Deepesh     </td><td>5571629</td><td>1987</td><td>0.01136505</td><td>0.04028479</td><td>40.28479</td><td>0.1820278</td><td> 2.242612e-04</td><td>  485</td><td>1.516951</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>42916</th><td>Agaz Hussain</td><td>4089949</td><td>1987</td><td>0.12778885</td><td>0.04224189</td><td>42.24189</td><td>0.1814673</td><td>-1.178610e-02</td><td> 2333</td><td>1.680388</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>52395</th><td>costebk08   </td><td>4941925</td><td>1987</td><td>0.03698572</td><td>0.04190385</td><td>41.90385</td><td>0.1814051</td><td>-2.646492e-03</td><td>  508</td><td>1.554477</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>13214</th><td>brucezepplin</td><td>1268941</td><td>1987</td><td>0.14041520</td><td>0.04226462</td><td>42.26462</td><td>0.1799420</td><td> 4.822151e-03</td><td> 2759</td><td>1.697089</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>52642</th><td>lll         </td><td>4962535</td><td>1987</td><td>0.04641688</td><td>0.04112685</td><td>41.12685</td><td>0.1793543</td><td> 0.000000e+00</td><td>  392</td><td>1.568058</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>1834</th><td>mql4beginner</td><td>1024441</td><td>1987</td><td>0.10821192</td><td>0.04299667</td><td>42.99667</td><td>0.1786413</td><td> 0.000000e+00</td><td> 1066</td><td>1.654122</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>55524</th><td>Lucia       </td><td>5201265</td><td>1987</td><td>0.02390681</td><td>0.03938769</td><td>39.38769</td><td>0.1769002</td><td> 0.000000e+00</td><td>  353</td><td>1.535438</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 100 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t49694 & MAPK           & 4701887 & 1987 & 0.12253954 & 0.22667228 & 226.67228 & 1.0000000 &  1.194195e-05 &  2016 & 1.673390 & \\#FF0001CC\\\\\n",
       "\t37829 & Sebastian Zeki & 3632206 & 1987 & 0.24580337 & 0.21928389 & 219.28389 & 0.9641943 &  0.000000e+00 &  2781 & 1.829671 & \\#FF0001CC\\\\\n",
       "\t30481 & Neil           & 2927983 & 1987 & 0.12824352 & 0.20215350 & 202.15350 & 0.9019955 &  2.985488e-05 &  2629 & 1.680993 & \\#FF0001CC\\\\\n",
       "\t75406 & rnorouzian     & 7223434 & 1987 & 0.11126342 & 0.18529081 & 185.29081 & 0.8041405 & -2.578620e-03 &  2426 & 1.658246 & \\#FF0001CC\\\\\n",
       "\t74002 & MYaseen208     & 707145  &    1 & 0.29812337 & 0.14444657 & 144.44657 & 0.5843870 &  3.217314e-03 &  8257 & 1.891379 & \\#FF0100CC\\\\\n",
       "\t50748 & giacomo        & 4796107 & 1987 & 0.10867365 & 0.12415104 & 124.15104 & 0.5443030 &  8.654555e-03 &  1821 & 1.654747 & \\#FF0001CC\\\\\n",
       "\t36957 & Alexander      & 3555558 & 1987 & 0.10303847 & 0.11700320 & 117.00320 & 0.5125255 &  0.000000e+00 &  1554 & 1.647103 & \\#FF0001CC\\\\\n",
       "\t62865 & nak5120        & 5893585 & 1987 & 0.16601287 & 0.11131758 & 111.31758 & 0.4866503 &  1.711289e-03 &  1656 & 1.730385 & \\#FF0001CC\\\\\n",
       "\t17108 & Rilcon42       & 1634753 & 1987 & 0.16062007 & 0.10595474 & 105.95474 & 0.4585602 & -7.808779e-04 &  3054 & 1.723432 & \\#FF0001CC\\\\\n",
       "\t38 & Tyler Rinker   & 1000343 &    1 & 0.61007806 & 0.14742209 & 147.42209 & 0.4457601 & -4.901495e-03 & 67492 & 2.214424 & \\#FF0100CC\\\\\n",
       "\t35070 & user3375672    & 3375672 & 1987 & 0.08288566 & 0.09772553 &  97.72553 & 0.4291096 &  6.568074e-05 &  1564 & 1.619444 & \\#FF0001CC\\\\\n",
       "\t34843 & user3354212    & 3354212 & 1987 & 0.01434653 & 0.09566737 &  95.66737 & 0.4236318 &  0.000000e+00 &   610 & 1.521367 & \\#FF0001CC\\\\\n",
       "\t63128 & nik            & 5919561 & 1987 & 0.09262095 & 0.09599805 &  95.99805 & 0.4192202 &  7.463721e-05 &   801 & 1.632869 & \\#FF0001CC\\\\\n",
       "\t24664 & Sharath        & 2359320 & 1987 & 0.04468461 & 0.09515946 &  95.15946 & 0.4177304 &  0.000000e+00 &   993 & 1.565573 & \\#FF0001CC\\\\\n",
       "\t47524 & oercim         & 4513999 & 1987 & 0.04064655 & 0.09363868 &  93.63868 & 0.4163837 &  0.000000e+00 &   739 & 1.559763 & \\#FF0001CC\\\\\n",
       "\t24080 & user2300940    & 2300940 & 1987 & 0.34922873 & 0.09416078 &  94.16078 & 0.4141674 &  7.165172e-05 &   789 & 1.949300 & \\#FF0001CC\\\\\n",
       "\t23857 & Maximilian     & 2280536 & 1987 & 0.10553269 & 0.09763297 &  97.63297 & 0.4107213 &  7.397485e-04 &  1850 & 1.650491 & \\#FF0001CC\\\\\n",
       "\t35218 & Adrian         & 3391549 & 1987 & 0.22162792 & 0.09430117 &  94.30117 & 0.3995544 &  0.000000e+00 &  2091 & 1.800276 & \\#FF0001CC\\\\\n",
       "\t71396 & neversaint     & 67405   &    1 & 1.44440973 & 0.09488619 &  94.88619 & 0.3924207 &  7.165172e-05 & 19158 & 2.840706 & \\#FF0100CC\\\\\n",
       "\t28348 & user2716568    & 2716568 & 1987 & 0.06058812 & 0.08711143 &  87.11143 & 0.3793867 &  0.000000e+00 &   610 & 1.588235 & \\#FF0001CC\\\\\n",
       "\t40824 & MFR            & 3893729 & 1987 & 0.03753427 & 0.08111914 &  81.11914 & 0.3580906 &  2.752676e-03 &  1142 & 1.555271 & \\#FF0001CC\\\\\n",
       "\t33466 & 89\\_Simple      & 3227302 & 1987 & 0.09675657 & 0.08360061 &  83.60061 & 0.3577783 &  1.194195e-05 &  1122 & 1.638536 & \\#FF0001CC\\\\\n",
       "\t41804 & Amer           & 3984908 & 1987 & 0.03900173 & 0.08124771 &  81.24771 & 0.3573984 &  1.791293e-05 &   800 & 1.557391 & \\#FF0001CC\\\\\n",
       "\t1847 & Doug Fir       & 1024586 & 1987 & 0.15888455 & 0.08126634 &  81.26634 & 0.3537341 &  1.194195e-05 &  6042 & 1.721187 & \\#FF0001CC\\\\\n",
       "\t86168 & Omry Atia      & 8453123 & 1987 & 0.04891181 & 0.07791434 &  77.91434 & 0.3414562 & -1.275648e-03 &  1216 & 1.571630 & \\#FF0001CC\\\\\n",
       "\t47425 & Al14           & 4505161 & 1987 & 0.05162073 & 0.07695680 &  76.95680 & 0.3368308 &  2.961730e-03 &   765 & 1.575499 & \\#FF0001CC\\\\\n",
       "\t70149 & Peter Chung    & 6612789 & 1987 & 0.03806732 & 0.07384317 &  73.84317 & 0.3301704 & -1.707942e-03 &   512 & 1.556041 & \\#FF0001CC\\\\\n",
       "\t29703 & Shaxi Liver    & 2855161 & 1987 & 0.27534008 & 0.07666368 &  76.66368 & 0.3268847 & -3.582586e-04 &  1023 & 1.864819 & \\#FF0001CC\\\\\n",
       "\t46375 & Avi            & 4406532 & 1987 & 0.05069846 & 0.07083476 &  70.83476 & 0.3127609 &  0.000000e+00 &  1092 & 1.574183 & \\#FF0001CC\\\\\n",
       "\t62984 & the\\_darkside   & 5905425 & 1987 & 0.09299468 & 0.07234621 &  72.34621 & 0.3107400 &  4.657094e-03 &  2275 & 1.633382 & \\#FF0001CC\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t18516 & user124123   & 1770851 & 1987 & 0.07550867 & 0.04615891 & 46.15891 & 0.2007719 &  1.015066e-04 &   511 & 1.609191 & \\#FF0001CC\\\\\n",
       "\t28955 & B. Davis     & 2778289 & 1987 & 0.07901650 & 0.04834337 & 48.34337 & 0.2007488 &  1.194195e-05 &  1539 & 1.614075 & \\#FF0001CC\\\\\n",
       "\t36463 & user3507584  & 3507584 & 1987 & 0.09963126 & 0.04602558 & 46.02558 & 0.1986865 & -5.491065e-03 &  1477 & 1.642462 & \\#FF0001CC\\\\\n",
       "\t38894 & Parseltongue & 372526  & 1987 & 0.04917048 & 0.04610281 & 46.10281 & 0.1977817 &  2.388391e-05 &  3325 & 1.572000 & \\#FF0001CC\\\\\n",
       "\t75639 & aaaaa        & 7249029 & 1987 & 0.02637850 & 0.04520199 & 45.20199 & 0.1966784 &  0.000000e+00 &   206 & 1.539055 & \\#FF0001CC\\\\\n",
       "\t79091 & Peter Chen   & 7651845 & 1987 & 0.02824643 & 0.04461722 & 44.61722 & 0.1963651 & -5.321824e-04 &   512 & 1.541782 & \\#FF0001CC\\\\\n",
       "\t80770 & Neal Barsch  & 7837376 & 1987 & 0.05780854 & 0.04406954 & 44.06954 & 0.1953666 &  1.403180e-04 &   729 & 1.584299 & \\#FF0001CC\\\\\n",
       "\t85847 & Eric Green   & 841405  & 1987 & 0.13060858 & 0.04745923 & 47.45923 & 0.1951834 &  9.662113e-04 &  2761 & 1.684134 & \\#FF0001CC\\\\\n",
       "\t29638 & Anna.Klee    & 2847689 & 1987 & 0.03486111 & 0.04372567 & 43.72567 & 0.1923327 &  0.000000e+00 &  1354 & 1.551401 & \\#FF0001CC\\\\\n",
       "\t59584 & Canovice     & 5573294 & 1987 & 0.17392105 & 0.04542646 & 45.42646 & 0.1918811 &  0.000000e+00 &  1623 & 1.740524 & \\#FF0001CC\\\\\n",
       "\t19450 & Prometheus   & 1858145 & 1987 & 0.06578296 & 0.04356024 & 43.56024 & 0.1914851 & -9.615815e-04 &   755 & 1.595565 & \\#FF0001CC\\\\\n",
       "\t41791 & santoku      & 3983454 & 1987 & 0.14223822 & 0.04355913 & 43.55913 & 0.1913555 &  0.000000e+00 &  1103 & 1.699485 & \\#FF0001CC\\\\\n",
       "\t89191 & sherek\\_66    & 8834051 & 1987 & 0.01751495 & 0.04312257 & 43.12257 & 0.1911603 &  0.000000e+00 &   326 & 1.526045 & \\#FF0001CC\\\\\n",
       "\t11208 & adam.888     & 1169210 &    1 & 0.27502108 & 0.05069843 & 50.69843 & 0.1907143 &  2.388391e-05 &  3215 & 1.864444 & \\#FF0100CC\\\\\n",
       "\t33423 & Crops        & 3223138 & 1987 & 0.07735895 & 0.04434983 & 44.34983 & 0.1890255 &  1.620504e-03 &  2198 & 1.611769 & \\#FF0001CC\\\\\n",
       "\t39026 & drmariod     & 3737501 & 1987 & 0.08205574 & 0.04704243 & 47.04243 & 0.1887353 & -6.778106e-04 &  4960 & 1.618294 & \\#FF0001CC\\\\\n",
       "\t77328 & elliot       & 7448827 & 1987 & 0.02604937 & 0.04336779 & 43.36779 & 0.1879462 &  1.253905e-04 &   654 & 1.538574 & \\#FF0001CC\\\\\n",
       "\t91578 & screechOwl   & 914308  &    1 & 0.57575393 & 0.05444053 & 54.44053 & 0.1873626 &  1.017276e-03 & 10938 & 2.182101 & \\#FF0100CC\\\\\n",
       "\t38497 & newbie       & 3689934 & 1987 & 0.03150258 & 0.04180831 & 41.80831 & 0.1836518 &  0.000000e+00 &   398 & 1.546525 & \\#FF0001CC\\\\\n",
       "\t41367 & lukeg        & 3944231 & 1987 & 0.04045298 & 0.04268315 & 42.68315 & 0.1833072 &  0.000000e+00 &   455 & 1.559484 & \\#FF0001CC\\\\\n",
       "\t67727 & zesla        & 6379348 & 1987 & 0.10362254 & 0.04208113 & 42.08113 & 0.1827394 &  0.000000e+00 &  1999 & 1.647897 & \\#FF0001CC\\\\\n",
       "\t26423 & S Das        & 2530371 & 1987 & 0.08584573 & 0.04243109 & 42.43109 & 0.1823487 & -5.770693e-03 &  1157 & 1.623539 & \\#FF0001CC\\\\\n",
       "\t64765 & BIN          & 6087698 & 1987 & 0.03101057 & 0.04119820 & 41.19820 & 0.1822508 &  0.000000e+00 &   399 & 1.545809 & \\#FF0001CC\\\\\n",
       "\t59569 & Deepesh      & 5571629 & 1987 & 0.01136505 & 0.04028479 & 40.28479 & 0.1820278 &  2.242612e-04 &   485 & 1.516951 & \\#FF0001CC\\\\\n",
       "\t42916 & Agaz Hussain & 4089949 & 1987 & 0.12778885 & 0.04224189 & 42.24189 & 0.1814673 & -1.178610e-02 &  2333 & 1.680388 & \\#FF0001CC\\\\\n",
       "\t52395 & costebk08    & 4941925 & 1987 & 0.03698572 & 0.04190385 & 41.90385 & 0.1814051 & -2.646492e-03 &   508 & 1.554477 & \\#FF0001CC\\\\\n",
       "\t13214 & brucezepplin & 1268941 & 1987 & 0.14041520 & 0.04226462 & 42.26462 & 0.1799420 &  4.822151e-03 &  2759 & 1.697089 & \\#FF0001CC\\\\\n",
       "\t52642 & lll          & 4962535 & 1987 & 0.04641688 & 0.04112685 & 41.12685 & 0.1793543 &  0.000000e+00 &   392 & 1.568058 & \\#FF0001CC\\\\\n",
       "\t1834 & mql4beginner & 1024441 & 1987 & 0.10821192 & 0.04299667 & 42.99667 & 0.1786413 &  0.000000e+00 &  1066 & 1.654122 & \\#FF0001CC\\\\\n",
       "\t55524 & Lucia        & 5201265 & 1987 & 0.02390681 & 0.03938769 & 39.38769 & 0.1769002 &  0.000000e+00 &   353 & 1.535438 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 100 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 49694 | MAPK           | 4701887 | 1987 | 0.12253954 | 0.22667228 | 226.67228 | 1.0000000 |  1.194195e-05 |  2016 | 1.673390 | #FF0001CC |\n",
       "| 37829 | Sebastian Zeki | 3632206 | 1987 | 0.24580337 | 0.21928389 | 219.28389 | 0.9641943 |  0.000000e+00 |  2781 | 1.829671 | #FF0001CC |\n",
       "| 30481 | Neil           | 2927983 | 1987 | 0.12824352 | 0.20215350 | 202.15350 | 0.9019955 |  2.985488e-05 |  2629 | 1.680993 | #FF0001CC |\n",
       "| 75406 | rnorouzian     | 7223434 | 1987 | 0.11126342 | 0.18529081 | 185.29081 | 0.8041405 | -2.578620e-03 |  2426 | 1.658246 | #FF0001CC |\n",
       "| 74002 | MYaseen208     | 707145  |    1 | 0.29812337 | 0.14444657 | 144.44657 | 0.5843870 |  3.217314e-03 |  8257 | 1.891379 | #FF0100CC |\n",
       "| 50748 | giacomo        | 4796107 | 1987 | 0.10867365 | 0.12415104 | 124.15104 | 0.5443030 |  8.654555e-03 |  1821 | 1.654747 | #FF0001CC |\n",
       "| 36957 | Alexander      | 3555558 | 1987 | 0.10303847 | 0.11700320 | 117.00320 | 0.5125255 |  0.000000e+00 |  1554 | 1.647103 | #FF0001CC |\n",
       "| 62865 | nak5120        | 5893585 | 1987 | 0.16601287 | 0.11131758 | 111.31758 | 0.4866503 |  1.711289e-03 |  1656 | 1.730385 | #FF0001CC |\n",
       "| 17108 | Rilcon42       | 1634753 | 1987 | 0.16062007 | 0.10595474 | 105.95474 | 0.4585602 | -7.808779e-04 |  3054 | 1.723432 | #FF0001CC |\n",
       "| 38 | Tyler Rinker   | 1000343 |    1 | 0.61007806 | 0.14742209 | 147.42209 | 0.4457601 | -4.901495e-03 | 67492 | 2.214424 | #FF0100CC |\n",
       "| 35070 | user3375672    | 3375672 | 1987 | 0.08288566 | 0.09772553 |  97.72553 | 0.4291096 |  6.568074e-05 |  1564 | 1.619444 | #FF0001CC |\n",
       "| 34843 | user3354212    | 3354212 | 1987 | 0.01434653 | 0.09566737 |  95.66737 | 0.4236318 |  0.000000e+00 |   610 | 1.521367 | #FF0001CC |\n",
       "| 63128 | nik            | 5919561 | 1987 | 0.09262095 | 0.09599805 |  95.99805 | 0.4192202 |  7.463721e-05 |   801 | 1.632869 | #FF0001CC |\n",
       "| 24664 | Sharath        | 2359320 | 1987 | 0.04468461 | 0.09515946 |  95.15946 | 0.4177304 |  0.000000e+00 |   993 | 1.565573 | #FF0001CC |\n",
       "| 47524 | oercim         | 4513999 | 1987 | 0.04064655 | 0.09363868 |  93.63868 | 0.4163837 |  0.000000e+00 |   739 | 1.559763 | #FF0001CC |\n",
       "| 24080 | user2300940    | 2300940 | 1987 | 0.34922873 | 0.09416078 |  94.16078 | 0.4141674 |  7.165172e-05 |   789 | 1.949300 | #FF0001CC |\n",
       "| 23857 | Maximilian     | 2280536 | 1987 | 0.10553269 | 0.09763297 |  97.63297 | 0.4107213 |  7.397485e-04 |  1850 | 1.650491 | #FF0001CC |\n",
       "| 35218 | Adrian         | 3391549 | 1987 | 0.22162792 | 0.09430117 |  94.30117 | 0.3995544 |  0.000000e+00 |  2091 | 1.800276 | #FF0001CC |\n",
       "| 71396 | neversaint     | 67405   |    1 | 1.44440973 | 0.09488619 |  94.88619 | 0.3924207 |  7.165172e-05 | 19158 | 2.840706 | #FF0100CC |\n",
       "| 28348 | user2716568    | 2716568 | 1987 | 0.06058812 | 0.08711143 |  87.11143 | 0.3793867 |  0.000000e+00 |   610 | 1.588235 | #FF0001CC |\n",
       "| 40824 | MFR            | 3893729 | 1987 | 0.03753427 | 0.08111914 |  81.11914 | 0.3580906 |  2.752676e-03 |  1142 | 1.555271 | #FF0001CC |\n",
       "| 33466 | 89_Simple      | 3227302 | 1987 | 0.09675657 | 0.08360061 |  83.60061 | 0.3577783 |  1.194195e-05 |  1122 | 1.638536 | #FF0001CC |\n",
       "| 41804 | Amer           | 3984908 | 1987 | 0.03900173 | 0.08124771 |  81.24771 | 0.3573984 |  1.791293e-05 |   800 | 1.557391 | #FF0001CC |\n",
       "| 1847 | Doug Fir       | 1024586 | 1987 | 0.15888455 | 0.08126634 |  81.26634 | 0.3537341 |  1.194195e-05 |  6042 | 1.721187 | #FF0001CC |\n",
       "| 86168 | Omry Atia      | 8453123 | 1987 | 0.04891181 | 0.07791434 |  77.91434 | 0.3414562 | -1.275648e-03 |  1216 | 1.571630 | #FF0001CC |\n",
       "| 47425 | Al14           | 4505161 | 1987 | 0.05162073 | 0.07695680 |  76.95680 | 0.3368308 |  2.961730e-03 |   765 | 1.575499 | #FF0001CC |\n",
       "| 70149 | Peter Chung    | 6612789 | 1987 | 0.03806732 | 0.07384317 |  73.84317 | 0.3301704 | -1.707942e-03 |   512 | 1.556041 | #FF0001CC |\n",
       "| 29703 | Shaxi Liver    | 2855161 | 1987 | 0.27534008 | 0.07666368 |  76.66368 | 0.3268847 | -3.582586e-04 |  1023 | 1.864819 | #FF0001CC |\n",
       "| 46375 | Avi            | 4406532 | 1987 | 0.05069846 | 0.07083476 |  70.83476 | 0.3127609 |  0.000000e+00 |  1092 | 1.574183 | #FF0001CC |\n",
       "| 62984 | the_darkside   | 5905425 | 1987 | 0.09299468 | 0.07234621 |  72.34621 | 0.3107400 |  4.657094e-03 |  2275 | 1.633382 | #FF0001CC |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 18516 | user124123   | 1770851 | 1987 | 0.07550867 | 0.04615891 | 46.15891 | 0.2007719 |  1.015066e-04 |   511 | 1.609191 | #FF0001CC |\n",
       "| 28955 | B. Davis     | 2778289 | 1987 | 0.07901650 | 0.04834337 | 48.34337 | 0.2007488 |  1.194195e-05 |  1539 | 1.614075 | #FF0001CC |\n",
       "| 36463 | user3507584  | 3507584 | 1987 | 0.09963126 | 0.04602558 | 46.02558 | 0.1986865 | -5.491065e-03 |  1477 | 1.642462 | #FF0001CC |\n",
       "| 38894 | Parseltongue | 372526  | 1987 | 0.04917048 | 0.04610281 | 46.10281 | 0.1977817 |  2.388391e-05 |  3325 | 1.572000 | #FF0001CC |\n",
       "| 75639 | aaaaa        | 7249029 | 1987 | 0.02637850 | 0.04520199 | 45.20199 | 0.1966784 |  0.000000e+00 |   206 | 1.539055 | #FF0001CC |\n",
       "| 79091 | Peter Chen   | 7651845 | 1987 | 0.02824643 | 0.04461722 | 44.61722 | 0.1963651 | -5.321824e-04 |   512 | 1.541782 | #FF0001CC |\n",
       "| 80770 | Neal Barsch  | 7837376 | 1987 | 0.05780854 | 0.04406954 | 44.06954 | 0.1953666 |  1.403180e-04 |   729 | 1.584299 | #FF0001CC |\n",
       "| 85847 | Eric Green   | 841405  | 1987 | 0.13060858 | 0.04745923 | 47.45923 | 0.1951834 |  9.662113e-04 |  2761 | 1.684134 | #FF0001CC |\n",
       "| 29638 | Anna.Klee    | 2847689 | 1987 | 0.03486111 | 0.04372567 | 43.72567 | 0.1923327 |  0.000000e+00 |  1354 | 1.551401 | #FF0001CC |\n",
       "| 59584 | Canovice     | 5573294 | 1987 | 0.17392105 | 0.04542646 | 45.42646 | 0.1918811 |  0.000000e+00 |  1623 | 1.740524 | #FF0001CC |\n",
       "| 19450 | Prometheus   | 1858145 | 1987 | 0.06578296 | 0.04356024 | 43.56024 | 0.1914851 | -9.615815e-04 |   755 | 1.595565 | #FF0001CC |\n",
       "| 41791 | santoku      | 3983454 | 1987 | 0.14223822 | 0.04355913 | 43.55913 | 0.1913555 |  0.000000e+00 |  1103 | 1.699485 | #FF0001CC |\n",
       "| 89191 | sherek_66    | 8834051 | 1987 | 0.01751495 | 0.04312257 | 43.12257 | 0.1911603 |  0.000000e+00 |   326 | 1.526045 | #FF0001CC |\n",
       "| 11208 | adam.888     | 1169210 |    1 | 0.27502108 | 0.05069843 | 50.69843 | 0.1907143 |  2.388391e-05 |  3215 | 1.864444 | #FF0100CC |\n",
       "| 33423 | Crops        | 3223138 | 1987 | 0.07735895 | 0.04434983 | 44.34983 | 0.1890255 |  1.620504e-03 |  2198 | 1.611769 | #FF0001CC |\n",
       "| 39026 | drmariod     | 3737501 | 1987 | 0.08205574 | 0.04704243 | 47.04243 | 0.1887353 | -6.778106e-04 |  4960 | 1.618294 | #FF0001CC |\n",
       "| 77328 | elliot       | 7448827 | 1987 | 0.02604937 | 0.04336779 | 43.36779 | 0.1879462 |  1.253905e-04 |   654 | 1.538574 | #FF0001CC |\n",
       "| 91578 | screechOwl   | 914308  |    1 | 0.57575393 | 0.05444053 | 54.44053 | 0.1873626 |  1.017276e-03 | 10938 | 2.182101 | #FF0100CC |\n",
       "| 38497 | newbie       | 3689934 | 1987 | 0.03150258 | 0.04180831 | 41.80831 | 0.1836518 |  0.000000e+00 |   398 | 1.546525 | #FF0001CC |\n",
       "| 41367 | lukeg        | 3944231 | 1987 | 0.04045298 | 0.04268315 | 42.68315 | 0.1833072 |  0.000000e+00 |   455 | 1.559484 | #FF0001CC |\n",
       "| 67727 | zesla        | 6379348 | 1987 | 0.10362254 | 0.04208113 | 42.08113 | 0.1827394 |  0.000000e+00 |  1999 | 1.647897 | #FF0001CC |\n",
       "| 26423 | S Das        | 2530371 | 1987 | 0.08584573 | 0.04243109 | 42.43109 | 0.1823487 | -5.770693e-03 |  1157 | 1.623539 | #FF0001CC |\n",
       "| 64765 | BIN          | 6087698 | 1987 | 0.03101057 | 0.04119820 | 41.19820 | 0.1822508 |  0.000000e+00 |   399 | 1.545809 | #FF0001CC |\n",
       "| 59569 | Deepesh      | 5571629 | 1987 | 0.01136505 | 0.04028479 | 40.28479 | 0.1820278 |  2.242612e-04 |   485 | 1.516951 | #FF0001CC |\n",
       "| 42916 | Agaz Hussain | 4089949 | 1987 | 0.12778885 | 0.04224189 | 42.24189 | 0.1814673 | -1.178610e-02 |  2333 | 1.680388 | #FF0001CC |\n",
       "| 52395 | costebk08    | 4941925 | 1987 | 0.03698572 | 0.04190385 | 41.90385 | 0.1814051 | -2.646492e-03 |   508 | 1.554477 | #FF0001CC |\n",
       "| 13214 | brucezepplin | 1268941 | 1987 | 0.14041520 | 0.04226462 | 42.26462 | 0.1799420 |  4.822151e-03 |  2759 | 1.697089 | #FF0001CC |\n",
       "| 52642 | lll          | 4962535 | 1987 | 0.04641688 | 0.04112685 | 41.12685 | 0.1793543 |  0.000000e+00 |   392 | 1.568058 | #FF0001CC |\n",
       "| 1834 | mql4beginner | 1024441 | 1987 | 0.10821192 | 0.04299667 | 42.99667 | 0.1786413 |  0.000000e+00 |  1066 | 1.654122 | #FF0001CC |\n",
       "| 55524 | Lucia        | 5201265 | 1987 | 0.02390681 | 0.03938769 | 39.38769 | 0.1769002 |  0.000000e+00 |   353 | 1.535438 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label          name    community pageRank   evcent     katz_size\n",
       "49694 MAPK           4701887 1987      0.12253954 0.22667228 226.67228\n",
       "37829 Sebastian Zeki 3632206 1987      0.24580337 0.21928389 219.28389\n",
       "30481 Neil           2927983 1987      0.12824352 0.20215350 202.15350\n",
       "75406 rnorouzian     7223434 1987      0.11126342 0.18529081 185.29081\n",
       "74002 MYaseen208     707145     1      0.29812337 0.14444657 144.44657\n",
       "50748 giacomo        4796107 1987      0.10867365 0.12415104 124.15104\n",
       "36957 Alexander      3555558 1987      0.10303847 0.11700320 117.00320\n",
       "62865 nak5120        5893585 1987      0.16601287 0.11131758 111.31758\n",
       "17108 Rilcon42       1634753 1987      0.16062007 0.10595474 105.95474\n",
       "38    Tyler Rinker   1000343    1      0.61007806 0.14742209 147.42209\n",
       "35070 user3375672    3375672 1987      0.08288566 0.09772553  97.72553\n",
       "34843 user3354212    3354212 1987      0.01434653 0.09566737  95.66737\n",
       "63128 nik            5919561 1987      0.09262095 0.09599805  95.99805\n",
       "24664 Sharath        2359320 1987      0.04468461 0.09515946  95.15946\n",
       "47524 oercim         4513999 1987      0.04064655 0.09363868  93.63868\n",
       "24080 user2300940    2300940 1987      0.34922873 0.09416078  94.16078\n",
       "23857 Maximilian     2280536 1987      0.10553269 0.09763297  97.63297\n",
       "35218 Adrian         3391549 1987      0.22162792 0.09430117  94.30117\n",
       "71396 neversaint     67405      1      1.44440973 0.09488619  94.88619\n",
       "28348 user2716568    2716568 1987      0.06058812 0.08711143  87.11143\n",
       "40824 MFR            3893729 1987      0.03753427 0.08111914  81.11914\n",
       "33466 89_Simple      3227302 1987      0.09675657 0.08360061  83.60061\n",
       "41804 Amer           3984908 1987      0.03900173 0.08124771  81.24771\n",
       "1847  Doug Fir       1024586 1987      0.15888455 0.08126634  81.26634\n",
       "86168 Omry Atia      8453123 1987      0.04891181 0.07791434  77.91434\n",
       "47425 Al14           4505161 1987      0.05162073 0.07695680  76.95680\n",
       "70149 Peter Chung    6612789 1987      0.03806732 0.07384317  73.84317\n",
       "29703 Shaxi Liver    2855161 1987      0.27534008 0.07666368  76.66368\n",
       "46375 Avi            4406532 1987      0.05069846 0.07083476  70.83476\n",
       "62984 the_darkside   5905425 1987      0.09299468 0.07234621  72.34621\n",
       "⋮     ⋮              ⋮       ⋮         ⋮          ⋮          ⋮        \n",
       "18516 user124123     1770851 1987      0.07550867 0.04615891 46.15891 \n",
       "28955 B. Davis       2778289 1987      0.07901650 0.04834337 48.34337 \n",
       "36463 user3507584    3507584 1987      0.09963126 0.04602558 46.02558 \n",
       "38894 Parseltongue   372526  1987      0.04917048 0.04610281 46.10281 \n",
       "75639 aaaaa          7249029 1987      0.02637850 0.04520199 45.20199 \n",
       "79091 Peter Chen     7651845 1987      0.02824643 0.04461722 44.61722 \n",
       "80770 Neal Barsch    7837376 1987      0.05780854 0.04406954 44.06954 \n",
       "85847 Eric Green     841405  1987      0.13060858 0.04745923 47.45923 \n",
       "29638 Anna.Klee      2847689 1987      0.03486111 0.04372567 43.72567 \n",
       "59584 Canovice       5573294 1987      0.17392105 0.04542646 45.42646 \n",
       "19450 Prometheus     1858145 1987      0.06578296 0.04356024 43.56024 \n",
       "41791 santoku        3983454 1987      0.14223822 0.04355913 43.55913 \n",
       "89191 sherek_66      8834051 1987      0.01751495 0.04312257 43.12257 \n",
       "11208 adam.888       1169210    1      0.27502108 0.05069843 50.69843 \n",
       "33423 Crops          3223138 1987      0.07735895 0.04434983 44.34983 \n",
       "39026 drmariod       3737501 1987      0.08205574 0.04704243 47.04243 \n",
       "77328 elliot         7448827 1987      0.02604937 0.04336779 43.36779 \n",
       "91578 screechOwl     914308     1      0.57575393 0.05444053 54.44053 \n",
       "38497 newbie         3689934 1987      0.03150258 0.04180831 41.80831 \n",
       "41367 lukeg          3944231 1987      0.04045298 0.04268315 42.68315 \n",
       "67727 zesla          6379348 1987      0.10362254 0.04208113 42.08113 \n",
       "26423 S Das          2530371 1987      0.08584573 0.04243109 42.43109 \n",
       "64765 BIN            6087698 1987      0.03101057 0.04119820 41.19820 \n",
       "59569 Deepesh        5571629 1987      0.01136505 0.04028479 40.28479 \n",
       "42916 Agaz Hussain   4089949 1987      0.12778885 0.04224189 42.24189 \n",
       "52395 costebk08      4941925 1987      0.03698572 0.04190385 41.90385 \n",
       "13214 brucezepplin   1268941 1987      0.14041520 0.04226462 42.26462 \n",
       "52642 lll            4962535 1987      0.04641688 0.04112685 41.12685 \n",
       "1834  mql4beginner   1024441 1987      0.10821192 0.04299667 42.99667 \n",
       "55524 Lucia          5201265 1987      0.02390681 0.03938769 39.38769 \n",
       "      authority power_centrality reputation size     color    \n",
       "49694 1.0000000  1.194195e-05     2016      1.673390 #FF0001CC\n",
       "37829 0.9641943  0.000000e+00     2781      1.829671 #FF0001CC\n",
       "30481 0.9019955  2.985488e-05     2629      1.680993 #FF0001CC\n",
       "75406 0.8041405 -2.578620e-03     2426      1.658246 #FF0001CC\n",
       "74002 0.5843870  3.217314e-03     8257      1.891379 #FF0100CC\n",
       "50748 0.5443030  8.654555e-03     1821      1.654747 #FF0001CC\n",
       "36957 0.5125255  0.000000e+00     1554      1.647103 #FF0001CC\n",
       "62865 0.4866503  1.711289e-03     1656      1.730385 #FF0001CC\n",
       "17108 0.4585602 -7.808779e-04     3054      1.723432 #FF0001CC\n",
       "38    0.4457601 -4.901495e-03    67492      2.214424 #FF0100CC\n",
       "35070 0.4291096  6.568074e-05     1564      1.619444 #FF0001CC\n",
       "34843 0.4236318  0.000000e+00      610      1.521367 #FF0001CC\n",
       "63128 0.4192202  7.463721e-05      801      1.632869 #FF0001CC\n",
       "24664 0.4177304  0.000000e+00      993      1.565573 #FF0001CC\n",
       "47524 0.4163837  0.000000e+00      739      1.559763 #FF0001CC\n",
       "24080 0.4141674  7.165172e-05      789      1.949300 #FF0001CC\n",
       "23857 0.4107213  7.397485e-04     1850      1.650491 #FF0001CC\n",
       "35218 0.3995544  0.000000e+00     2091      1.800276 #FF0001CC\n",
       "71396 0.3924207  7.165172e-05    19158      2.840706 #FF0100CC\n",
       "28348 0.3793867  0.000000e+00      610      1.588235 #FF0001CC\n",
       "40824 0.3580906  2.752676e-03     1142      1.555271 #FF0001CC\n",
       "33466 0.3577783  1.194195e-05     1122      1.638536 #FF0001CC\n",
       "41804 0.3573984  1.791293e-05      800      1.557391 #FF0001CC\n",
       "1847  0.3537341  1.194195e-05     6042      1.721187 #FF0001CC\n",
       "86168 0.3414562 -1.275648e-03     1216      1.571630 #FF0001CC\n",
       "47425 0.3368308  2.961730e-03      765      1.575499 #FF0001CC\n",
       "70149 0.3301704 -1.707942e-03      512      1.556041 #FF0001CC\n",
       "29703 0.3268847 -3.582586e-04     1023      1.864819 #FF0001CC\n",
       "46375 0.3127609  0.000000e+00     1092      1.574183 #FF0001CC\n",
       "62984 0.3107400  4.657094e-03     2275      1.633382 #FF0001CC\n",
       "⋮     ⋮         ⋮                ⋮          ⋮        ⋮        \n",
       "18516 0.2007719  1.015066e-04      511      1.609191 #FF0001CC\n",
       "28955 0.2007488  1.194195e-05     1539      1.614075 #FF0001CC\n",
       "36463 0.1986865 -5.491065e-03     1477      1.642462 #FF0001CC\n",
       "38894 0.1977817  2.388391e-05     3325      1.572000 #FF0001CC\n",
       "75639 0.1966784  0.000000e+00      206      1.539055 #FF0001CC\n",
       "79091 0.1963651 -5.321824e-04      512      1.541782 #FF0001CC\n",
       "80770 0.1953666  1.403180e-04      729      1.584299 #FF0001CC\n",
       "85847 0.1951834  9.662113e-04     2761      1.684134 #FF0001CC\n",
       "29638 0.1923327  0.000000e+00     1354      1.551401 #FF0001CC\n",
       "59584 0.1918811  0.000000e+00     1623      1.740524 #FF0001CC\n",
       "19450 0.1914851 -9.615815e-04      755      1.595565 #FF0001CC\n",
       "41791 0.1913555  0.000000e+00     1103      1.699485 #FF0001CC\n",
       "89191 0.1911603  0.000000e+00      326      1.526045 #FF0001CC\n",
       "11208 0.1907143  2.388391e-05     3215      1.864444 #FF0100CC\n",
       "33423 0.1890255  1.620504e-03     2198      1.611769 #FF0001CC\n",
       "39026 0.1887353 -6.778106e-04     4960      1.618294 #FF0001CC\n",
       "77328 0.1879462  1.253905e-04      654      1.538574 #FF0001CC\n",
       "91578 0.1873626  1.017276e-03    10938      2.182101 #FF0100CC\n",
       "38497 0.1836518  0.000000e+00      398      1.546525 #FF0001CC\n",
       "41367 0.1833072  0.000000e+00      455      1.559484 #FF0001CC\n",
       "67727 0.1827394  0.000000e+00     1999      1.647897 #FF0001CC\n",
       "26423 0.1823487 -5.770693e-03     1157      1.623539 #FF0001CC\n",
       "64765 0.1822508  0.000000e+00      399      1.545809 #FF0001CC\n",
       "59569 0.1820278  2.242612e-04      485      1.516951 #FF0001CC\n",
       "42916 0.1814673 -1.178610e-02     2333      1.680388 #FF0001CC\n",
       "52395 0.1814051 -2.646492e-03      508      1.554477 #FF0001CC\n",
       "13214 0.1799420  4.822151e-03     2759      1.697089 #FF0001CC\n",
       "52642 0.1793543  0.000000e+00      392      1.568058 #FF0001CC\n",
       "1834  0.1786413  0.000000e+00     1066      1.654122 #FF0001CC\n",
       "55524 0.1769002  0.000000e+00      353      1.535438 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by authority as a measure of reputation\n",
    "auth <- df3[order(df3$authority, decreasing=T),]\n",
    "head(auth,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 100 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>38975</th><td>akrun                  </td><td>3732271</td><td>1987</td><td>0.007066914</td><td>1.0000000000</td><td>1000.0000000</td><td>0.000000e+00</td><td>0.31715325</td><td>     1</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47343</th><td>alistaire              </td><td>4497050</td><td>1987</td><td>0.013185030</td><td>0.0431646179</td><td>  43.1646179</td><td>5.456457e-06</td><td>0.11281832</td><td> 33868</td><td>1.519648</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47116</th><td>Charles                </td><td>447708 </td><td>   1</td><td>0.007066914</td><td>0.0010669603</td><td>   1.0669603</td><td>0.000000e+00</td><td>0.06354456</td><td>  4039</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>85874</th><td>Ralf Stubner           </td><td>8416610</td><td>   1</td><td>0.007442344</td><td>0.0075984956</td><td>   7.5984956</td><td>1.885904e-06</td><td>0.06185749</td><td> 17983</td><td>1.511122</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>40139</th><td>Wiktor Stribiżew       </td><td>3832970</td><td>1987</td><td>0.007066914</td><td>0.0366304677</td><td>  36.6304677</td><td>0.000000e+00</td><td>0.05721114</td><td>352653</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>46226</th><td>Henrik Lindberg        </td><td>4392229</td><td>1987</td><td>0.007066914</td><td>0.0001726215</td><td>   0.1726215</td><td>0.000000e+00</td><td>0.05642110</td><td>   346</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>58438</th><td>Martin Morgan          </td><td>547331 </td><td>   1</td><td>0.007066914</td><td>0.0199259638</td><td>  19.9259638</td><td>0.000000e+00</td><td>0.05568735</td><td> 39953</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15220</th><td>hrbrmstr               </td><td>1457051</td><td>   1</td><td>0.013143674</td><td>0.0480417029</td><td>  48.0417029</td><td>2.330066e-05</td><td>0.05465548</td><td> 63924</td><td>1.519587</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>63679</th><td>SymbolixAU             </td><td>5977215</td><td>1987</td><td>0.008493942</td><td>0.0179442600</td><td>  17.9442600</td><td>1.357655e-02</td><td>0.05275792</td><td> 17449</td><td>1.512687</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>97523</th><td>Neal Fultz             </td><td>986793 </td><td>   1</td><td>0.013189918</td><td>0.0059438469</td><td>   5.9438469</td><td>8.336582e-04</td><td>0.05229565</td><td>  7691</td><td>1.519656</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>62526</th><td>Benjamin Christoffersen</td><td>5861244</td><td>   1</td><td>0.008369355</td><td>0.0038373747</td><td>   3.8373747</td><td>1.768102e-03</td><td>0.05076849</td><td>  2160</td><td>1.512502</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>95847</th><td>Oscar Perpiñán         </td><td>964866 </td><td>   1</td><td>0.007066914</td><td>0.0015643069</td><td>   1.5643069</td><td>0.000000e+00</td><td>0.04973294</td><td>  3918</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>30860</th><td>mpalanco               </td><td>2963704</td><td>   1</td><td>0.008826614</td><td>0.0093034681</td><td>   9.3034681</td><td>3.430011e-03</td><td>0.04942362</td><td>  8308</td><td>1.513182</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>19422</th><td>42-                    </td><td>1855677</td><td>   1</td><td>0.009522211</td><td>0.1751843652</td><td> 175.1843652</td><td>3.164137e-02</td><td>0.04805872</td><td>220683</td><td>1.514216</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>35404</th><td>jverzani               </td><td>340844 </td><td>   1</td><td>0.007066914</td><td>0.0029803492</td><td>   2.9803492</td><td>0.000000e+00</td><td>0.04758664</td><td>  4957</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>55436</th><td>AntoniosK              </td><td>5193485</td><td>1987</td><td>0.009283295</td><td>0.0204858761</td><td>  20.4858761</td><td>1.191498e-03</td><td>0.04348198</td><td> 13721</td><td>1.513861</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>11059</th><td>Marco Sandri           </td><td>1166684</td><td>1987</td><td>0.018401604</td><td>0.0137177552</td><td>  13.7177552</td><td>1.836254e-04</td><td>0.04298934</td><td> 14436</td><td>1.527352</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>62254</th><td>K. Rohde               </td><td>5836932</td><td>   1</td><td>0.007066914</td><td>0.0034077956</td><td>   3.4077956</td><td>0.000000e+00</td><td>0.04198446</td><td>  6518</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>53335</th><td>Heroka                 </td><td>5020008</td><td>1987</td><td>0.007066914</td><td>0.0129077631</td><td>  12.9077631</td><td>0.000000e+00</td><td>0.04177984</td><td> 11451</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>44052</th><td>Xiongbing Jin          </td><td>4190526</td><td>   1</td><td>0.007066914</td><td>0.0038861736</td><td>   3.8861736</td><td>0.000000e+00</td><td>0.04116089</td><td>  7644</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>96095</th><td>GSee                   </td><td>967840 </td><td>   1</td><td>0.019232716</td><td>0.0202982528</td><td>  20.2982528</td><td>2.108377e-03</td><td>0.04004086</td><td> 39795</td><td>1.528575</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>52882</th><td>Psidom                 </td><td>4983450</td><td>1987</td><td>0.007385150</td><td>0.0604025737</td><td>  60.4025737</td><td>8.075227e-06</td><td>0.03929464</td><td>134724</td><td>1.511037</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>28934</th><td>Maximilian Peters      </td><td>2776376</td><td>1987</td><td>0.007066914</td><td>0.0041857241</td><td>   4.1857241</td><td>0.000000e+00</td><td>0.03893793</td><td> 17343</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>21679</th><td>Edzer Pebesma          </td><td>2069841</td><td>   1</td><td>0.007066914</td><td>0.0019791944</td><td>   1.9791944</td><td>0.000000e+00</td><td>0.03864612</td><td>  3024</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>38286</th><td>Jack Wasey             </td><td>3671495</td><td>   1</td><td>0.007169805</td><td>0.0015204552</td><td>   1.5204552</td><td>1.730510e-03</td><td>0.03794286</td><td>  2308</td><td>1.510716</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>49101</th><td>Shenglin Chen          </td><td>4647719</td><td>1987</td><td>0.007066914</td><td>0.0048754465</td><td>   4.8754465</td><td>0.000000e+00</td><td>0.03763437</td><td>  3932</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>67456</th><td>Robert Hijmans         </td><td>635245 </td><td>   1</td><td>0.007066914</td><td>0.0107001818</td><td>  10.7001818</td><td>0.000000e+00</td><td>0.03651317</td><td> 15812</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>43400</th><td>scoa                   </td><td>4132844</td><td>1987</td><td>0.007322526</td><td>0.0093099712</td><td>   9.3099712</td><td>1.982002e-05</td><td>0.03630673</td><td> 14554</td><td>1.510944</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>52975</th><td>Romain Francois        </td><td>499163 </td><td>   1</td><td>0.007066914</td><td>0.0042101974</td><td>   4.2101974</td><td>0.000000e+00</td><td>0.03535050</td><td> 15180</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>16848</th><td>user1609452            </td><td>1609452</td><td>   1</td><td>0.034030574</td><td>0.0029870177</td><td>   2.9870177</td><td>9.754563e-04</td><td>0.03462521</td><td>  4068</td><td>1.550197</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>67061</th><td>Lauren                    </td><td>6312126 </td><td>   1</td><td>0.007066914</td><td>5.418375e-04</td><td> 0.54183747</td><td>0.000000e+00</td><td>0.02590800</td><td>  4179</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>63856</th><td>Val                       </td><td>5997555 </td><td>1987</td><td>0.009695265</td><td>3.557471e-03</td><td> 3.55747110</td><td>2.024277e-04</td><td>0.02562381</td><td>  3478</td><td>1.514473</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>16439</th><td>Tamás                     </td><td>156771  </td><td>   1</td><td>0.007066914</td><td>2.434860e-03</td><td> 2.43486004</td><td>0.000000e+00</td><td>0.02513975</td><td> 39595</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>69482</th><td>Paweł Kozielski-Romaneczko</td><td>6548946 </td><td>1987</td><td>0.012047346</td><td>1.741856e-03</td><td> 1.74185582</td><td>4.900619e-06</td><td>0.02478824</td><td>   598</td><td>1.517963</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>74757</th><td>Jim Chen                  </td><td>7155684 </td><td>   1</td><td>0.007161309</td><td>1.159178e-03</td><td> 1.15917761</td><td>9.454245e-04</td><td>0.02449077</td><td>   821</td><td>1.510704</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>6659</th><td>RDavey                    </td><td>10960765</td><td>   1</td><td>0.007467390</td><td>1.880835e-04</td><td> 0.18808353</td><td>1.901819e-04</td><td>0.02412544</td><td>    28</td><td>1.511159</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>41548</th><td>rvl                       </td><td>3961566 </td><td>   1</td><td>0.009942879</td><td>1.800973e-03</td><td> 1.80097348</td><td>1.743684e-03</td><td>0.02407227</td><td>  2274</td><td>1.514841</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>59799</th><td>Luke C                    </td><td>5593066 </td><td>1987</td><td>0.007122023</td><td>3.116788e-03</td><td> 3.11678784</td><td>1.181334e-05</td><td>0.02402443</td><td>  8137</td><td>1.510645</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>47244</th><td>paqmo                     </td><td>4488105 </td><td>1987</td><td>0.007388752</td><td>2.262596e-03</td><td> 2.26259586</td><td>3.256165e-04</td><td>0.02377954</td><td>  2422</td><td>1.511042</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>48229</th><td>MS Berends                </td><td>4575331 </td><td>   1</td><td>0.007325211</td><td>6.128451e-04</td><td> 0.61284508</td><td>1.223266e-03</td><td>0.02323545</td><td>  1376</td><td>1.510948</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>72977</th><td>user6910411               </td><td>6910411 </td><td>   1</td><td>0.007066914</td><td>2.839244e-03</td><td> 2.83924366</td><td>0.000000e+00</td><td>0.02322713</td><td> 38696</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>72589</th><td>lbusett                   </td><td>6871135 </td><td>   1</td><td>0.018736480</td><td>2.664251e-03</td><td> 2.66425055</td><td>5.458530e-05</td><td>0.02306252</td><td>  3860</td><td>1.527845</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>67523</th><td>stas g                    </td><td>635843  </td><td>   1</td><td>0.015273810</td><td>1.650597e-03</td><td> 1.65059740</td><td>2.233733e-03</td><td>0.02288824</td><td>  1246</td><td>1.522738</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>24825</th><td>mikeck                    </td><td>2375551 </td><td>1987</td><td>0.024060429</td><td>9.647255e-03</td><td> 9.64725537</td><td>3.388285e-02</td><td>0.02276523</td><td>  2185</td><td>1.535663</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>27992</th><td>John Paul                 </td><td>2679518 </td><td>   1</td><td>0.029502409</td><td>6.924590e-03</td><td> 6.92459042</td><td>6.305215e-03</td><td>0.02271828</td><td>  8234</td><td>1.543613</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>41356</th><td>DeanAttali                </td><td>3943160 </td><td>   1</td><td>0.021834159</td><td>8.665010e-03</td><td> 8.66500956</td><td>8.352616e-03</td><td>0.02265605</td><td> 15923</td><td>1.532399</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>26074</th><td>bjoseph                   </td><td>2498263 </td><td>   1</td><td>0.007799183</td><td>1.649686e-03</td><td> 1.64968558</td><td>2.212563e-03</td><td>0.02242616</td><td>  1678</td><td>1.511653</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>53325</th><td>Batanichek                </td><td>5018792 </td><td>1987</td><td>0.012371022</td><td>1.253299e-02</td><td>12.53299367</td><td>2.979874e-02</td><td>0.02239853</td><td>  5930</td><td>1.518443</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>17951</th><td>FXQuantTrader             </td><td>1717729 </td><td>   1</td><td>0.007538769</td><td>5.073044e-03</td><td> 5.07304426</td><td>2.650576e-03</td><td>0.02219105</td><td>  6736</td><td>1.511266</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>72595</th><td>JT85                      </td><td>687161  </td><td>   1</td><td>0.038983038</td><td>4.960128e-03</td><td> 4.96012777</td><td>8.137123e-03</td><td>0.02218489</td><td>  4442</td><td>1.557364</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>42680</th><td>Steven Beaupré            </td><td>4064778 </td><td>1987</td><td>0.009276859</td><td>2.260204e-02</td><td>22.60204111</td><td>2.188470e-02</td><td>0.02216551</td><td> 17658</td><td>1.513851</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>76405</th><td>CW Dillon                 </td><td>733846  </td><td>   1</td><td>0.007066914</td><td>6.105736e-05</td><td> 0.06105736</td><td>0.000000e+00</td><td>0.02210997</td><td>   121</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>60052</th><td>bouncyball                </td><td>5619526 </td><td>1987</td><td>0.007066914</td><td>8.709998e-03</td><td> 8.70999751</td><td>0.000000e+00</td><td>0.02199211</td><td>  7036</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>19377</th><td>Henrik                    </td><td>1851712 </td><td>   1</td><td>0.015798588</td><td>2.679541e-02</td><td>26.79540553</td><td>7.772148e-03</td><td>0.02196151</td><td> 45018</td><td>1.523513</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>89232</th><td>bbrot                     </td><td>8838637 </td><td>1987</td><td>0.007341393</td><td>4.343070e-05</td><td> 0.04343070</td><td>1.947554e-06</td><td>0.02177681</td><td>    51</td><td>1.510972</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>97109</th><td>Josh O'Brien              </td><td>980833  </td><td>   1</td><td>0.026534946</td><td>6.464629e-02</td><td>64.64629278</td><td>4.166198e-03</td><td>0.02176326</td><td>133218</td><td>1.539284</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13605</th><td>orizon                    </td><td>1305861 </td><td>   1</td><td>0.014991746</td><td>2.834473e-03</td><td> 2.83447278</td><td>7.307102e-03</td><td>0.02174943</td><td>  2224</td><td>1.522321</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>30892</th><td>phalteman                 </td><td>2966246 </td><td>1987</td><td>0.007731144</td><td>2.308460e-03</td><td> 2.30846027</td><td>1.766433e-03</td><td>0.02172688</td><td>  1676</td><td>1.511552</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>44602</th><td>groceryheist              </td><td>4241491 </td><td>   1</td><td>0.007140037</td><td>1.233967e-04</td><td> 0.12339666</td><td>7.992858e-05</td><td>0.02154244</td><td>   552</td><td>1.510672</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>42632</th><td>jan                       </td><td>4060811 </td><td>1987</td><td>0.007066914</td><td>2.742963e-05</td><td> 0.02742963</td><td>0.000000e+00</td><td>0.02150661</td><td>     1</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 100 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t38975 & akrun                   & 3732271 & 1987 & 0.007066914 & 1.0000000000 & 1000.0000000 & 0.000000e+00 & 0.31715325 &      1 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t47343 & alistaire               & 4497050 & 1987 & 0.013185030 & 0.0431646179 &   43.1646179 & 5.456457e-06 & 0.11281832 &  33868 & 1.519648 & \\#FF0001CC\\\\\n",
       "\t47116 & Charles                 & 447708  &    1 & 0.007066914 & 0.0010669603 &    1.0669603 & 0.000000e+00 & 0.06354456 &   4039 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t85874 & Ralf Stubner            & 8416610 &    1 & 0.007442344 & 0.0075984956 &    7.5984956 & 1.885904e-06 & 0.06185749 &  17983 & 1.511122 & \\#FF0100CC\\\\\n",
       "\t40139 & Wiktor Stribiżew        & 3832970 & 1987 & 0.007066914 & 0.0366304677 &   36.6304677 & 0.000000e+00 & 0.05721114 & 352653 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t46226 & Henrik Lindberg         & 4392229 & 1987 & 0.007066914 & 0.0001726215 &    0.1726215 & 0.000000e+00 & 0.05642110 &    346 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t58438 & Martin Morgan           & 547331  &    1 & 0.007066914 & 0.0199259638 &   19.9259638 & 0.000000e+00 & 0.05568735 &  39953 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t15220 & hrbrmstr                & 1457051 &    1 & 0.013143674 & 0.0480417029 &   48.0417029 & 2.330066e-05 & 0.05465548 &  63924 & 1.519587 & \\#FF0100CC\\\\\n",
       "\t63679 & SymbolixAU              & 5977215 & 1987 & 0.008493942 & 0.0179442600 &   17.9442600 & 1.357655e-02 & 0.05275792 &  17449 & 1.512687 & \\#FF0001CC\\\\\n",
       "\t97523 & Neal Fultz              & 986793  &    1 & 0.013189918 & 0.0059438469 &    5.9438469 & 8.336582e-04 & 0.05229565 &   7691 & 1.519656 & \\#FF0100CC\\\\\n",
       "\t62526 & Benjamin Christoffersen & 5861244 &    1 & 0.008369355 & 0.0038373747 &    3.8373747 & 1.768102e-03 & 0.05076849 &   2160 & 1.512502 & \\#FF0100CC\\\\\n",
       "\t95847 & Oscar Perpiñán          & 964866  &    1 & 0.007066914 & 0.0015643069 &    1.5643069 & 0.000000e+00 & 0.04973294 &   3918 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t30860 & mpalanco                & 2963704 &    1 & 0.008826614 & 0.0093034681 &    9.3034681 & 3.430011e-03 & 0.04942362 &   8308 & 1.513182 & \\#FF0100CC\\\\\n",
       "\t19422 & 42-                     & 1855677 &    1 & 0.009522211 & 0.1751843652 &  175.1843652 & 3.164137e-02 & 0.04805872 & 220683 & 1.514216 & \\#FF0100CC\\\\\n",
       "\t35404 & jverzani                & 340844  &    1 & 0.007066914 & 0.0029803492 &    2.9803492 & 0.000000e+00 & 0.04758664 &   4957 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t55436 & AntoniosK               & 5193485 & 1987 & 0.009283295 & 0.0204858761 &   20.4858761 & 1.191498e-03 & 0.04348198 &  13721 & 1.513861 & \\#FF0001CC\\\\\n",
       "\t11059 & Marco Sandri            & 1166684 & 1987 & 0.018401604 & 0.0137177552 &   13.7177552 & 1.836254e-04 & 0.04298934 &  14436 & 1.527352 & \\#FF0001CC\\\\\n",
       "\t62254 & K. Rohde                & 5836932 &    1 & 0.007066914 & 0.0034077956 &    3.4077956 & 0.000000e+00 & 0.04198446 &   6518 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t53335 & Heroka                  & 5020008 & 1987 & 0.007066914 & 0.0129077631 &   12.9077631 & 0.000000e+00 & 0.04177984 &  11451 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t44052 & Xiongbing Jin           & 4190526 &    1 & 0.007066914 & 0.0038861736 &    3.8861736 & 0.000000e+00 & 0.04116089 &   7644 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t96095 & GSee                    & 967840  &    1 & 0.019232716 & 0.0202982528 &   20.2982528 & 2.108377e-03 & 0.04004086 &  39795 & 1.528575 & \\#FF0100CC\\\\\n",
       "\t52882 & Psidom                  & 4983450 & 1987 & 0.007385150 & 0.0604025737 &   60.4025737 & 8.075227e-06 & 0.03929464 & 134724 & 1.511037 & \\#FF0001CC\\\\\n",
       "\t28934 & Maximilian Peters       & 2776376 & 1987 & 0.007066914 & 0.0041857241 &    4.1857241 & 0.000000e+00 & 0.03893793 &  17343 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t21679 & Edzer Pebesma           & 2069841 &    1 & 0.007066914 & 0.0019791944 &    1.9791944 & 0.000000e+00 & 0.03864612 &   3024 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t38286 & Jack Wasey              & 3671495 &    1 & 0.007169805 & 0.0015204552 &    1.5204552 & 1.730510e-03 & 0.03794286 &   2308 & 1.510716 & \\#FF0100CC\\\\\n",
       "\t49101 & Shenglin Chen           & 4647719 & 1987 & 0.007066914 & 0.0048754465 &    4.8754465 & 0.000000e+00 & 0.03763437 &   3932 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t67456 & Robert Hijmans          & 635245  &    1 & 0.007066914 & 0.0107001818 &   10.7001818 & 0.000000e+00 & 0.03651317 &  15812 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t43400 & scoa                    & 4132844 & 1987 & 0.007322526 & 0.0093099712 &    9.3099712 & 1.982002e-05 & 0.03630673 &  14554 & 1.510944 & \\#FF0001CC\\\\\n",
       "\t52975 & Romain Francois         & 499163  &    1 & 0.007066914 & 0.0042101974 &    4.2101974 & 0.000000e+00 & 0.03535050 &  15180 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t16848 & user1609452             & 1609452 &    1 & 0.034030574 & 0.0029870177 &    2.9870177 & 9.754563e-04 & 0.03462521 &   4068 & 1.550197 & \\#FF0100CC\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t67061 & Lauren                     & 6312126  &    1 & 0.007066914 & 5.418375e-04 &  0.54183747 & 0.000000e+00 & 0.02590800 &   4179 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t63856 & Val                        & 5997555  & 1987 & 0.009695265 & 3.557471e-03 &  3.55747110 & 2.024277e-04 & 0.02562381 &   3478 & 1.514473 & \\#FF0001CC\\\\\n",
       "\t16439 & Tamás                      & 156771   &    1 & 0.007066914 & 2.434860e-03 &  2.43486004 & 0.000000e+00 & 0.02513975 &  39595 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t69482 & Paweł Kozielski-Romaneczko & 6548946  & 1987 & 0.012047346 & 1.741856e-03 &  1.74185582 & 4.900619e-06 & 0.02478824 &    598 & 1.517963 & \\#FF0001CC\\\\\n",
       "\t74757 & Jim Chen                   & 7155684  &    1 & 0.007161309 & 1.159178e-03 &  1.15917761 & 9.454245e-04 & 0.02449077 &    821 & 1.510704 & \\#FF0100CC\\\\\n",
       "\t6659 & RDavey                     & 10960765 &    1 & 0.007467390 & 1.880835e-04 &  0.18808353 & 1.901819e-04 & 0.02412544 &     28 & 1.511159 & \\#FF0100CC\\\\\n",
       "\t41548 & rvl                        & 3961566  &    1 & 0.009942879 & 1.800973e-03 &  1.80097348 & 1.743684e-03 & 0.02407227 &   2274 & 1.514841 & \\#FF0100CC\\\\\n",
       "\t59799 & Luke C                     & 5593066  & 1987 & 0.007122023 & 3.116788e-03 &  3.11678784 & 1.181334e-05 & 0.02402443 &   8137 & 1.510645 & \\#FF0001CC\\\\\n",
       "\t47244 & paqmo                      & 4488105  & 1987 & 0.007388752 & 2.262596e-03 &  2.26259586 & 3.256165e-04 & 0.02377954 &   2422 & 1.511042 & \\#FF0001CC\\\\\n",
       "\t48229 & MS Berends                 & 4575331  &    1 & 0.007325211 & 6.128451e-04 &  0.61284508 & 1.223266e-03 & 0.02323545 &   1376 & 1.510948 & \\#FF0100CC\\\\\n",
       "\t72977 & user6910411                & 6910411  &    1 & 0.007066914 & 2.839244e-03 &  2.83924366 & 0.000000e+00 & 0.02322713 &  38696 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t72589 & lbusett                    & 6871135  &    1 & 0.018736480 & 2.664251e-03 &  2.66425055 & 5.458530e-05 & 0.02306252 &   3860 & 1.527845 & \\#FF0100CC\\\\\n",
       "\t67523 & stas g                     & 635843   &    1 & 0.015273810 & 1.650597e-03 &  1.65059740 & 2.233733e-03 & 0.02288824 &   1246 & 1.522738 & \\#FF0100CC\\\\\n",
       "\t24825 & mikeck                     & 2375551  & 1987 & 0.024060429 & 9.647255e-03 &  9.64725537 & 3.388285e-02 & 0.02276523 &   2185 & 1.535663 & \\#FF0001CC\\\\\n",
       "\t27992 & John Paul                  & 2679518  &    1 & 0.029502409 & 6.924590e-03 &  6.92459042 & 6.305215e-03 & 0.02271828 &   8234 & 1.543613 & \\#FF0100CC\\\\\n",
       "\t41356 & DeanAttali                 & 3943160  &    1 & 0.021834159 & 8.665010e-03 &  8.66500956 & 8.352616e-03 & 0.02265605 &  15923 & 1.532399 & \\#FF0100CC\\\\\n",
       "\t26074 & bjoseph                    & 2498263  &    1 & 0.007799183 & 1.649686e-03 &  1.64968558 & 2.212563e-03 & 0.02242616 &   1678 & 1.511653 & \\#FF0100CC\\\\\n",
       "\t53325 & Batanichek                 & 5018792  & 1987 & 0.012371022 & 1.253299e-02 & 12.53299367 & 2.979874e-02 & 0.02239853 &   5930 & 1.518443 & \\#FF0001CC\\\\\n",
       "\t17951 & FXQuantTrader              & 1717729  &    1 & 0.007538769 & 5.073044e-03 &  5.07304426 & 2.650576e-03 & 0.02219105 &   6736 & 1.511266 & \\#FF0100CC\\\\\n",
       "\t72595 & JT85                       & 687161   &    1 & 0.038983038 & 4.960128e-03 &  4.96012777 & 8.137123e-03 & 0.02218489 &   4442 & 1.557364 & \\#FF0100CC\\\\\n",
       "\t42680 & Steven Beaupré             & 4064778  & 1987 & 0.009276859 & 2.260204e-02 & 22.60204111 & 2.188470e-02 & 0.02216551 &  17658 & 1.513851 & \\#FF0001CC\\\\\n",
       "\t76405 & CW Dillon                  & 733846   &    1 & 0.007066914 & 6.105736e-05 &  0.06105736 & 0.000000e+00 & 0.02210997 &    121 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t60052 & bouncyball                 & 5619526  & 1987 & 0.007066914 & 8.709998e-03 &  8.70999751 & 0.000000e+00 & 0.02199211 &   7036 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t19377 & Henrik                     & 1851712  &    1 & 0.015798588 & 2.679541e-02 & 26.79540553 & 7.772148e-03 & 0.02196151 &  45018 & 1.523513 & \\#FF0100CC\\\\\n",
       "\t89232 & bbrot                      & 8838637  & 1987 & 0.007341393 & 4.343070e-05 &  0.04343070 & 1.947554e-06 & 0.02177681 &     51 & 1.510972 & \\#FF0001CC\\\\\n",
       "\t97109 & Josh O'Brien               & 980833   &    1 & 0.026534946 & 6.464629e-02 & 64.64629278 & 4.166198e-03 & 0.02176326 & 133218 & 1.539284 & \\#FF0100CC\\\\\n",
       "\t13605 & orizon                     & 1305861  &    1 & 0.014991746 & 2.834473e-03 &  2.83447278 & 7.307102e-03 & 0.02174943 &   2224 & 1.522321 & \\#FF0100CC\\\\\n",
       "\t30892 & phalteman                  & 2966246  & 1987 & 0.007731144 & 2.308460e-03 &  2.30846027 & 1.766433e-03 & 0.02172688 &   1676 & 1.511552 & \\#FF0001CC\\\\\n",
       "\t44602 & groceryheist               & 4241491  &    1 & 0.007140037 & 1.233967e-04 &  0.12339666 & 7.992858e-05 & 0.02154244 &    552 & 1.510672 & \\#FF0100CC\\\\\n",
       "\t42632 & jan                        & 4060811  & 1987 & 0.007066914 & 2.742963e-05 &  0.02742963 & 0.000000e+00 & 0.02150661 &      1 & 1.510563 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 100 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 38975 | akrun                   | 3732271 | 1987 | 0.007066914 | 1.0000000000 | 1000.0000000 | 0.000000e+00 | 0.31715325 |      1 | 1.510563 | #FF0001CC |\n",
       "| 47343 | alistaire               | 4497050 | 1987 | 0.013185030 | 0.0431646179 |   43.1646179 | 5.456457e-06 | 0.11281832 |  33868 | 1.519648 | #FF0001CC |\n",
       "| 47116 | Charles                 | 447708  |    1 | 0.007066914 | 0.0010669603 |    1.0669603 | 0.000000e+00 | 0.06354456 |   4039 | 1.510563 | #FF0100CC |\n",
       "| 85874 | Ralf Stubner            | 8416610 |    1 | 0.007442344 | 0.0075984956 |    7.5984956 | 1.885904e-06 | 0.06185749 |  17983 | 1.511122 | #FF0100CC |\n",
       "| 40139 | Wiktor Stribiżew        | 3832970 | 1987 | 0.007066914 | 0.0366304677 |   36.6304677 | 0.000000e+00 | 0.05721114 | 352653 | 1.510563 | #FF0001CC |\n",
       "| 46226 | Henrik Lindberg         | 4392229 | 1987 | 0.007066914 | 0.0001726215 |    0.1726215 | 0.000000e+00 | 0.05642110 |    346 | 1.510563 | #FF0001CC |\n",
       "| 58438 | Martin Morgan           | 547331  |    1 | 0.007066914 | 0.0199259638 |   19.9259638 | 0.000000e+00 | 0.05568735 |  39953 | 1.510563 | #FF0100CC |\n",
       "| 15220 | hrbrmstr                | 1457051 |    1 | 0.013143674 | 0.0480417029 |   48.0417029 | 2.330066e-05 | 0.05465548 |  63924 | 1.519587 | #FF0100CC |\n",
       "| 63679 | SymbolixAU              | 5977215 | 1987 | 0.008493942 | 0.0179442600 |   17.9442600 | 1.357655e-02 | 0.05275792 |  17449 | 1.512687 | #FF0001CC |\n",
       "| 97523 | Neal Fultz              | 986793  |    1 | 0.013189918 | 0.0059438469 |    5.9438469 | 8.336582e-04 | 0.05229565 |   7691 | 1.519656 | #FF0100CC |\n",
       "| 62526 | Benjamin Christoffersen | 5861244 |    1 | 0.008369355 | 0.0038373747 |    3.8373747 | 1.768102e-03 | 0.05076849 |   2160 | 1.512502 | #FF0100CC |\n",
       "| 95847 | Oscar Perpiñán          | 964866  |    1 | 0.007066914 | 0.0015643069 |    1.5643069 | 0.000000e+00 | 0.04973294 |   3918 | 1.510563 | #FF0100CC |\n",
       "| 30860 | mpalanco                | 2963704 |    1 | 0.008826614 | 0.0093034681 |    9.3034681 | 3.430011e-03 | 0.04942362 |   8308 | 1.513182 | #FF0100CC |\n",
       "| 19422 | 42-                     | 1855677 |    1 | 0.009522211 | 0.1751843652 |  175.1843652 | 3.164137e-02 | 0.04805872 | 220683 | 1.514216 | #FF0100CC |\n",
       "| 35404 | jverzani                | 340844  |    1 | 0.007066914 | 0.0029803492 |    2.9803492 | 0.000000e+00 | 0.04758664 |   4957 | 1.510563 | #FF0100CC |\n",
       "| 55436 | AntoniosK               | 5193485 | 1987 | 0.009283295 | 0.0204858761 |   20.4858761 | 1.191498e-03 | 0.04348198 |  13721 | 1.513861 | #FF0001CC |\n",
       "| 11059 | Marco Sandri            | 1166684 | 1987 | 0.018401604 | 0.0137177552 |   13.7177552 | 1.836254e-04 | 0.04298934 |  14436 | 1.527352 | #FF0001CC |\n",
       "| 62254 | K. Rohde                | 5836932 |    1 | 0.007066914 | 0.0034077956 |    3.4077956 | 0.000000e+00 | 0.04198446 |   6518 | 1.510563 | #FF0100CC |\n",
       "| 53335 | Heroka                  | 5020008 | 1987 | 0.007066914 | 0.0129077631 |   12.9077631 | 0.000000e+00 | 0.04177984 |  11451 | 1.510563 | #FF0001CC |\n",
       "| 44052 | Xiongbing Jin           | 4190526 |    1 | 0.007066914 | 0.0038861736 |    3.8861736 | 0.000000e+00 | 0.04116089 |   7644 | 1.510563 | #FF0100CC |\n",
       "| 96095 | GSee                    | 967840  |    1 | 0.019232716 | 0.0202982528 |   20.2982528 | 2.108377e-03 | 0.04004086 |  39795 | 1.528575 | #FF0100CC |\n",
       "| 52882 | Psidom                  | 4983450 | 1987 | 0.007385150 | 0.0604025737 |   60.4025737 | 8.075227e-06 | 0.03929464 | 134724 | 1.511037 | #FF0001CC |\n",
       "| 28934 | Maximilian Peters       | 2776376 | 1987 | 0.007066914 | 0.0041857241 |    4.1857241 | 0.000000e+00 | 0.03893793 |  17343 | 1.510563 | #FF0001CC |\n",
       "| 21679 | Edzer Pebesma           | 2069841 |    1 | 0.007066914 | 0.0019791944 |    1.9791944 | 0.000000e+00 | 0.03864612 |   3024 | 1.510563 | #FF0100CC |\n",
       "| 38286 | Jack Wasey              | 3671495 |    1 | 0.007169805 | 0.0015204552 |    1.5204552 | 1.730510e-03 | 0.03794286 |   2308 | 1.510716 | #FF0100CC |\n",
       "| 49101 | Shenglin Chen           | 4647719 | 1987 | 0.007066914 | 0.0048754465 |    4.8754465 | 0.000000e+00 | 0.03763437 |   3932 | 1.510563 | #FF0001CC |\n",
       "| 67456 | Robert Hijmans          | 635245  |    1 | 0.007066914 | 0.0107001818 |   10.7001818 | 0.000000e+00 | 0.03651317 |  15812 | 1.510563 | #FF0100CC |\n",
       "| 43400 | scoa                    | 4132844 | 1987 | 0.007322526 | 0.0093099712 |    9.3099712 | 1.982002e-05 | 0.03630673 |  14554 | 1.510944 | #FF0001CC |\n",
       "| 52975 | Romain Francois         | 499163  |    1 | 0.007066914 | 0.0042101974 |    4.2101974 | 0.000000e+00 | 0.03535050 |  15180 | 1.510563 | #FF0100CC |\n",
       "| 16848 | user1609452             | 1609452 |    1 | 0.034030574 | 0.0029870177 |    2.9870177 | 9.754563e-04 | 0.03462521 |   4068 | 1.550197 | #FF0100CC |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 67061 | Lauren                     | 6312126  |    1 | 0.007066914 | 5.418375e-04 |  0.54183747 | 0.000000e+00 | 0.02590800 |   4179 | 1.510563 | #FF0100CC |\n",
       "| 63856 | Val                        | 5997555  | 1987 | 0.009695265 | 3.557471e-03 |  3.55747110 | 2.024277e-04 | 0.02562381 |   3478 | 1.514473 | #FF0001CC |\n",
       "| 16439 | Tamás                      | 156771   |    1 | 0.007066914 | 2.434860e-03 |  2.43486004 | 0.000000e+00 | 0.02513975 |  39595 | 1.510563 | #FF0100CC |\n",
       "| 69482 | Paweł Kozielski-Romaneczko | 6548946  | 1987 | 0.012047346 | 1.741856e-03 |  1.74185582 | 4.900619e-06 | 0.02478824 |    598 | 1.517963 | #FF0001CC |\n",
       "| 74757 | Jim Chen                   | 7155684  |    1 | 0.007161309 | 1.159178e-03 |  1.15917761 | 9.454245e-04 | 0.02449077 |    821 | 1.510704 | #FF0100CC |\n",
       "| 6659 | RDavey                     | 10960765 |    1 | 0.007467390 | 1.880835e-04 |  0.18808353 | 1.901819e-04 | 0.02412544 |     28 | 1.511159 | #FF0100CC |\n",
       "| 41548 | rvl                        | 3961566  |    1 | 0.009942879 | 1.800973e-03 |  1.80097348 | 1.743684e-03 | 0.02407227 |   2274 | 1.514841 | #FF0100CC |\n",
       "| 59799 | Luke C                     | 5593066  | 1987 | 0.007122023 | 3.116788e-03 |  3.11678784 | 1.181334e-05 | 0.02402443 |   8137 | 1.510645 | #FF0001CC |\n",
       "| 47244 | paqmo                      | 4488105  | 1987 | 0.007388752 | 2.262596e-03 |  2.26259586 | 3.256165e-04 | 0.02377954 |   2422 | 1.511042 | #FF0001CC |\n",
       "| 48229 | MS Berends                 | 4575331  |    1 | 0.007325211 | 6.128451e-04 |  0.61284508 | 1.223266e-03 | 0.02323545 |   1376 | 1.510948 | #FF0100CC |\n",
       "| 72977 | user6910411                | 6910411  |    1 | 0.007066914 | 2.839244e-03 |  2.83924366 | 0.000000e+00 | 0.02322713 |  38696 | 1.510563 | #FF0100CC |\n",
       "| 72589 | lbusett                    | 6871135  |    1 | 0.018736480 | 2.664251e-03 |  2.66425055 | 5.458530e-05 | 0.02306252 |   3860 | 1.527845 | #FF0100CC |\n",
       "| 67523 | stas g                     | 635843   |    1 | 0.015273810 | 1.650597e-03 |  1.65059740 | 2.233733e-03 | 0.02288824 |   1246 | 1.522738 | #FF0100CC |\n",
       "| 24825 | mikeck                     | 2375551  | 1987 | 0.024060429 | 9.647255e-03 |  9.64725537 | 3.388285e-02 | 0.02276523 |   2185 | 1.535663 | #FF0001CC |\n",
       "| 27992 | John Paul                  | 2679518  |    1 | 0.029502409 | 6.924590e-03 |  6.92459042 | 6.305215e-03 | 0.02271828 |   8234 | 1.543613 | #FF0100CC |\n",
       "| 41356 | DeanAttali                 | 3943160  |    1 | 0.021834159 | 8.665010e-03 |  8.66500956 | 8.352616e-03 | 0.02265605 |  15923 | 1.532399 | #FF0100CC |\n",
       "| 26074 | bjoseph                    | 2498263  |    1 | 0.007799183 | 1.649686e-03 |  1.64968558 | 2.212563e-03 | 0.02242616 |   1678 | 1.511653 | #FF0100CC |\n",
       "| 53325 | Batanichek                 | 5018792  | 1987 | 0.012371022 | 1.253299e-02 | 12.53299367 | 2.979874e-02 | 0.02239853 |   5930 | 1.518443 | #FF0001CC |\n",
       "| 17951 | FXQuantTrader              | 1717729  |    1 | 0.007538769 | 5.073044e-03 |  5.07304426 | 2.650576e-03 | 0.02219105 |   6736 | 1.511266 | #FF0100CC |\n",
       "| 72595 | JT85                       | 687161   |    1 | 0.038983038 | 4.960128e-03 |  4.96012777 | 8.137123e-03 | 0.02218489 |   4442 | 1.557364 | #FF0100CC |\n",
       "| 42680 | Steven Beaupré             | 4064778  | 1987 | 0.009276859 | 2.260204e-02 | 22.60204111 | 2.188470e-02 | 0.02216551 |  17658 | 1.513851 | #FF0001CC |\n",
       "| 76405 | CW Dillon                  | 733846   |    1 | 0.007066914 | 6.105736e-05 |  0.06105736 | 0.000000e+00 | 0.02210997 |    121 | 1.510563 | #FF0100CC |\n",
       "| 60052 | bouncyball                 | 5619526  | 1987 | 0.007066914 | 8.709998e-03 |  8.70999751 | 0.000000e+00 | 0.02199211 |   7036 | 1.510563 | #FF0001CC |\n",
       "| 19377 | Henrik                     | 1851712  |    1 | 0.015798588 | 2.679541e-02 | 26.79540553 | 7.772148e-03 | 0.02196151 |  45018 | 1.523513 | #FF0100CC |\n",
       "| 89232 | bbrot                      | 8838637  | 1987 | 0.007341393 | 4.343070e-05 |  0.04343070 | 1.947554e-06 | 0.02177681 |     51 | 1.510972 | #FF0001CC |\n",
       "| 97109 | Josh O'Brien               | 980833   |    1 | 0.026534946 | 6.464629e-02 | 64.64629278 | 4.166198e-03 | 0.02176326 | 133218 | 1.539284 | #FF0100CC |\n",
       "| 13605 | orizon                     | 1305861  |    1 | 0.014991746 | 2.834473e-03 |  2.83447278 | 7.307102e-03 | 0.02174943 |   2224 | 1.522321 | #FF0100CC |\n",
       "| 30892 | phalteman                  | 2966246  | 1987 | 0.007731144 | 2.308460e-03 |  2.30846027 | 1.766433e-03 | 0.02172688 |   1676 | 1.511552 | #FF0001CC |\n",
       "| 44602 | groceryheist               | 4241491  |    1 | 0.007140037 | 1.233967e-04 |  0.12339666 | 7.992858e-05 | 0.02154244 |    552 | 1.510672 | #FF0100CC |\n",
       "| 42632 | jan                        | 4060811  | 1987 | 0.007066914 | 2.742963e-05 |  0.02742963 | 0.000000e+00 | 0.02150661 |      1 | 1.510563 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label                      name     community pageRank    evcent      \n",
       "38975 akrun                      3732271  1987      0.007066914 1.0000000000\n",
       "47343 alistaire                  4497050  1987      0.013185030 0.0431646179\n",
       "47116 Charles                    447708      1      0.007066914 0.0010669603\n",
       "85874 Ralf Stubner               8416610     1      0.007442344 0.0075984956\n",
       "40139 Wiktor Stribiżew           3832970  1987      0.007066914 0.0366304677\n",
       "46226 Henrik Lindberg            4392229  1987      0.007066914 0.0001726215\n",
       "58438 Martin Morgan              547331      1      0.007066914 0.0199259638\n",
       "15220 hrbrmstr                   1457051     1      0.013143674 0.0480417029\n",
       "63679 SymbolixAU                 5977215  1987      0.008493942 0.0179442600\n",
       "97523 Neal Fultz                 986793      1      0.013189918 0.0059438469\n",
       "62526 Benjamin Christoffersen    5861244     1      0.008369355 0.0038373747\n",
       "95847 Oscar Perpiñán             964866      1      0.007066914 0.0015643069\n",
       "30860 mpalanco                   2963704     1      0.008826614 0.0093034681\n",
       "19422 42-                        1855677     1      0.009522211 0.1751843652\n",
       "35404 jverzani                   340844      1      0.007066914 0.0029803492\n",
       "55436 AntoniosK                  5193485  1987      0.009283295 0.0204858761\n",
       "11059 Marco Sandri               1166684  1987      0.018401604 0.0137177552\n",
       "62254 K. Rohde                   5836932     1      0.007066914 0.0034077956\n",
       "53335 Heroka                     5020008  1987      0.007066914 0.0129077631\n",
       "44052 Xiongbing Jin              4190526     1      0.007066914 0.0038861736\n",
       "96095 GSee                       967840      1      0.019232716 0.0202982528\n",
       "52882 Psidom                     4983450  1987      0.007385150 0.0604025737\n",
       "28934 Maximilian Peters          2776376  1987      0.007066914 0.0041857241\n",
       "21679 Edzer Pebesma              2069841     1      0.007066914 0.0019791944\n",
       "38286 Jack Wasey                 3671495     1      0.007169805 0.0015204552\n",
       "49101 Shenglin Chen              4647719  1987      0.007066914 0.0048754465\n",
       "67456 Robert Hijmans             635245      1      0.007066914 0.0107001818\n",
       "43400 scoa                       4132844  1987      0.007322526 0.0093099712\n",
       "52975 Romain Francois            499163      1      0.007066914 0.0042101974\n",
       "16848 user1609452                1609452     1      0.034030574 0.0029870177\n",
       "⋮     ⋮                          ⋮        ⋮         ⋮           ⋮           \n",
       "67061 Lauren                     6312126     1      0.007066914 5.418375e-04\n",
       "63856 Val                        5997555  1987      0.009695265 3.557471e-03\n",
       "16439 Tamás                      156771      1      0.007066914 2.434860e-03\n",
       "69482 Paweł Kozielski-Romaneczko 6548946  1987      0.012047346 1.741856e-03\n",
       "74757 Jim Chen                   7155684     1      0.007161309 1.159178e-03\n",
       "6659  RDavey                     10960765    1      0.007467390 1.880835e-04\n",
       "41548 rvl                        3961566     1      0.009942879 1.800973e-03\n",
       "59799 Luke C                     5593066  1987      0.007122023 3.116788e-03\n",
       "47244 paqmo                      4488105  1987      0.007388752 2.262596e-03\n",
       "48229 MS Berends                 4575331     1      0.007325211 6.128451e-04\n",
       "72977 user6910411                6910411     1      0.007066914 2.839244e-03\n",
       "72589 lbusett                    6871135     1      0.018736480 2.664251e-03\n",
       "67523 stas g                     635843      1      0.015273810 1.650597e-03\n",
       "24825 mikeck                     2375551  1987      0.024060429 9.647255e-03\n",
       "27992 John Paul                  2679518     1      0.029502409 6.924590e-03\n",
       "41356 DeanAttali                 3943160     1      0.021834159 8.665010e-03\n",
       "26074 bjoseph                    2498263     1      0.007799183 1.649686e-03\n",
       "53325 Batanichek                 5018792  1987      0.012371022 1.253299e-02\n",
       "17951 FXQuantTrader              1717729     1      0.007538769 5.073044e-03\n",
       "72595 JT85                       687161      1      0.038983038 4.960128e-03\n",
       "42680 Steven Beaupré             4064778  1987      0.009276859 2.260204e-02\n",
       "76405 CW Dillon                  733846      1      0.007066914 6.105736e-05\n",
       "60052 bouncyball                 5619526  1987      0.007066914 8.709998e-03\n",
       "19377 Henrik                     1851712     1      0.015798588 2.679541e-02\n",
       "89232 bbrot                      8838637  1987      0.007341393 4.343070e-05\n",
       "97109 Josh O'Brien               980833      1      0.026534946 6.464629e-02\n",
       "13605 orizon                     1305861     1      0.014991746 2.834473e-03\n",
       "30892 phalteman                  2966246  1987      0.007731144 2.308460e-03\n",
       "44602 groceryheist               4241491     1      0.007140037 1.233967e-04\n",
       "42632 jan                        4060811  1987      0.007066914 2.742963e-05\n",
       "      katz_size    authority    power_centrality reputation size     color    \n",
       "38975 1000.0000000 0.000000e+00 0.31715325            1     1.510563 #FF0001CC\n",
       "47343   43.1646179 5.456457e-06 0.11281832        33868     1.519648 #FF0001CC\n",
       "47116    1.0669603 0.000000e+00 0.06354456         4039     1.510563 #FF0100CC\n",
       "85874    7.5984956 1.885904e-06 0.06185749        17983     1.511122 #FF0100CC\n",
       "40139   36.6304677 0.000000e+00 0.05721114       352653     1.510563 #FF0001CC\n",
       "46226    0.1726215 0.000000e+00 0.05642110          346     1.510563 #FF0001CC\n",
       "58438   19.9259638 0.000000e+00 0.05568735        39953     1.510563 #FF0100CC\n",
       "15220   48.0417029 2.330066e-05 0.05465548        63924     1.519587 #FF0100CC\n",
       "63679   17.9442600 1.357655e-02 0.05275792        17449     1.512687 #FF0001CC\n",
       "97523    5.9438469 8.336582e-04 0.05229565         7691     1.519656 #FF0100CC\n",
       "62526    3.8373747 1.768102e-03 0.05076849         2160     1.512502 #FF0100CC\n",
       "95847    1.5643069 0.000000e+00 0.04973294         3918     1.510563 #FF0100CC\n",
       "30860    9.3034681 3.430011e-03 0.04942362         8308     1.513182 #FF0100CC\n",
       "19422  175.1843652 3.164137e-02 0.04805872       220683     1.514216 #FF0100CC\n",
       "35404    2.9803492 0.000000e+00 0.04758664         4957     1.510563 #FF0100CC\n",
       "55436   20.4858761 1.191498e-03 0.04348198        13721     1.513861 #FF0001CC\n",
       "11059   13.7177552 1.836254e-04 0.04298934        14436     1.527352 #FF0001CC\n",
       "62254    3.4077956 0.000000e+00 0.04198446         6518     1.510563 #FF0100CC\n",
       "53335   12.9077631 0.000000e+00 0.04177984        11451     1.510563 #FF0001CC\n",
       "44052    3.8861736 0.000000e+00 0.04116089         7644     1.510563 #FF0100CC\n",
       "96095   20.2982528 2.108377e-03 0.04004086        39795     1.528575 #FF0100CC\n",
       "52882   60.4025737 8.075227e-06 0.03929464       134724     1.511037 #FF0001CC\n",
       "28934    4.1857241 0.000000e+00 0.03893793        17343     1.510563 #FF0001CC\n",
       "21679    1.9791944 0.000000e+00 0.03864612         3024     1.510563 #FF0100CC\n",
       "38286    1.5204552 1.730510e-03 0.03794286         2308     1.510716 #FF0100CC\n",
       "49101    4.8754465 0.000000e+00 0.03763437         3932     1.510563 #FF0001CC\n",
       "67456   10.7001818 0.000000e+00 0.03651317        15812     1.510563 #FF0100CC\n",
       "43400    9.3099712 1.982002e-05 0.03630673        14554     1.510944 #FF0001CC\n",
       "52975    4.2101974 0.000000e+00 0.03535050        15180     1.510563 #FF0100CC\n",
       "16848    2.9870177 9.754563e-04 0.03462521         4068     1.550197 #FF0100CC\n",
       "⋮     ⋮            ⋮            ⋮                ⋮          ⋮        ⋮        \n",
       "67061  0.54183747  0.000000e+00 0.02590800         4179     1.510563 #FF0100CC\n",
       "63856  3.55747110  2.024277e-04 0.02562381         3478     1.514473 #FF0001CC\n",
       "16439  2.43486004  0.000000e+00 0.02513975        39595     1.510563 #FF0100CC\n",
       "69482  1.74185582  4.900619e-06 0.02478824          598     1.517963 #FF0001CC\n",
       "74757  1.15917761  9.454245e-04 0.02449077          821     1.510704 #FF0100CC\n",
       "6659   0.18808353  1.901819e-04 0.02412544           28     1.511159 #FF0100CC\n",
       "41548  1.80097348  1.743684e-03 0.02407227         2274     1.514841 #FF0100CC\n",
       "59799  3.11678784  1.181334e-05 0.02402443         8137     1.510645 #FF0001CC\n",
       "47244  2.26259586  3.256165e-04 0.02377954         2422     1.511042 #FF0001CC\n",
       "48229  0.61284508  1.223266e-03 0.02323545         1376     1.510948 #FF0100CC\n",
       "72977  2.83924366  0.000000e+00 0.02322713        38696     1.510563 #FF0100CC\n",
       "72589  2.66425055  5.458530e-05 0.02306252         3860     1.527845 #FF0100CC\n",
       "67523  1.65059740  2.233733e-03 0.02288824         1246     1.522738 #FF0100CC\n",
       "24825  9.64725537  3.388285e-02 0.02276523         2185     1.535663 #FF0001CC\n",
       "27992  6.92459042  6.305215e-03 0.02271828         8234     1.543613 #FF0100CC\n",
       "41356  8.66500956  8.352616e-03 0.02265605        15923     1.532399 #FF0100CC\n",
       "26074  1.64968558  2.212563e-03 0.02242616         1678     1.511653 #FF0100CC\n",
       "53325 12.53299367  2.979874e-02 0.02239853         5930     1.518443 #FF0001CC\n",
       "17951  5.07304426  2.650576e-03 0.02219105         6736     1.511266 #FF0100CC\n",
       "72595  4.96012777  8.137123e-03 0.02218489         4442     1.557364 #FF0100CC\n",
       "42680 22.60204111  2.188470e-02 0.02216551        17658     1.513851 #FF0001CC\n",
       "76405  0.06105736  0.000000e+00 0.02210997          121     1.510563 #FF0100CC\n",
       "60052  8.70999751  0.000000e+00 0.02199211         7036     1.510563 #FF0001CC\n",
       "19377 26.79540553  7.772148e-03 0.02196151        45018     1.523513 #FF0100CC\n",
       "89232  0.04343070  1.947554e-06 0.02177681           51     1.510972 #FF0001CC\n",
       "97109 64.64629278  4.166198e-03 0.02176326       133218     1.539284 #FF0100CC\n",
       "13605  2.83447278  7.307102e-03 0.02174943         2224     1.522321 #FF0100CC\n",
       "30892  2.30846027  1.766433e-03 0.02172688         1676     1.511552 #FF0001CC\n",
       "44602  0.12339666  7.992858e-05 0.02154244          552     1.510672 #FF0100CC\n",
       "42632  0.02742963  0.000000e+00 0.02150661            1     1.510563 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by power centrality as a measure of reputation\n",
    "powerc <- df3[order(df3$power_centrality, decreasing=T),]\n",
    "head(powerc,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 100 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>23719</th><td>Jon Skeet             </td><td>22656  </td><td> 601</td><td>0.007066914</td><td>0.000000e+00</td><td>3.720420e-17</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>1125146</td><td>1.510563</td><td>#2FFF00CC</td></tr>\n",
       "\t<tr><th scope=row>67032</th><td>VonC                  </td><td>6309   </td><td>   1</td><td>0.007066914</td><td>9.706770e-04</td><td>9.706770e-01</td><td>0.000000e+00</td><td> 1.795241e-02</td><td> 884914</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>9761</th><td>Gordon Linoff         </td><td>1144035</td><td>   1</td><td>0.007066914</td><td>5.516515e-04</td><td>5.516515e-01</td><td>0.000000e+00</td><td>-1.370809e-03</td><td> 846245</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>226</th><td>Martijn Pieters       </td><td>100297 </td><td>   1</td><td>0.007066914</td><td>9.729118e-05</td><td>9.729118e-02</td><td>0.000000e+00</td><td> 5.879439e-03</td><td> 753642</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>19988</th><td>Quentin               </td><td>19068  </td><td>   1</td><td>0.007066914</td><td>2.761009e-05</td><td>2.761009e-02</td><td>0.000000e+00</td><td> 2.003773e-04</td><td> 682023</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15527</th><td>paxdiablo             </td><td>14860  </td><td>   1</td><td>0.007066914</td><td>1.422276e-06</td><td>1.422276e-03</td><td>0.000000e+00</td><td> 2.985488e-05</td><td> 663041</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>95284</th><td>Alex Martelli         </td><td>95810  </td><td>   1</td><td>0.007066914</td><td>3.490927e-05</td><td>3.490927e-02</td><td>0.000000e+00</td><td>-3.120467e-04</td><td> 656767</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>65897</th><td>Mark Byers            </td><td>61974  </td><td>   1</td><td>0.007066914</td><td>4.647083e-05</td><td>4.647083e-02</td><td>0.000000e+00</td><td> 7.972994e-04</td><td> 619630</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>21866</th><td>Ignacio Vazquez-Abrams</td><td>20862  </td><td>   1</td><td>0.007066914</td><td>2.462361e-05</td><td>2.462361e-02</td><td>0.000000e+00</td><td> 1.252538e-04</td><td> 610271</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15884</th><td>Jonathan Leffler      </td><td>15168  </td><td>   1</td><td>0.007066914</td><td>3.528403e-06</td><td>3.528403e-03</td><td>0.000000e+00</td><td>-3.240611e-03</td><td> 590137</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>19983</th><td>unutbu                </td><td>190597 </td><td>   1</td><td>0.010172196</td><td>5.425022e-04</td><td>5.425022e-01</td><td>1.033956e-06</td><td>-6.151508e-03</td><td> 586759</td><td>1.515181</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>22867</th><td>Felix Kling           </td><td>218196 </td><td>   1</td><td>0.007066914</td><td>1.030338e-06</td><td>1.030338e-03</td><td>0.000000e+00</td><td> 2.723091e-03</td><td> 585603</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>72955</th><td>Guffa                 </td><td>69083  </td><td>   1</td><td>0.007066914</td><td>2.097581e-06</td><td>2.097581e-03</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 577863</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>89440</th><td>Eric Lippert          </td><td>88656  </td><td>   1</td><td>0.007066914</td><td>1.722280e-05</td><td>1.722280e-02</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 560671</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>58542</th><td>anubhava              </td><td>548225 </td><td>   1</td><td>0.007066914</td><td>7.517331e-04</td><td>7.517331e-01</td><td>0.000000e+00</td><td> 8.028207e-03</td><td> 551785</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>4512</th><td>BoltClock             </td><td>106224 </td><td>   1</td><td>0.007066914</td><td>6.830181e-05</td><td>6.830181e-02</td><td>0.000000e+00</td><td>-2.554046e-03</td><td> 546555</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>14607</th><td>Stephen C             </td><td>139985 </td><td>   1</td><td>0.007066914</td><td>1.332325e-05</td><td>1.332325e-02</td><td>0.000000e+00</td><td> 4.179684e-05</td><td> 544002</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>53745</th><td>David Heffernan       </td><td>505088 </td><td>   1</td><td>0.007066914</td><td>4.195053e-04</td><td>4.195053e-01</td><td>0.000000e+00</td><td> 6.272998e-03</td><td> 532751</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>56648</th><td>Gumbo                 </td><td>53114  </td><td>   1</td><td>0.007066914</td><td>3.303404e-06</td><td>3.303404e-03</td><td>0.000000e+00</td><td> 9.580668e-04</td><td> 530629</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15591</th><td>Barmar                </td><td>1491895</td><td>   1</td><td>0.007066914</td><td>2.860800e-05</td><td>2.860800e-02</td><td>0.000000e+00</td><td>-5.386382e-03</td><td> 460963</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>61575</th><td>Peter Lawrey          </td><td>57695  </td><td> 603</td><td>0.007066914</td><td>0.000000e+00</td><td>3.670626e-17</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 458137</td><td>1.510563</td><td>#2EFF00CC</td></tr>\n",
       "\t<tr><th scope=row>19839</th><td>bobince               </td><td>18936  </td><td>   1</td><td>0.007066914</td><td>9.447548e-05</td><td>9.447548e-02</td><td>0.000000e+00</td><td> 2.279752e-03</td><td> 457396</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>16595</th><td>Oded                  </td><td>1583   </td><td>   1</td><td>0.007066914</td><td>7.731858e-07</td><td>7.731858e-04</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 422478</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>23520</th><td>kennytm               </td><td>224671 </td><td>   1</td><td>0.007066914</td><td>1.826871e-06</td><td>1.826871e-03</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 419248</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>20588</th><td>Konrad Rudolph        </td><td>1968   </td><td>   1</td><td>0.024791119</td><td>2.337308e-02</td><td>2.337308e+01</td><td>1.057567e-02</td><td>-1.112058e-03</td><td> 415731</td><td>1.536733</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>30199</th><td>jezrael               </td><td>2901002</td><td>1987</td><td>0.007066914</td><td>5.748295e-04</td><td>5.748295e-01</td><td>0.000000e+00</td><td>-3.349910e-03</td><td> 399584</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>21863</th><td>Bill Karwin           </td><td>20860  </td><td>   1</td><td>0.007066914</td><td>8.681006e-06</td><td>8.681006e-03</td><td>0.000000e+00</td><td> 9.358059e-04</td><td> 397800</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>18804</th><td>Jerry Coffin          </td><td>179910 </td><td>   1</td><td>0.007066914</td><td>1.179422e-05</td><td>1.179422e-02</td><td>0.000000e+00</td><td>-3.791257e-03</td><td> 397282</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>29130</th><td>Sven Marnach          </td><td>279627 </td><td>   1</td><td>0.007066914</td><td>4.227474e-13</td><td>4.227477e-10</td><td>0.000000e+00</td><td> 1.194195e-05</td><td> 379742</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>63576</th><td>Kerrek SB             </td><td>596781 </td><td>   1</td><td>0.007066914</td><td>1.587121e-05</td><td>1.587121e-02</td><td>0.000000e+00</td><td> 2.388391e-05</td><td> 379590</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>2318</th><td>Ben Voigt        </td><td>103167 </td><td>   1</td><td>0.007066914</td><td>3.635022e-06</td><td>3.635022e-03</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>241539</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13718</th><td>ghostdog74       </td><td>131527 </td><td>   1</td><td>0.007066914</td><td>5.879865e-06</td><td>5.879865e-03</td><td>0.000000e+00</td><td>-5.033751e-04</td><td>235588</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13510</th><td>Brian Agnew      </td><td>12960  </td><td>   1</td><td>0.007066914</td><td>5.297209e-08</td><td>5.297209e-05</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>234953</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>77198</th><td>Bryan Oakley     </td><td>7432   </td><td>   1</td><td>0.007066914</td><td>5.024042e-05</td><td>5.024042e-02</td><td>0.000000e+00</td><td> 5.131141e-03</td><td>234135</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>63758</th><td>Mark Ransom      </td><td>5987   </td><td>   1</td><td>0.007066914</td><td>2.157365e-05</td><td>2.157365e-02</td><td>0.000000e+00</td><td> 3.402883e-03</td><td>232132</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>22620</th><td>poke             </td><td>216074 </td><td>   1</td><td>0.007433508</td><td>3.849465e-05</td><td>3.849465e-02</td><td>6.386314e-05</td><td> 0.000000e+00</td><td>230997</td><td>1.511109</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>51607</th><td>DSM              </td><td>487339 </td><td>   1</td><td>0.007066914</td><td>4.062026e-05</td><td>4.062026e-02</td><td>0.000000e+00</td><td> 4.179684e-05</td><td>227908</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>56222</th><td>manojlds         </td><td>526535 </td><td>   1</td><td>0.007066914</td><td>1.223764e-06</td><td>1.223764e-03</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>225044</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13087</th><td>JohnnyHK         </td><td>1259510</td><td>   1</td><td>0.007066914</td><td>3.266960e-09</td><td>3.266960e-06</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>223694</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>18257</th><td>John La Rooy     </td><td>174728 </td><td>1987</td><td>0.007066914</td><td>8.262161e-05</td><td>8.262161e-02</td><td>0.000000e+00</td><td> 2.388391e-05</td><td>223453</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>77666</th><td>mgilson          </td><td>748858 </td><td>   1</td><td>0.007066914</td><td>1.668239e-07</td><td>1.668239e-04</td><td>0.000000e+00</td><td> 2.388391e-05</td><td>221329</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>19422</th><td>42-              </td><td>1855677</td><td>   1</td><td>0.009522211</td><td>1.751844e-01</td><td>1.751844e+02</td><td>3.164137e-02</td><td> 4.805872e-02</td><td>220683</td><td>1.514216</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>21443</th><td>Mike Seymour     </td><td>204847 </td><td>   1</td><td>0.007066914</td><td>7.437399e-06</td><td>7.437399e-03</td><td>0.000000e+00</td><td> 2.812837e-03</td><td>219524</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>49097</th><td>Blender          </td><td>464744 </td><td>   1</td><td>0.007066914</td><td>6.575988e-04</td><td>6.575988e-01</td><td>0.000000e+00</td><td>-1.128584e-02</td><td>219475</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>37809</th><td>Dimitre Novatchev</td><td>36305  </td><td>   1</td><td>0.007066914</td><td>9.906465e-05</td><td>9.906465e-02</td><td>0.000000e+00</td><td> 1.709295e-03</td><td>216006</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>41825</th><td>Craig Ringer     </td><td>398670 </td><td>1987</td><td>0.007066914</td><td>3.001115e-04</td><td>3.001115e-01</td><td>0.000000e+00</td><td> 1.966327e-03</td><td>209377</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>12893</th><td>Andy Hayden      </td><td>1240268</td><td>   1</td><td>0.007066914</td><td>3.362561e-05</td><td>3.362561e-02</td><td>0.000000e+00</td><td> 1.194195e-04</td><td>208776</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>34817</th><td>Tomas Petricek   </td><td>33518  </td><td>   1</td><td>0.007066914</td><td>1.780032e-04</td><td>1.780032e-01</td><td>0.000000e+00</td><td> 1.092193e-02</td><td>205924</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>15638</th><td>Thilo            </td><td>14955  </td><td>   1</td><td>0.007066914</td><td>6.461698e-05</td><td>6.461698e-02</td><td>0.000000e+00</td><td>-3.127455e-03</td><td>202443</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>57743</th><td>Aaron Hall       </td><td>541136 </td><td>   1</td><td>0.007066914</td><td>4.180218e-05</td><td>4.180218e-02</td><td>0.000000e+00</td><td> 1.802445e-03</td><td>202092</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>73792</th><td>EdChum           </td><td>704848 </td><td>1987</td><td>0.007066914</td><td>2.140733e-04</td><td>2.140733e-01</td><td>0.000000e+00</td><td>-2.133495e-03</td><td>201607</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "\t<tr><th scope=row>84617</th><td>Keith Thompson   </td><td>827263 </td><td>   1</td><td>0.007066914</td><td>7.776205e-05</td><td>7.776205e-02</td><td>0.000000e+00</td><td>-1.146707e-03</td><td>200904</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>48419</th><td>jason            </td><td>45914  </td><td>   1</td><td>0.007066914</td><td>2.328893e-07</td><td>2.328893e-04</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>200892</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>77020</th><td>dogbane          </td><td>7412   </td><td>   1</td><td>0.007066914</td><td>8.466531e-06</td><td>8.466531e-03</td><td>0.000000e+00</td><td> 1.194195e-05</td><td>200448</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>25308</th><td>Mureinik         </td><td>2422776</td><td>   1</td><td>0.007066914</td><td>4.217524e-05</td><td>4.217524e-02</td><td>0.000000e+00</td><td> 5.946072e-03</td><td>196995</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>33792</th><td>Joe Kington      </td><td>325565 </td><td>   1</td><td>0.007066914</td><td>7.414825e-06</td><td>7.414825e-03</td><td>0.000000e+00</td><td> 4.776781e-05</td><td>193683</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>70168</th><td>juanchopanza     </td><td>661519 </td><td>   1</td><td>0.007066914</td><td>1.954963e-06</td><td>1.954963e-03</td><td>0.000000e+00</td><td>-2.723869e-04</td><td>193678</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>88087</th><td>Salman A         </td><td>87015  </td><td>   1</td><td>0.007066914</td><td>9.393038e-05</td><td>9.393038e-02</td><td>0.000000e+00</td><td> 3.338279e-04</td><td>192639</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>13098</th><td>Mark Rushakoff   </td><td>126042 </td><td>   1</td><td>0.007066914</td><td>8.910226e-06</td><td>8.910226e-03</td><td>0.000000e+00</td><td> 8.631327e-03</td><td>191944</td><td>1.510563</td><td>#FF0100CC</td></tr>\n",
       "\t<tr><th scope=row>14743</th><td>Charles Duffy    </td><td>14122  </td><td>1987</td><td>0.007066914</td><td>3.267234e-05</td><td>3.267234e-02</td><td>0.000000e+00</td><td> 4.776781e-05</td><td>190836</td><td>1.510563</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 100 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t23719 & Jon Skeet              & 22656   &  601 & 0.007066914 & 0.000000e+00 & 3.720420e-17 & 0.000000e+00 &  1.194195e-05 & 1125146 & 1.510563 & \\#2FFF00CC\\\\\n",
       "\t67032 & VonC                   & 6309    &    1 & 0.007066914 & 9.706770e-04 & 9.706770e-01 & 0.000000e+00 &  1.795241e-02 &  884914 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t9761 & Gordon Linoff          & 1144035 &    1 & 0.007066914 & 5.516515e-04 & 5.516515e-01 & 0.000000e+00 & -1.370809e-03 &  846245 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t226 & Martijn Pieters        & 100297  &    1 & 0.007066914 & 9.729118e-05 & 9.729118e-02 & 0.000000e+00 &  5.879439e-03 &  753642 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t19988 & Quentin                & 19068   &    1 & 0.007066914 & 2.761009e-05 & 2.761009e-02 & 0.000000e+00 &  2.003773e-04 &  682023 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t15527 & paxdiablo              & 14860   &    1 & 0.007066914 & 1.422276e-06 & 1.422276e-03 & 0.000000e+00 &  2.985488e-05 &  663041 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t95284 & Alex Martelli          & 95810   &    1 & 0.007066914 & 3.490927e-05 & 3.490927e-02 & 0.000000e+00 & -3.120467e-04 &  656767 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t65897 & Mark Byers             & 61974   &    1 & 0.007066914 & 4.647083e-05 & 4.647083e-02 & 0.000000e+00 &  7.972994e-04 &  619630 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t21866 & Ignacio Vazquez-Abrams & 20862   &    1 & 0.007066914 & 2.462361e-05 & 2.462361e-02 & 0.000000e+00 &  1.252538e-04 &  610271 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t15884 & Jonathan Leffler       & 15168   &    1 & 0.007066914 & 3.528403e-06 & 3.528403e-03 & 0.000000e+00 & -3.240611e-03 &  590137 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t19983 & unutbu                 & 190597  &    1 & 0.010172196 & 5.425022e-04 & 5.425022e-01 & 1.033956e-06 & -6.151508e-03 &  586759 & 1.515181 & \\#FF0100CC\\\\\n",
       "\t22867 & Felix Kling            & 218196  &    1 & 0.007066914 & 1.030338e-06 & 1.030338e-03 & 0.000000e+00 &  2.723091e-03 &  585603 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t72955 & Guffa                  & 69083   &    1 & 0.007066914 & 2.097581e-06 & 2.097581e-03 & 0.000000e+00 &  1.194195e-05 &  577863 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t89440 & Eric Lippert           & 88656   &    1 & 0.007066914 & 1.722280e-05 & 1.722280e-02 & 0.000000e+00 &  1.194195e-05 &  560671 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t58542 & anubhava               & 548225  &    1 & 0.007066914 & 7.517331e-04 & 7.517331e-01 & 0.000000e+00 &  8.028207e-03 &  551785 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t4512 & BoltClock              & 106224  &    1 & 0.007066914 & 6.830181e-05 & 6.830181e-02 & 0.000000e+00 & -2.554046e-03 &  546555 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t14607 & Stephen C              & 139985  &    1 & 0.007066914 & 1.332325e-05 & 1.332325e-02 & 0.000000e+00 &  4.179684e-05 &  544002 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t53745 & David Heffernan        & 505088  &    1 & 0.007066914 & 4.195053e-04 & 4.195053e-01 & 0.000000e+00 &  6.272998e-03 &  532751 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t56648 & Gumbo                  & 53114   &    1 & 0.007066914 & 3.303404e-06 & 3.303404e-03 & 0.000000e+00 &  9.580668e-04 &  530629 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t15591 & Barmar                 & 1491895 &    1 & 0.007066914 & 2.860800e-05 & 2.860800e-02 & 0.000000e+00 & -5.386382e-03 &  460963 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t61575 & Peter Lawrey           & 57695   &  603 & 0.007066914 & 0.000000e+00 & 3.670626e-17 & 0.000000e+00 &  1.194195e-05 &  458137 & 1.510563 & \\#2EFF00CC\\\\\n",
       "\t19839 & bobince                & 18936   &    1 & 0.007066914 & 9.447548e-05 & 9.447548e-02 & 0.000000e+00 &  2.279752e-03 &  457396 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t16595 & Oded                   & 1583    &    1 & 0.007066914 & 7.731858e-07 & 7.731858e-04 & 0.000000e+00 &  1.194195e-05 &  422478 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t23520 & kennytm                & 224671  &    1 & 0.007066914 & 1.826871e-06 & 1.826871e-03 & 0.000000e+00 &  1.194195e-05 &  419248 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t20588 & Konrad Rudolph         & 1968    &    1 & 0.024791119 & 2.337308e-02 & 2.337308e+01 & 1.057567e-02 & -1.112058e-03 &  415731 & 1.536733 & \\#FF0100CC\\\\\n",
       "\t30199 & jezrael                & 2901002 & 1987 & 0.007066914 & 5.748295e-04 & 5.748295e-01 & 0.000000e+00 & -3.349910e-03 &  399584 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t21863 & Bill Karwin            & 20860   &    1 & 0.007066914 & 8.681006e-06 & 8.681006e-03 & 0.000000e+00 &  9.358059e-04 &  397800 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t18804 & Jerry Coffin           & 179910  &    1 & 0.007066914 & 1.179422e-05 & 1.179422e-02 & 0.000000e+00 & -3.791257e-03 &  397282 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t29130 & Sven Marnach           & 279627  &    1 & 0.007066914 & 4.227474e-13 & 4.227477e-10 & 0.000000e+00 &  1.194195e-05 &  379742 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t63576 & Kerrek SB              & 596781  &    1 & 0.007066914 & 1.587121e-05 & 1.587121e-02 & 0.000000e+00 &  2.388391e-05 &  379590 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t2318 & Ben Voigt         & 103167  &    1 & 0.007066914 & 3.635022e-06 & 3.635022e-03 & 0.000000e+00 &  1.194195e-05 & 241539 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t13718 & ghostdog74        & 131527  &    1 & 0.007066914 & 5.879865e-06 & 5.879865e-03 & 0.000000e+00 & -5.033751e-04 & 235588 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t13510 & Brian Agnew       & 12960   &    1 & 0.007066914 & 5.297209e-08 & 5.297209e-05 & 0.000000e+00 &  1.194195e-05 & 234953 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t77198 & Bryan Oakley      & 7432    &    1 & 0.007066914 & 5.024042e-05 & 5.024042e-02 & 0.000000e+00 &  5.131141e-03 & 234135 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t63758 & Mark Ransom       & 5987    &    1 & 0.007066914 & 2.157365e-05 & 2.157365e-02 & 0.000000e+00 &  3.402883e-03 & 232132 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t22620 & poke              & 216074  &    1 & 0.007433508 & 3.849465e-05 & 3.849465e-02 & 6.386314e-05 &  0.000000e+00 & 230997 & 1.511109 & \\#FF0100CC\\\\\n",
       "\t51607 & DSM               & 487339  &    1 & 0.007066914 & 4.062026e-05 & 4.062026e-02 & 0.000000e+00 &  4.179684e-05 & 227908 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t56222 & manojlds          & 526535  &    1 & 0.007066914 & 1.223764e-06 & 1.223764e-03 & 0.000000e+00 &  1.194195e-05 & 225044 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t13087 & JohnnyHK          & 1259510 &    1 & 0.007066914 & 3.266960e-09 & 3.266960e-06 & 0.000000e+00 &  1.194195e-05 & 223694 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t18257 & John La Rooy      & 174728  & 1987 & 0.007066914 & 8.262161e-05 & 8.262161e-02 & 0.000000e+00 &  2.388391e-05 & 223453 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t77666 & mgilson           & 748858  &    1 & 0.007066914 & 1.668239e-07 & 1.668239e-04 & 0.000000e+00 &  2.388391e-05 & 221329 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t19422 & 42-               & 1855677 &    1 & 0.009522211 & 1.751844e-01 & 1.751844e+02 & 3.164137e-02 &  4.805872e-02 & 220683 & 1.514216 & \\#FF0100CC\\\\\n",
       "\t21443 & Mike Seymour      & 204847  &    1 & 0.007066914 & 7.437399e-06 & 7.437399e-03 & 0.000000e+00 &  2.812837e-03 & 219524 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t49097 & Blender           & 464744  &    1 & 0.007066914 & 6.575988e-04 & 6.575988e-01 & 0.000000e+00 & -1.128584e-02 & 219475 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t37809 & Dimitre Novatchev & 36305   &    1 & 0.007066914 & 9.906465e-05 & 9.906465e-02 & 0.000000e+00 &  1.709295e-03 & 216006 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t41825 & Craig Ringer      & 398670  & 1987 & 0.007066914 & 3.001115e-04 & 3.001115e-01 & 0.000000e+00 &  1.966327e-03 & 209377 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t12893 & Andy Hayden       & 1240268 &    1 & 0.007066914 & 3.362561e-05 & 3.362561e-02 & 0.000000e+00 &  1.194195e-04 & 208776 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t34817 & Tomas Petricek    & 33518   &    1 & 0.007066914 & 1.780032e-04 & 1.780032e-01 & 0.000000e+00 &  1.092193e-02 & 205924 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t15638 & Thilo             & 14955   &    1 & 0.007066914 & 6.461698e-05 & 6.461698e-02 & 0.000000e+00 & -3.127455e-03 & 202443 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t57743 & Aaron Hall        & 541136  &    1 & 0.007066914 & 4.180218e-05 & 4.180218e-02 & 0.000000e+00 &  1.802445e-03 & 202092 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t73792 & EdChum            & 704848  & 1987 & 0.007066914 & 2.140733e-04 & 2.140733e-01 & 0.000000e+00 & -2.133495e-03 & 201607 & 1.510563 & \\#FF0001CC\\\\\n",
       "\t84617 & Keith Thompson    & 827263  &    1 & 0.007066914 & 7.776205e-05 & 7.776205e-02 & 0.000000e+00 & -1.146707e-03 & 200904 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t48419 & jason             & 45914   &    1 & 0.007066914 & 2.328893e-07 & 2.328893e-04 & 0.000000e+00 &  1.194195e-05 & 200892 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t77020 & dogbane           & 7412    &    1 & 0.007066914 & 8.466531e-06 & 8.466531e-03 & 0.000000e+00 &  1.194195e-05 & 200448 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t25308 & Mureinik          & 2422776 &    1 & 0.007066914 & 4.217524e-05 & 4.217524e-02 & 0.000000e+00 &  5.946072e-03 & 196995 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t33792 & Joe Kington       & 325565  &    1 & 0.007066914 & 7.414825e-06 & 7.414825e-03 & 0.000000e+00 &  4.776781e-05 & 193683 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t70168 & juanchopanza      & 661519  &    1 & 0.007066914 & 1.954963e-06 & 1.954963e-03 & 0.000000e+00 & -2.723869e-04 & 193678 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t88087 & Salman A          & 87015   &    1 & 0.007066914 & 9.393038e-05 & 9.393038e-02 & 0.000000e+00 &  3.338279e-04 & 192639 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t13098 & Mark Rushakoff    & 126042  &    1 & 0.007066914 & 8.910226e-06 & 8.910226e-03 & 0.000000e+00 &  8.631327e-03 & 191944 & 1.510563 & \\#FF0100CC\\\\\n",
       "\t14743 & Charles Duffy     & 14122   & 1987 & 0.007066914 & 3.267234e-05 & 3.267234e-02 & 0.000000e+00 &  4.776781e-05 & 190836 & 1.510563 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 100 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 23719 | Jon Skeet              | 22656   |  601 | 0.007066914 | 0.000000e+00 | 3.720420e-17 | 0.000000e+00 |  1.194195e-05 | 1125146 | 1.510563 | #2FFF00CC |\n",
       "| 67032 | VonC                   | 6309    |    1 | 0.007066914 | 9.706770e-04 | 9.706770e-01 | 0.000000e+00 |  1.795241e-02 |  884914 | 1.510563 | #FF0100CC |\n",
       "| 9761 | Gordon Linoff          | 1144035 |    1 | 0.007066914 | 5.516515e-04 | 5.516515e-01 | 0.000000e+00 | -1.370809e-03 |  846245 | 1.510563 | #FF0100CC |\n",
       "| 226 | Martijn Pieters        | 100297  |    1 | 0.007066914 | 9.729118e-05 | 9.729118e-02 | 0.000000e+00 |  5.879439e-03 |  753642 | 1.510563 | #FF0100CC |\n",
       "| 19988 | Quentin                | 19068   |    1 | 0.007066914 | 2.761009e-05 | 2.761009e-02 | 0.000000e+00 |  2.003773e-04 |  682023 | 1.510563 | #FF0100CC |\n",
       "| 15527 | paxdiablo              | 14860   |    1 | 0.007066914 | 1.422276e-06 | 1.422276e-03 | 0.000000e+00 |  2.985488e-05 |  663041 | 1.510563 | #FF0100CC |\n",
       "| 95284 | Alex Martelli          | 95810   |    1 | 0.007066914 | 3.490927e-05 | 3.490927e-02 | 0.000000e+00 | -3.120467e-04 |  656767 | 1.510563 | #FF0100CC |\n",
       "| 65897 | Mark Byers             | 61974   |    1 | 0.007066914 | 4.647083e-05 | 4.647083e-02 | 0.000000e+00 |  7.972994e-04 |  619630 | 1.510563 | #FF0100CC |\n",
       "| 21866 | Ignacio Vazquez-Abrams | 20862   |    1 | 0.007066914 | 2.462361e-05 | 2.462361e-02 | 0.000000e+00 |  1.252538e-04 |  610271 | 1.510563 | #FF0100CC |\n",
       "| 15884 | Jonathan Leffler       | 15168   |    1 | 0.007066914 | 3.528403e-06 | 3.528403e-03 | 0.000000e+00 | -3.240611e-03 |  590137 | 1.510563 | #FF0100CC |\n",
       "| 19983 | unutbu                 | 190597  |    1 | 0.010172196 | 5.425022e-04 | 5.425022e-01 | 1.033956e-06 | -6.151508e-03 |  586759 | 1.515181 | #FF0100CC |\n",
       "| 22867 | Felix Kling            | 218196  |    1 | 0.007066914 | 1.030338e-06 | 1.030338e-03 | 0.000000e+00 |  2.723091e-03 |  585603 | 1.510563 | #FF0100CC |\n",
       "| 72955 | Guffa                  | 69083   |    1 | 0.007066914 | 2.097581e-06 | 2.097581e-03 | 0.000000e+00 |  1.194195e-05 |  577863 | 1.510563 | #FF0100CC |\n",
       "| 89440 | Eric Lippert           | 88656   |    1 | 0.007066914 | 1.722280e-05 | 1.722280e-02 | 0.000000e+00 |  1.194195e-05 |  560671 | 1.510563 | #FF0100CC |\n",
       "| 58542 | anubhava               | 548225  |    1 | 0.007066914 | 7.517331e-04 | 7.517331e-01 | 0.000000e+00 |  8.028207e-03 |  551785 | 1.510563 | #FF0100CC |\n",
       "| 4512 | BoltClock              | 106224  |    1 | 0.007066914 | 6.830181e-05 | 6.830181e-02 | 0.000000e+00 | -2.554046e-03 |  546555 | 1.510563 | #FF0100CC |\n",
       "| 14607 | Stephen C              | 139985  |    1 | 0.007066914 | 1.332325e-05 | 1.332325e-02 | 0.000000e+00 |  4.179684e-05 |  544002 | 1.510563 | #FF0100CC |\n",
       "| 53745 | David Heffernan        | 505088  |    1 | 0.007066914 | 4.195053e-04 | 4.195053e-01 | 0.000000e+00 |  6.272998e-03 |  532751 | 1.510563 | #FF0100CC |\n",
       "| 56648 | Gumbo                  | 53114   |    1 | 0.007066914 | 3.303404e-06 | 3.303404e-03 | 0.000000e+00 |  9.580668e-04 |  530629 | 1.510563 | #FF0100CC |\n",
       "| 15591 | Barmar                 | 1491895 |    1 | 0.007066914 | 2.860800e-05 | 2.860800e-02 | 0.000000e+00 | -5.386382e-03 |  460963 | 1.510563 | #FF0100CC |\n",
       "| 61575 | Peter Lawrey           | 57695   |  603 | 0.007066914 | 0.000000e+00 | 3.670626e-17 | 0.000000e+00 |  1.194195e-05 |  458137 | 1.510563 | #2EFF00CC |\n",
       "| 19839 | bobince                | 18936   |    1 | 0.007066914 | 9.447548e-05 | 9.447548e-02 | 0.000000e+00 |  2.279752e-03 |  457396 | 1.510563 | #FF0100CC |\n",
       "| 16595 | Oded                   | 1583    |    1 | 0.007066914 | 7.731858e-07 | 7.731858e-04 | 0.000000e+00 |  1.194195e-05 |  422478 | 1.510563 | #FF0100CC |\n",
       "| 23520 | kennytm                | 224671  |    1 | 0.007066914 | 1.826871e-06 | 1.826871e-03 | 0.000000e+00 |  1.194195e-05 |  419248 | 1.510563 | #FF0100CC |\n",
       "| 20588 | Konrad Rudolph         | 1968    |    1 | 0.024791119 | 2.337308e-02 | 2.337308e+01 | 1.057567e-02 | -1.112058e-03 |  415731 | 1.536733 | #FF0100CC |\n",
       "| 30199 | jezrael                | 2901002 | 1987 | 0.007066914 | 5.748295e-04 | 5.748295e-01 | 0.000000e+00 | -3.349910e-03 |  399584 | 1.510563 | #FF0001CC |\n",
       "| 21863 | Bill Karwin            | 20860   |    1 | 0.007066914 | 8.681006e-06 | 8.681006e-03 | 0.000000e+00 |  9.358059e-04 |  397800 | 1.510563 | #FF0100CC |\n",
       "| 18804 | Jerry Coffin           | 179910  |    1 | 0.007066914 | 1.179422e-05 | 1.179422e-02 | 0.000000e+00 | -3.791257e-03 |  397282 | 1.510563 | #FF0100CC |\n",
       "| 29130 | Sven Marnach           | 279627  |    1 | 0.007066914 | 4.227474e-13 | 4.227477e-10 | 0.000000e+00 |  1.194195e-05 |  379742 | 1.510563 | #FF0100CC |\n",
       "| 63576 | Kerrek SB              | 596781  |    1 | 0.007066914 | 1.587121e-05 | 1.587121e-02 | 0.000000e+00 |  2.388391e-05 |  379590 | 1.510563 | #FF0100CC |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2318 | Ben Voigt         | 103167  |    1 | 0.007066914 | 3.635022e-06 | 3.635022e-03 | 0.000000e+00 |  1.194195e-05 | 241539 | 1.510563 | #FF0100CC |\n",
       "| 13718 | ghostdog74        | 131527  |    1 | 0.007066914 | 5.879865e-06 | 5.879865e-03 | 0.000000e+00 | -5.033751e-04 | 235588 | 1.510563 | #FF0100CC |\n",
       "| 13510 | Brian Agnew       | 12960   |    1 | 0.007066914 | 5.297209e-08 | 5.297209e-05 | 0.000000e+00 |  1.194195e-05 | 234953 | 1.510563 | #FF0100CC |\n",
       "| 77198 | Bryan Oakley      | 7432    |    1 | 0.007066914 | 5.024042e-05 | 5.024042e-02 | 0.000000e+00 |  5.131141e-03 | 234135 | 1.510563 | #FF0100CC |\n",
       "| 63758 | Mark Ransom       | 5987    |    1 | 0.007066914 | 2.157365e-05 | 2.157365e-02 | 0.000000e+00 |  3.402883e-03 | 232132 | 1.510563 | #FF0100CC |\n",
       "| 22620 | poke              | 216074  |    1 | 0.007433508 | 3.849465e-05 | 3.849465e-02 | 6.386314e-05 |  0.000000e+00 | 230997 | 1.511109 | #FF0100CC |\n",
       "| 51607 | DSM               | 487339  |    1 | 0.007066914 | 4.062026e-05 | 4.062026e-02 | 0.000000e+00 |  4.179684e-05 | 227908 | 1.510563 | #FF0100CC |\n",
       "| 56222 | manojlds          | 526535  |    1 | 0.007066914 | 1.223764e-06 | 1.223764e-03 | 0.000000e+00 |  1.194195e-05 | 225044 | 1.510563 | #FF0100CC |\n",
       "| 13087 | JohnnyHK          | 1259510 |    1 | 0.007066914 | 3.266960e-09 | 3.266960e-06 | 0.000000e+00 |  1.194195e-05 | 223694 | 1.510563 | #FF0100CC |\n",
       "| 18257 | John La Rooy      | 174728  | 1987 | 0.007066914 | 8.262161e-05 | 8.262161e-02 | 0.000000e+00 |  2.388391e-05 | 223453 | 1.510563 | #FF0001CC |\n",
       "| 77666 | mgilson           | 748858  |    1 | 0.007066914 | 1.668239e-07 | 1.668239e-04 | 0.000000e+00 |  2.388391e-05 | 221329 | 1.510563 | #FF0100CC |\n",
       "| 19422 | 42-               | 1855677 |    1 | 0.009522211 | 1.751844e-01 | 1.751844e+02 | 3.164137e-02 |  4.805872e-02 | 220683 | 1.514216 | #FF0100CC |\n",
       "| 21443 | Mike Seymour      | 204847  |    1 | 0.007066914 | 7.437399e-06 | 7.437399e-03 | 0.000000e+00 |  2.812837e-03 | 219524 | 1.510563 | #FF0100CC |\n",
       "| 49097 | Blender           | 464744  |    1 | 0.007066914 | 6.575988e-04 | 6.575988e-01 | 0.000000e+00 | -1.128584e-02 | 219475 | 1.510563 | #FF0100CC |\n",
       "| 37809 | Dimitre Novatchev | 36305   |    1 | 0.007066914 | 9.906465e-05 | 9.906465e-02 | 0.000000e+00 |  1.709295e-03 | 216006 | 1.510563 | #FF0100CC |\n",
       "| 41825 | Craig Ringer      | 398670  | 1987 | 0.007066914 | 3.001115e-04 | 3.001115e-01 | 0.000000e+00 |  1.966327e-03 | 209377 | 1.510563 | #FF0001CC |\n",
       "| 12893 | Andy Hayden       | 1240268 |    1 | 0.007066914 | 3.362561e-05 | 3.362561e-02 | 0.000000e+00 |  1.194195e-04 | 208776 | 1.510563 | #FF0100CC |\n",
       "| 34817 | Tomas Petricek    | 33518   |    1 | 0.007066914 | 1.780032e-04 | 1.780032e-01 | 0.000000e+00 |  1.092193e-02 | 205924 | 1.510563 | #FF0100CC |\n",
       "| 15638 | Thilo             | 14955   |    1 | 0.007066914 | 6.461698e-05 | 6.461698e-02 | 0.000000e+00 | -3.127455e-03 | 202443 | 1.510563 | #FF0100CC |\n",
       "| 57743 | Aaron Hall        | 541136  |    1 | 0.007066914 | 4.180218e-05 | 4.180218e-02 | 0.000000e+00 |  1.802445e-03 | 202092 | 1.510563 | #FF0100CC |\n",
       "| 73792 | EdChum            | 704848  | 1987 | 0.007066914 | 2.140733e-04 | 2.140733e-01 | 0.000000e+00 | -2.133495e-03 | 201607 | 1.510563 | #FF0001CC |\n",
       "| 84617 | Keith Thompson    | 827263  |    1 | 0.007066914 | 7.776205e-05 | 7.776205e-02 | 0.000000e+00 | -1.146707e-03 | 200904 | 1.510563 | #FF0100CC |\n",
       "| 48419 | jason             | 45914   |    1 | 0.007066914 | 2.328893e-07 | 2.328893e-04 | 0.000000e+00 |  1.194195e-05 | 200892 | 1.510563 | #FF0100CC |\n",
       "| 77020 | dogbane           | 7412    |    1 | 0.007066914 | 8.466531e-06 | 8.466531e-03 | 0.000000e+00 |  1.194195e-05 | 200448 | 1.510563 | #FF0100CC |\n",
       "| 25308 | Mureinik          | 2422776 |    1 | 0.007066914 | 4.217524e-05 | 4.217524e-02 | 0.000000e+00 |  5.946072e-03 | 196995 | 1.510563 | #FF0100CC |\n",
       "| 33792 | Joe Kington       | 325565  |    1 | 0.007066914 | 7.414825e-06 | 7.414825e-03 | 0.000000e+00 |  4.776781e-05 | 193683 | 1.510563 | #FF0100CC |\n",
       "| 70168 | juanchopanza      | 661519  |    1 | 0.007066914 | 1.954963e-06 | 1.954963e-03 | 0.000000e+00 | -2.723869e-04 | 193678 | 1.510563 | #FF0100CC |\n",
       "| 88087 | Salman A          | 87015   |    1 | 0.007066914 | 9.393038e-05 | 9.393038e-02 | 0.000000e+00 |  3.338279e-04 | 192639 | 1.510563 | #FF0100CC |\n",
       "| 13098 | Mark Rushakoff    | 126042  |    1 | 0.007066914 | 8.910226e-06 | 8.910226e-03 | 0.000000e+00 |  8.631327e-03 | 191944 | 1.510563 | #FF0100CC |\n",
       "| 14743 | Charles Duffy     | 14122   | 1987 | 0.007066914 | 3.267234e-05 | 3.267234e-02 | 0.000000e+00 |  4.776781e-05 | 190836 | 1.510563 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label                  name    community pageRank    evcent      \n",
       "23719 Jon Skeet              22656    601      0.007066914 0.000000e+00\n",
       "67032 VonC                   6309       1      0.007066914 9.706770e-04\n",
       "9761  Gordon Linoff          1144035    1      0.007066914 5.516515e-04\n",
       "226   Martijn Pieters        100297     1      0.007066914 9.729118e-05\n",
       "19988 Quentin                19068      1      0.007066914 2.761009e-05\n",
       "15527 paxdiablo              14860      1      0.007066914 1.422276e-06\n",
       "95284 Alex Martelli          95810      1      0.007066914 3.490927e-05\n",
       "65897 Mark Byers             61974      1      0.007066914 4.647083e-05\n",
       "21866 Ignacio Vazquez-Abrams 20862      1      0.007066914 2.462361e-05\n",
       "15884 Jonathan Leffler       15168      1      0.007066914 3.528403e-06\n",
       "19983 unutbu                 190597     1      0.010172196 5.425022e-04\n",
       "22867 Felix Kling            218196     1      0.007066914 1.030338e-06\n",
       "72955 Guffa                  69083      1      0.007066914 2.097581e-06\n",
       "89440 Eric Lippert           88656      1      0.007066914 1.722280e-05\n",
       "58542 anubhava               548225     1      0.007066914 7.517331e-04\n",
       "4512  BoltClock              106224     1      0.007066914 6.830181e-05\n",
       "14607 Stephen C              139985     1      0.007066914 1.332325e-05\n",
       "53745 David Heffernan        505088     1      0.007066914 4.195053e-04\n",
       "56648 Gumbo                  53114      1      0.007066914 3.303404e-06\n",
       "15591 Barmar                 1491895    1      0.007066914 2.860800e-05\n",
       "61575 Peter Lawrey           57695    603      0.007066914 0.000000e+00\n",
       "19839 bobince                18936      1      0.007066914 9.447548e-05\n",
       "16595 Oded                   1583       1      0.007066914 7.731858e-07\n",
       "23520 kennytm                224671     1      0.007066914 1.826871e-06\n",
       "20588 Konrad Rudolph         1968       1      0.024791119 2.337308e-02\n",
       "30199 jezrael                2901002 1987      0.007066914 5.748295e-04\n",
       "21863 Bill Karwin            20860      1      0.007066914 8.681006e-06\n",
       "18804 Jerry Coffin           179910     1      0.007066914 1.179422e-05\n",
       "29130 Sven Marnach           279627     1      0.007066914 4.227474e-13\n",
       "63576 Kerrek SB              596781     1      0.007066914 1.587121e-05\n",
       "⋮     ⋮                      ⋮       ⋮         ⋮           ⋮           \n",
       "2318  Ben Voigt              103167     1      0.007066914 3.635022e-06\n",
       "13718 ghostdog74             131527     1      0.007066914 5.879865e-06\n",
       "13510 Brian Agnew            12960      1      0.007066914 5.297209e-08\n",
       "77198 Bryan Oakley           7432       1      0.007066914 5.024042e-05\n",
       "63758 Mark Ransom            5987       1      0.007066914 2.157365e-05\n",
       "22620 poke                   216074     1      0.007433508 3.849465e-05\n",
       "51607 DSM                    487339     1      0.007066914 4.062026e-05\n",
       "56222 manojlds               526535     1      0.007066914 1.223764e-06\n",
       "13087 JohnnyHK               1259510    1      0.007066914 3.266960e-09\n",
       "18257 John La Rooy           174728  1987      0.007066914 8.262161e-05\n",
       "77666 mgilson                748858     1      0.007066914 1.668239e-07\n",
       "19422 42-                    1855677    1      0.009522211 1.751844e-01\n",
       "21443 Mike Seymour           204847     1      0.007066914 7.437399e-06\n",
       "49097 Blender                464744     1      0.007066914 6.575988e-04\n",
       "37809 Dimitre Novatchev      36305      1      0.007066914 9.906465e-05\n",
       "41825 Craig Ringer           398670  1987      0.007066914 3.001115e-04\n",
       "12893 Andy Hayden            1240268    1      0.007066914 3.362561e-05\n",
       "34817 Tomas Petricek         33518      1      0.007066914 1.780032e-04\n",
       "15638 Thilo                  14955      1      0.007066914 6.461698e-05\n",
       "57743 Aaron Hall             541136     1      0.007066914 4.180218e-05\n",
       "73792 EdChum                 704848  1987      0.007066914 2.140733e-04\n",
       "84617 Keith Thompson         827263     1      0.007066914 7.776205e-05\n",
       "48419 jason                  45914      1      0.007066914 2.328893e-07\n",
       "77020 dogbane                7412       1      0.007066914 8.466531e-06\n",
       "25308 Mureinik               2422776    1      0.007066914 4.217524e-05\n",
       "33792 Joe Kington            325565     1      0.007066914 7.414825e-06\n",
       "70168 juanchopanza           661519     1      0.007066914 1.954963e-06\n",
       "88087 Salman A               87015      1      0.007066914 9.393038e-05\n",
       "13098 Mark Rushakoff         126042     1      0.007066914 8.910226e-06\n",
       "14743 Charles Duffy          14122   1987      0.007066914 3.267234e-05\n",
       "      katz_size    authority    power_centrality reputation size     color    \n",
       "23719 3.720420e-17 0.000000e+00  1.194195e-05    1125146    1.510563 #2FFF00CC\n",
       "67032 9.706770e-01 0.000000e+00  1.795241e-02     884914    1.510563 #FF0100CC\n",
       "9761  5.516515e-01 0.000000e+00 -1.370809e-03     846245    1.510563 #FF0100CC\n",
       "226   9.729118e-02 0.000000e+00  5.879439e-03     753642    1.510563 #FF0100CC\n",
       "19988 2.761009e-02 0.000000e+00  2.003773e-04     682023    1.510563 #FF0100CC\n",
       "15527 1.422276e-03 0.000000e+00  2.985488e-05     663041    1.510563 #FF0100CC\n",
       "95284 3.490927e-02 0.000000e+00 -3.120467e-04     656767    1.510563 #FF0100CC\n",
       "65897 4.647083e-02 0.000000e+00  7.972994e-04     619630    1.510563 #FF0100CC\n",
       "21866 2.462361e-02 0.000000e+00  1.252538e-04     610271    1.510563 #FF0100CC\n",
       "15884 3.528403e-03 0.000000e+00 -3.240611e-03     590137    1.510563 #FF0100CC\n",
       "19983 5.425022e-01 1.033956e-06 -6.151508e-03     586759    1.515181 #FF0100CC\n",
       "22867 1.030338e-03 0.000000e+00  2.723091e-03     585603    1.510563 #FF0100CC\n",
       "72955 2.097581e-03 0.000000e+00  1.194195e-05     577863    1.510563 #FF0100CC\n",
       "89440 1.722280e-02 0.000000e+00  1.194195e-05     560671    1.510563 #FF0100CC\n",
       "58542 7.517331e-01 0.000000e+00  8.028207e-03     551785    1.510563 #FF0100CC\n",
       "4512  6.830181e-02 0.000000e+00 -2.554046e-03     546555    1.510563 #FF0100CC\n",
       "14607 1.332325e-02 0.000000e+00  4.179684e-05     544002    1.510563 #FF0100CC\n",
       "53745 4.195053e-01 0.000000e+00  6.272998e-03     532751    1.510563 #FF0100CC\n",
       "56648 3.303404e-03 0.000000e+00  9.580668e-04     530629    1.510563 #FF0100CC\n",
       "15591 2.860800e-02 0.000000e+00 -5.386382e-03     460963    1.510563 #FF0100CC\n",
       "61575 3.670626e-17 0.000000e+00  1.194195e-05     458137    1.510563 #2EFF00CC\n",
       "19839 9.447548e-02 0.000000e+00  2.279752e-03     457396    1.510563 #FF0100CC\n",
       "16595 7.731858e-04 0.000000e+00  1.194195e-05     422478    1.510563 #FF0100CC\n",
       "23520 1.826871e-03 0.000000e+00  1.194195e-05     419248    1.510563 #FF0100CC\n",
       "20588 2.337308e+01 1.057567e-02 -1.112058e-03     415731    1.536733 #FF0100CC\n",
       "30199 5.748295e-01 0.000000e+00 -3.349910e-03     399584    1.510563 #FF0001CC\n",
       "21863 8.681006e-03 0.000000e+00  9.358059e-04     397800    1.510563 #FF0100CC\n",
       "18804 1.179422e-02 0.000000e+00 -3.791257e-03     397282    1.510563 #FF0100CC\n",
       "29130 4.227477e-10 0.000000e+00  1.194195e-05     379742    1.510563 #FF0100CC\n",
       "63576 1.587121e-02 0.000000e+00  2.388391e-05     379590    1.510563 #FF0100CC\n",
       "⋮     ⋮            ⋮            ⋮                ⋮          ⋮        ⋮        \n",
       "2318  3.635022e-03 0.000000e+00  1.194195e-05    241539     1.510563 #FF0100CC\n",
       "13718 5.879865e-03 0.000000e+00 -5.033751e-04    235588     1.510563 #FF0100CC\n",
       "13510 5.297209e-05 0.000000e+00  1.194195e-05    234953     1.510563 #FF0100CC\n",
       "77198 5.024042e-02 0.000000e+00  5.131141e-03    234135     1.510563 #FF0100CC\n",
       "63758 2.157365e-02 0.000000e+00  3.402883e-03    232132     1.510563 #FF0100CC\n",
       "22620 3.849465e-02 6.386314e-05  0.000000e+00    230997     1.511109 #FF0100CC\n",
       "51607 4.062026e-02 0.000000e+00  4.179684e-05    227908     1.510563 #FF0100CC\n",
       "56222 1.223764e-03 0.000000e+00  1.194195e-05    225044     1.510563 #FF0100CC\n",
       "13087 3.266960e-06 0.000000e+00  1.194195e-05    223694     1.510563 #FF0100CC\n",
       "18257 8.262161e-02 0.000000e+00  2.388391e-05    223453     1.510563 #FF0001CC\n",
       "77666 1.668239e-04 0.000000e+00  2.388391e-05    221329     1.510563 #FF0100CC\n",
       "19422 1.751844e+02 3.164137e-02  4.805872e-02    220683     1.514216 #FF0100CC\n",
       "21443 7.437399e-03 0.000000e+00  2.812837e-03    219524     1.510563 #FF0100CC\n",
       "49097 6.575988e-01 0.000000e+00 -1.128584e-02    219475     1.510563 #FF0100CC\n",
       "37809 9.906465e-02 0.000000e+00  1.709295e-03    216006     1.510563 #FF0100CC\n",
       "41825 3.001115e-01 0.000000e+00  1.966327e-03    209377     1.510563 #FF0001CC\n",
       "12893 3.362561e-02 0.000000e+00  1.194195e-04    208776     1.510563 #FF0100CC\n",
       "34817 1.780032e-01 0.000000e+00  1.092193e-02    205924     1.510563 #FF0100CC\n",
       "15638 6.461698e-02 0.000000e+00 -3.127455e-03    202443     1.510563 #FF0100CC\n",
       "57743 4.180218e-02 0.000000e+00  1.802445e-03    202092     1.510563 #FF0100CC\n",
       "73792 2.140733e-01 0.000000e+00 -2.133495e-03    201607     1.510563 #FF0001CC\n",
       "84617 7.776205e-02 0.000000e+00 -1.146707e-03    200904     1.510563 #FF0100CC\n",
       "48419 2.328893e-04 0.000000e+00  1.194195e-05    200892     1.510563 #FF0100CC\n",
       "77020 8.466531e-03 0.000000e+00  1.194195e-05    200448     1.510563 #FF0100CC\n",
       "25308 4.217524e-02 0.000000e+00  5.946072e-03    196995     1.510563 #FF0100CC\n",
       "33792 7.414825e-03 0.000000e+00  4.776781e-05    193683     1.510563 #FF0100CC\n",
       "70168 1.954963e-03 0.000000e+00 -2.723869e-04    193678     1.510563 #FF0100CC\n",
       "88087 9.393038e-02 0.000000e+00  3.338279e-04    192639     1.510563 #FF0100CC\n",
       "13098 8.910226e-03 0.000000e+00  8.631327e-03    191944     1.510563 #FF0100CC\n",
       "14743 3.267234e-02 0.000000e+00  4.776781e-05    190836     1.510563 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by ACTUAL reputation as a measure of reputation\n",
    "rep <- df3[order(df3$reputation, decreasing=T),]\n",
    "head(rep,100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis\n",
    "\n",
    "So we can see the results of the different measures of reputation.  First, look around above, and see if any of the rankings more intuitive sense to you.  We'll explore them pairwise, then against the actual stack overflow reputation system next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hGphDo3LN3Qj611n+F+xtxk6af+CF/n5IiUQuccXFnnDs+59RJmbk6HgQThTgb5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\nSDAQCQYiwUAkGASiZGXvSk3TsQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pairs(df3[4:9])\n",
    "# You can see below that katz is derived from evcent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## So comparing this to actual reputation, computed with rank statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's see correlations with kendall's tau, fyi, VERY SLOW TO RUN\n",
    "# round(cor(df3[4:8], method=\"kendall\", use = \"complete.obs\"),2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A matrix: 6 × 6 of type dbl</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>pageRank</th><td> 1.00</td><td> 0.34</td><td> 0.34</td><td> 0.52</td><td>-0.32</td><td>0.03</td></tr>\n",
       "\t<tr><th scope=row>evcent</th><td> 0.34</td><td> 1.00</td><td> 1.00</td><td> 0.87</td><td>-0.19</td><td>0.24</td></tr>\n",
       "\t<tr><th scope=row>katz_size</th><td> 0.34</td><td> 1.00</td><td> 1.00</td><td> 0.87</td><td>-0.19</td><td>0.24</td></tr>\n",
       "\t<tr><th scope=row>authority</th><td> 0.52</td><td> 0.87</td><td> 0.87</td><td> 1.00</td><td>-0.30</td><td>0.07</td></tr>\n",
       "\t<tr><th scope=row>power_centrality</th><td>-0.32</td><td>-0.19</td><td>-0.19</td><td>-0.30</td><td> 1.00</td><td>0.19</td></tr>\n",
       "\t<tr><th scope=row>reputation</th><td> 0.03</td><td> 0.24</td><td> 0.24</td><td> 0.07</td><td> 0.19</td><td>1.00</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 6 × 6 of type dbl\n",
       "\\begin{tabular}{r|llllll}\n",
       "  & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation\\\\\n",
       "\\hline\n",
       "\tpageRank &  1.00 &  0.34 &  0.34 &  0.52 & -0.32 & 0.03\\\\\n",
       "\tevcent &  0.34 &  1.00 &  1.00 &  0.87 & -0.19 & 0.24\\\\\n",
       "\tkatz\\_size &  0.34 &  1.00 &  1.00 &  0.87 & -0.19 & 0.24\\\\\n",
       "\tauthority &  0.52 &  0.87 &  0.87 &  1.00 & -0.30 & 0.07\\\\\n",
       "\tpower\\_centrality & -0.32 & -0.19 & -0.19 & -0.30 &  1.00 & 0.19\\\\\n",
       "\treputation &  0.03 &  0.24 &  0.24 &  0.07 &  0.19 & 1.00\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 6 × 6 of type dbl\n",
       "\n",
       "| <!--/--> | pageRank | evcent | katz_size | authority | power_centrality | reputation |\n",
       "|---|---|---|---|---|---|---|\n",
       "| pageRank |  1.00 |  0.34 |  0.34 |  0.52 | -0.32 | 0.03 |\n",
       "| evcent |  0.34 |  1.00 |  1.00 |  0.87 | -0.19 | 0.24 |\n",
       "| katz_size |  0.34 |  1.00 |  1.00 |  0.87 | -0.19 | 0.24 |\n",
       "| authority |  0.52 |  0.87 |  0.87 |  1.00 | -0.30 | 0.07 |\n",
       "| power_centrality | -0.32 | -0.19 | -0.19 | -0.30 |  1.00 | 0.19 |\n",
       "| reputation |  0.03 |  0.24 |  0.24 |  0.07 |  0.19 | 1.00 |\n",
       "\n"
      ],
      "text/plain": [
       "                 pageRank evcent katz_size authority power_centrality\n",
       "pageRank          1.00     0.34   0.34      0.52     -0.32           \n",
       "evcent            0.34     1.00   1.00      0.87     -0.19           \n",
       "katz_size         0.34     1.00   1.00      0.87     -0.19           \n",
       "authority         0.52     0.87   0.87      1.00     -0.30           \n",
       "power_centrality -0.32    -0.19  -0.19     -0.30      1.00           \n",
       "reputation        0.03     0.24   0.24      0.07      0.19           \n",
       "                 reputation\n",
       "pageRank         0.03      \n",
       "evcent           0.24      \n",
       "katz_size        0.24      \n",
       "authority        0.07      \n",
       "power_centrality 0.19      \n",
       "reputation       1.00      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's see correlations using spearman's\n",
    "round(cor(df3[4:9], method=\"spearman\", use = \"complete.obs\"),2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, they're not close at all!  We can't easily back out reputation this way.  But notice something else above: the community numbers.  Namely, most of the weight of the communities are spread between two classes, the first and the last.\n",
    "\n",
    "If you look for names you recognize, we may have picked up on something interesting---without even telling the algorithm that some R tags answer tidyverse questions and other users tend towards base R, we could imagine that users group towards which questions they answer.  Potentially, those who tend to answer tidy questions, appear to be in group 1987, while those who answer majority base R questions are in group 1.\n",
    "\n",
    "Here is a plot of communities by membership counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9UhCAntRtYhFc9p3r6hOKtDEBLajaxD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\nAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Histogram of df3$community”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(df3$community)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Really?\n",
    "\n",
    "The challenge for you now is to test that claim.\n",
    "\n",
    "- How robust is this to using a different community detection algorithm?  You'll notice these can vary dramatically.  How much?\n",
    "- If you were to run a new query and check tags, is it supported by labels?  By Text?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bonus is some code for plotting\n",
    "# This is very slow, so make sure you subset the graphs!\n",
    "plotit <-function(g, name) {\n",
    "  la <- layout_with_fr(g, grid=\"nogrid\")\n",
    "  #la <- layout_with_lgl(g, maxiter = 100, area = 4*vcount(g)^2)\n",
    "  png(file=paste0(\"layout.\", name,\".fr.png\"), bg = \"white\")\n",
    "  plot(g,\n",
    "     layout=la,\n",
    "     edge.arrow.mode=0,\n",
    "     displayisolates=FALSE,\n",
    "     vertex.color=V(g)$color,\n",
    "     vertex.label=NA,\n",
    "     vertex.size=as.numeric(V(g)$evcent)*20,\n",
    "     vertex.frame.color=NA,\n",
    "     label.cex=0.16,\n",
    "     arrowhead.cex = 0,\n",
    "     edge.width=0.1,\n",
    "     edge.color=\"#000000cc\")\n",
    "  dev.off()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here are two useful subgraphs, by time:\n",
    "df_2009 <- df[(df$Asked < as.Date(\"2010-01-01\")),]\n",
    "df_2019 <- df[(df$Asked >= as.Date(\"2019-01-01\")),]\n",
    "\n",
    "# g_2009 <- make_network(df_2009)\n",
    "\n",
    "# save to disk then render\n",
    "# plotit2(g_2009,\"2009\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obligatory graph hairball:\n",
    "\n",
    "<img src=\"layout.2009.fr.png\" width=400pt>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling\n",
    "\n",
    "There are a couple of other challenges in the data.  For instance, this user has an R score of 36,000, but a current reputation of 1 due to a temporary suspension:\n",
    "\n",
    "https://stackoverflow.com/users/3732271/akrun\n",
    "\n",
    "Data cleanliness like this certainly impacts the model.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WORKSHOP\n",
    "\n",
    "- Lookup your username.  What R community do you belong to?\n",
    "- What additional data could improve a measure of authority over eigenvector centrality or PageRank?\n",
    "- Can you make a better network graph of our communities?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 1 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>label</th><th scope=col>name</th><th scope=col>community</th><th scope=col>pageRank</th><th scope=col>evcent</th><th scope=col>katz_size</th><th scope=col>authority</th><th scope=col>power_centrality</th><th scope=col>reputation</th><th scope=col>size</th><th scope=col>color</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>14837</th><td>Parfait</td><td>1422451</td><td>1987</td><td>0.007073752</td><td>0.01844419</td><td>18.44419</td><td>0.0007961928</td><td>0.02663401</td><td>60487</td><td>1.510573</td><td>#FF0001CC</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 1 × 11\n",
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & label & name & community & pageRank & evcent & katz\\_size & authority & power\\_centrality & reputation & size & color\\\\\n",
       "  & <fct> & <chr> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t14837 & Parfait & 1422451 & 1987 & 0.007073752 & 0.01844419 & 18.44419 & 0.0007961928 & 0.02663401 & 60487 & 1.510573 & \\#FF0001CC\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 1 × 11\n",
       "\n",
       "| <!--/--> | label &lt;fct&gt; | name &lt;chr&gt; | community &lt;dbl&gt; | pageRank &lt;dbl&gt; | evcent &lt;dbl&gt; | katz_size &lt;dbl&gt; | authority &lt;dbl&gt; | power_centrality &lt;dbl&gt; | reputation &lt;int&gt; | size &lt;dbl&gt; | color &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 14837 | Parfait | 1422451 | 1987 | 0.007073752 | 0.01844419 | 18.44419 | 0.0007961928 | 0.02663401 | 60487 | 1.510573 | #FF0001CC |\n",
       "\n"
      ],
      "text/plain": [
       "      label   name    community pageRank    evcent     katz_size authority   \n",
       "14837 Parfait 1422451 1987      0.007073752 0.01844419 18.44419  0.0007961928\n",
       "      power_centrality reputation size     color    \n",
       "14837 0.02663401       60487      1.510573 #FF0001CC"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "look_me_up <- function(username) df3[df3$label %in% username,]\n",
    "look_me_up(\"Parfait\")"
   ]
  }
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