tedtalk_day1_2018_cohort.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ted Talks\n",
    "\n",
    "These data contain two files, one which gives some information about the Ted Talk presentation such as the main speaker's name, description of the talk, ratings, etc. The second file gives a transcipt of the talk. Data were downloaded from [here](https://www.kaggle.com/rounakbanik/ted-talks).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: 'dplyr'\n",
      "\n",
      "The following objects are masked from 'package:stats':\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "The following objects are masked from 'package:base':\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(dplyr)\n",
    "library(tidytext)\n",
    "library(readr)\n",
    "library(stringr)\n",
    "library(tidyr)\n",
    "library(ggplot2)\n",
    "\n",
    "\n",
    "library(tokenizers)\n",
    "\n",
    "options(warn=-1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Parsed with column specification:\n",
      "cols(\n",
      "  transcript = col_character(),\n",
      "  url = col_character()\n",
      ")\n",
      "Parsed with column specification:\n",
      "cols(\n",
      "  comments = col_integer(),\n",
      "  description = col_character(),\n",
      "  duration = col_integer(),\n",
      "  event = col_character(),\n",
      "  film_date = col_integer(),\n",
      "  languages = col_integer(),\n",
      "  main_speaker = col_character(),\n",
      "  name = col_character(),\n",
      "  num_speaker = col_integer(),\n",
      "  published_date = col_integer(),\n",
      "  ratings = col_character(),\n",
      "  related_talks = col_character(),\n",
      "  speaker_occupation = col_character(),\n",
      "  tags = col_character(),\n",
      "  title = col_character(),\n",
      "  url = col_character(),\n",
      "  views = col_integer()\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "transcripts <- read_csv('../datasets/ted/transcripts.csv')\n",
    "transcripts_data <- read_csv('../datasets/ted/ted_main.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#write.table(transcripts, file = \"transcripts.csv\", row.names = FALSE)\n",
    "#write.table(transcripts_data, file = \"ted_main.csv\", row.names = FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Activities to develop:\n",
    "\n",
    "1. Figure out what the `<80><94>` means in the \"head\" section. And what the `\\342\\200\\224` means in the \"print\" section.\n",
    "1. Break the text into sentences, with one sentence per row.\n",
    "1. Count (laughter) instances\n",
    "1. Count (applause) instances\n",
    "1. What is the relationship between the amount of laughter and a speaker's profession? Applause? \n",
    "1. Do sentiment analysis on each senetence. \n",
    "1. Build a histogram or other appropriate visualization to show the sentence by sentence change in sentiment throughout the talk. \n",
    "1. Build a bar chart of the 20 most used words in each talk. \n",
    "1. Do something cool based on the ideas that emerge from your own brains.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 1:** Figure out what the `<80><94>` means in the \"head\" section. And what the `\\342\\200\\224` means in the \"print\" section."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# Activity 1 response here\n",
    "# -----------\n",
    "<80><94> is just UTF-8 encoding for \"--\". (https://www.real-world-systems.com/docs/Characters.html)\n",
    "\n",
    "\\342\\200\\224 is base encoding for special characters.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 2:** Break the text into sentences, with one sentence per row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Joining, by = \"url\"\n"
     ]
    }
   ],
   "source": [
    "transdata <- inner_join(transcripts, transcripts_data)\n",
    "\n",
    "transdata <- transdata %>%\n",
    "                        mutate(id=seq.int(nrow(transdata)))                 \n",
    "\n",
    "transdata <- transdata %>% unnest_tokens(sentence, transcript, token = \"sentences\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 3:** Count the total number of (Laughter) instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Activity 3 code here\n",
    "# -----------\n",
    "\n",
    "transdata$numberLaughs <- str_count(transdata$sentence, \"laughter\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 4:** And now count the (Applause) instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Activity 4 code here\n",
    "# -----------\n",
    "\n",
    "transdata$numberApplause <- str_count(transdata$sentence, \"applause\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 5:** What is the relationship between the amount of laughter and a speaker's profession? Applause?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>url</th><td>https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              </td><td>https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              </td></tr>\n",
       "\t<tr><th scope=row>comments</th><td>149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td><td>149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><th scope=row>description</th><td>Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td><td>Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     </td></tr>\n",
       "\t<tr><th scope=row>duration</th><td>594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td><td>594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><th scope=row>event</th><td>TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td><td>TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td></tr>\n",
       "\t<tr><th scope=row>film_date</th><td>1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td><td>1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td></tr>\n",
       "\t<tr><th scope=row>languages</th><td>32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td><td>32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 </td></tr>\n",
       "\t<tr><th scope=row>main_speaker</th><td>Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>name</th><td>Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td><td>Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td></tr>\n",
       "\t<tr><th scope=row>num_speaker</th><td>1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>published_date</th><td>1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td><td>1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td></tr>\n",
       "\t<tr><th scope=row>ratings</th><td>[{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td><td>[{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   </td></tr>\n",
       "\t<tr><th scope=row>related_talks</th><td>[{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}]</td><td>[{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}]</td></tr>\n",
       "\t<tr><th scope=row>speaker_occupation</th><td>9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       </td><td>9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>tags</th><td>['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               </td><td>['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               </td></tr>\n",
       "\t<tr><th scope=row>title</th><td>The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td><td>The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      </td></tr>\n",
       "\t<tr><th scope=row>views</th><td>820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             </td><td>820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             </td></tr>\n",
       "\t<tr><th scope=row>id</th><td>890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td><td>890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                </td></tr>\n",
       "\t<tr><th scope=row>sentence</th><td>phyllis rodriguez: we are here today because of the fact that we have what most people consider an unusual friendship.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             </td><td>and it is.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         </td></tr>\n",
       "\t<tr><th scope=row>numberLaughs</th><td>0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>numberApplause</th><td>0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td><td>0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "\turl & https://www.ted.com/talks/9\\_11\\_healing\\_the\\_mothers\\_who\\_found\\_forgiveness\\_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               & https://www.ted.com/talks/9\\_11\\_healing\\_the\\_mothers\\_who\\_found\\_forgiveness\\_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \\\\\n",
       "\tcomments & 149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 & 149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \\\\\n",
       "\tdescription & Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      & Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     \\\\\n",
       "\tduration & 594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 & 594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \\\\\n",
       "\tevent & TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       & TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \\\\\n",
       "\tfilm\\_date & 1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          & 1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \\\\\n",
       "\tlanguages & 32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  & 32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \\\\\n",
       "\tmain\\_speaker & Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   & Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \\\\\n",
       "\tname & Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    & Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \\\\\n",
       "\tnum\\_speaker & 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   & 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \\\\\n",
       "\tpublished\\_date & 1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          & 1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \\\\\n",
       "\tratings & {[}\\{'id': 10, 'name': 'Inspiring', 'count': 385\\}, \\{'id': 1, 'name': 'Beautiful', 'count': 229\\}, \\{'id': 9, 'name': 'Ingenious', 'count': 10\\}, \\{'id': 3, 'name': 'Courageous', 'count': 338\\}, \\{'id': 24, 'name': 'Persuasive', 'count': 30\\}, \\{'id': 2, 'name': 'Confusing', 'count': 8\\}, \\{'id': 23, 'name': 'Jaw-dropping', 'count': 37\\}, \\{'id': 22, 'name': 'Fascinating', 'count': 26\\}, \\{'id': 8, 'name': 'Informative', 'count': 24\\}, \\{'id': 26, 'name': 'Obnoxious', 'count': 13\\}, \\{'id': 11, 'name': 'Longwinded', 'count': 7\\}, \\{'id': 21, 'name': 'Unconvincing', 'count': 25\\}, \\{'id': 25, 'name': 'OK', 'count': 20\\}, \\{'id': 7, 'name': 'Funny', 'count': 2\\}{]}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    & {[}\\{'id': 10, 'name': 'Inspiring', 'count': 385\\}, \\{'id': 1, 'name': 'Beautiful', 'count': 229\\}, \\{'id': 9, 'name': 'Ingenious', 'count': 10\\}, \\{'id': 3, 'name': 'Courageous', 'count': 338\\}, \\{'id': 24, 'name': 'Persuasive', 'count': 30\\}, \\{'id': 2, 'name': 'Confusing', 'count': 8\\}, \\{'id': 23, 'name': 'Jaw-dropping', 'count': 37\\}, \\{'id': 22, 'name': 'Fascinating', 'count': 26\\}, \\{'id': 8, 'name': 'Informative', 'count': 24\\}, \\{'id': 26, 'name': 'Obnoxious', 'count': 13\\}, \\{'id': 11, 'name': 'Longwinded', 'count': 7\\}, \\{'id': 21, 'name': 'Unconvincing', 'count': 25\\}, \\{'id': 25, 'name': 'OK', 'count': 20\\}, \\{'id': 7, 'name': 'Funny', 'count': 2\\}{]}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \\\\\n",
       "\trelated\\_talks & {[}\\{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850\\_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge\\_missmahl\\_brings\\_peace\\_to\\_the\\_minds\\_of\\_afghanistan', 'viewed\\_count': 343350\\}, \\{'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac\\_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah\\_kaminsky', 'viewed\\_count': 593098\\}, \\{'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4\\_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby\\_ghosh\\_why\\_global\\_jihad\\_is\\_losing', 'viewed\\_count': 660561\\}, \\{'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012\\_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila\\_hoteit\\_3\\_lessons\\_on\\_success\\_from\\_an\\_arab\\_businesswoman', 'viewed\\_count': 1827306\\}, \\{'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c\\_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie\\_morgan\\_steiner\\_why\\_domestic\\_violence\\_victims\\_don\\_t\\_leave', 'viewed\\_count': 3846751\\}, \\{'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44\\_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson\\_katz\\_violence\\_against\\_women\\_it\\_s\\_a\\_men\\_s\\_issue', 'viewed\\_count': 1625744\\}{]} & {[}\\{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850\\_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge\\_missmahl\\_brings\\_peace\\_to\\_the\\_minds\\_of\\_afghanistan', 'viewed\\_count': 343350\\}, \\{'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac\\_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah\\_kaminsky', 'viewed\\_count': 593098\\}, \\{'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4\\_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby\\_ghosh\\_why\\_global\\_jihad\\_is\\_losing', 'viewed\\_count': 660561\\}, \\{'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012\\_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila\\_hoteit\\_3\\_lessons\\_on\\_success\\_from\\_an\\_arab\\_businesswoman', 'viewed\\_count': 1827306\\}, \\{'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c\\_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie\\_morgan\\_steiner\\_why\\_domestic\\_violence\\_victims\\_don\\_t\\_leave', 'viewed\\_count': 3846751\\}, \\{'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44\\_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson\\_katz\\_violence\\_against\\_women\\_it\\_s\\_a\\_men\\_s\\_issue', 'viewed\\_count': 1625744\\}{]}\\\\\n",
       "\tspeaker\\_occupation & 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        & 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \\\\\n",
       "\ttags & {[}'culture', 'friendship', 'global issues', 'parenting', 'terrorism'{]}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                & {[}'culture', 'friendship', 'global issues', 'parenting', 'terrorism'{]}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \\\\\n",
       "\ttitle & The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       & The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \\\\\n",
       "\tviews & 820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              & 820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \\\\\n",
       "\tid & 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 & 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \\\\\n",
       "\tsentence & phyllis rodriguez: we are here today because of the fact that we have what most people consider an unusual friendship.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              & and it is.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \\\\\n",
       "\tnumberLaughs & 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   & 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \\\\\n",
       "\tnumberApplause & 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   & 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| url | https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | \n",
       "| comments | 149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | 149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | \n",
       "| description | Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | \n",
       "| duration | 594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | 594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | \n",
       "| event | TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | \n",
       "| film_date | 1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | 1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | \n",
       "| languages | 32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | 32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | \n",
       "| main_speaker | Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | \n",
       "| name | Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | \n",
       "| num_speaker | 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | \n",
       "| published_date | 1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | 1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | \n",
       "| ratings | [{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | [{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | \n",
       "| related_talks | [{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}] | [{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}] | \n",
       "| speaker_occupation | 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | \n",
       "| tags | ['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | ['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | \n",
       "| title | The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | \n",
       "| views | 820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | 820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | \n",
       "| id | 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | \n",
       "| sentence | phyllis rodriguez: we are here today because of the fact that we have what most people consider an unusual friendship.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | and it is.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | \n",
       "| numberLaughs | 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | \n",
       "| numberApplause | 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | 0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                   [,1]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
       "url                https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\\n                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
       "comments           149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "description        Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     \n",
       "duration           594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "event              TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
       "film_date          1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
       "languages          32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \n",
       "main_speaker       Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "name               Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
       "num_speaker        1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "published_date     1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
       "ratings            [{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
       "related_talks      [{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}]\n",
       "speaker_occupation 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "tags               ['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
       "title              The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
       "views              820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
       "id                 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "sentence           phyllis rodriguez: we are here today because of the fact that we have what most people consider an unusual friendship.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
       "numberLaughs       0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "numberApplause     0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "                   [,2]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
       "url                https://www.ted.com/talks/9_11_healing_the_mothers_who_found_forgiveness_friendship\\n                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
       "comments           149                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "description        Phyllis Rodriguez and Aicha el-Wafi have a powerful friendship born of unthinkable loss. Rodriguez' son was killed in the World Trade Center attacks on September 11, 2001; el-Wafi's son Zacarias Moussaoui was convicted of a role in those attacks and is serving a life sentence. In hoping to find peace, these two moms have come to understand and respect one another.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     \n",
       "duration           594                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "event              TEDWomen 2010                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
       "film_date          1292112000                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
       "languages          32                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \n",
       "main_speaker       Aicha el-Wafi + Phyllis Rodriguez                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "name               Aicha el-Wafi + Phyllis Rodriguez: The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
       "num_speaker        1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "published_date     1304362260                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
       "ratings            [{'id': 10, 'name': 'Inspiring', 'count': 385}, {'id': 1, 'name': 'Beautiful', 'count': 229}, {'id': 9, 'name': 'Ingenious', 'count': 10}, {'id': 3, 'name': 'Courageous', 'count': 338}, {'id': 24, 'name': 'Persuasive', 'count': 30}, {'id': 2, 'name': 'Confusing', 'count': 8}, {'id': 23, 'name': 'Jaw-dropping', 'count': 37}, {'id': 22, 'name': 'Fascinating', 'count': 26}, {'id': 8, 'name': 'Informative', 'count': 24}, {'id': 26, 'name': 'Obnoxious', 'count': 13}, {'id': 11, 'name': 'Longwinded', 'count': 7}, {'id': 21, 'name': 'Unconvincing', 'count': 25}, {'id': 25, 'name': 'OK', 'count': 20}, {'id': 7, 'name': 'Funny', 'count': 2}]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
       "related_talks      [{'id': 968, 'hero': 'https://pe.tedcdn.com/images/ted/202850_800x600.jpg', 'speaker': 'Inge Missmahl', 'title': 'Bringing peace to the minds of Afghanistan', 'duration': 641, 'slug': 'inge_missmahl_brings_peace_to_the_minds_of_afghanistan', 'viewed_count': 343350}, {'id': 1120, 'hero': 'https://pe.tedcdn.com/images/ted/c21fd6662a3090930cf3566103cf86dbccd859ac_800x600.jpg', 'speaker': 'Sarah Kaminsky', 'title': 'My father the forger', 'duration': 840, 'slug': 'sarah_kaminsky', 'viewed_count': 593098}, {'id': 1623, 'hero': 'https://pe.tedcdn.com/images/ted/dbcd6dd2e6ca67e8e41acb1598dd4f76302a1fe4_1600x1200.jpg', 'speaker': 'Bobby Ghosh', 'title': 'Why global jihad is losing', 'duration': 991, 'slug': 'bobby_ghosh_why_global_jihad_is_losing', 'viewed_count': 660561}, {'id': 2547, 'hero': 'https://pe.tedcdn.com/images/ted/71fff35c67aa8eecc6dbf4f23bf6600db960b012_2880x1620.jpg', 'speaker': 'Leila Hoteit', 'title': '3 lessons on success from an Arab businesswoman', 'duration': 842, 'slug': 'leila_hoteit_3_lessons_on_success_from_an_arab_businesswoman', 'viewed_count': 1827306}, {'id': 1654, 'hero': 'https://pe.tedcdn.com/images/ted/bbfa62818807b138c85e93b779840877d0f4753c_1600x1200.jpg', 'speaker': 'Leslie Morgan Steiner', 'title': \"Why domestic violence victims don't leave\", 'duration': 959, 'slug': 'leslie_morgan_steiner_why_domestic_violence_victims_don_t_leave', 'viewed_count': 3846751}, {'id': 1753, 'hero': 'https://pe.tedcdn.com/images/ted/a5ac3cc19c32c812c6d8729b5265d4ed6d525e44_1600x1200.jpg', 'speaker': 'Jackson Katz', 'title': \"Violence against women -- it's a men's issue\", 'duration': 1060, 'slug': 'jackson_katz_violence_against_women_it_s_a_men_s_issue', 'viewed_count': 1625744}]\n",
       "speaker_occupation 9/11 mothers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
       "tags               ['culture', 'friendship', 'global issues', 'parenting', 'terrorism']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
       "title              The mothers who found forgiveness, friendship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
       "views              820976                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
       "id                 890                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "sentence           and it is.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
       "numberLaughs       0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "numberApplause     0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t(head(transdata, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "summary <- transdata %>%\n",
    "                        group_by(speaker_occupation) %>%\n",
    "                        summarise(numberSentences = n(), \n",
    "                                  numberLaughs = sum(numberLaughs),\n",
    "                                  numberApplause = sum(numberApplause)\n",
    "                                 ) %>%\n",
    "                        mutate(laughRatio = numberLaughs/numberSentences, \n",
    "                               applauseRatio = numberApplause/numberSentences) %>%\n",
    "                        filter(numberSentences >= 100)                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>speaker_occupation</th><th scope=col>numberSentences</th><th scope=col>numberLaughs</th><th scope=col>numberApplause</th><th scope=col>laughRatio</th><th scope=col>applauseRatio</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Neuroscientist, stand-up comic     </td><td>174                                </td><td> 69                                </td><td> 3                                 </td><td>0.3965517                          </td><td>0.017241379                        </td></tr>\n",
       "\t<tr><td>Satirist                           </td><td>192                                </td><td> 59                                </td><td>14                                 </td><td>0.3072917                          </td><td>0.072916667                        </td></tr>\n",
       "\t<tr><td>Comedian and writer                </td><td>335                                </td><td>100                                </td><td>25                                 </td><td>0.2985075                          </td><td>0.074626866                        </td></tr>\n",
       "\t<tr><td>Comedian, voice artist             </td><td>327                                </td><td> 74                                </td><td> 5                                 </td><td>0.2262997                          </td><td>0.015290520                        </td></tr>\n",
       "\t<tr><td>Comedian and Mental Health Activist</td><td>107                                </td><td> 23                                </td><td> 5                                 </td><td>0.2149533                          </td><td>0.046728972                        </td></tr>\n",
       "\t<tr><td>Moustache activist                 </td><td>136                                </td><td> 28                                </td><td> 4                                 </td><td>0.2058824                          </td><td>0.029411765                        </td></tr>\n",
       "\t<tr><td>Humorist, web artist               </td><td>407                                </td><td> 83                                </td><td>12                                 </td><td>0.2039312                          </td><td>0.029484029                        </td></tr>\n",
       "\t<tr><td>Comedian                           </td><td>953                                </td><td>190                                </td><td>28                                 </td><td>0.1993704                          </td><td>0.029380902                        </td></tr>\n",
       "\t<tr><td>Math educator                      </td><td>103                                </td><td> 20                                </td><td> 3                                 </td><td>0.1941748                          </td><td>0.029126214                        </td></tr>\n",
       "\t<tr><td>Philosopher-comic                  </td><td>241                                </td><td> 45                                </td><td> 2                                 </td><td>0.1867220                          </td><td>0.008298755                        </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllll}\n",
       " speaker\\_occupation & numberSentences & numberLaughs & numberApplause & laughRatio & applauseRatio\\\\\n",
       "\\hline\n",
       "\t Neuroscientist, stand-up comic      & 174                                 &  69                                 &  3                                  & 0.3965517                           & 0.017241379                        \\\\\n",
       "\t Satirist                            & 192                                 &  59                                 & 14                                  & 0.3072917                           & 0.072916667                        \\\\\n",
       "\t Comedian and writer                 & 335                                 & 100                                 & 25                                  & 0.2985075                           & 0.074626866                        \\\\\n",
       "\t Comedian, voice artist              & 327                                 &  74                                 &  5                                  & 0.2262997                           & 0.015290520                        \\\\\n",
       "\t Comedian and Mental Health Activist & 107                                 &  23                                 &  5                                  & 0.2149533                           & 0.046728972                        \\\\\n",
       "\t Moustache activist                  & 136                                 &  28                                 &  4                                  & 0.2058824                           & 0.029411765                        \\\\\n",
       "\t Humorist, web artist                & 407                                 &  83                                 & 12                                  & 0.2039312                           & 0.029484029                        \\\\\n",
       "\t Comedian                            & 953                                 & 190                                 & 28                                  & 0.1993704                           & 0.029380902                        \\\\\n",
       "\t Math educator                       & 103                                 &  20                                 &  3                                  & 0.1941748                           & 0.029126214                        \\\\\n",
       "\t Philosopher-comic                   & 241                                 &  45                                 &  2                                  & 0.1867220                           & 0.008298755                        \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "speaker_occupation | numberSentences | numberLaughs | numberApplause | laughRatio | applauseRatio | \n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| Neuroscientist, stand-up comic      | 174                                 |  69                                 |  3                                  | 0.3965517                           | 0.017241379                         | \n",
       "| Satirist                            | 192                                 |  59                                 | 14                                  | 0.3072917                           | 0.072916667                         | \n",
       "| Comedian and writer                 | 335                                 | 100                                 | 25                                  | 0.2985075                           | 0.074626866                         | \n",
       "| Comedian, voice artist              | 327                                 |  74                                 |  5                                  | 0.2262997                           | 0.015290520                         | \n",
       "| Comedian and Mental Health Activist | 107                                 |  23                                 |  5                                  | 0.2149533                           | 0.046728972                         | \n",
       "| Moustache activist                  | 136                                 |  28                                 |  4                                  | 0.2058824                           | 0.029411765                         | \n",
       "| Humorist, web artist                | 407                                 |  83                                 | 12                                  | 0.2039312                           | 0.029484029                         | \n",
       "| Comedian                            | 953                                 | 190                                 | 28                                  | 0.1993704                           | 0.029380902                         | \n",
       "| Math educator                       | 103                                 |  20                                 |  3                                  | 0.1941748                           | 0.029126214                         | \n",
       "| Philosopher-comic                   | 241                                 |  45                                 |  2                                  | 0.1867220                           | 0.008298755                         | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   speaker_occupation                  numberSentences numberLaughs\n",
       "1  Neuroscientist, stand-up comic      174              69         \n",
       "2  Satirist                            192              59         \n",
       "3  Comedian and writer                 335             100         \n",
       "4  Comedian, voice artist              327              74         \n",
       "5  Comedian and Mental Health Activist 107              23         \n",
       "6  Moustache activist                  136              28         \n",
       "7  Humorist, web artist                407              83         \n",
       "8  Comedian                            953             190         \n",
       "9  Math educator                       103              20         \n",
       "10 Philosopher-comic                   241              45         \n",
       "   numberApplause laughRatio applauseRatio\n",
       "1   3             0.3965517  0.017241379  \n",
       "2  14             0.3072917  0.072916667  \n",
       "3  25             0.2985075  0.074626866  \n",
       "4   5             0.2262997  0.015290520  \n",
       "5   5             0.2149533  0.046728972  \n",
       "6   4             0.2058824  0.029411765  \n",
       "7  12             0.2039312  0.029484029  \n",
       "8  28             0.1993704  0.029380902  \n",
       "9   3             0.1941748  0.029126214  \n",
       "10  2             0.1867220  0.008298755  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "laughSummary <- summary %>%\n",
    "                    arrange(-laughRatio) \n",
    "\n",
    "head(laughSummary, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>speaker_occupation</th><th scope=col>numberSentences</th><th scope=col>numberLaughs</th><th scope=col>numberApplause</th><th scope=col>laughRatio</th><th scope=col>applauseRatio</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Fiddler                   </td><td>109                       </td><td> 16                       </td><td>17                        </td><td>0.146788991               </td><td>0.15596330                </td></tr>\n",
       "\t<tr><td>Autonomous systems pioneer</td><td>185                       </td><td>  8                       </td><td>25                        </td><td>0.043243243               </td><td>0.13513514                </td></tr>\n",
       "\t<tr><td>Violinist                 </td><td>174                       </td><td> 13                       </td><td>20                        </td><td>0.074712644               </td><td>0.11494253                </td></tr>\n",
       "\t<tr><td>Guitarist                 </td><td>165                       </td><td>  5                       </td><td>16                        </td><td>0.030303030               </td><td>0.09696970                </td></tr>\n",
       "\t<tr><td>Change catalyst           </td><td>219                       </td><td>  6                       </td><td>19                        </td><td>0.027397260               </td><td>0.08675799                </td></tr>\n",
       "\t<tr><td>Disrupter                 </td><td>138                       </td><td>  3                       </td><td>11                        </td><td>0.021739130               </td><td>0.07971014                </td></tr>\n",
       "\t<tr><td>High school principal     </td><td>101                       </td><td>  9                       </td><td> 8                        </td><td>0.089108911               </td><td>0.07920792                </td></tr>\n",
       "\t<tr><td>Dancer and Choreographer  </td><td>236                       </td><td>  2                       </td><td>18                        </td><td>0.008474576               </td><td>0.07627119                </td></tr>\n",
       "\t<tr><td>Gun-control activist      </td><td>120                       </td><td>  2                       </td><td> 9                        </td><td>0.016666667               </td><td>0.07500000                </td></tr>\n",
       "\t<tr><td>Comedian and writer       </td><td>335                       </td><td>100                       </td><td>25                        </td><td>0.298507463               </td><td>0.07462687                </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllll}\n",
       " speaker\\_occupation & numberSentences & numberLaughs & numberApplause & laughRatio & applauseRatio\\\\\n",
       "\\hline\n",
       "\t Fiddler                    & 109                        &  16                        & 17                         & 0.146788991                & 0.15596330                \\\\\n",
       "\t Autonomous systems pioneer & 185                        &   8                        & 25                         & 0.043243243                & 0.13513514                \\\\\n",
       "\t Violinist                  & 174                        &  13                        & 20                         & 0.074712644                & 0.11494253                \\\\\n",
       "\t Guitarist                  & 165                        &   5                        & 16                         & 0.030303030                & 0.09696970                \\\\\n",
       "\t Change catalyst            & 219                        &   6                        & 19                         & 0.027397260                & 0.08675799                \\\\\n",
       "\t Disrupter                  & 138                        &   3                        & 11                         & 0.021739130                & 0.07971014                \\\\\n",
       "\t High school principal      & 101                        &   9                        &  8                         & 0.089108911                & 0.07920792                \\\\\n",
       "\t Dancer and Choreographer   & 236                        &   2                        & 18                         & 0.008474576                & 0.07627119                \\\\\n",
       "\t Gun-control activist       & 120                        &   2                        &  9                         & 0.016666667                & 0.07500000                \\\\\n",
       "\t Comedian and writer        & 335                        & 100                        & 25                         & 0.298507463                & 0.07462687                \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "speaker_occupation | numberSentences | numberLaughs | numberApplause | laughRatio | applauseRatio | \n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| Fiddler                    | 109                        |  16                        | 17                         | 0.146788991                | 0.15596330                 | \n",
       "| Autonomous systems pioneer | 185                        |   8                        | 25                         | 0.043243243                | 0.13513514                 | \n",
       "| Violinist                  | 174                        |  13                        | 20                         | 0.074712644                | 0.11494253                 | \n",
       "| Guitarist                  | 165                        |   5                        | 16                         | 0.030303030                | 0.09696970                 | \n",
       "| Change catalyst            | 219                        |   6                        | 19                         | 0.027397260                | 0.08675799                 | \n",
       "| Disrupter                  | 138                        |   3                        | 11                         | 0.021739130                | 0.07971014                 | \n",
       "| High school principal      | 101                        |   9                        |  8                         | 0.089108911                | 0.07920792                 | \n",
       "| Dancer and Choreographer   | 236                        |   2                        | 18                         | 0.008474576                | 0.07627119                 | \n",
       "| Gun-control activist       | 120                        |   2                        |  9                         | 0.016666667                | 0.07500000                 | \n",
       "| Comedian and writer        | 335                        | 100                        | 25                         | 0.298507463                | 0.07462687                 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   speaker_occupation         numberSentences numberLaughs numberApplause\n",
       "1  Fiddler                    109              16          17            \n",
       "2  Autonomous systems pioneer 185               8          25            \n",
       "3  Violinist                  174              13          20            \n",
       "4  Guitarist                  165               5          16            \n",
       "5  Change catalyst            219               6          19            \n",
       "6  Disrupter                  138               3          11            \n",
       "7  High school principal      101               9           8            \n",
       "8  Dancer and Choreographer   236               2          18            \n",
       "9  Gun-control activist       120               2           9            \n",
       "10 Comedian and writer        335             100          25            \n",
       "   laughRatio  applauseRatio\n",
       "1  0.146788991 0.15596330   \n",
       "2  0.043243243 0.13513514   \n",
       "3  0.074712644 0.11494253   \n",
       "4  0.030303030 0.09696970   \n",
       "5  0.027397260 0.08675799   \n",
       "6  0.021739130 0.07971014   \n",
       "7  0.089108911 0.07920792   \n",
       "8  0.008474576 0.07627119   \n",
       "9  0.016666667 0.07500000   \n",
       "10 0.298507463 0.07462687   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "applauseSummary <- summary %>%\n",
    "                    arrange(-applauseRatio) \n",
    "\n",
    "head(applauseSummary, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 6:** Do sentiment analysis on each senetence. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Joining, by = \"word\"\n"
     ]
    }
   ],
   "source": [
    "transdata$sentenceId <- seq.int(nrow(transdata))\n",
    "sents <- get_sentiments(\"bing\")\n",
    "sents$sentiment2 <- ifelse(sents$sentiment == \"positive\", 1, -1)\n",
    "\n",
    "sentenceScore <- transdata %>% \n",
    "            select(sentence, sentenceId) %>%\n",
    "            unnest_tokens(word, sentence) %>%\n",
    "            inner_join(sents) %>%\n",
    "            group_by(sentenceId) %>%\n",
    "            summarise(netScore = sum(sentiment2))\n",
    "\n",
    "transdataSent <- left_join(transdata, sentenceScore, by = \"sentenceId\")\n",
    "transdataSent$netScore <- ifelse(is.na(transdataSent$netScore), 0, transdataSent$netScore)\n",
    "transdata <- transdataSent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 7:** Build a histogram or other appropriate visualization to show the sentence by sentence change in sentiment throughout the talk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zG4RdWS0AyIGf2s+kw4xQ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nnK7Z7UrLKPNBZfS46Nz5yoRTQNN1XgBN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\ncSRJoo/IhsuLmQpeWQu8Xq/TV6I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GwiIQqCJyxwCp4QlQyKrESz5+Sglh+XFAcA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\nRk9HvFFzaxvPU7zS0xaXs4d5G6vo5sQxlqTPczcXfmUBIn/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Eia8OPXYIXi/PgwAAIABJREFUgrQfMgAKAMkeJpZyXDQ/yNG4x76Fyzg6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\n8M4779xxxx2RSKRfv36/+c1v0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Kso8x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\n3lyGBQCFafuL1J+oAoArc7L/XFN3RI2bXK3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CrhfHOenTzpPYFxG7c6yXoYnoIUqCHFpFAbgZmozAhjVNavIhtccAvRMFgH2RiP60vUkK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002DcuyhBDH5nRs26aUBkFwtExcE3AcJ58EE3tl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\nEARBEARJCCjsEARBEARBEsL/A5vO/vL2lCX2AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "talk <- transdata %>%\n",
    "            filter(id %in% c(890, 891, 200, 300, 500, 129, 111, 112)) %>%\n",
    "            select(id, sentenceId, url, netScore, sentence, title)\n",
    "\n",
    "ggplot(talk, aes(x = sentenceId, y = netScore, color = title)) + \n",
    "    geom_line(show.legend = FALSE) + facet_wrap(~title, ncol = 2, scales = \"free_x\") + \n",
    "    theme(axis.text.x=element_blank(), axis.title.x=element_blank()) + \n",
    "    labs(title = \"Sentiment score throughout the talk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 8:** Build a bar chart of the 20 most used words in each talk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EXs59gZDIZHjx7FxMTUr1/f5Ke9e/cOHDiQOnwDBw7ctWsXOnYIgiAIgiBQ7Beg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\nT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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "talks <- transdata %>%\n",
    "            filter(id %in% c(890, 891, 200, 300, 500, 129, 111, 112)) %>%\n",
    "            select(id, sentenceId, url, netScore, sentence, title)\n",
    "\n",
    "sentenceCount <- talks %>% \n",
    "            select(id, title, sentence) %>%\n",
    "            unnest_tokens(word, sentence) %>%\n",
    "            anti_join(stop_words, by = c(\"word\" = \"word\")) %>%\n",
    "            group_by(id, title, word) %>%\n",
    "            summarize(word_count = n()) %>%\n",
    "            top_n(20, wt = word_count) %>%\n",
    "            arrange(id, -word_count)\n",
    "\n",
    "ggplot(sentenceCount, aes(x = word, y = word_count, fill = title)) + \n",
    "    geom_col(show.legend = FALSE) + facet_wrap(~title, ncol = 2, scales = \"free_x\") + \n",
    "    labs(title = \"Most commonly used words\") + \n",
    "    theme(axis.text.x=element_text(angle=90,hjust=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Activity 9:** Do something cool based on the ideas that emerge from your own brains.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Activity 9 code here\n",
    "# -----------\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}