table.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Header1\n",
    "\n",
    "## Header2\n",
    "\n",
    "![](http://127.0.0.1:8888/kernelspecs/python3/logo-64x64.png)\n",
    "\n",
    "$r = \\sqrt\\frac{x_1^2+x_2^2}{4}$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>comments</th>\n",
       "      <th>description</th>\n",
       "      <th>duration</th>\n",
       "      <th>event</th>\n",
       "      <th>film_date</th>\n",
       "      <th>languages</th>\n",
       "      <th>main_speaker</th>\n",
       "      <th>name</th>\n",
       "      <th>num_speaker</th>\n",
       "      <th>published_date</th>\n",
       "      <th>ratings</th>\n",
       "      <th>related_talks</th>\n",
       "      <th>speaker_occupation</th>\n",
       "      <th>tags</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4553</td>\n",
       "      <td>Sir Ken Robinson makes an entertaining and pro...</td>\n",
       "      <td>1164</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140825600</td>\n",
       "      <td>60</td>\n",
       "      <td>Ken Robinson</td>\n",
       "      <td>Ken Robinson: Do schools kill creativity?</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 19645}, {...</td>\n",
       "      <td>[{'id': 865, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Author/educator</td>\n",
       "      <td>['children', 'creativity', 'culture', 'dance',...</td>\n",
       "      <td>Do schools kill creativity?</td>\n",
       "      <td>https://www.ted.com/talks/ken_robinson_says_sc...</td>\n",
       "      <td>47227110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>265</td>\n",
       "      <td>With the same humor and humanity he exuded in ...</td>\n",
       "      <td>977</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140825600</td>\n",
       "      <td>43</td>\n",
       "      <td>Al Gore</td>\n",
       "      <td>Al Gore: Averting the climate crisis</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 544}, {'i...</td>\n",
       "      <td>[{'id': 243, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Climate advocate</td>\n",
       "      <td>['alternative energy', 'cars', 'climate change...</td>\n",
       "      <td>Averting the climate crisis</td>\n",
       "      <td>https://www.ted.com/talks/al_gore_on_averting_...</td>\n",
       "      <td>3200520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>124</td>\n",
       "      <td>New York Times columnist David Pogue takes aim...</td>\n",
       "      <td>1286</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140739200</td>\n",
       "      <td>26</td>\n",
       "      <td>David Pogue</td>\n",
       "      <td>David Pogue: Simplicity sells</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 964}, {'i...</td>\n",
       "      <td>[{'id': 1725, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Technology columnist</td>\n",
       "      <td>['computers', 'entertainment', 'interface desi...</td>\n",
       "      <td>Simplicity sells</td>\n",
       "      <td>https://www.ted.com/talks/david_pogue_says_sim...</td>\n",
       "      <td>1636292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>200</td>\n",
       "      <td>In an emotionally charged talk, MacArthur-winn...</td>\n",
       "      <td>1116</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140912000</td>\n",
       "      <td>35</td>\n",
       "      <td>Majora Carter</td>\n",
       "      <td>Majora Carter: Greening the ghetto</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 760}...</td>\n",
       "      <td>[{'id': 1041, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Activist for environmental justice</td>\n",
       "      <td>['MacArthur grant', 'activism', 'business', 'c...</td>\n",
       "      <td>Greening the ghetto</td>\n",
       "      <td>https://www.ted.com/talks/majora_carter_s_tale...</td>\n",
       "      <td>1697550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>593</td>\n",
       "      <td>You've never seen data presented like this. Wi...</td>\n",
       "      <td>1190</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140566400</td>\n",
       "      <td>48</td>\n",
       "      <td>Hans Rosling</td>\n",
       "      <td>Hans Rosling: The best stats you've ever seen</td>\n",
       "      <td>1</td>\n",
       "      <td>1151440680</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 3202}...</td>\n",
       "      <td>[{'id': 2056, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Global health expert; data visionary</td>\n",
       "      <td>['Africa', 'Asia', 'Google', 'demo', 'economic...</td>\n",
       "      <td>The best stats you've ever seen</td>\n",
       "      <td>https://www.ted.com/talks/hans_rosling_shows_t...</td>\n",
       "      <td>12005869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>672</td>\n",
       "      <td>Tony Robbins discusses the \"invisible forces\" ...</td>\n",
       "      <td>1305</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1138838400</td>\n",
       "      <td>36</td>\n",
       "      <td>Tony Robbins</td>\n",
       "      <td>Tony Robbins: Why we do what we do</td>\n",
       "      <td>1</td>\n",
       "      <td>1151440680</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 1102}, {'...</td>\n",
       "      <td>[{'id': 229, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Life coach; expert in leadership psychology</td>\n",
       "      <td>['business', 'culture', 'entertainment', 'goal...</td>\n",
       "      <td>Why we do what we do</td>\n",
       "      <td>https://www.ted.com/talks/tony_robbins_asks_wh...</td>\n",
       "      <td>20685401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>919</td>\n",
       "      <td>When two young Mormon missionaries knock on Ju...</td>\n",
       "      <td>992</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140739200</td>\n",
       "      <td>31</td>\n",
       "      <td>Julia Sweeney</td>\n",
       "      <td>Julia Sweeney: Letting go of God</td>\n",
       "      <td>1</td>\n",
       "      <td>1152490260</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 477}...</td>\n",
       "      <td>[{'id': 22, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Actor, comedian, playwright</td>\n",
       "      <td>['Christianity', 'God', 'atheism', 'comedy', '...</td>\n",
       "      <td>Letting go of God</td>\n",
       "      <td>https://www.ted.com/talks/julia_sweeney_on_let...</td>\n",
       "      <td>3769987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>46</td>\n",
       "      <td>Architect Joshua Prince-Ramus takes the audien...</td>\n",
       "      <td>1198</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>19</td>\n",
       "      <td>Joshua Prince-Ramus</td>\n",
       "      <td>Joshua Prince-Ramus: Behind the design of Seat...</td>\n",
       "      <td>1</td>\n",
       "      <td>1152490260</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 195},...</td>\n",
       "      <td>[{'id': 750, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Architect</td>\n",
       "      <td>['architecture', 'collaboration', 'culture', '...</td>\n",
       "      <td>Behind the design of Seattle's library</td>\n",
       "      <td>https://www.ted.com/talks/joshua_prince_ramus_...</td>\n",
       "      <td>967741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>852</td>\n",
       "      <td>Philosopher Dan Dennett calls for religion -- ...</td>\n",
       "      <td>1485</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1138838400</td>\n",
       "      <td>32</td>\n",
       "      <td>Dan Dennett</td>\n",
       "      <td>Dan Dennett: Let's teach religion -- all relig...</td>\n",
       "      <td>1</td>\n",
       "      <td>1153181460</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 562}...</td>\n",
       "      <td>[{'id': 71, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Philosopher, cognitive scientist</td>\n",
       "      <td>['God', 'TED Brain Trust', 'atheism', 'brain',...</td>\n",
       "      <td>Let's teach religion -- all religion -- in sch...</td>\n",
       "      <td>https://www.ted.com/talks/dan_dennett_s_respon...</td>\n",
       "      <td>2567958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>900</td>\n",
       "      <td>Pastor Rick Warren, author of \"The Purpose-Dri...</td>\n",
       "      <td>1262</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140825600</td>\n",
       "      <td>31</td>\n",
       "      <td>Rick Warren</td>\n",
       "      <td>Rick Warren: A life of purpose</td>\n",
       "      <td>1</td>\n",
       "      <td>1153181460</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 8...</td>\n",
       "      <td>[{'id': 94, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Pastor, author</td>\n",
       "      <td>['Christianity', 'God', 'culture', 'happiness'...</td>\n",
       "      <td>A life of purpose</td>\n",
       "      <td>https://www.ted.com/talks/rick_warren_on_a_lif...</td>\n",
       "      <td>3095993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>79</td>\n",
       "      <td>Accepting his 2006 TED Prize, Cameron Sinclair...</td>\n",
       "      <td>1414</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140912000</td>\n",
       "      <td>27</td>\n",
       "      <td>Cameron Sinclair</td>\n",
       "      <td>Cameron Sinclair: My wish: A call for open-sou...</td>\n",
       "      <td>1</td>\n",
       "      <td>1153786260</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 169}...</td>\n",
       "      <td>[{'id': 1749, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Co-founder, Architecture for Humanity</td>\n",
       "      <td>['activism', 'architecture', 'collaboration', ...</td>\n",
       "      <td>My wish: A call for open-source architecture</td>\n",
       "      <td>https://www.ted.com/talks/cameron_sinclair_on_...</td>\n",
       "      <td>1211416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55</td>\n",
       "      <td>Jehane Noujaim unveils her 2006 TED Prize wish...</td>\n",
       "      <td>1538</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140912000</td>\n",
       "      <td>20</td>\n",
       "      <td>Jehane Noujaim</td>\n",
       "      <td>Jehane Noujaim: My wish: A global day of film</td>\n",
       "      <td>1</td>\n",
       "      <td>1153786260</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 70}, ...</td>\n",
       "      <td>[{'id': 2228, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Filmmaker</td>\n",
       "      <td>['TED Prize', 'art', 'culture', 'entertainment...</td>\n",
       "      <td>My wish: A global day of film</td>\n",
       "      <td>https://www.ted.com/talks/jehane_noujaim_inspi...</td>\n",
       "      <td>387877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>71</td>\n",
       "      <td>Accepting the 2006 TED Prize, Dr. Larry Brilli...</td>\n",
       "      <td>1550</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>24</td>\n",
       "      <td>Larry Brilliant</td>\n",
       "      <td>Larry Brilliant: My wish: Help me stop pandemics</td>\n",
       "      <td>1</td>\n",
       "      <td>1153786260</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 188...</td>\n",
       "      <td>[{'id': 1153, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Epidemiologist, philanthropist</td>\n",
       "      <td>['TED Prize', 'collaboration', 'disease', 'ebo...</td>\n",
       "      <td>My wish: Help me stop pandemics</td>\n",
       "      <td>https://www.ted.com/talks/larry_brilliant_want...</td>\n",
       "      <td>693341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>242</td>\n",
       "      <td>Jeff Han shows off a cheap, scalable multi-tou...</td>\n",
       "      <td>527</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1139184000</td>\n",
       "      <td>27</td>\n",
       "      <td>Jeff Han</td>\n",
       "      <td>Jeff Han: The radical promise of the multi-tou...</td>\n",
       "      <td>1</td>\n",
       "      <td>1154391060</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 1014}...</td>\n",
       "      <td>[{'id': 685, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Human-computer interface designer</td>\n",
       "      <td>['demo', 'design', 'interface design', 'techno...</td>\n",
       "      <td>The radical promise of the multi-touch interface</td>\n",
       "      <td>https://www.ted.com/talks/jeff_han_demos_his_b...</td>\n",
       "      <td>4531020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99</td>\n",
       "      <td>Nicholas Negroponte, founder of the MIT Media ...</td>\n",
       "      <td>1057</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>25</td>\n",
       "      <td>Nicholas Negroponte</td>\n",
       "      <td>Nicholas Negroponte: One Laptop per Child</td>\n",
       "      <td>1</td>\n",
       "      <td>1154391060</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 83},...</td>\n",
       "      <td>[{'id': 2043, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Tech visionary</td>\n",
       "      <td>['children', 'design', 'education', 'entrepren...</td>\n",
       "      <td>One Laptop per Child</td>\n",
       "      <td>https://www.ted.com/talks/nicholas_negroponte_...</td>\n",
       "      <td>358304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>325</td>\n",
       "      <td>Violinist Sirena Huang gives a technically bri...</td>\n",
       "      <td>1481</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>31</td>\n",
       "      <td>Sirena Huang</td>\n",
       "      <td>Sirena Huang: An 11-year-old's magical violin</td>\n",
       "      <td>1</td>\n",
       "      <td>1154995860</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 1671}...</td>\n",
       "      <td>[{'id': 2273, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Violinist</td>\n",
       "      <td>['entertainment', 'music', 'performance', 'vio...</td>\n",
       "      <td>An 11-year-old's magical violin</td>\n",
       "      <td>https://www.ted.com/talks/sirena_huang_dazzles...</td>\n",
       "      <td>2702470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>305</td>\n",
       "      <td>Pianist and composer Jennifer Lin gives a magi...</td>\n",
       "      <td>1445</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1077753600</td>\n",
       "      <td>32</td>\n",
       "      <td>Jennifer Lin</td>\n",
       "      <td>Jennifer Lin: Improvising on piano, aged 14</td>\n",
       "      <td>1</td>\n",
       "      <td>1154995860</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 1107}...</td>\n",
       "      <td>[{'id': 2273, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Pianist, composer</td>\n",
       "      <td>['creativity', 'entertainment', 'music', 'perf...</td>\n",
       "      <td>Improvising on piano, aged 14</td>\n",
       "      <td>https://www.ted.com/talks/jennifer_lin_improvs...</td>\n",
       "      <td>1628912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>88</td>\n",
       "      <td>Fumes from indoor cooking fires kill more than...</td>\n",
       "      <td>906</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140739200</td>\n",
       "      <td>27</td>\n",
       "      <td>Amy Smith</td>\n",
       "      <td>Amy Smith: Simple designs to save a life</td>\n",
       "      <td>1</td>\n",
       "      <td>1155600660</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 321},...</td>\n",
       "      <td>[{'id': 1561, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>inventor, engineer</td>\n",
       "      <td>['MacArthur grant', 'alternative energy', 'des...</td>\n",
       "      <td>Simple designs to save a life</td>\n",
       "      <td>https://www.ted.com/talks/amy_smith_shares_sim...</td>\n",
       "      <td>1415724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>163</td>\n",
       "      <td>Designer Ross Lovegrove expounds his philosoph...</td>\n",
       "      <td>1170</td>\n",
       "      <td>TED2005</td>\n",
       "      <td>1109289600</td>\n",
       "      <td>22</td>\n",
       "      <td>Ross Lovegrove</td>\n",
       "      <td>Ross Lovegrove: Organic design, inspired by na...</td>\n",
       "      <td>1</td>\n",
       "      <td>1155600660</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 259},...</td>\n",
       "      <td>[{'id': 2251, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Industrial designer</td>\n",
       "      <td>['DNA', 'biology', 'creativity', 'design', 'in...</td>\n",
       "      <td>Organic design, inspired by nature</td>\n",
       "      <td>https://www.ted.com/talks/ross_lovegrove_share...</td>\n",
       "      <td>1074081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>84</td>\n",
       "      <td>Jimmy Wales recalls how he assembled \"a ragtag...</td>\n",
       "      <td>1201</td>\n",
       "      <td>TEDGlobal 2005</td>\n",
       "      <td>1121299200</td>\n",
       "      <td>32</td>\n",
       "      <td>Jimmy Wales</td>\n",
       "      <td>Jimmy Wales: The birth of Wikipedia</td>\n",
       "      <td>1</td>\n",
       "      <td>1156119060</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 104},...</td>\n",
       "      <td>[{'id': 640, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Founder of Wikipedia</td>\n",
       "      <td>['business', 'collaboration', 'culture', 'inve...</td>\n",
       "      <td>The birth of Wikipedia</td>\n",
       "      <td>https://www.ted.com/talks/jimmy_wales_on_the_b...</td>\n",
       "      <td>1106561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>108</td>\n",
       "      <td>In 2006, open-learning visionary Richard Baran...</td>\n",
       "      <td>1114</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>27</td>\n",
       "      <td>Richard Baraniuk</td>\n",
       "      <td>Richard Baraniuk: The birth of the open-source...</td>\n",
       "      <td>1</td>\n",
       "      <td>1156119060</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 117},...</td>\n",
       "      <td>[{'id': 1913, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Education visionary</td>\n",
       "      <td>['business', 'collaboration', 'culture', 'glob...</td>\n",
       "      <td>The birth of the open-source learning revolution</td>\n",
       "      <td>https://www.ted.com/talks/richard_baraniuk_on_...</td>\n",
       "      <td>966439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>185</td>\n",
       "      <td>Performer and web toymaker Ze Frank delivers a...</td>\n",
       "      <td>1136</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1077580800</td>\n",
       "      <td>26</td>\n",
       "      <td>Ze Frank</td>\n",
       "      <td>Ze Frank: Nerdcore comedy</td>\n",
       "      <td>1</td>\n",
       "      <td>1156464660</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 2799}, {'...</td>\n",
       "      <td>[{'id': 148, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Humorist, web artist</td>\n",
       "      <td>['collaboration', 'comedy', 'community', 'cult...</td>\n",
       "      <td>Nerdcore comedy</td>\n",
       "      <td>https://www.ted.com/talks/ze_frank_s_nerdcore_...</td>\n",
       "      <td>6141440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50</td>\n",
       "      <td>The founding mother of the blog revolution, Mo...</td>\n",
       "      <td>1006</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>20</td>\n",
       "      <td>Mena Trott</td>\n",
       "      <td>Mena Trott: Meet the founder of the blog revol...</td>\n",
       "      <td>1</td>\n",
       "      <td>1156464660</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 82}...</td>\n",
       "      <td>[{'id': 144, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Blogger; cofounder, Six Apart</td>\n",
       "      <td>['business', 'communication', 'community', 'cu...</td>\n",
       "      <td>Meet the founder of the blog revolution</td>\n",
       "      <td>https://www.ted.com/talks/mena_trott_tours_her...</td>\n",
       "      <td>518624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>556</td>\n",
       "      <td>Anthropologist Helen Fisher takes on a tricky ...</td>\n",
       "      <td>1407</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140739200</td>\n",
       "      <td>33</td>\n",
       "      <td>Helen Fisher</td>\n",
       "      <td>Helen Fisher: Why we love, why we cheat</td>\n",
       "      <td>1</td>\n",
       "      <td>1157501460</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 780}, {'i...</td>\n",
       "      <td>[{'id': 307, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Anthropologist, expert on love</td>\n",
       "      <td>['cognitive science', 'culture', 'evolution', ...</td>\n",
       "      <td>Why we love, why we cheat</td>\n",
       "      <td>https://www.ted.com/talks/helen_fisher_tells_u...</td>\n",
       "      <td>9260764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>117</td>\n",
       "      <td>Eve Ensler, creator of \"The Vagina Monologues,...</td>\n",
       "      <td>1225</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1075852800</td>\n",
       "      <td>23</td>\n",
       "      <td>Eve Ensler</td>\n",
       "      <td>Eve Ensler: Happiness in body and soul</td>\n",
       "      <td>1</td>\n",
       "      <td>1157501460</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 654}...</td>\n",
       "      <td>[{'id': 217, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Playwright, activist</td>\n",
       "      <td>['culture', 'entertainment', 'gender', 'global...</td>\n",
       "      <td>Happiness in body and soul</td>\n",
       "      <td>https://www.ted.com/talks/eve_ensler_on_happin...</td>\n",
       "      <td>1131864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>184</td>\n",
       "      <td>Legendary scientist David Deutsch puts theoret...</td>\n",
       "      <td>1140</td>\n",
       "      <td>TEDGlobal 2005</td>\n",
       "      <td>1121299200</td>\n",
       "      <td>29</td>\n",
       "      <td>David Deutsch</td>\n",
       "      <td>David Deutsch: Chemical scum that dream of dis...</td>\n",
       "      <td>1</td>\n",
       "      <td>1158019860</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 269},...</td>\n",
       "      <td>[{'id': 2237, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Quantum physicist</td>\n",
       "      <td>['climate change', 'cosmos', 'culture', 'envir...</td>\n",
       "      <td>Chemical scum that dream of distant quasars</td>\n",
       "      <td>https://www.ted.com/talks/david_deutsch_on_our...</td>\n",
       "      <td>1096862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>507</td>\n",
       "      <td>Biologist Richard Dawkins makes a case for \"th...</td>\n",
       "      <td>1316</td>\n",
       "      <td>TEDGlobal 2005</td>\n",
       "      <td>1120694400</td>\n",
       "      <td>36</td>\n",
       "      <td>Richard Dawkins</td>\n",
       "      <td>Richard Dawkins: Why the universe seems so str...</td>\n",
       "      <td>1</td>\n",
       "      <td>1158019860</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 333},...</td>\n",
       "      <td>[{'id': 1276, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Evolutionary biologist</td>\n",
       "      <td>['astronomy', 'biology', 'cognitive science', ...</td>\n",
       "      <td>Why the universe seems so strange</td>\n",
       "      <td>https://www.ted.com/talks/richard_dawkins_on_o...</td>\n",
       "      <td>2885999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>95</td>\n",
       "      <td>\"Freakonomics\" author Steven Levitt presents n...</td>\n",
       "      <td>1275</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1077840000</td>\n",
       "      <td>25</td>\n",
       "      <td>Steven Levitt</td>\n",
       "      <td>Steven Levitt: The freakonomics of crack dealing</td>\n",
       "      <td>1</td>\n",
       "      <td>1158624660</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 485}, {'i...</td>\n",
       "      <td>[{'id': 20, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Economist</td>\n",
       "      <td>['business', 'cities', 'culture', 'economics',...</td>\n",
       "      <td>The freakonomics of crack dealing</td>\n",
       "      <td>https://www.ted.com/talks/steven_levitt_analyz...</td>\n",
       "      <td>2863214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>355</td>\n",
       "      <td>\"Tipping Point\" author Malcolm Gladwell gets i...</td>\n",
       "      <td>1050</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1077753600</td>\n",
       "      <td>37</td>\n",
       "      <td>Malcolm Gladwell</td>\n",
       "      <td>Malcolm Gladwell: Choice, happiness and spaghe...</td>\n",
       "      <td>1</td>\n",
       "      <td>1158624660</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 1668}, {'...</td>\n",
       "      <td>[{'id': 93, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Writer</td>\n",
       "      <td>['business', 'choice', 'consumerism', 'culture...</td>\n",
       "      <td>Choice, happiness and spaghetti sauce</td>\n",
       "      <td>https://www.ted.com/talks/malcolm_gladwell_on_...</td>\n",
       "      <td>7023562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>970</td>\n",
       "      <td>Dan Gilbert, author of \"Stumbling on Happiness...</td>\n",
       "      <td>1276</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1075680000</td>\n",
       "      <td>43</td>\n",
       "      <td>Dan Gilbert</td>\n",
       "      <td>Dan Gilbert: The surprising science of happiness</td>\n",
       "      <td>1</td>\n",
       "      <td>1159229460</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 1728}, {'...</td>\n",
       "      <td>[{'id': 944, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Psychologist; happiness expert</td>\n",
       "      <td>['TED Brain Trust', 'brain', 'choice', 'cultur...</td>\n",
       "      <td>The surprising science of happiness</td>\n",
       "      <td>https://www.ted.com/talks/dan_gilbert_asks_why...</td>\n",
       "      <td>14689301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2520</th>\n",
       "      <td>81</td>\n",
       "      <td>Meet the \"ems\" -- machines that emulate human ...</td>\n",
       "      <td>736</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Hanson</td>\n",
       "      <td>Robin Hanson: What would happen if we upload o...</td>\n",
       "      <td>1</td>\n",
       "      <td>1503586288</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 2...</td>\n",
       "      <td>[{'id': 2592, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Futurist, social scientist</td>\n",
       "      <td>['AI', 'computers', 'economics', 'future', 'hu...</td>\n",
       "      <td>What would happen if we upload our brains to c...</td>\n",
       "      <td>https://www.ted.com/talks/robin_hanson_what_wo...</td>\n",
       "      <td>840855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2521</th>\n",
       "      <td>13</td>\n",
       "      <td>Your cells are coated with sugars that store i...</td>\n",
       "      <td>685</td>\n",
       "      <td>TEDxStanford</td>\n",
       "      <td>1461456000</td>\n",
       "      <td>7</td>\n",
       "      <td>Carolyn Bertozzi</td>\n",
       "      <td>Carolyn Bertozzi: What the sugar coating on yo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1503604806</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 146...</td>\n",
       "      <td>[{'id': 2504, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Chemical biologist</td>\n",
       "      <td>['biology', 'biomechanics', 'cancer', 'chemist...</td>\n",
       "      <td>What the sugar coating on your cells is trying...</td>\n",
       "      <td>https://www.ted.com/talks/carolyn_bertozzi_wha...</td>\n",
       "      <td>727807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2522</th>\n",
       "      <td>12</td>\n",
       "      <td>Every artist has a name, and every artist has ...</td>\n",
       "      <td>530</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>5</td>\n",
       "      <td>Laolu Senbanjo</td>\n",
       "      <td>Laolu Senbanjo: \"The Sacred Art of the Ori\"</td>\n",
       "      <td>1</td>\n",
       "      <td>1503673077</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 85}, ...</td>\n",
       "      <td>[{'id': 2826, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Artist, musician, lawyer, activist</td>\n",
       "      <td>['Africa', 'art', 'beauty', 'creativity', 'per...</td>\n",
       "      <td>\"The Sacred Art of the Ori\"</td>\n",
       "      <td>https://www.ted.com/talks/laolu_senbanjo_the_s...</td>\n",
       "      <td>636463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2523</th>\n",
       "      <td>20</td>\n",
       "      <td>Another economic reality is possible -- one th...</td>\n",
       "      <td>747</td>\n",
       "      <td>TEDxCrenshaw</td>\n",
       "      <td>1475884800</td>\n",
       "      <td>3</td>\n",
       "      <td>Niki Okuk</td>\n",
       "      <td>Niki Okuk: When workers own companies, the eco...</td>\n",
       "      <td>1</td>\n",
       "      <td>1503932075</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 46},...</td>\n",
       "      <td>[{'id': 1041, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Entrepreneur</td>\n",
       "      <td>['TEDx', 'business', 'capitalism', 'community'...</td>\n",
       "      <td>When workers own companies, the economy is mor...</td>\n",
       "      <td>https://www.ted.com/talks/niki_okuk_when_worke...</td>\n",
       "      <td>744793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2524</th>\n",
       "      <td>9</td>\n",
       "      <td>We're so used to narratives out of Africa bein...</td>\n",
       "      <td>310</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>12</td>\n",
       "      <td>Wanuri Kahiu</td>\n",
       "      <td>Wanuri Kahiu: Fun, fierce and fantastical Afri...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504017396</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 19}...</td>\n",
       "      <td>[{'id': 652, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Filmmaker, writer</td>\n",
       "      <td>['Africa', 'TED Fellows', 'art', 'creativity',...</td>\n",
       "      <td>Fun, fierce and fantastical African art</td>\n",
       "      <td>https://www.ted.com/talks/wanuri_kahiu_fun_fie...</td>\n",
       "      <td>522917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2525</th>\n",
       "      <td>18</td>\n",
       "      <td>Could it be wrong to help children in need by ...</td>\n",
       "      <td>791</td>\n",
       "      <td>TEDxSydney</td>\n",
       "      <td>1464048000</td>\n",
       "      <td>5</td>\n",
       "      <td>Tara Winkler</td>\n",
       "      <td>Tara Winkler: Why we need to end the era of or...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504036846</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 119}...</td>\n",
       "      <td>[{'id': 1596, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Child protection leader, activist, author</td>\n",
       "      <td>['TEDx', 'activism', 'children', 'family', 'po...</td>\n",
       "      <td>Why we need to end the era of orphanages</td>\n",
       "      <td>https://www.ted.com/talks/tara_winkler_why_we_...</td>\n",
       "      <td>656113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2526</th>\n",
       "      <td>39</td>\n",
       "      <td>Meet Todai Robot, an AI project that performed...</td>\n",
       "      <td>817</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>6</td>\n",
       "      <td>Noriko Arai</td>\n",
       "      <td>Noriko Arai: Can a robot pass a university ent...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504105251</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 11...</td>\n",
       "      <td>[{'id': 2606, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>AI expert</td>\n",
       "      <td>['AI', 'education', 'intelligence', 'robots', ...</td>\n",
       "      <td>Can a robot pass a university entrance exam?</td>\n",
       "      <td>https://www.ted.com/talks/noriko_arai_can_a_ro...</td>\n",
       "      <td>773317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2527</th>\n",
       "      <td>17</td>\n",
       "      <td>What's stopping the American government from r...</td>\n",
       "      <td>865</td>\n",
       "      <td>TEDxStanford</td>\n",
       "      <td>1492905600</td>\n",
       "      <td>3</td>\n",
       "      <td>Jennifer Granick</td>\n",
       "      <td>Jennifer Granick: How the US government spies ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504190944</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 63},...</td>\n",
       "      <td>[{'id': 2567, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Surveillance and cybersecurity counsel</td>\n",
       "      <td>['TEDx', 'United States', 'activism', 'democra...</td>\n",
       "      <td>How the US government spies on people who prot...</td>\n",
       "      <td>https://www.ted.com/talks/jennifer_granick_how...</td>\n",
       "      <td>766721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2528</th>\n",
       "      <td>3</td>\n",
       "      <td>Digital archaeologist Chance Coughenour is usi...</td>\n",
       "      <td>717</td>\n",
       "      <td>TEDxHamburg</td>\n",
       "      <td>1465344000</td>\n",
       "      <td>5</td>\n",
       "      <td>Chance Coughenour</td>\n",
       "      <td>Chance Coughenour: How your pictures can help ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504209631</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 16}, ...</td>\n",
       "      <td>[{'id': 2673, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Digital archaeologist</td>\n",
       "      <td>['TEDx', 'ancient world', 'archaeology', 'cons...</td>\n",
       "      <td>How your pictures can help reclaim lost history</td>\n",
       "      <td>https://www.ted.com/talks/chance_coughenour_ho...</td>\n",
       "      <td>539207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2529</th>\n",
       "      <td>45</td>\n",
       "      <td>We all have origin stories and identity myths,...</td>\n",
       "      <td>1156</td>\n",
       "      <td>TEDxExeter</td>\n",
       "      <td>1429833600</td>\n",
       "      <td>1</td>\n",
       "      <td>Chetan Bhatt</td>\n",
       "      <td>Chetan Bhatt: Dare to refuse the origin myths ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504276143</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 24}, ...</td>\n",
       "      <td>[{'id': 2811, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Sociologist, human rights activist</td>\n",
       "      <td>['TEDx', 'community', 'humanity', 'identity', ...</td>\n",
       "      <td>Dare to refuse the origin myths that claim who...</td>\n",
       "      <td>https://www.ted.com/talks/chetan_bhatt_dare_to...</td>\n",
       "      <td>857850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2530</th>\n",
       "      <td>12</td>\n",
       "      <td>Daan Roosegaarde uses technology and creative ...</td>\n",
       "      <td>738</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>3</td>\n",
       "      <td>Daan Roosegaarde</td>\n",
       "      <td>Daan Roosegaarde: A smog vacuum cleaner and ot...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504623555</td>\n",
       "      <td>[{'id': 2, 'name': 'Confusing', 'count': 2}, {...</td>\n",
       "      <td>[{'id': 2774, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Artist</td>\n",
       "      <td>['architecture', 'art', 'cities', 'creativity'...</td>\n",
       "      <td>A smog vacuum cleaner and other magical city d...</td>\n",
       "      <td>https://www.ted.com/talks/daan_roosegaarde_a_s...</td>\n",
       "      <td>591131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2531</th>\n",
       "      <td>18</td>\n",
       "      <td>Terrorists and extremists aren't all naturally...</td>\n",
       "      <td>698</td>\n",
       "      <td>TEDxGhent</td>\n",
       "      <td>1466208000</td>\n",
       "      <td>1</td>\n",
       "      <td>Erin Marie Saltman</td>\n",
       "      <td>Erin Marie Saltman: How young people join viol...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504641624</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 64}...</td>\n",
       "      <td>[{'id': 2309, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Policy researcher</td>\n",
       "      <td>['TEDx', 'security', 'social media', 'terroris...</td>\n",
       "      <td>How young people join violent extremist groups...</td>\n",
       "      <td>https://www.ted.com/talks/erin_marie_saltman_h...</td>\n",
       "      <td>665328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2532</th>\n",
       "      <td>25</td>\n",
       "      <td>What if you knew what your coworkers really th...</td>\n",
       "      <td>993</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>2</td>\n",
       "      <td>Ray Dalio</td>\n",
       "      <td>Ray Dalio: How to build a company where the be...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504709317</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 26}, {'id':...</td>\n",
       "      <td>[{'id': 2474, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Hedge fund chair</td>\n",
       "      <td>['algorithm', 'business', 'collaboration', 'co...</td>\n",
       "      <td>How to build a company where the best ideas win</td>\n",
       "      <td>https://www.ted.com/talks/ray_dalio_how_to_bui...</td>\n",
       "      <td>1070238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2533</th>\n",
       "      <td>9</td>\n",
       "      <td>In a mind-bending talk that blurs the line bet...</td>\n",
       "      <td>663</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>2</td>\n",
       "      <td>Tomás Saraceno</td>\n",
       "      <td>Tomás Saraceno: Would you live in a floating ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504796048</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 29}, ...</td>\n",
       "      <td>[{'id': 1085, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Artist</td>\n",
       "      <td>['TED en Español', 'art', 'creativity', 'desig...</td>\n",
       "      <td>Would you live in a floating city in the sky?</td>\n",
       "      <td>https://www.ted.com/talks/tomas_saraceno_would...</td>\n",
       "      <td>248411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2534</th>\n",
       "      <td>2</td>\n",
       "      <td>What the astronauts felt when they saw Earth f...</td>\n",
       "      <td>725</td>\n",
       "      <td>TEDxSkoll</td>\n",
       "      <td>1491523200</td>\n",
       "      <td>1</td>\n",
       "      <td>Benjamin Grant</td>\n",
       "      <td>Benjamin Grant: What it feels like to see Eart...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504814438</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 46},...</td>\n",
       "      <td>[{'id': 2511, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Author</td>\n",
       "      <td>['TEDx', 'art', 'climate change', 'environment...</td>\n",
       "      <td>What it feels like to see Earth from space</td>\n",
       "      <td>https://www.ted.com/talks/benjamin_grant_what_...</td>\n",
       "      <td>646174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2535</th>\n",
       "      <td>8</td>\n",
       "      <td>Underneath every shiny new megacity, there's o...</td>\n",
       "      <td>723</td>\n",
       "      <td>TEDGlobal 2017</td>\n",
       "      <td>1503792000</td>\n",
       "      <td>4</td>\n",
       "      <td>OluTimehin Adegbeye</td>\n",
       "      <td>OluTimehin Adegbeye: Who belongs in a city?</td>\n",
       "      <td>1</td>\n",
       "      <td>1504882266</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 77},...</td>\n",
       "      <td>[{'id': 2880, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Writer, activist</td>\n",
       "      <td>['Africa', 'activism', 'cities', 'government',...</td>\n",
       "      <td>Who belongs in a city?</td>\n",
       "      <td>https://www.ted.com/talks/olutimehin_adegbeye_...</td>\n",
       "      <td>707788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2536</th>\n",
       "      <td>21</td>\n",
       "      <td>Can you still be friends with someone who does...</td>\n",
       "      <td>865</td>\n",
       "      <td>TEDxMileHigh</td>\n",
       "      <td>1499472000</td>\n",
       "      <td>5</td>\n",
       "      <td>Caitlin Quattromani and Lauran Arledge</td>\n",
       "      <td>Caitlin Quattromani and Lauran Arledge: How ou...</td>\n",
       "      <td>2</td>\n",
       "      <td>1505142060</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 45},...</td>\n",
       "      <td>[{'id': 2625, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Marketing leader</td>\n",
       "      <td>['TEDx', 'communication', 'friendship', 'polit...</td>\n",
       "      <td>How our friendship survives our opposing politics</td>\n",
       "      <td>https://www.ted.com/talks/caitlin_quattromani_...</td>\n",
       "      <td>566101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2537</th>\n",
       "      <td>39</td>\n",
       "      <td>Our culture is obsessed with happiness, but wh...</td>\n",
       "      <td>738</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>2</td>\n",
       "      <td>Emily Esfahani Smith</td>\n",
       "      <td>Emily Esfahani Smith: There's more to life tha...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505227376</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 484},...</td>\n",
       "      <td>[{'id': 2399, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Author</td>\n",
       "      <td>['happiness', 'humanity', 'personal growth', '...</td>\n",
       "      <td>There's more to life than being happy</td>\n",
       "      <td>https://www.ted.com/talks/emily_esfahani_smith...</td>\n",
       "      <td>1009069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2538</th>\n",
       "      <td>7</td>\n",
       "      <td>Each year, one in seven large corporations com...</td>\n",
       "      <td>808</td>\n",
       "      <td>TEDxZurich</td>\n",
       "      <td>1478822400</td>\n",
       "      <td>1</td>\n",
       "      <td>Alexander Wagner</td>\n",
       "      <td>Alexander Wagner: What really motivates people...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505246451</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 50},...</td>\n",
       "      <td>[{'id': 1246, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Economist</td>\n",
       "      <td>['TEDx', 'business', 'corruption', 'economics'...</td>\n",
       "      <td>What really motivates people to be honest in b...</td>\n",
       "      <td>https://www.ted.com/talks/alexander_wagner_wha...</td>\n",
       "      <td>621431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2539</th>\n",
       "      <td>10</td>\n",
       "      <td>Forget quinoa. Meet fonio, an ancient \"miracle...</td>\n",
       "      <td>934</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1503792000</td>\n",
       "      <td>2</td>\n",
       "      <td>Pierre Thiam</td>\n",
       "      <td>Pierre Thiam: A forgotten ancient grain that c...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505313942</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 73},...</td>\n",
       "      <td>[{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Chef</td>\n",
       "      <td>['Africa', 'agriculture', 'farming', 'food', '...</td>\n",
       "      <td>A forgotten ancient grain that could help Afri...</td>\n",
       "      <td>https://www.ted.com/talks/pierre_thiam_a_forgo...</td>\n",
       "      <td>527314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2540</th>\n",
       "      <td>33</td>\n",
       "      <td>We've heard a lot of rhetoric lately suggestin...</td>\n",
       "      <td>722</td>\n",
       "      <td>TED@UPS</td>\n",
       "      <td>1500508800</td>\n",
       "      <td>4</td>\n",
       "      <td>Augie Picado</td>\n",
       "      <td>Augie Picado: The real reason manufacturing jo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505400604</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 15}, ...</td>\n",
       "      <td>[{'id': 2655, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Border specialist</td>\n",
       "      <td>['business', 'capitalism', 'collaboration', 'e...</td>\n",
       "      <td>The real reason manufacturing jobs are disappe...</td>\n",
       "      <td>https://www.ted.com/talks/augie_picado_the_rea...</td>\n",
       "      <td>613915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2541</th>\n",
       "      <td>12</td>\n",
       "      <td>Physics doesn't just happen in a fancy lab -- ...</td>\n",
       "      <td>957</td>\n",
       "      <td>TEDxManchester</td>\n",
       "      <td>1487462400</td>\n",
       "      <td>2</td>\n",
       "      <td>Helen Czerski</td>\n",
       "      <td>Helen Czerski: The fascinating physics of ever...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505419202</td>\n",
       "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 29}...</td>\n",
       "      <td>[{'id': 2491, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Physicist</td>\n",
       "      <td>['TEDx', 'physics', 'play', 'science']</td>\n",
       "      <td>The fascinating physics of everyday life</td>\n",
       "      <td>https://www.ted.com/talks/helen_czerski_fun_ho...</td>\n",
       "      <td>656791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2542</th>\n",
       "      <td>3</td>\n",
       "      <td>In the century-old statues that occupy Cape To...</td>\n",
       "      <td>795</td>\n",
       "      <td>TEDGlobal 2017</td>\n",
       "      <td>1503792000</td>\n",
       "      <td>1</td>\n",
       "      <td>Sethembile Msezane</td>\n",
       "      <td>Sethembile Msezane: Living sculptures that sta...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505488093</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 41}, ...</td>\n",
       "      <td>[{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Artist</td>\n",
       "      <td>['Africa', 'activism', 'art', 'community', 'hi...</td>\n",
       "      <td>Living sculptures that stand for history's truths</td>\n",
       "      <td>https://www.ted.com/talks/sethembile_msezane_l...</td>\n",
       "      <td>542088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2543</th>\n",
       "      <td>7</td>\n",
       "      <td>What if you could know exactly how food or med...</td>\n",
       "      <td>894</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>1</td>\n",
       "      <td>Jun Wang</td>\n",
       "      <td>Jun Wang: How digital DNA could help you make ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505747687</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 13}, ...</td>\n",
       "      <td>[{'id': 2490, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Genomics researcher</td>\n",
       "      <td>['DNA', 'Human body', 'biology', 'data', 'entr...</td>\n",
       "      <td>How digital DNA could help you make better hea...</td>\n",
       "      <td>https://www.ted.com/talks/jun_wang_how_digital...</td>\n",
       "      <td>534824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2544</th>\n",
       "      <td>10</td>\n",
       "      <td>How can Africa, the home to some of the larges...</td>\n",
       "      <td>810</td>\n",
       "      <td>TEDGlobal 2017</td>\n",
       "      <td>1503792000</td>\n",
       "      <td>1</td>\n",
       "      <td>Olúfẹ́mi Táíwò</td>\n",
       "      <td>Olúfẹ́mi Táíwò: Why Africa must become a ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505833613</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 9}, {...</td>\n",
       "      <td>[{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Historian, philosopher</td>\n",
       "      <td>['Africa', 'agriculture', 'history', 'leadersh...</td>\n",
       "      <td>Why Africa must become a center of knowledge a...</td>\n",
       "      <td>https://www.ted.com/talks/oluf_mi_taiwo_why_af...</td>\n",
       "      <td>418368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2545</th>\n",
       "      <td>17</td>\n",
       "      <td>Between 2008 and 2016, the United States depor...</td>\n",
       "      <td>476</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1496707200</td>\n",
       "      <td>4</td>\n",
       "      <td>Duarte Geraldino</td>\n",
       "      <td>Duarte Geraldino: What we're missing in the de...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505851216</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 24},...</td>\n",
       "      <td>[{'id': 2596, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Journalist</td>\n",
       "      <td>['TED Residency', 'United States', 'community'...</td>\n",
       "      <td>What we're missing in the debate about immigra...</td>\n",
       "      <td>https://www.ted.com/talks/duarte_geraldino_wha...</td>\n",
       "      <td>450430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2546</th>\n",
       "      <td>6</td>\n",
       "      <td>How can you study Mars without a spaceship? He...</td>\n",
       "      <td>290</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>3</td>\n",
       "      <td>Armando Azua-Bustos</td>\n",
       "      <td>Armando Azua-Bustos: The most Martian place on...</td>\n",
       "      <td>1</td>\n",
       "      <td>1505919737</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 32...</td>\n",
       "      <td>[{'id': 2491, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Astrobiologist</td>\n",
       "      <td>['Mars', 'South America', 'TED Fellows', 'astr...</td>\n",
       "      <td>The most Martian place on Earth</td>\n",
       "      <td>https://www.ted.com/talks/armando_azua_bustos_...</td>\n",
       "      <td>417470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>10</td>\n",
       "      <td>Science fiction visions of the future show us ...</td>\n",
       "      <td>651</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>1</td>\n",
       "      <td>Radhika Nagpal</td>\n",
       "      <td>Radhika Nagpal: What intelligent machines can ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1506006095</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 14}, ...</td>\n",
       "      <td>[{'id': 2346, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Robotics engineer</td>\n",
       "      <td>['AI', 'ants', 'fish', 'future', 'innovation',...</td>\n",
       "      <td>What intelligent machines can learn from a sch...</td>\n",
       "      <td>https://www.ted.com/talks/radhika_nagpal_what_...</td>\n",
       "      <td>375647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2548</th>\n",
       "      <td>32</td>\n",
       "      <td>In an unmissable talk about race and politics ...</td>\n",
       "      <td>1100</td>\n",
       "      <td>TEDxMileHigh</td>\n",
       "      <td>1499472000</td>\n",
       "      <td>1</td>\n",
       "      <td>Theo E.J. Wilson</td>\n",
       "      <td>Theo E.J. Wilson: A black man goes undercover ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1506024042</td>\n",
       "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 3},...</td>\n",
       "      <td>[{'id': 2512, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Public intellectual</td>\n",
       "      <td>['Internet', 'TEDx', 'United States', 'communi...</td>\n",
       "      <td>A black man goes undercover in the alt-right</td>\n",
       "      <td>https://www.ted.com/talks/theo_e_j_wilson_a_bl...</td>\n",
       "      <td>419309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>8</td>\n",
       "      <td>With more than half of the world population li...</td>\n",
       "      <td>519</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>1</td>\n",
       "      <td>Karoliina Korppoo</td>\n",
       "      <td>Karoliina Korppoo: How a video game might help...</td>\n",
       "      <td>1</td>\n",
       "      <td>1506092422</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 2...</td>\n",
       "      <td>[{'id': 2682, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Game designer</td>\n",
       "      <td>['cities', 'design', 'future', 'infrastructure...</td>\n",
       "      <td>How a video game might help us build better ci...</td>\n",
       "      <td>https://www.ted.com/talks/karoliina_korppoo_ho...</td>\n",
       "      <td>391721</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2550 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      comments                                        description  duration  \\\n",
       "0         4553  Sir Ken Robinson makes an entertaining and pro...      1164   \n",
       "1          265  With the same humor and humanity he exuded in ...       977   \n",
       "2          124  New York Times columnist David Pogue takes aim...      1286   \n",
       "3          200  In an emotionally charged talk, MacArthur-winn...      1116   \n",
       "4          593  You've never seen data presented like this. Wi...      1190   \n",
       "5          672  Tony Robbins discusses the \"invisible forces\" ...      1305   \n",
       "6          919  When two young Mormon missionaries knock on Ju...       992   \n",
       "7           46  Architect Joshua Prince-Ramus takes the audien...      1198   \n",
       "8          852  Philosopher Dan Dennett calls for religion -- ...      1485   \n",
       "9          900  Pastor Rick Warren, author of \"The Purpose-Dri...      1262   \n",
       "10          79  Accepting his 2006 TED Prize, Cameron Sinclair...      1414   \n",
       "11          55  Jehane Noujaim unveils her 2006 TED Prize wish...      1538   \n",
       "12          71  Accepting the 2006 TED Prize, Dr. Larry Brilli...      1550   \n",
       "13         242  Jeff Han shows off a cheap, scalable multi-tou...       527   \n",
       "14          99  Nicholas Negroponte, founder of the MIT Media ...      1057   \n",
       "15         325  Violinist Sirena Huang gives a technically bri...      1481   \n",
       "16         305  Pianist and composer Jennifer Lin gives a magi...      1445   \n",
       "17          88  Fumes from indoor cooking fires kill more than...       906   \n",
       "18         163  Designer Ross Lovegrove expounds his philosoph...      1170   \n",
       "19          84  Jimmy Wales recalls how he assembled \"a ragtag...      1201   \n",
       "20         108  In 2006, open-learning visionary Richard Baran...      1114   \n",
       "21         185  Performer and web toymaker Ze Frank delivers a...      1136   \n",
       "22          50  The founding mother of the blog revolution, Mo...      1006   \n",
       "23         556  Anthropologist Helen Fisher takes on a tricky ...      1407   \n",
       "24         117  Eve Ensler, creator of \"The Vagina Monologues,...      1225   \n",
       "25         184  Legendary scientist David Deutsch puts theoret...      1140   \n",
       "26         507  Biologist Richard Dawkins makes a case for \"th...      1316   \n",
       "27          95  \"Freakonomics\" author Steven Levitt presents n...      1275   \n",
       "28         355  \"Tipping Point\" author Malcolm Gladwell gets i...      1050   \n",
       "29         970  Dan Gilbert, author of \"Stumbling on Happiness...      1276   \n",
       "...        ...                                                ...       ...   \n",
       "2520        81  Meet the \"ems\" -- machines that emulate human ...       736   \n",
       "2521        13  Your cells are coated with sugars that store i...       685   \n",
       "2522        12  Every artist has a name, and every artist has ...       530   \n",
       "2523        20  Another economic reality is possible -- one th...       747   \n",
       "2524         9  We're so used to narratives out of Africa bein...       310   \n",
       "2525        18  Could it be wrong to help children in need by ...       791   \n",
       "2526        39  Meet Todai Robot, an AI project that performed...       817   \n",
       "2527        17  What's stopping the American government from r...       865   \n",
       "2528         3  Digital archaeologist Chance Coughenour is usi...       717   \n",
       "2529        45  We all have origin stories and identity myths,...      1156   \n",
       "2530        12  Daan Roosegaarde uses technology and creative ...       738   \n",
       "2531        18  Terrorists and extremists aren't all naturally...       698   \n",
       "2532        25  What if you knew what your coworkers really th...       993   \n",
       "2533         9  In a mind-bending talk that blurs the line bet...       663   \n",
       "2534         2  What the astronauts felt when they saw Earth f...       725   \n",
       "2535         8  Underneath every shiny new megacity, there's o...       723   \n",
       "2536        21  Can you still be friends with someone who does...       865   \n",
       "2537        39  Our culture is obsessed with happiness, but wh...       738   \n",
       "2538         7  Each year, one in seven large corporations com...       808   \n",
       "2539        10  Forget quinoa. Meet fonio, an ancient \"miracle...       934   \n",
       "2540        33  We've heard a lot of rhetoric lately suggestin...       722   \n",
       "2541        12  Physics doesn't just happen in a fancy lab -- ...       957   \n",
       "2542         3  In the century-old statues that occupy Cape To...       795   \n",
       "2543         7  What if you could know exactly how food or med...       894   \n",
       "2544        10  How can Africa, the home to some of the larges...       810   \n",
       "2545        17  Between 2008 and 2016, the United States depor...       476   \n",
       "2546         6  How can you study Mars without a spaceship? He...       290   \n",
       "2547        10  Science fiction visions of the future show us ...       651   \n",
       "2548        32  In an unmissable talk about race and politics ...      1100   \n",
       "2549         8  With more than half of the world population li...       519   \n",
       "\n",
       "               event   film_date  languages  \\\n",
       "0            TED2006  1140825600         60   \n",
       "1            TED2006  1140825600         43   \n",
       "2            TED2006  1140739200         26   \n",
       "3            TED2006  1140912000         35   \n",
       "4            TED2006  1140566400         48   \n",
       "5            TED2006  1138838400         36   \n",
       "6            TED2006  1140739200         31   \n",
       "7            TED2006  1140652800         19   \n",
       "8            TED2006  1138838400         32   \n",
       "9            TED2006  1140825600         31   \n",
       "10           TED2006  1140912000         27   \n",
       "11           TED2006  1140912000         20   \n",
       "12           TED2006  1140652800         24   \n",
       "13           TED2006  1139184000         27   \n",
       "14           TED2006  1140652800         25   \n",
       "15           TED2006  1140652800         31   \n",
       "16           TED2004  1077753600         32   \n",
       "17           TED2006  1140739200         27   \n",
       "18           TED2005  1109289600         22   \n",
       "19    TEDGlobal 2005  1121299200         32   \n",
       "20           TED2006  1140652800         27   \n",
       "21           TED2004  1077580800         26   \n",
       "22           TED2006  1140652800         20   \n",
       "23           TED2006  1140739200         33   \n",
       "24           TED2004  1075852800         23   \n",
       "25    TEDGlobal 2005  1121299200         29   \n",
       "26    TEDGlobal 2005  1120694400         36   \n",
       "27           TED2004  1077840000         25   \n",
       "28           TED2004  1077753600         37   \n",
       "29           TED2004  1075680000         43   \n",
       "...              ...         ...        ...   \n",
       "2520         TED2017  1492992000          2   \n",
       "2521    TEDxStanford  1461456000          7   \n",
       "2522         TED2017  1492992000          5   \n",
       "2523    TEDxCrenshaw  1475884800          3   \n",
       "2524         TED2017  1492992000         12   \n",
       "2525      TEDxSydney  1464048000          5   \n",
       "2526         TED2017  1492992000          6   \n",
       "2527    TEDxStanford  1492905600          3   \n",
       "2528     TEDxHamburg  1465344000          5   \n",
       "2529      TEDxExeter  1429833600          1   \n",
       "2530         TED2017  1492992000          3   \n",
       "2531       TEDxGhent  1466208000          1   \n",
       "2532         TED2017  1492992000          2   \n",
       "2533         TED2017  1492992000          2   \n",
       "2534       TEDxSkoll  1491523200          1   \n",
       "2535  TEDGlobal 2017  1503792000          4   \n",
       "2536    TEDxMileHigh  1499472000          5   \n",
       "2537         TED2017  1492992000          2   \n",
       "2538      TEDxZurich  1478822400          1   \n",
       "2539         TED2017  1503792000          2   \n",
       "2540         TED@UPS  1500508800          4   \n",
       "2541  TEDxManchester  1487462400          2   \n",
       "2542  TEDGlobal 2017  1503792000          1   \n",
       "2543         TED2017  1492992000          1   \n",
       "2544  TEDGlobal 2017  1503792000          1   \n",
       "2545         TED2017  1496707200          4   \n",
       "2546         TED2017  1492992000          3   \n",
       "2547         TED2017  1492992000          1   \n",
       "2548    TEDxMileHigh  1499472000          1   \n",
       "2549         TED2017  1492992000          1   \n",
       "\n",
       "                                main_speaker  \\\n",
       "0                               Ken Robinson   \n",
       "1                                    Al Gore   \n",
       "2                                David Pogue   \n",
       "3                              Majora Carter   \n",
       "4                               Hans Rosling   \n",
       "5                               Tony Robbins   \n",
       "6                              Julia Sweeney   \n",
       "7                        Joshua Prince-Ramus   \n",
       "8                                Dan Dennett   \n",
       "9                                Rick Warren   \n",
       "10                          Cameron Sinclair   \n",
       "11                            Jehane Noujaim   \n",
       "12                           Larry Brilliant   \n",
       "13                                  Jeff Han   \n",
       "14                       Nicholas Negroponte   \n",
       "15                              Sirena Huang   \n",
       "16                              Jennifer Lin   \n",
       "17                                 Amy Smith   \n",
       "18                            Ross Lovegrove   \n",
       "19                               Jimmy Wales   \n",
       "20                          Richard Baraniuk   \n",
       "21                                  Ze Frank   \n",
       "22                                Mena Trott   \n",
       "23                              Helen Fisher   \n",
       "24                                Eve Ensler   \n",
       "25                             David Deutsch   \n",
       "26                           Richard Dawkins   \n",
       "27                             Steven Levitt   \n",
       "28                          Malcolm Gladwell   \n",
       "29                               Dan Gilbert   \n",
       "...                                      ...   \n",
       "2520                            Robin Hanson   \n",
       "2521                        Carolyn Bertozzi   \n",
       "2522                          Laolu Senbanjo   \n",
       "2523                               Niki Okuk   \n",
       "2524                            Wanuri Kahiu   \n",
       "2525                            Tara Winkler   \n",
       "2526                             Noriko Arai   \n",
       "2527                        Jennifer Granick   \n",
       "2528                       Chance Coughenour   \n",
       "2529                            Chetan Bhatt   \n",
       "2530                        Daan Roosegaarde   \n",
       "2531                      Erin Marie Saltman   \n",
       "2532                               Ray Dalio   \n",
       "2533                         Tomás Saraceno   \n",
       "2534                          Benjamin Grant   \n",
       "2535                     OluTimehin Adegbeye   \n",
       "2536  Caitlin Quattromani and Lauran Arledge   \n",
       "2537                    Emily Esfahani Smith   \n",
       "2538                        Alexander Wagner   \n",
       "2539                            Pierre Thiam   \n",
       "2540                            Augie Picado   \n",
       "2541                           Helen Czerski   \n",
       "2542                      Sethembile Msezane   \n",
       "2543                                Jun Wang   \n",
       "2544                     Olúfẹ́mi Táíwò   \n",
       "2545                        Duarte Geraldino   \n",
       "2546                     Armando Azua-Bustos   \n",
       "2547                          Radhika Nagpal   \n",
       "2548                        Theo E.J. Wilson   \n",
       "2549                       Karoliina Korppoo   \n",
       "\n",
       "                                                   name  num_speaker  \\\n",
       "0             Ken Robinson: Do schools kill creativity?            1   \n",
       "1                  Al Gore: Averting the climate crisis            1   \n",
       "2                         David Pogue: Simplicity sells            1   \n",
       "3                    Majora Carter: Greening the ghetto            1   \n",
       "4         Hans Rosling: The best stats you've ever seen            1   \n",
       "5                    Tony Robbins: Why we do what we do            1   \n",
       "6                      Julia Sweeney: Letting go of God            1   \n",
       "7     Joshua Prince-Ramus: Behind the design of Seat...            1   \n",
       "8     Dan Dennett: Let's teach religion -- all relig...            1   \n",
       "9                        Rick Warren: A life of purpose            1   \n",
       "10    Cameron Sinclair: My wish: A call for open-sou...            1   \n",
       "11        Jehane Noujaim: My wish: A global day of film            1   \n",
       "12     Larry Brilliant: My wish: Help me stop pandemics            1   \n",
       "13    Jeff Han: The radical promise of the multi-tou...            1   \n",
       "14            Nicholas Negroponte: One Laptop per Child            1   \n",
       "15        Sirena Huang: An 11-year-old's magical violin            1   \n",
       "16          Jennifer Lin: Improvising on piano, aged 14            1   \n",
       "17             Amy Smith: Simple designs to save a life            1   \n",
       "18    Ross Lovegrove: Organic design, inspired by na...            1   \n",
       "19                  Jimmy Wales: The birth of Wikipedia            1   \n",
       "20    Richard Baraniuk: The birth of the open-source...            1   \n",
       "21                            Ze Frank: Nerdcore comedy            1   \n",
       "22    Mena Trott: Meet the founder of the blog revol...            1   \n",
       "23              Helen Fisher: Why we love, why we cheat            1   \n",
       "24               Eve Ensler: Happiness in body and soul            1   \n",
       "25    David Deutsch: Chemical scum that dream of dis...            1   \n",
       "26    Richard Dawkins: Why the universe seems so str...            1   \n",
       "27     Steven Levitt: The freakonomics of crack dealing            1   \n",
       "28    Malcolm Gladwell: Choice, happiness and spaghe...            1   \n",
       "29     Dan Gilbert: The surprising science of happiness            1   \n",
       "...                                                 ...          ...   \n",
       "2520  Robin Hanson: What would happen if we upload o...            1   \n",
       "2521  Carolyn Bertozzi: What the sugar coating on yo...            1   \n",
       "2522        Laolu Senbanjo: \"The Sacred Art of the Ori\"            1   \n",
       "2523  Niki Okuk: When workers own companies, the eco...            1   \n",
       "2524  Wanuri Kahiu: Fun, fierce and fantastical Afri...            1   \n",
       "2525  Tara Winkler: Why we need to end the era of or...            1   \n",
       "2526  Noriko Arai: Can a robot pass a university ent...            1   \n",
       "2527  Jennifer Granick: How the US government spies ...            1   \n",
       "2528  Chance Coughenour: How your pictures can help ...            1   \n",
       "2529  Chetan Bhatt: Dare to refuse the origin myths ...            1   \n",
       "2530  Daan Roosegaarde: A smog vacuum cleaner and ot...            1   \n",
       "2531  Erin Marie Saltman: How young people join viol...            1   \n",
       "2532  Ray Dalio: How to build a company where the be...            1   \n",
       "2533  Tomás Saraceno: Would you live in a floating ...            1   \n",
       "2534  Benjamin Grant: What it feels like to see Eart...            1   \n",
       "2535        OluTimehin Adegbeye: Who belongs in a city?            1   \n",
       "2536  Caitlin Quattromani and Lauran Arledge: How ou...            2   \n",
       "2537  Emily Esfahani Smith: There's more to life tha...            1   \n",
       "2538  Alexander Wagner: What really motivates people...            1   \n",
       "2539  Pierre Thiam: A forgotten ancient grain that c...            1   \n",
       "2540  Augie Picado: The real reason manufacturing jo...            1   \n",
       "2541  Helen Czerski: The fascinating physics of ever...            1   \n",
       "2542  Sethembile Msezane: Living sculptures that sta...            1   \n",
       "2543  Jun Wang: How digital DNA could help you make ...            1   \n",
       "2544  Olúfẹ́mi Táíwò: Why Africa must become a ...            1   \n",
       "2545  Duarte Geraldino: What we're missing in the de...            1   \n",
       "2546  Armando Azua-Bustos: The most Martian place on...            1   \n",
       "2547  Radhika Nagpal: What intelligent machines can ...            1   \n",
       "2548  Theo E.J. Wilson: A black man goes undercover ...            1   \n",
       "2549  Karoliina Korppoo: How a video game might help...            1   \n",
       "\n",
       "      published_date                                            ratings  \\\n",
       "0         1151367060  [{'id': 7, 'name': 'Funny', 'count': 19645}, {...   \n",
       "1         1151367060  [{'id': 7, 'name': 'Funny', 'count': 544}, {'i...   \n",
       "2         1151367060  [{'id': 7, 'name': 'Funny', 'count': 964}, {'i...   \n",
       "3         1151367060  [{'id': 3, 'name': 'Courageous', 'count': 760}...   \n",
       "4         1151440680  [{'id': 9, 'name': 'Ingenious', 'count': 3202}...   \n",
       "5         1151440680  [{'id': 7, 'name': 'Funny', 'count': 1102}, {'...   \n",
       "6         1152490260  [{'id': 3, 'name': 'Courageous', 'count': 477}...   \n",
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       "8         1153181460  [{'id': 3, 'name': 'Courageous', 'count': 562}...   \n",
       "9         1153181460  [{'id': 21, 'name': 'Unconvincing', 'count': 8...   \n",
       "10        1153786260  [{'id': 3, 'name': 'Courageous', 'count': 169}...   \n",
       "11        1153786260  [{'id': 1, 'name': 'Beautiful', 'count': 70}, ...   \n",
       "12        1153786260  [{'id': 8, 'name': 'Informative', 'count': 188...   \n",
       "13        1154391060  [{'id': 9, 'name': 'Ingenious', 'count': 1014}...   \n",
       "14        1154391060  [{'id': 3, 'name': 'Courageous', 'count': 83},...   \n",
       "15        1154995860  [{'id': 1, 'name': 'Beautiful', 'count': 1671}...   \n",
       "16        1154995860  [{'id': 1, 'name': 'Beautiful', 'count': 1107}...   \n",
       "17        1155600660  [{'id': 9, 'name': 'Ingenious', 'count': 321},...   \n",
       "18        1155600660  [{'id': 1, 'name': 'Beautiful', 'count': 259},...   \n",
       "19        1156119060  [{'id': 1, 'name': 'Beautiful', 'count': 104},...   \n",
       "20        1156119060  [{'id': 9, 'name': 'Ingenious', 'count': 117},...   \n",
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       "22        1156464660  [{'id': 8, 'name': 'Informative', 'count': 82}...   \n",
       "23        1157501460  [{'id': 7, 'name': 'Funny', 'count': 780}, {'i...   \n",
       "24        1157501460  [{'id': 3, 'name': 'Courageous', 'count': 654}...   \n",
       "25        1158019860  [{'id': 9, 'name': 'Ingenious', 'count': 269},...   \n",
       "26        1158019860  [{'id': 1, 'name': 'Beautiful', 'count': 333},...   \n",
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       "29        1159229460  [{'id': 7, 'name': 'Funny', 'count': 1728}, {'...   \n",
       "...              ...                                                ...   \n",
       "2520      1503586288  [{'id': 23, 'name': 'Jaw-dropping', 'count': 2...   \n",
       "2521      1503604806  [{'id': 8, 'name': 'Informative', 'count': 146...   \n",
       "2522      1503673077  [{'id': 1, 'name': 'Beautiful', 'count': 85}, ...   \n",
       "2523      1503932075  [{'id': 3, 'name': 'Courageous', 'count': 46},...   \n",
       "2524      1504017396  [{'id': 24, 'name': 'Persuasive', 'count': 19}...   \n",
       "2525      1504036846  [{'id': 10, 'name': 'Inspiring', 'count': 119}...   \n",
       "2526      1504105251  [{'id': 22, 'name': 'Fascinating', 'count': 11...   \n",
       "2527      1504190944  [{'id': 3, 'name': 'Courageous', 'count': 63},...   \n",
       "2528      1504209631  [{'id': 9, 'name': 'Ingenious', 'count': 16}, ...   \n",
       "2529      1504276143  [{'id': 9, 'name': 'Ingenious', 'count': 24}, ...   \n",
       "2530      1504623555  [{'id': 2, 'name': 'Confusing', 'count': 2}, {...   \n",
       "2531      1504641624  [{'id': 8, 'name': 'Informative', 'count': 64}...   \n",
       "2532      1504709317  [{'id': 25, 'name': 'OK', 'count': 26}, {'id':...   \n",
       "2533      1504796048  [{'id': 1, 'name': 'Beautiful', 'count': 29}, ...   \n",
       "2534      1504814438  [{'id': 10, 'name': 'Inspiring', 'count': 46},...   \n",
       "2535      1504882266  [{'id': 3, 'name': 'Courageous', 'count': 77},...   \n",
       "2536      1505142060  [{'id': 3, 'name': 'Courageous', 'count': 45},...   \n",
       "2537      1505227376  [{'id': 1, 'name': 'Beautiful', 'count': 484},...   \n",
       "2538      1505246451  [{'id': 10, 'name': 'Inspiring', 'count': 50},...   \n",
       "2539      1505313942  [{'id': 10, 'name': 'Inspiring', 'count': 73},...   \n",
       "2540      1505400604  [{'id': 1, 'name': 'Beautiful', 'count': 15}, ...   \n",
       "2541      1505419202  [{'id': 11, 'name': 'Longwinded', 'count': 29}...   \n",
       "2542      1505488093  [{'id': 1, 'name': 'Beautiful', 'count': 41}, ...   \n",
       "2543      1505747687  [{'id': 1, 'name': 'Beautiful', 'count': 13}, ...   \n",
       "2544      1505833613  [{'id': 1, 'name': 'Beautiful', 'count': 9}, {...   \n",
       "2545      1505851216  [{'id': 3, 'name': 'Courageous', 'count': 24},...   \n",
       "2546      1505919737  [{'id': 22, 'name': 'Fascinating', 'count': 32...   \n",
       "2547      1506006095  [{'id': 1, 'name': 'Beautiful', 'count': 14}, ...   \n",
       "2548      1506024042  [{'id': 11, 'name': 'Longwinded', 'count': 3},...   \n",
       "2549      1506092422  [{'id': 21, 'name': 'Unconvincing', 'count': 2...   \n",
       "\n",
       "                                          related_talks  \\\n",
       "0     [{'id': 865, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "1     [{'id': 243, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "2     [{'id': 1725, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "3     [{'id': 1041, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "4     [{'id': 2056, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "5     [{'id': 229, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "6     [{'id': 22, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "7     [{'id': 750, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "8     [{'id': 71, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "9     [{'id': 94, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "10    [{'id': 1749, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "11    [{'id': 2228, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "12    [{'id': 1153, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "13    [{'id': 685, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "14    [{'id': 2043, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "15    [{'id': 2273, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "16    [{'id': 2273, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "17    [{'id': 1561, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "18    [{'id': 2251, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "19    [{'id': 640, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "20    [{'id': 1913, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "21    [{'id': 148, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "22    [{'id': 144, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "23    [{'id': 307, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "24    [{'id': 217, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "25    [{'id': 2237, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "26    [{'id': 1276, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "27    [{'id': 20, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "28    [{'id': 93, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "29    [{'id': 944, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "...                                                 ...   \n",
       "2520  [{'id': 2592, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2521  [{'id': 2504, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2522  [{'id': 2826, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2523  [{'id': 1041, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2524  [{'id': 652, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "2525  [{'id': 1596, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2526  [{'id': 2606, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2527  [{'id': 2567, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2528  [{'id': 2673, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2529  [{'id': 2811, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2530  [{'id': 2774, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2531  [{'id': 2309, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2532  [{'id': 2474, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2533  [{'id': 1085, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2534  [{'id': 2511, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2535  [{'id': 2880, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2536  [{'id': 2625, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2537  [{'id': 2399, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2538  [{'id': 1246, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2539  [{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2540  [{'id': 2655, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2541  [{'id': 2491, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2542  [{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2543  [{'id': 2490, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2544  [{'id': 2873, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2545  [{'id': 2596, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2546  [{'id': 2491, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2547  [{'id': 2346, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2548  [{'id': 2512, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2549  [{'id': 2682, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "\n",
       "                               speaker_occupation  \\\n",
       "0                                 Author/educator   \n",
       "1                                Climate advocate   \n",
       "2                            Technology columnist   \n",
       "3              Activist for environmental justice   \n",
       "4            Global health expert; data visionary   \n",
       "5     Life coach; expert in leadership psychology   \n",
       "6                     Actor, comedian, playwright   \n",
       "7                                       Architect   \n",
       "8                Philosopher, cognitive scientist   \n",
       "9                                  Pastor, author   \n",
       "10          Co-founder, Architecture for Humanity   \n",
       "11                                      Filmmaker   \n",
       "12                 Epidemiologist, philanthropist   \n",
       "13              Human-computer interface designer   \n",
       "14                                 Tech visionary   \n",
       "15                                      Violinist   \n",
       "16                              Pianist, composer   \n",
       "17                             inventor, engineer   \n",
       "18                            Industrial designer   \n",
       "19                           Founder of Wikipedia   \n",
       "20                            Education visionary   \n",
       "21                           Humorist, web artist   \n",
       "22                  Blogger; cofounder, Six Apart   \n",
       "23                 Anthropologist, expert on love   \n",
       "24                           Playwright, activist   \n",
       "25                              Quantum physicist   \n",
       "26                         Evolutionary biologist   \n",
       "27                                      Economist   \n",
       "28                                         Writer   \n",
       "29                 Psychologist; happiness expert   \n",
       "...                                           ...   \n",
       "2520                   Futurist, social scientist   \n",
       "2521                           Chemical biologist   \n",
       "2522           Artist, musician, lawyer, activist   \n",
       "2523                                 Entrepreneur   \n",
       "2524                            Filmmaker, writer   \n",
       "2525   Child protection leader, activist, author    \n",
       "2526                                    AI expert   \n",
       "2527       Surveillance and cybersecurity counsel   \n",
       "2528                        Digital archaeologist   \n",
       "2529           Sociologist, human rights activist   \n",
       "2530                                       Artist   \n",
       "2531                            Policy researcher   \n",
       "2532                             Hedge fund chair   \n",
       "2533                                       Artist   \n",
       "2534                                       Author   \n",
       "2535                             Writer, activist   \n",
       "2536                             Marketing leader   \n",
       "2537                                       Author   \n",
       "2538                                    Economist   \n",
       "2539                                         Chef   \n",
       "2540                            Border specialist   \n",
       "2541                                    Physicist   \n",
       "2542                                       Artist   \n",
       "2543                          Genomics researcher   \n",
       "2544                       Historian, philosopher   \n",
       "2545                                   Journalist   \n",
       "2546                               Astrobiologist   \n",
       "2547                            Robotics engineer   \n",
       "2548                          Public intellectual   \n",
       "2549                                Game designer   \n",
       "\n",
       "                                                   tags  \\\n",
       "0     ['children', 'creativity', 'culture', 'dance',...   \n",
       "1     ['alternative energy', 'cars', 'climate change...   \n",
       "2     ['computers', 'entertainment', 'interface desi...   \n",
       "3     ['MacArthur grant', 'activism', 'business', 'c...   \n",
       "4     ['Africa', 'Asia', 'Google', 'demo', 'economic...   \n",
       "5     ['business', 'culture', 'entertainment', 'goal...   \n",
       "6     ['Christianity', 'God', 'atheism', 'comedy', '...   \n",
       "7     ['architecture', 'collaboration', 'culture', '...   \n",
       "8     ['God', 'TED Brain Trust', 'atheism', 'brain',...   \n",
       "9     ['Christianity', 'God', 'culture', 'happiness'...   \n",
       "10    ['activism', 'architecture', 'collaboration', ...   \n",
       "11    ['TED Prize', 'art', 'culture', 'entertainment...   \n",
       "12    ['TED Prize', 'collaboration', 'disease', 'ebo...   \n",
       "13    ['demo', 'design', 'interface design', 'techno...   \n",
       "14    ['children', 'design', 'education', 'entrepren...   \n",
       "15    ['entertainment', 'music', 'performance', 'vio...   \n",
       "16    ['creativity', 'entertainment', 'music', 'perf...   \n",
       "17    ['MacArthur grant', 'alternative energy', 'des...   \n",
       "18    ['DNA', 'biology', 'creativity', 'design', 'in...   \n",
       "19    ['business', 'collaboration', 'culture', 'inve...   \n",
       "20    ['business', 'collaboration', 'culture', 'glob...   \n",
       "21    ['collaboration', 'comedy', 'community', 'cult...   \n",
       "22    ['business', 'communication', 'community', 'cu...   \n",
       "23    ['cognitive science', 'culture', 'evolution', ...   \n",
       "24    ['culture', 'entertainment', 'gender', 'global...   \n",
       "25    ['climate change', 'cosmos', 'culture', 'envir...   \n",
       "26    ['astronomy', 'biology', 'cognitive science', ...   \n",
       "27    ['business', 'cities', 'culture', 'economics',...   \n",
       "28    ['business', 'choice', 'consumerism', 'culture...   \n",
       "29    ['TED Brain Trust', 'brain', 'choice', 'cultur...   \n",
       "...                                                 ...   \n",
       "2520  ['AI', 'computers', 'economics', 'future', 'hu...   \n",
       "2521  ['biology', 'biomechanics', 'cancer', 'chemist...   \n",
       "2522  ['Africa', 'art', 'beauty', 'creativity', 'per...   \n",
       "2523  ['TEDx', 'business', 'capitalism', 'community'...   \n",
       "2524  ['Africa', 'TED Fellows', 'art', 'creativity',...   \n",
       "2525  ['TEDx', 'activism', 'children', 'family', 'po...   \n",
       "2526  ['AI', 'education', 'intelligence', 'robots', ...   \n",
       "2527  ['TEDx', 'United States', 'activism', 'democra...   \n",
       "2528  ['TEDx', 'ancient world', 'archaeology', 'cons...   \n",
       "2529  ['TEDx', 'community', 'humanity', 'identity', ...   \n",
       "2530  ['architecture', 'art', 'cities', 'creativity'...   \n",
       "2531  ['TEDx', 'security', 'social media', 'terroris...   \n",
       "2532  ['algorithm', 'business', 'collaboration', 'co...   \n",
       "2533  ['TED en Español', 'art', 'creativity', 'desig...   \n",
       "2534  ['TEDx', 'art', 'climate change', 'environment...   \n",
       "2535  ['Africa', 'activism', 'cities', 'government',...   \n",
       "2536  ['TEDx', 'communication', 'friendship', 'polit...   \n",
       "2537  ['happiness', 'humanity', 'personal growth', '...   \n",
       "2538  ['TEDx', 'business', 'corruption', 'economics'...   \n",
       "2539  ['Africa', 'agriculture', 'farming', 'food', '...   \n",
       "2540  ['business', 'capitalism', 'collaboration', 'e...   \n",
       "2541             ['TEDx', 'physics', 'play', 'science']   \n",
       "2542  ['Africa', 'activism', 'art', 'community', 'hi...   \n",
       "2543  ['DNA', 'Human body', 'biology', 'data', 'entr...   \n",
       "2544  ['Africa', 'agriculture', 'history', 'leadersh...   \n",
       "2545  ['TED Residency', 'United States', 'community'...   \n",
       "2546  ['Mars', 'South America', 'TED Fellows', 'astr...   \n",
       "2547  ['AI', 'ants', 'fish', 'future', 'innovation',...   \n",
       "2548  ['Internet', 'TEDx', 'United States', 'communi...   \n",
       "2549  ['cities', 'design', 'future', 'infrastructure...   \n",
       "\n",
       "                                                  title  \\\n",
       "0                           Do schools kill creativity?   \n",
       "1                           Averting the climate crisis   \n",
       "2                                      Simplicity sells   \n",
       "3                                   Greening the ghetto   \n",
       "4                       The best stats you've ever seen   \n",
       "5                                  Why we do what we do   \n",
       "6                                     Letting go of God   \n",
       "7                Behind the design of Seattle's library   \n",
       "8     Let's teach religion -- all religion -- in sch...   \n",
       "9                                     A life of purpose   \n",
       "10         My wish: A call for open-source architecture   \n",
       "11                        My wish: A global day of film   \n",
       "12                      My wish: Help me stop pandemics   \n",
       "13     The radical promise of the multi-touch interface   \n",
       "14                                 One Laptop per Child   \n",
       "15                      An 11-year-old's magical violin   \n",
       "16                        Improvising on piano, aged 14   \n",
       "17                        Simple designs to save a life   \n",
       "18                   Organic design, inspired by nature   \n",
       "19                               The birth of Wikipedia   \n",
       "20     The birth of the open-source learning revolution   \n",
       "21                                      Nerdcore comedy   \n",
       "22              Meet the founder of the blog revolution   \n",
       "23                            Why we love, why we cheat   \n",
       "24                           Happiness in body and soul   \n",
       "25          Chemical scum that dream of distant quasars   \n",
       "26                    Why the universe seems so strange   \n",
       "27                    The freakonomics of crack dealing   \n",
       "28                Choice, happiness and spaghetti sauce   \n",
       "29                  The surprising science of happiness   \n",
       "...                                                 ...   \n",
       "2520  What would happen if we upload our brains to c...   \n",
       "2521  What the sugar coating on your cells is trying...   \n",
       "2522                        \"The Sacred Art of the Ori\"   \n",
       "2523  When workers own companies, the economy is mor...   \n",
       "2524            Fun, fierce and fantastical African art   \n",
       "2525           Why we need to end the era of orphanages   \n",
       "2526       Can a robot pass a university entrance exam?   \n",
       "2527  How the US government spies on people who prot...   \n",
       "2528    How your pictures can help reclaim lost history   \n",
       "2529  Dare to refuse the origin myths that claim who...   \n",
       "2530  A smog vacuum cleaner and other magical city d...   \n",
       "2531  How young people join violent extremist groups...   \n",
       "2532    How to build a company where the best ideas win   \n",
       "2533      Would you live in a floating city in the sky?   \n",
       "2534         What it feels like to see Earth from space   \n",
       "2535                             Who belongs in a city?   \n",
       "2536  How our friendship survives our opposing politics   \n",
       "2537              There's more to life than being happy   \n",
       "2538  What really motivates people to be honest in b...   \n",
       "2539  A forgotten ancient grain that could help Afri...   \n",
       "2540  The real reason manufacturing jobs are disappe...   \n",
       "2541           The fascinating physics of everyday life   \n",
       "2542  Living sculptures that stand for history's truths   \n",
       "2543  How digital DNA could help you make better hea...   \n",
       "2544  Why Africa must become a center of knowledge a...   \n",
       "2545  What we're missing in the debate about immigra...   \n",
       "2546                    The most Martian place on Earth   \n",
       "2547  What intelligent machines can learn from a sch...   \n",
       "2548       A black man goes undercover in the alt-right   \n",
       "2549  How a video game might help us build better ci...   \n",
       "\n",
       "                                                    url     views  \n",
       "0     https://www.ted.com/talks/ken_robinson_says_sc...  47227110  \n",
       "1     https://www.ted.com/talks/al_gore_on_averting_...   3200520  \n",
       "2     https://www.ted.com/talks/david_pogue_says_sim...   1636292  \n",
       "3     https://www.ted.com/talks/majora_carter_s_tale...   1697550  \n",
       "4     https://www.ted.com/talks/hans_rosling_shows_t...  12005869  \n",
       "5     https://www.ted.com/talks/tony_robbins_asks_wh...  20685401  \n",
       "6     https://www.ted.com/talks/julia_sweeney_on_let...   3769987  \n",
       "7     https://www.ted.com/talks/joshua_prince_ramus_...    967741  \n",
       "8     https://www.ted.com/talks/dan_dennett_s_respon...   2567958  \n",
       "9     https://www.ted.com/talks/rick_warren_on_a_lif...   3095993  \n",
       "10    https://www.ted.com/talks/cameron_sinclair_on_...   1211416  \n",
       "11    https://www.ted.com/talks/jehane_noujaim_inspi...    387877  \n",
       "12    https://www.ted.com/talks/larry_brilliant_want...    693341  \n",
       "13    https://www.ted.com/talks/jeff_han_demos_his_b...   4531020  \n",
       "14    https://www.ted.com/talks/nicholas_negroponte_...    358304  \n",
       "15    https://www.ted.com/talks/sirena_huang_dazzles...   2702470  \n",
       "16    https://www.ted.com/talks/jennifer_lin_improvs...   1628912  \n",
       "17    https://www.ted.com/talks/amy_smith_shares_sim...   1415724  \n",
       "18    https://www.ted.com/talks/ross_lovegrove_share...   1074081  \n",
       "19    https://www.ted.com/talks/jimmy_wales_on_the_b...   1106561  \n",
       "20    https://www.ted.com/talks/richard_baraniuk_on_...    966439  \n",
       "21    https://www.ted.com/talks/ze_frank_s_nerdcore_...   6141440  \n",
       "22    https://www.ted.com/talks/mena_trott_tours_her...    518624  \n",
       "23    https://www.ted.com/talks/helen_fisher_tells_u...   9260764  \n",
       "24    https://www.ted.com/talks/eve_ensler_on_happin...   1131864  \n",
       "25    https://www.ted.com/talks/david_deutsch_on_our...   1096862  \n",
       "26    https://www.ted.com/talks/richard_dawkins_on_o...   2885999  \n",
       "27    https://www.ted.com/talks/steven_levitt_analyz...   2863214  \n",
       "28    https://www.ted.com/talks/malcolm_gladwell_on_...   7023562  \n",
       "29    https://www.ted.com/talks/dan_gilbert_asks_why...  14689301  \n",
       "...                                                 ...       ...  \n",
       "2520  https://www.ted.com/talks/robin_hanson_what_wo...    840855  \n",
       "2521  https://www.ted.com/talks/carolyn_bertozzi_wha...    727807  \n",
       "2522  https://www.ted.com/talks/laolu_senbanjo_the_s...    636463  \n",
       "2523  https://www.ted.com/talks/niki_okuk_when_worke...    744793  \n",
       "2524  https://www.ted.com/talks/wanuri_kahiu_fun_fie...    522917  \n",
       "2525  https://www.ted.com/talks/tara_winkler_why_we_...    656113  \n",
       "2526  https://www.ted.com/talks/noriko_arai_can_a_ro...    773317  \n",
       "2527  https://www.ted.com/talks/jennifer_granick_how...    766721  \n",
       "2528  https://www.ted.com/talks/chance_coughenour_ho...    539207  \n",
       "2529  https://www.ted.com/talks/chetan_bhatt_dare_to...    857850  \n",
       "2530  https://www.ted.com/talks/daan_roosegaarde_a_s...    591131  \n",
       "2531  https://www.ted.com/talks/erin_marie_saltman_h...    665328  \n",
       "2532  https://www.ted.com/talks/ray_dalio_how_to_bui...   1070238  \n",
       "2533  https://www.ted.com/talks/tomas_saraceno_would...    248411  \n",
       "2534  https://www.ted.com/talks/benjamin_grant_what_...    646174  \n",
       "2535  https://www.ted.com/talks/olutimehin_adegbeye_...    707788  \n",
       "2536  https://www.ted.com/talks/caitlin_quattromani_...    566101  \n",
       "2537  https://www.ted.com/talks/emily_esfahani_smith...   1009069  \n",
       "2538  https://www.ted.com/talks/alexander_wagner_wha...    621431  \n",
       "2539  https://www.ted.com/talks/pierre_thiam_a_forgo...    527314  \n",
       "2540  https://www.ted.com/talks/augie_picado_the_rea...    613915  \n",
       "2541  https://www.ted.com/talks/helen_czerski_fun_ho...    656791  \n",
       "2542  https://www.ted.com/talks/sethembile_msezane_l...    542088  \n",
       "2543  https://www.ted.com/talks/jun_wang_how_digital...    534824  \n",
       "2544  https://www.ted.com/talks/oluf_mi_taiwo_why_af...    418368  \n",
       "2545  https://www.ted.com/talks/duarte_geraldino_wha...    450430  \n",
       "2546  https://www.ted.com/talks/armando_azua_bustos_...    417470  \n",
       "2547  https://www.ted.com/talks/radhika_nagpal_what_...    375647  \n",
       "2548  https://www.ted.com/talks/theo_e_j_wilson_a_bl...    419309  \n",
       "2549  https://www.ted.com/talks/karoliina_korppoo_ho...    391721  \n",
       "\n",
       "[2550 rows x 17 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv(\"ted_main.csv\",encoding=\"utf-8\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       4553\n",
       "1        265\n",
       "2        124\n",
       "3        200\n",
       "4        593\n",
       "5        672\n",
       "6        919\n",
       "7         46\n",
       "8        852\n",
       "9        900\n",
       "10        79\n",
       "11        55\n",
       "12        71\n",
       "13       242\n",
       "14        99\n",
       "15       325\n",
       "16       305\n",
       "17        88\n",
       "18       163\n",
       "19        84\n",
       "20       108\n",
       "21       185\n",
       "22        50\n",
       "23       556\n",
       "24       117\n",
       "25       184\n",
       "26       507\n",
       "27        95\n",
       "28       355\n",
       "29       970\n",
       "        ... \n",
       "2520      81\n",
       "2521      13\n",
       "2522      12\n",
       "2523      20\n",
       "2524       9\n",
       "2525      18\n",
       "2526      39\n",
       "2527      17\n",
       "2528       3\n",
       "2529      45\n",
       "2530      12\n",
       "2531      18\n",
       "2532      25\n",
       "2533       9\n",
       "2534       2\n",
       "2535       8\n",
       "2536      21\n",
       "2537      39\n",
       "2538       7\n",
       "2539      10\n",
       "2540      33\n",
       "2541      12\n",
       "2542       3\n",
       "2543       7\n",
       "2544      10\n",
       "2545      17\n",
       "2546       6\n",
       "2547      10\n",
       "2548      32\n",
       "2549       8\n",
       "Name: comments, Length: 2550, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 單行\n",
    "df[\"comments\"] # series type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      comments                                        description\n",
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       "6          919  When two young Mormon missionaries knock on Ju...\n",
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       "8          852  Philosopher Dan Dennett calls for religion -- ...\n",
       "9          900  Pastor Rick Warren, author of \"The Purpose-Dri...\n",
       "10          79  Accepting his 2006 TED Prize, Cameron Sinclair...\n",
       "11          55  Jehane Noujaim unveils her 2006 TED Prize wish...\n",
       "12          71  Accepting the 2006 TED Prize, Dr. Larry Brilli...\n",
       "13         242  Jeff Han shows off a cheap, scalable multi-tou...\n",
       "14          99  Nicholas Negroponte, founder of the MIT Media ...\n",
       "15         325  Violinist Sirena Huang gives a technically bri...\n",
       "16         305  Pianist and composer Jennifer Lin gives a magi...\n",
       "17          88  Fumes from indoor cooking fires kill more than...\n",
       "18         163  Designer Ross Lovegrove expounds his philosoph...\n",
       "19          84  Jimmy Wales recalls how he assembled \"a ragtag...\n",
       "20         108  In 2006, open-learning visionary Richard Baran...\n",
       "21         185  Performer and web toymaker Ze Frank delivers a...\n",
       "22          50  The founding mother of the blog revolution, Mo...\n",
       "23         556  Anthropologist Helen Fisher takes on a tricky ...\n",
       "24         117  Eve Ensler, creator of \"The Vagina Monologues,...\n",
       "25         184  Legendary scientist David Deutsch puts theoret...\n",
       "26         507  Biologist Richard Dawkins makes a case for \"th...\n",
       "27          95  \"Freakonomics\" author Steven Levitt presents n...\n",
       "28         355  \"Tipping Point\" author Malcolm Gladwell gets i...\n",
       "29         970  Dan Gilbert, author of \"Stumbling on Happiness...\n",
       "...        ...                                                ...\n",
       "2520        81  Meet the \"ems\" -- machines that emulate human ...\n",
       "2521        13  Your cells are coated with sugars that store i...\n",
       "2522        12  Every artist has a name, and every artist has ...\n",
       "2523        20  Another economic reality is possible -- one th...\n",
       "2524         9  We're so used to narratives out of Africa bein...\n",
       "2525        18  Could it be wrong to help children in need by ...\n",
       "2526        39  Meet Todai Robot, an AI project that performed...\n",
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       "2531        18  Terrorists and extremists aren't all naturally...\n",
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       "2540        33  We've heard a lot of rhetoric lately suggestin...\n",
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       "2546         6  How can you study Mars without a spaceship? He...\n",
       "2547        10  Science fiction visions of the future show us ...\n",
       "2548        32  In an unmissable talk about race and politics ...\n",
       "2549         8  With more than half of the world population li...\n",
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    "# 多行 [[\"column1\",\"column2\"]]\n",
    "# inside[]:list , outside[]:column\n",
    "df[[\"comments\",\"description\"]] # df type"
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  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "df.head(5)"
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.tail(5)"
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  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "comments                                                           4553\n",
       "description           Sir Ken Robinson makes an entertaining and pro...\n",
       "duration                                                           1164\n",
       "event                                                           TED2006\n",
       "film_date                                                    1140825600\n",
       "languages                                                            60\n",
       "main_speaker                                               Ken Robinson\n",
       "name                          Ken Robinson: Do schools kill creativity?\n",
       "num_speaker                                                           1\n",
       "published_date                                               1151367060\n",
       "ratings               [{'id': 7, 'name': 'Funny', 'count': 19645}, {...\n",
       "related_talks         [{'id': 865, 'hero': 'https://pe.tedcdn.com/im...\n",
       "speaker_occupation                                      Author/educator\n",
       "tags                  ['children', 'creativity', 'culture', 'dance',...\n",
       "title                                       Do schools kill creativity?\n",
       "url                   https://www.ted.com/talks/ken_robinson_says_sc...\n",
       "views                                                          47227110\n",
       "Name: 0, dtype: object"
      ]
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "# only one column -> [\"firstcolum\",\"secondcolumn\",...]\n",
    "df.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "      <td>Stellar astronomer</td>\n",
       "      <td>['TED Fellows', 'exploration', 'science', 'tec...</td>\n",
       "      <td>Finding planets around other stars</td>\n",
       "      <td>https://www.ted.com/talks/lucianne_walkowicz_f...</td>\n",
       "      <td>1079565</td>\n",
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       "      <th>1001</th>\n",
       "      <td>380</td>\n",
       "      <td>Using three iPods like magical props, Marco Te...</td>\n",
       "      <td>307</td>\n",
       "      <td>TEDGlobal 2011</td>\n",
       "      <td>1310601600</td>\n",
       "      <td>47</td>\n",
       "      <td>Marco Tempest</td>\n",
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       "      <td>Techno-illusionist</td>\n",
       "      <td>['art', 'design', 'entertainment', 'illusion',...</td>\n",
       "      <td>The magic of truth and lies (and iPods)</td>\n",
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       "      <td>5447236</td>\n",
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       "      <th>1002</th>\n",
       "      <td>63</td>\n",
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       "      <td>335</td>\n",
       "      <td>TED2011</td>\n",
       "      <td>1298937600</td>\n",
       "      <td>41</td>\n",
       "      <td>Dan Ariely</td>\n",
       "      <td>Dan Ariely: Beware conflicts of interest</td>\n",
       "      <td>1</td>\n",
       "      <td>1314628174</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 190...</td>\n",
       "      <td>[{'id': 548, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Behavioral economist</td>\n",
       "      <td>['cognitive science', 'economics', 'medical re...</td>\n",
       "      <td>Beware conflicts of interest</td>\n",
       "      <td>https://www.ted.com/talks/dan_ariely_beware_co...</td>\n",
       "      <td>1055562</td>\n",
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       "      <th>1003</th>\n",
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       "      <td>1021</td>\n",
       "      <td>TEDGlobal 2011</td>\n",
       "      <td>1310601600</td>\n",
       "      <td>33</td>\n",
       "      <td>Svante Pääbo</td>\n",
       "      <td>Svante Pääbo: DNA clues to our inner neanderthal</td>\n",
       "      <td>1</td>\n",
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       "      <td>DNA clues to our inner neanderthal</td>\n",
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       "      <td>35</td>\n",
       "      <td>Julia Bacha</td>\n",
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       "      <td>1</td>\n",
       "      <td>1314803416</td>\n",
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      "text/plain": [
       "      comments                                        description  duration  \\\n",
       "1000       131  How do we find planets -- even habitable plane...       264   \n",
       "1001       380  Using three iPods like magical props, Marco Te...       307   \n",
       "1002        63  In this short talk, psychologist Dan Ariely te...       335   \n",
       "1003       143  Sharing the results of a massive, worldwide st...      1021   \n",
       "1004       323  In 2003, the Palestinian village of Budrus mou...       651   \n",
       "\n",
       "               event   film_date  languages        main_speaker  \\\n",
       "1000  TEDGlobal 2011  1310342400         41  Lucianne Walkowicz   \n",
       "1001  TEDGlobal 2011  1310601600         47       Marco Tempest   \n",
       "1002         TED2011  1298937600         41          Dan Ariely   \n",
       "1003  TEDGlobal 2011  1310601600         33        Svante Pääbo   \n",
       "1004  TEDGlobal 2011  1310515200         35         Julia Bacha   \n",
       "\n",
       "                                                   name  num_speaker  \\\n",
       "1000  Lucianne Walkowicz: Finding planets around oth...            1   \n",
       "1001  Marco Tempest: The magic of truth and lies (an...            1   \n",
       "1002           Dan Ariely: Beware conflicts of interest            1   \n",
       "1003   Svante Pääbo: DNA clues to our inner neanderthal            1   \n",
       "1004          Julia Bacha: Pay attention to nonviolence            1   \n",
       "\n",
       "      published_date                                            ratings  \\\n",
       "1000      1313078566  [{'id': 23, 'name': 'Jaw-dropping', 'count': 1...   \n",
       "1001      1313162529  [{'id': 22, 'name': 'Fascinating', 'count': 16...   \n",
       "1002      1314628174  [{'id': 24, 'name': 'Persuasive', 'count': 190...   \n",
       "1003      1314717296  [{'id': 25, 'name': 'OK', 'count': 56}, {'id':...   \n",
       "1004      1314803416  [{'id': 10, 'name': 'Inspiring', 'count': 745}...   \n",
       "\n",
       "                                          related_talks    speaker_occupation  \\\n",
       "1000  [{'id': 920, 'hero': 'https://pe.tedcdn.com/im...    Stellar astronomer   \n",
       "1001  [{'id': 310, 'hero': 'https://pe.tedcdn.com/im...    Techno-illusionist   \n",
       "1002  [{'id': 548, 'hero': 'https://pe.tedcdn.com/im...  Behavioral economist   \n",
       "1003  [{'id': 323, 'hero': 'https://pe.tedcdn.com/im...            Geneticist   \n",
       "1004  [{'id': 55, 'hero': 'https://pe.tedcdn.com/ima...             Filmmaker   \n",
       "\n",
       "                                                   tags  \\\n",
       "1000  ['TED Fellows', 'exploration', 'science', 'tec...   \n",
       "1001  ['art', 'design', 'entertainment', 'illusion',...   \n",
       "1002  ['cognitive science', 'economics', 'medical re...   \n",
       "1003         ['DNA', 'biology', 'evolution', 'science']   \n",
       "1004  ['communication', 'compassion', 'entertainment...   \n",
       "\n",
       "                                        title  \\\n",
       "1000       Finding planets around other stars   \n",
       "1001  The magic of truth and lies (and iPods)   \n",
       "1002             Beware conflicts of interest   \n",
       "1003       DNA clues to our inner neanderthal   \n",
       "1004             Pay attention to nonviolence   \n",
       "\n",
       "                                                    url    views  \n",
       "1000  https://www.ted.com/talks/lucianne_walkowicz_f...  1079565  \n",
       "1001  https://www.ted.com/talks/marco_tempest_the_ma...  5447236  \n",
       "1002  https://www.ted.com/talks/dan_ariely_beware_co...  1055562  \n",
       "1003  https://www.ted.com/talks/svante_paeaebo_dna_c...  1399333  \n",
       "1004            https://www.ted.com/talks/julia_bacha\\n   740934  "
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       "    <tr>\n",
       "      <th>2539</th>\n",
       "      <td>1503792000</td>\n",
       "      <td>2017-08-27 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2540</th>\n",
       "      <td>1500508800</td>\n",
       "      <td>2017-07-20 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2541</th>\n",
       "      <td>1487462400</td>\n",
       "      <td>2017-02-19 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2542</th>\n",
       "      <td>1503792000</td>\n",
       "      <td>2017-08-27 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2543</th>\n",
       "      <td>1492992000</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2544</th>\n",
       "      <td>1503792000</td>\n",
       "      <td>2017-08-27 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2545</th>\n",
       "      <td>1496707200</td>\n",
       "      <td>2017-06-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2546</th>\n",
       "      <td>1492992000</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>1492992000</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2548</th>\n",
       "      <td>1499472000</td>\n",
       "      <td>2017-07-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>1492992000</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2550 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       film_date              filmutc\n",
       "0     1140825600  2006-02-25 00:00:00\n",
       "1     1140825600  2006-02-25 00:00:00\n",
       "2     1140739200  2006-02-24 00:00:00\n",
       "3     1140912000  2006-02-26 00:00:00\n",
       "4     1140566400  2006-02-22 00:00:00\n",
       "5     1138838400  2006-02-02 00:00:00\n",
       "6     1140739200  2006-02-24 00:00:00\n",
       "7     1140652800  2006-02-23 00:00:00\n",
       "8     1138838400  2006-02-02 00:00:00\n",
       "9     1140825600  2006-02-25 00:00:00\n",
       "10    1140912000  2006-02-26 00:00:00\n",
       "11    1140912000  2006-02-26 00:00:00\n",
       "12    1140652800  2006-02-23 00:00:00\n",
       "13    1139184000  2006-02-06 00:00:00\n",
       "14    1140652800  2006-02-23 00:00:00\n",
       "15    1140652800  2006-02-23 00:00:00\n",
       "16    1077753600  2004-02-26 00:00:00\n",
       "17    1140739200  2006-02-24 00:00:00\n",
       "18    1109289600  2005-02-25 00:00:00\n",
       "19    1121299200  2005-07-14 00:00:00\n",
       "20    1140652800  2006-02-23 00:00:00\n",
       "21    1077580800  2004-02-24 00:00:00\n",
       "22    1140652800  2006-02-23 00:00:00\n",
       "23    1140739200  2006-02-24 00:00:00\n",
       "24    1075852800  2004-02-04 00:00:00\n",
       "25    1121299200  2005-07-14 00:00:00\n",
       "26    1120694400  2005-07-07 00:00:00\n",
       "27    1077840000  2004-02-27 00:00:00\n",
       "28    1077753600  2004-02-26 00:00:00\n",
       "29    1075680000  2004-02-02 00:00:00\n",
       "...          ...                  ...\n",
       "2520  1492992000  2017-04-24 00:00:00\n",
       "2521  1461456000  2016-04-24 00:00:00\n",
       "2522  1492992000  2017-04-24 00:00:00\n",
       "2523  1475884800  2016-10-08 00:00:00\n",
       "2524  1492992000  2017-04-24 00:00:00\n",
       "2525  1464048000  2016-05-24 00:00:00\n",
       "2526  1492992000  2017-04-24 00:00:00\n",
       "2527  1492905600  2017-04-23 00:00:00\n",
       "2528  1465344000  2016-06-08 00:00:00\n",
       "2529  1429833600  2015-04-24 00:00:00\n",
       "2530  1492992000  2017-04-24 00:00:00\n",
       "2531  1466208000  2016-06-18 00:00:00\n",
       "2532  1492992000  2017-04-24 00:00:00\n",
       "2533  1492992000  2017-04-24 00:00:00\n",
       "2534  1491523200  2017-04-07 00:00:00\n",
       "2535  1503792000  2017-08-27 00:00:00\n",
       "2536  1499472000  2017-07-08 00:00:00\n",
       "2537  1492992000  2017-04-24 00:00:00\n",
       "2538  1478822400  2016-11-11 00:00:00\n",
       "2539  1503792000  2017-08-27 00:00:00\n",
       "2540  1500508800  2017-07-20 00:00:00\n",
       "2541  1487462400  2017-02-19 00:00:00\n",
       "2542  1503792000  2017-08-27 00:00:00\n",
       "2543  1492992000  2017-04-24 00:00:00\n",
       "2544  1503792000  2017-08-27 00:00:00\n",
       "2545  1496707200  2017-06-06 00:00:00\n",
       "2546  1492992000  2017-04-24 00:00:00\n",
       "2547  1492992000  2017-04-24 00:00:00\n",
       "2548  1499472000  2017-07-08 00:00:00\n",
       "2549  1492992000  2017-04-24 00:00:00\n",
       "\n",
       "[2550 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "def trans(timestamp):\n",
    "    return str(datetime.utcfromtimestamp(timestamp))\n",
    "df[\"filmutc\"] = df[\"film_date\"].apply(trans) # reset back to original df\n",
    "df[[\"film_date\",\"filmutc\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2006-02-25 00:00:00'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "str(datetime.utcfromtimestamp(1140825600))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>comments</th>\n",
       "      <th>description</th>\n",
       "      <th>duration</th>\n",
       "      <th>event</th>\n",
       "      <th>film_date</th>\n",
       "      <th>languages</th>\n",
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       "      <th>num_speaker</th>\n",
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       "      <th>ratings</th>\n",
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       "      <th>tags</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4553</td>\n",
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       "      <td>1164</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140825600</td>\n",
       "      <td>60</td>\n",
       "      <td>Ken Robinson</td>\n",
       "      <td>Ken Robinson: Do schools kill creativity?</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 19645}, {...</td>\n",
       "      <td>[{'id': 865, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Author/educator</td>\n",
       "      <td>['children', 'creativity', 'culture', 'dance',...</td>\n",
       "      <td>Do schools kill creativity?</td>\n",
       "      <td>https://www.ted.com/talks/ken_robinson_says_sc...</td>\n",
       "      <td>47227110</td>\n",
       "      <td>2006-02-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>124</td>\n",
       "      <td>New York Times columnist David Pogue takes aim...</td>\n",
       "      <td>1286</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140739200</td>\n",
       "      <td>26</td>\n",
       "      <td>David Pogue</td>\n",
       "      <td>David Pogue: Simplicity sells</td>\n",
       "      <td>1</td>\n",
       "      <td>1151367060</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 964}, {'i...</td>\n",
       "      <td>[{'id': 1725, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Technology columnist</td>\n",
       "      <td>['computers', 'entertainment', 'interface desi...</td>\n",
       "      <td>Simplicity sells</td>\n",
       "      <td>https://www.ted.com/talks/david_pogue_says_sim...</td>\n",
       "      <td>1636292</td>\n",
       "      <td>2006-02-24 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                        description  duration  \\\n",
       "0      4553  Sir Ken Robinson makes an entertaining and pro...      1164   \n",
       "2       124  New York Times columnist David Pogue takes aim...      1286   \n",
       "\n",
       "     event   film_date  languages  main_speaker  \\\n",
       "0  TED2006  1140825600         60  Ken Robinson   \n",
       "2  TED2006  1140739200         26   David Pogue   \n",
       "\n",
       "                                        name  num_speaker  published_date  \\\n",
       "0  Ken Robinson: Do schools kill creativity?            1      1151367060   \n",
       "2              David Pogue: Simplicity sells            1      1151367060   \n",
       "\n",
       "                                             ratings  \\\n",
       "0  [{'id': 7, 'name': 'Funny', 'count': 19645}, {...   \n",
       "2  [{'id': 7, 'name': 'Funny', 'count': 964}, {'i...   \n",
       "\n",
       "                                       related_talks    speaker_occupation  \\\n",
       "0  [{'id': 865, 'hero': 'https://pe.tedcdn.com/im...       Author/educator   \n",
       "2  [{'id': 1725, 'hero': 'https://pe.tedcdn.com/i...  Technology columnist   \n",
       "\n",
       "                                                tags  \\\n",
       "0  ['children', 'creativity', 'culture', 'dance',...   \n",
       "2  ['computers', 'entertainment', 'interface desi...   \n",
       "\n",
       "                         title  \\\n",
       "0  Do schools kill creativity?   \n",
       "2             Simplicity sells   \n",
       "\n",
       "                                                 url     views  \\\n",
       "0  https://www.ted.com/talks/ken_robinson_says_sc...  47227110   \n",
       "2  https://www.ted.com/talks/david_pogue_says_sim...   1636292   \n",
       "\n",
       "               filmutc  \n",
       "0  2006-02-25 00:00:00  \n",
       "2  2006-02-24 00:00:00  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filter : [[True,False,True]]\n",
    "df.head(3) [[True,False,True]] # False will be deleted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>comments</th>\n",
       "      <th>description</th>\n",
       "      <th>duration</th>\n",
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       "      <td>4553</td>\n",
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       "      <td>Author/educator</td>\n",
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       "      <td>1</td>\n",
       "      <td>1269249180</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 923...</td>\n",
       "      <td>[{'id': 666, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Neuroscientist, philosopher</td>\n",
       "      <td>['culture', 'evolutionary psychology', 'global...</td>\n",
       "      <td>Science can answer moral questions</td>\n",
       "      <td>https://www.ted.com/talks/sam_harris_science_c...</td>\n",
       "      <td>3433437</td>\n",
       "      <td>2010-02-11 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     comments                                        description  duration  \\\n",
       "0        4553  Sir Ken Robinson makes an entertaining and pro...      1164   \n",
       "644      3356  Questions of good and evil, right and wrong ar...      1386   \n",
       "\n",
       "       event   film_date  languages  main_speaker  \\\n",
       "0    TED2006  1140825600         60  Ken Robinson   \n",
       "644  TED2010  1265846400         39    Sam Harris   \n",
       "\n",
       "                                               name  num_speaker  \\\n",
       "0         Ken Robinson: Do schools kill creativity?            1   \n",
       "644  Sam Harris: Science can answer moral questions            1   \n",
       "\n",
       "     published_date                                            ratings  \\\n",
       "0        1151367060  [{'id': 7, 'name': 'Funny', 'count': 19645}, {...   \n",
       "644      1269249180  [{'id': 8, 'name': 'Informative', 'count': 923...   \n",
       "\n",
       "                                         related_talks  \\\n",
       "0    [{'id': 865, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "644  [{'id': 666, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "\n",
       "              speaker_occupation  \\\n",
       "0                Author/educator   \n",
       "644  Neuroscientist, philosopher   \n",
       "\n",
       "                                                  tags  \\\n",
       "0    ['children', 'creativity', 'culture', 'dance',...   \n",
       "644  ['culture', 'evolutionary psychology', 'global...   \n",
       "\n",
       "                                  title  \\\n",
       "0           Do schools kill creativity?   \n",
       "644  Science can answer moral questions   \n",
       "\n",
       "                                                   url     views  \\\n",
       "0    https://www.ted.com/talks/ken_robinson_says_sc...  47227110   \n",
       "644  https://www.ted.com/talks/sam_harris_science_c...   3433437   \n",
       "\n",
       "                 filmutc  \n",
       "0    2006-02-25 00:00:00  \n",
       "644  2010-02-11 00:00:00  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def filterflow(comments):\n",
    "    if comments > 3000 and comments < 5000:\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "f = df[\"comments\"].apply(filterflow)\n",
    "df[f]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "143\n"
     ]
    },
    {
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       "      <td>2006-02-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99</td>\n",
       "      <td>Nicholas Negroponte, founder of the MIT Media ...</td>\n",
       "      <td>1057</td>\n",
       "      <td>TED2006</td>\n",
       "      <td>1140652800</td>\n",
       "      <td>25</td>\n",
       "      <td>Nicholas Negroponte</td>\n",
       "      <td>Nicholas Negroponte: One Laptop per Child</td>\n",
       "      <td>1</td>\n",
       "      <td>1154391060</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 83},...</td>\n",
       "      <td>[{'id': 2043, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Tech visionary</td>\n",
       "      <td>['children', 'design', 'education', 'entrepren...</td>\n",
       "      <td>One Laptop per Child</td>\n",
       "      <td>https://www.ted.com/talks/nicholas_negroponte_...</td>\n",
       "      <td>358304</td>\n",
       "      <td>2006-02-23 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>45</td>\n",
       "      <td>Author and illustrator Maira Kalman talks abou...</td>\n",
       "      <td>1050</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>21</td>\n",
       "      <td>Maira Kalman</td>\n",
       "      <td>Maira Kalman: The illustrated woman</td>\n",
       "      <td>1</td>\n",
       "      <td>1192499400</td>\n",
       "      <td>[{'id': 2, 'name': 'Confusing', 'count': 160},...</td>\n",
       "      <td>[{'id': 396, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Illustrator, author</td>\n",
       "      <td>['art', 'children', 'culture', 'design', 'ente...</td>\n",
       "      <td>The illustrated woman</td>\n",
       "      <td>https://www.ted.com/talks/maira_kalman_the_ill...</td>\n",
       "      <td>672254</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>435</td>\n",
       "      <td>At TED U, Gever Tulley, founder of the Tinkeri...</td>\n",
       "      <td>558</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>40</td>\n",
       "      <td>Gever Tulley</td>\n",
       "      <td>Gever Tulley: 5 dangerous things you should le...</td>\n",
       "      <td>1</td>\n",
       "      <td>1198200420</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 1035...</td>\n",
       "      <td>[{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Tinkerer</td>\n",
       "      <td>['children', 'design', 'entertainment', 'paren...</td>\n",
       "      <td>5 dangerous things you should let your kids do</td>\n",
       "      <td>https://www.ted.com/talks/gever_tulley_on_5_da...</td>\n",
       "      <td>4364865</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>95</td>\n",
       "      <td>Bill Strickland tells a quiet and astonishing ...</td>\n",
       "      <td>2128</td>\n",
       "      <td>TED2002</td>\n",
       "      <td>1012608000</td>\n",
       "      <td>19</td>\n",
       "      <td>Bill Strickland</td>\n",
       "      <td>Bill Strickland: Rebuilding a neighborhood wit...</td>\n",
       "      <td>1</td>\n",
       "      <td>1200870300</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 1...</td>\n",
       "      <td>[{'id': 53, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Social innovator</td>\n",
       "      <td>['MacArthur grant', 'activism', 'children', 'c...</td>\n",
       "      <td>Rebuilding a neighborhood with beauty, dignity...</td>\n",
       "      <td>https://www.ted.com/talks/bill_strickland_make...</td>\n",
       "      <td>611092</td>\n",
       "      <td>2002-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>26</td>\n",
       "      <td>Moneyman Steve Jurvetson takes TEDsters inside...</td>\n",
       "      <td>202</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>32</td>\n",
       "      <td>Steve Jurvetson</td>\n",
       "      <td>Steve Jurvetson: Model rocketry</td>\n",
       "      <td>1</td>\n",
       "      <td>1204115160</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 67}, {'id':...</td>\n",
       "      <td>[{'id': 1402, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Venture capitalist</td>\n",
       "      <td>['TED Brain Trust', 'children', 'design', 'ent...</td>\n",
       "      <td>Model rocketry</td>\n",
       "      <td>https://www.ted.com/talks/steve_jurvetson_on_m...</td>\n",
       "      <td>412154</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>61</td>\n",
       "      <td>With all the intensity and brilliance for whic...</td>\n",
       "      <td>1237</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>29</td>\n",
       "      <td>Alan Kay</td>\n",
       "      <td>Alan Kay: A powerful idea about ideas</td>\n",
       "      <td>1</td>\n",
       "      <td>1204625340</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 238}...</td>\n",
       "      <td>[{'id': 41, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Educator and computing pioneer</td>\n",
       "      <td>['children', 'collaboration', 'computers', 'de...</td>\n",
       "      <td>A powerful idea about ideas</td>\n",
       "      <td>https://www.ted.com/talks/alan_kay_shares_a_po...</td>\n",
       "      <td>777609</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>231</td>\n",
       "      <td>Accepting his 2008 TED Prize, author Dave Egge...</td>\n",
       "      <td>1535</td>\n",
       "      <td>TED2008</td>\n",
       "      <td>1204156800</td>\n",
       "      <td>32</td>\n",
       "      <td>Dave Eggers</td>\n",
       "      <td>Dave Eggers: My wish: Once Upon a School</td>\n",
       "      <td>1</td>\n",
       "      <td>1205805540</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 452},...</td>\n",
       "      <td>[{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Author, publisher, education activist</td>\n",
       "      <td>['TED Prize', 'activism', 'children', 'collabo...</td>\n",
       "      <td>My wish: Once Upon a School</td>\n",
       "      <td>https://www.ted.com/talks/dave_eggers_makes_hi...</td>\n",
       "      <td>1357888</td>\n",
       "      <td>2008-02-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>197</td>\n",
       "      <td>Photographer Rick Smolan tells the unforgettab...</td>\n",
       "      <td>1507</td>\n",
       "      <td>EG 2007</td>\n",
       "      <td>1197417600</td>\n",
       "      <td>25</td>\n",
       "      <td>Rick Smolan</td>\n",
       "      <td>Rick Smolan: The story of a girl</td>\n",
       "      <td>1</td>\n",
       "      <td>1214980200</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 344}...</td>\n",
       "      <td>[{'id': 34, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Photographer</td>\n",
       "      <td>['art', 'children', 'family', 'global issues',...</td>\n",
       "      <td>The story of a girl</td>\n",
       "      <td>https://www.ted.com/talks/rick_smolan_tells_th...</td>\n",
       "      <td>1123955</td>\n",
       "      <td>2007-12-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>134</td>\n",
       "      <td>Speaking at the 2007 EG conference, trainer Ia...</td>\n",
       "      <td>886</td>\n",
       "      <td>EG 2007</td>\n",
       "      <td>1196640000</td>\n",
       "      <td>25</td>\n",
       "      <td>Ian Dunbar</td>\n",
       "      <td>Ian Dunbar: Dog-friendly dog training</td>\n",
       "      <td>1</td>\n",
       "      <td>1219280400</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 78}, {'id':...</td>\n",
       "      <td>[{'id': 2031, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Animal behaviorist</td>\n",
       "      <td>['animals', 'brain', 'children', 'psychology']</td>\n",
       "      <td>Dog-friendly dog training</td>\n",
       "      <td>https://www.ted.com/talks/ian_dunbar_on_dog_fr...</td>\n",
       "      <td>1002304</td>\n",
       "      <td>2007-12-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>174</td>\n",
       "      <td>Speaking at LIFT 2007, Sugata Mitra talks abou...</td>\n",
       "      <td>1259</td>\n",
       "      <td>LIFT 2007</td>\n",
       "      <td>1170374400</td>\n",
       "      <td>30</td>\n",
       "      <td>Sugata Mitra</td>\n",
       "      <td>Sugata Mitra: Kids can teach themselves</td>\n",
       "      <td>1</td>\n",
       "      <td>1219798800</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 620}...</td>\n",
       "      <td>[{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Education researcher</td>\n",
       "      <td>['children', 'cities', 'culture', 'education',...</td>\n",
       "      <td>Kids can teach themselves</td>\n",
       "      <td>https://www.ted.com/talks/sugata_mitra_shows_h...</td>\n",
       "      <td>1486853</td>\n",
       "      <td>2007-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>68</td>\n",
       "      <td>Storyteller Carmen Agra Deedy spins a funny, w...</td>\n",
       "      <td>1414</td>\n",
       "      <td>TED2005</td>\n",
       "      <td>1107302400</td>\n",
       "      <td>23</td>\n",
       "      <td>Carmen Agra Deedy</td>\n",
       "      <td>Carmen Agra Deedy: Once upon a time, my mother...</td>\n",
       "      <td>1</td>\n",
       "      <td>1221181200</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 84}, {'id':...</td>\n",
       "      <td>[{'id': 60, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Storyteller</td>\n",
       "      <td>['children', 'entertainment', 'memory', 'story...</td>\n",
       "      <td>Once upon a time, my mother ...</td>\n",
       "      <td>https://www.ted.com/talks/carmen_agra_deedy_sp...</td>\n",
       "      <td>672797</td>\n",
       "      <td>2005-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>219</td>\n",
       "      <td>Speaking at the 2007 EG conference, \"renegade ...</td>\n",
       "      <td>1182</td>\n",
       "      <td>EG 2007</td>\n",
       "      <td>1197417600</td>\n",
       "      <td>26</td>\n",
       "      <td>Ann Cooper</td>\n",
       "      <td>Ann Cooper: What's wrong with school lunches</td>\n",
       "      <td>1</td>\n",
       "      <td>1221526800</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 416...</td>\n",
       "      <td>[{'id': 263, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Lunch lady</td>\n",
       "      <td>['children', 'economics', 'education', 'food',...</td>\n",
       "      <td>What's wrong with school lunches</td>\n",
       "      <td>https://www.ted.com/talks/ann_cooper_talks_sch...</td>\n",
       "      <td>1137771</td>\n",
       "      <td>2007-12-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>383</td>\n",
       "      <td>Philip Zimbardo knows how easy it is for nice ...</td>\n",
       "      <td>1396</td>\n",
       "      <td>TED2008</td>\n",
       "      <td>1201910400</td>\n",
       "      <td>33</td>\n",
       "      <td>Philip Zimbardo</td>\n",
       "      <td>Philip Zimbardo: The psychology of evil</td>\n",
       "      <td>1</td>\n",
       "      <td>1222131600</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 7...</td>\n",
       "      <td>[{'id': 163, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Psychologist</td>\n",
       "      <td>['children', 'crime', 'culture', 'education', ...</td>\n",
       "      <td>The psychology of evil</td>\n",
       "      <td>https://www.ted.com/talks/philip_zimbardo_on_t...</td>\n",
       "      <td>5842377</td>\n",
       "      <td>2008-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>39</td>\n",
       "      <td>Pleo the robot dinosaur acts like a living pet...</td>\n",
       "      <td>1107</td>\n",
       "      <td>EG 2007</td>\n",
       "      <td>1197417600</td>\n",
       "      <td>17</td>\n",
       "      <td>Caleb Chung</td>\n",
       "      <td>Caleb Chung: Playtime with Pleo, your robotic ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1222304400</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 95},...</td>\n",
       "      <td>[{'id': 280, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Toy designer</td>\n",
       "      <td>['children', 'design', 'dinosaurs', 'entertain...</td>\n",
       "      <td>Playtime with Pleo, your robotic dinosaur friend</td>\n",
       "      <td>https://www.ted.com/talks/caleb_chung_plays_wi...</td>\n",
       "      <td>417769</td>\n",
       "      <td>2007-12-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>218</td>\n",
       "      <td>Steven Pinker's book The Blank Slate argues th...</td>\n",
       "      <td>1362</td>\n",
       "      <td>TED2003</td>\n",
       "      <td>1046390400</td>\n",
       "      <td>29</td>\n",
       "      <td>Steven Pinker</td>\n",
       "      <td>Steven Pinker: Human nature and the blank slate</td>\n",
       "      <td>1</td>\n",
       "      <td>1222390800</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 284...</td>\n",
       "      <td>[{'id': 163, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Psychologist</td>\n",
       "      <td>['TED Brain Trust', 'books', 'brain', 'childre...</td>\n",
       "      <td>Human nature and the blank slate</td>\n",
       "      <td>https://www.ted.com/talks/steven_pinker_chalks...</td>\n",
       "      <td>1044038</td>\n",
       "      <td>2003-02-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>116</td>\n",
       "      <td>TED follows Nicholas Negroponte to Colombia as...</td>\n",
       "      <td>408</td>\n",
       "      <td>TED in the Field</td>\n",
       "      <td>1228348800</td>\n",
       "      <td>30</td>\n",
       "      <td>Nicholas Negroponte</td>\n",
       "      <td>Nicholas Negroponte: Taking OLPC to Colombia</td>\n",
       "      <td>1</td>\n",
       "      <td>1229959020</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 246}...</td>\n",
       "      <td>[{'id': 41, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Tech visionary</td>\n",
       "      <td>['children', 'computers', 'design', 'global is...</td>\n",
       "      <td>Taking OLPC to Colombia</td>\n",
       "      <td>https://www.ted.com/talks/nicholas_negroponte_...</td>\n",
       "      <td>363202</td>\n",
       "      <td>2008-12-04 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>68</td>\n",
       "      <td>In this unmissable look at the magic of comics...</td>\n",
       "      <td>1028</td>\n",
       "      <td>TED2005</td>\n",
       "      <td>1109548800</td>\n",
       "      <td>25</td>\n",
       "      <td>Scott McCloud</td>\n",
       "      <td>Scott McCloud: The visual magic of comics</td>\n",
       "      <td>1</td>\n",
       "      <td>1231808400</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 217},...</td>\n",
       "      <td>[{'id': 215, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Cartoonist</td>\n",
       "      <td>['art', 'books', 'children', 'computers', 'cre...</td>\n",
       "      <td>The visual magic of comics</td>\n",
       "      <td>https://www.ted.com/talks/scott_mccloud_on_com...</td>\n",
       "      <td>1022333</td>\n",
       "      <td>2005-02-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>147</td>\n",
       "      <td>MIT grad student David Merrill demos Siftables...</td>\n",
       "      <td>429</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233878400</td>\n",
       "      <td>29</td>\n",
       "      <td>David Merrill</td>\n",
       "      <td>David Merrill: Toy tiles that talk to each other</td>\n",
       "      <td>1</td>\n",
       "      <td>1234431300</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 824},...</td>\n",
       "      <td>[{'id': 350, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>MIT grad student</td>\n",
       "      <td>['art', 'business', 'children', 'computers', '...</td>\n",
       "      <td>Toy tiles that talk to each other</td>\n",
       "      <td>https://www.ted.com/talks/david_merrill_demos_...</td>\n",
       "      <td>1765153</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>204</td>\n",
       "      <td>The Teresa Carreño Youth Orchestra contains th...</td>\n",
       "      <td>1026</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233792000</td>\n",
       "      <td>29</td>\n",
       "      <td>Gustavo Dudamel and the Teresa Carreño Youth O...</td>\n",
       "      <td>Gustavo Dudamel and the Teresa Carreño Youth O...</td>\n",
       "      <td>1</td>\n",
       "      <td>1234980000</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 668},...</td>\n",
       "      <td>[{'id': 464, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Ensemble</td>\n",
       "      <td>['TED Prize', 'children', 'conducting', 'cultu...</td>\n",
       "      <td>El Sistema's top youth orchestra</td>\n",
       "      <td>https://www.ted.com/talks/astonishing_performa...</td>\n",
       "      <td>2062308</td>\n",
       "      <td>2009-02-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>91</td>\n",
       "      <td>At TED in 1998, Brenda Laurel asks: Why are al...</td>\n",
       "      <td>788</td>\n",
       "      <td>TED1998</td>\n",
       "      <td>886377600</td>\n",
       "      <td>30</td>\n",
       "      <td>Brenda Laurel</td>\n",
       "      <td>Brenda Laurel: Why not make video games for gi...</td>\n",
       "      <td>1</td>\n",
       "      <td>1235955600</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 90}, {'id':...</td>\n",
       "      <td>[{'id': 361, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Designer and theorist</td>\n",
       "      <td>['children', 'culture', 'design', 'entertainme...</td>\n",
       "      <td>Why not make video games for girls?</td>\n",
       "      <td>https://www.ted.com/talks/brenda_laurel_on_mak...</td>\n",
       "      <td>382517</td>\n",
       "      <td>1998-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>61</td>\n",
       "      <td>A unique ecosystem of plants, birds and monkey...</td>\n",
       "      <td>990</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233878400</td>\n",
       "      <td>20</td>\n",
       "      <td>Nalini Nadkarni</td>\n",
       "      <td>Nalini Nadkarni: Conserving the canopy</td>\n",
       "      <td>1</td>\n",
       "      <td>1236128400</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 298}...</td>\n",
       "      <td>[{'id': 475, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Tree researcher</td>\n",
       "      <td>['activism', 'animals', 'biodiversity', 'biolo...</td>\n",
       "      <td>Conserving the canopy</td>\n",
       "      <td>https://www.ted.com/talks/nalini_nadkani_on_co...</td>\n",
       "      <td>398835</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>152</td>\n",
       "      <td>A pioneer in research on play, Dr. Stuart Brow...</td>\n",
       "      <td>1602</td>\n",
       "      <td>Serious Play 2008</td>\n",
       "      <td>1210204800</td>\n",
       "      <td>29</td>\n",
       "      <td>Stuart Brown</td>\n",
       "      <td>Stuart Brown: Play is more than just fun</td>\n",
       "      <td>1</td>\n",
       "      <td>1236819600</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 375...</td>\n",
       "      <td>[{'id': 202, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Play researcher, psychiatrist</td>\n",
       "      <td>['brain', 'children', 'education', 'entertainm...</td>\n",
       "      <td>Play is more than just fun</td>\n",
       "      <td>https://www.ted.com/talks/stuart_brown_says_pl...</td>\n",
       "      <td>1625469</td>\n",
       "      <td>2008-05-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>267</td>\n",
       "      <td>Why are babies cute? Why is cake sweet? Philos...</td>\n",
       "      <td>465</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233792000</td>\n",
       "      <td>36</td>\n",
       "      <td>Dan Dennett</td>\n",
       "      <td>Dan Dennett: Cute, sexy, sweet, funny</td>\n",
       "      <td>1</td>\n",
       "      <td>1237165200</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 33...</td>\n",
       "      <td>[{'id': 341, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Philosopher, cognitive scientist</td>\n",
       "      <td>['animals', 'biology', 'children', 'comedy', '...</td>\n",
       "      <td>Cute, sexy, sweet, funny</td>\n",
       "      <td>https://www.ted.com/talks/dan_dennett_cute_sex...</td>\n",
       "      <td>2373021</td>\n",
       "      <td>2009-02-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>23</td>\n",
       "      <td>Nathaniel Kahn shares clips from his documenta...</td>\n",
       "      <td>627</td>\n",
       "      <td>TED2002</td>\n",
       "      <td>1012608000</td>\n",
       "      <td>27</td>\n",
       "      <td>Nathaniel Kahn</td>\n",
       "      <td>Nathaniel Kahn: Scenes from \"My Architect\"</td>\n",
       "      <td>1</td>\n",
       "      <td>1239005340</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 103},...</td>\n",
       "      <td>[{'id': 219, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Filmmaker</td>\n",
       "      <td>['architecture', 'children', 'design', 'entert...</td>\n",
       "      <td>Scenes from \"My Architect\"</td>\n",
       "      <td>https://www.ted.com/talks/nathaniel_kahn_on_my...</td>\n",
       "      <td>338831</td>\n",
       "      <td>2002-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>144</td>\n",
       "      <td>In this prophetic 2003 talk -- just days befor...</td>\n",
       "      <td>1071</td>\n",
       "      <td>TED2003</td>\n",
       "      <td>1044144000</td>\n",
       "      <td>19</td>\n",
       "      <td>Gregory Stock</td>\n",
       "      <td>Gregory Stock: To upgrade is human</td>\n",
       "      <td>1</td>\n",
       "      <td>1239670800</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 3...</td>\n",
       "      <td>[{'id': 463, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Author, thinker</td>\n",
       "      <td>['biology', 'biotech', 'children', 'evolution'...</td>\n",
       "      <td>To upgrade is human</td>\n",
       "      <td>https://www.ted.com/talks/gregory_stock_to_upg...</td>\n",
       "      <td>497449</td>\n",
       "      <td>2003-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>591</td>\n",
       "      <td>In this short talk from TED U, Joachim de Posa...</td>\n",
       "      <td>358</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233792000</td>\n",
       "      <td>45</td>\n",
       "      <td>Joachim de Posada</td>\n",
       "      <td>Joachim de Posada: Don't eat the marshmallow!</td>\n",
       "      <td>1</td>\n",
       "      <td>1243213200</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 238},...</td>\n",
       "      <td>[{'id': 837, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Speaker and author</td>\n",
       "      <td>['children', 'culture', 'humor', 'psychology']</td>\n",
       "      <td>Don't eat the marshmallow!</td>\n",
       "      <td>https://www.ted.com/talks/joachim_de_posada_sa...</td>\n",
       "      <td>2613400</td>\n",
       "      <td>2009-02-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>172</td>\n",
       "      <td>John La Grou unveils an ingenious new technolo...</td>\n",
       "      <td>252</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233878400</td>\n",
       "      <td>33</td>\n",
       "      <td>John La Grou</td>\n",
       "      <td>John La Grou: A plug for smart power outlets</td>\n",
       "      <td>1</td>\n",
       "      <td>1244509200</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 110}...</td>\n",
       "      <td>[{'id': 565, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Inventor</td>\n",
       "      <td>['architecture', 'children', 'design', 'energy...</td>\n",
       "      <td>A plug for smart power outlets</td>\n",
       "      <td>https://www.ted.com/talks/john_la_grou_plugs_s...</td>\n",
       "      <td>606042</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>172</td>\n",
       "      <td>Gever Tulley uses engaging photos and footage ...</td>\n",
       "      <td>245</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233878400</td>\n",
       "      <td>41</td>\n",
       "      <td>Gever Tulley</td>\n",
       "      <td>Gever Tulley: Life lessons through tinkering</td>\n",
       "      <td>1</td>\n",
       "      <td>1246323600</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 5...</td>\n",
       "      <td>[{'id': 202, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Tinkerer</td>\n",
       "      <td>['children', 'creativity', 'design', 'educatio...</td>\n",
       "      <td>Life lessons through tinkering</td>\n",
       "      <td>https://www.ted.com/talks/gever_tulley_s_tinke...</td>\n",
       "      <td>1149257</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>26</td>\n",
       "      <td>The legendary design team Charles and Ray Eame...</td>\n",
       "      <td>908</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1170374400</td>\n",
       "      <td>20</td>\n",
       "      <td>Eames Demetrios</td>\n",
       "      <td>Eames Demetrios: The design genius of Charles ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1246842000</td>\n",
       "      <td>[{'id': 2, 'name': 'Confusing', 'count': 94}, ...</td>\n",
       "      <td>[{'id': 520, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Artist</td>\n",
       "      <td>['children', 'creativity', 'design', 'film', '...</td>\n",
       "      <td>The design genius of Charles + Ray Eames</td>\n",
       "      <td>https://www.ted.com/talks/the_design_genius_of...</td>\n",
       "      <td>594111</td>\n",
       "      <td>2007-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>45</td>\n",
       "      <td>What can we expect our kids to learn if they'r...</td>\n",
       "      <td>728</td>\n",
       "      <td>TED Talks Live</td>\n",
       "      <td>1446422400</td>\n",
       "      <td>28</td>\n",
       "      <td>Sam Kass</td>\n",
       "      <td>Sam Kass: Want kids to learn well? Feed them well</td>\n",
       "      <td>1</td>\n",
       "      <td>1483632661</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 442...</td>\n",
       "      <td>[{'id': 765, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Food entrepreneur</td>\n",
       "      <td>['children', 'community', 'education', 'food',...</td>\n",
       "      <td>Want kids to learn well? Feed them well</td>\n",
       "      <td>https://www.ted.com/talks/sam_kass_want_to_tea...</td>\n",
       "      <td>1345520</td>\n",
       "      <td>2015-11-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>116</td>\n",
       "      <td>\"When we tell women that sex isn't worth the r...</td>\n",
       "      <td>896</td>\n",
       "      <td>TEDxOmaha</td>\n",
       "      <td>1475884800</td>\n",
       "      <td>20</td>\n",
       "      <td>Sofia Jawed-Wessel</td>\n",
       "      <td>Sofia Jawed-Wessel: The lies we tell pregnant ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1483719338</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 169},...</td>\n",
       "      <td>[{'id': 2457, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Sex researcher</td>\n",
       "      <td>['TEDx', 'children', 'communication', 'family'...</td>\n",
       "      <td>The lies we tell pregnant women</td>\n",
       "      <td>https://www.ted.com/talks/sofia_jawed_wessel_t...</td>\n",
       "      <td>1614524</td>\n",
       "      <td>2016-10-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2366</th>\n",
       "      <td>92</td>\n",
       "      <td>Creating genetically modified people is no lon...</td>\n",
       "      <td>1099</td>\n",
       "      <td>TEDxVienna</td>\n",
       "      <td>1446249600</td>\n",
       "      <td>16</td>\n",
       "      <td>Paul Knoepfler</td>\n",
       "      <td>Paul Knoepfler: The ethical dilemma of designe...</td>\n",
       "      <td>1</td>\n",
       "      <td>1485188309</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 292...</td>\n",
       "      <td>[{'id': 2354, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Biologist</td>\n",
       "      <td>['AIDS', 'Bioethics', 'CRISPR', 'DNA', 'HIV', ...</td>\n",
       "      <td>The ethical dilemma of designer babies</td>\n",
       "      <td>https://www.ted.com/talks/paul_knoepfler_the_e...</td>\n",
       "      <td>1082248</td>\n",
       "      <td>2015-10-31 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2369</th>\n",
       "      <td>59</td>\n",
       "      <td>As the child of an Afghan mother and Pakistani...</td>\n",
       "      <td>1211</td>\n",
       "      <td>TEDxExeter</td>\n",
       "      <td>1460678400</td>\n",
       "      <td>19</td>\n",
       "      <td>Deeyah Khan</td>\n",
       "      <td>Deeyah Khan: What we don't know about Europe's...</td>\n",
       "      <td>1</td>\n",
       "      <td>1485446543</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 669}...</td>\n",
       "      <td>[{'id': 2024, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Filmmaker</td>\n",
       "      <td>['Europe', 'Middle East', 'TEDx', 'activism', ...</td>\n",
       "      <td>What we don't know about Europe's Muslim kids</td>\n",
       "      <td>https://www.ted.com/talks/deeyah_khan_what_we_...</td>\n",
       "      <td>1195885</td>\n",
       "      <td>2016-04-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2370</th>\n",
       "      <td>29</td>\n",
       "      <td>Deepika Kurup has been determined to solve the...</td>\n",
       "      <td>479</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>32</td>\n",
       "      <td>Deepika Kurup</td>\n",
       "      <td>Deepika Kurup: A young scientist's quest for c...</td>\n",
       "      <td>1</td>\n",
       "      <td>1485533091</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 172...</td>\n",
       "      <td>[{'id': 613, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Inventor, student scientist</td>\n",
       "      <td>['bacteria', 'big problems', 'chemistry', 'chi...</td>\n",
       "      <td>A young scientist's quest for clean water</td>\n",
       "      <td>https://www.ted.com/talks/deepika_kurup_a_youn...</td>\n",
       "      <td>958917</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2380</th>\n",
       "      <td>36</td>\n",
       "      <td>How do parents protect their children and help...</td>\n",
       "      <td>856</td>\n",
       "      <td>TEDxManchester</td>\n",
       "      <td>1455408000</td>\n",
       "      <td>20</td>\n",
       "      <td>Aala El-Khani</td>\n",
       "      <td>Aala El-Khani: What it's like to be a parent i...</td>\n",
       "      <td>1</td>\n",
       "      <td>1486741777</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 203...</td>\n",
       "      <td>[{'id': 2353, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Humanitarian psychologist</td>\n",
       "      <td>['Middle East', 'Syria', 'TEDx', 'children', '...</td>\n",
       "      <td>What it's like to be a parent in a war zone</td>\n",
       "      <td>https://www.ted.com/talks/aala_el_khani_what_i...</td>\n",
       "      <td>896491</td>\n",
       "      <td>2016-02-14 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2381</th>\n",
       "      <td>41</td>\n",
       "      <td>Racism is making people sick -- especially bla...</td>\n",
       "      <td>745</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>14</td>\n",
       "      <td>Miriam Zoila Pérez</td>\n",
       "      <td>Miriam Zoila Pérez: How racism harms pregnant ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1487001956</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 112...</td>\n",
       "      <td>[{'id': 2428, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Writer, activist</td>\n",
       "      <td>['activism', 'children', 'communication', 'com...</td>\n",
       "      <td>How racism harms pregnant women -- and what ca...</td>\n",
       "      <td>https://www.ted.com/talks/miriam_zoila_perez_h...</td>\n",
       "      <td>793925</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2395</th>\n",
       "      <td>19</td>\n",
       "      <td>To honor and celebrate young lives cut short, ...</td>\n",
       "      <td>918</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>17</td>\n",
       "      <td>Kathy Hull</td>\n",
       "      <td>Kathy Hull: Stories from a home for terminally...</td>\n",
       "      <td>1</td>\n",
       "      <td>1488470040</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 283},...</td>\n",
       "      <td>[{'id': 2325, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Pediatric psychologist</td>\n",
       "      <td>['children', 'community', 'death', 'family', '...</td>\n",
       "      <td>Stories from a home for terminally ill children</td>\n",
       "      <td>https://www.ted.com/talks/kathy_hull_stories_f...</td>\n",
       "      <td>890330</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2399</th>\n",
       "      <td>28</td>\n",
       "      <td>Gutsy girls skateboard, climb trees, clamber a...</td>\n",
       "      <td>761</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>23</td>\n",
       "      <td>Caroline Paul</td>\n",
       "      <td>Caroline Paul: To raise brave girls, encourage...</td>\n",
       "      <td>1</td>\n",
       "      <td>1488902214</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 201...</td>\n",
       "      <td>[{'id': 2582, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Author</td>\n",
       "      <td>['Gender equality', 'adventure', 'children', '...</td>\n",
       "      <td>To raise brave girls, encourage adventure</td>\n",
       "      <td>https://www.ted.com/talks/caroline_paul_to_rai...</td>\n",
       "      <td>1465808</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2400</th>\n",
       "      <td>66</td>\n",
       "      <td>For many centuries (and for many reasons) crit...</td>\n",
       "      <td>802</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>18</td>\n",
       "      <td>Jude Kelly</td>\n",
       "      <td>Jude Kelly: Why women should tell the stories ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1488988437</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 56}, {'id...</td>\n",
       "      <td>[{'id': 64, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Theater director, producer</td>\n",
       "      <td>['Gender equality', 'activism', 'art', 'childr...</td>\n",
       "      <td>Why women should tell the stories of humanity</td>\n",
       "      <td>https://www.ted.com/talks/jude_kelly_why_women...</td>\n",
       "      <td>1086882</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2405</th>\n",
       "      <td>101</td>\n",
       "      <td>Why do girls feel empowered to engage in sexua...</td>\n",
       "      <td>1020</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>18</td>\n",
       "      <td>Peggy Orenstein</td>\n",
       "      <td>Peggy Orenstein: What young women believe abou...</td>\n",
       "      <td>1</td>\n",
       "      <td>1489590014</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 229},...</td>\n",
       "      <td>[{'id': 2658, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Journalist, author</td>\n",
       "      <td>['Gender equality', 'children', 'communication...</td>\n",
       "      <td>What young women believe about their own sexua...</td>\n",
       "      <td>https://www.ted.com/talks/peggy_orenstein_what...</td>\n",
       "      <td>1750573</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2406</th>\n",
       "      <td>70</td>\n",
       "      <td>How much energy and brain power do we devote t...</td>\n",
       "      <td>973</td>\n",
       "      <td>TEDxRiodelaPlata</td>\n",
       "      <td>1443052800</td>\n",
       "      <td>10</td>\n",
       "      <td>Karina Galperin</td>\n",
       "      <td>Karina Galperin: Should we simplify spelling?</td>\n",
       "      <td>1</td>\n",
       "      <td>1489676410</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 49},...</td>\n",
       "      <td>[{'id': 2479, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Literary scholar</td>\n",
       "      <td>['TED en Español', 'TEDx', 'children', 'commun...</td>\n",
       "      <td>Should we simplify spelling?</td>\n",
       "      <td>https://www.ted.com/talks/karina_galperin_why_...</td>\n",
       "      <td>448733</td>\n",
       "      <td>2015-09-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2409</th>\n",
       "      <td>22</td>\n",
       "      <td>Critical care doctor Peter Weinstock shows how...</td>\n",
       "      <td>1018</td>\n",
       "      <td>TEDxNatick</td>\n",
       "      <td>1453507200</td>\n",
       "      <td>11</td>\n",
       "      <td>Peter Weinstock</td>\n",
       "      <td>Peter Weinstock: Lifelike simulations that mak...</td>\n",
       "      <td>1</td>\n",
       "      <td>1490021831</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 83}, ...</td>\n",
       "      <td>[{'id': 2555, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Pediatric ICU doctor</td>\n",
       "      <td>['Surgery', 'TEDx', 'brain', 'children', 'educ...</td>\n",
       "      <td>Lifelike simulations that make real-life surge...</td>\n",
       "      <td>https://www.ted.com/talks/peter_weinstock_life...</td>\n",
       "      <td>882840</td>\n",
       "      <td>2016-01-23 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>29</td>\n",
       "      <td>We all go through challenges -- some you can s...</td>\n",
       "      <td>715</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>28</td>\n",
       "      <td>Michele L. Sullivan</td>\n",
       "      <td>Michele L. Sullivan: Asking for help is a stre...</td>\n",
       "      <td>1</td>\n",
       "      <td>1490108130</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 322},...</td>\n",
       "      <td>[{'id': 2641, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Social innovator</td>\n",
       "      <td>['children', 'communication', 'community', 'co...</td>\n",
       "      <td>Asking for help is a strength, not a weakness</td>\n",
       "      <td>https://www.ted.com/talks/michele_l_sullivan_a...</td>\n",
       "      <td>1257054</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2415</th>\n",
       "      <td>39</td>\n",
       "      <td>Breast milk grows babies' bodies, fuels neurod...</td>\n",
       "      <td>599</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477440000</td>\n",
       "      <td>20</td>\n",
       "      <td>Katie Hinde</td>\n",
       "      <td>Katie Hinde: What we don't know about mother's...</td>\n",
       "      <td>1</td>\n",
       "      <td>1490713650</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 127...</td>\n",
       "      <td>[{'id': 2265, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Lactation researcher</td>\n",
       "      <td>['Gender equality', 'activism', 'animals', 'an...</td>\n",
       "      <td>What we don't know about mother's milk</td>\n",
       "      <td>https://www.ted.com/talks/katie_hinde_what_we_...</td>\n",
       "      <td>1107309</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2417</th>\n",
       "      <td>57</td>\n",
       "      <td>Moshe Szyf is a pioneer in the field of epigen...</td>\n",
       "      <td>995</td>\n",
       "      <td>TEDxBratislava</td>\n",
       "      <td>1467504000</td>\n",
       "      <td>17</td>\n",
       "      <td>Moshe Szyf</td>\n",
       "      <td>Moshe Szyf: How early life experience is writt...</td>\n",
       "      <td>1</td>\n",
       "      <td>1490887020</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 349...</td>\n",
       "      <td>[{'id': 2490, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Epigeneticist</td>\n",
       "      <td>['DNA', 'TEDx', 'animals', 'biology', 'biomech...</td>\n",
       "      <td>How early life experience is written into DNA</td>\n",
       "      <td>https://www.ted.com/talks/moshe_szyf_how_early...</td>\n",
       "      <td>1128480</td>\n",
       "      <td>2016-07-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2419</th>\n",
       "      <td>15</td>\n",
       "      <td>Emtithal \"Emi\" Mahmoud writes poetry of resili...</td>\n",
       "      <td>651</td>\n",
       "      <td>TEDMED 2016</td>\n",
       "      <td>1480464000</td>\n",
       "      <td>11</td>\n",
       "      <td>Emtithal Mahmoud</td>\n",
       "      <td>Emtithal Mahmoud: A young poet tells the story...</td>\n",
       "      <td>1</td>\n",
       "      <td>1490973136</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 241},...</td>\n",
       "      <td>[{'id': 2649, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Poet</td>\n",
       "      <td>['Africa', 'TEDMED', 'art', 'children', 'commu...</td>\n",
       "      <td>A young poet tells the story of Darfur</td>\n",
       "      <td>https://www.ted.com/talks/emtithal_mahmoud_a_y...</td>\n",
       "      <td>822049</td>\n",
       "      <td>2016-11-30 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2423</th>\n",
       "      <td>22</td>\n",
       "      <td>We need to talk to kids about the risks they f...</td>\n",
       "      <td>825</td>\n",
       "      <td>TEDxRiodelaPlata</td>\n",
       "      <td>1477094400</td>\n",
       "      <td>11</td>\n",
       "      <td>Sebastián Bortnik</td>\n",
       "      <td>Sebastián Bortnik: The conversation we're not ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1491404267</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 183...</td>\n",
       "      <td>[{'id': 2666, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Information security specialist</td>\n",
       "      <td>['Internet', 'TED en Español', 'TEDx', 'activi...</td>\n",
       "      <td>The conversation we're not having about digita...</td>\n",
       "      <td>https://www.ted.com/talks/sebastian_bortnik_th...</td>\n",
       "      <td>402343</td>\n",
       "      <td>2016-10-22 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430</th>\n",
       "      <td>55</td>\n",
       "      <td>We teach girls that they can have ambition, bu...</td>\n",
       "      <td>1768</td>\n",
       "      <td>TEDxEuston</td>\n",
       "      <td>1354320000</td>\n",
       "      <td>14</td>\n",
       "      <td>Chimamanda Ngozi Adichie</td>\n",
       "      <td>Chimamanda Ngozi Adichie: We should all be fem...</td>\n",
       "      <td>1</td>\n",
       "      <td>1492181577</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 263},...</td>\n",
       "      <td>[{'id': 652, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Novelist</td>\n",
       "      <td>['Africa', 'Gender equality', 'TEDx', 'childre...</td>\n",
       "      <td>We should all be feminists</td>\n",
       "      <td>https://www.ted.com/talks/chimamanda_ngozi_adi...</td>\n",
       "      <td>1318454</td>\n",
       "      <td>2012-12-01 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2433</th>\n",
       "      <td>25</td>\n",
       "      <td>When Amy Green's young son was diagnosed with ...</td>\n",
       "      <td>634</td>\n",
       "      <td>TEDNYC</td>\n",
       "      <td>1487116800</td>\n",
       "      <td>22</td>\n",
       "      <td>Amy Green</td>\n",
       "      <td>Amy Green: A video game to cope with grief</td>\n",
       "      <td>1</td>\n",
       "      <td>1492613954</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 209},...</td>\n",
       "      <td>[{'id': 2600, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Video game designer</td>\n",
       "      <td>['TEDNYC', 'art', 'cancer', 'children', 'colla...</td>\n",
       "      <td>A video game to cope with grief</td>\n",
       "      <td>https://www.ted.com/talks/amy_green_a_video_ga...</td>\n",
       "      <td>1156126</td>\n",
       "      <td>2017-02-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2438</th>\n",
       "      <td>235</td>\n",
       "      <td>A single individual is enough for hope to exis...</td>\n",
       "      <td>1072</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1493078400</td>\n",
       "      <td>32</td>\n",
       "      <td>His Holiness Pope Francis</td>\n",
       "      <td>His Holiness Pope Francis: Why the only future...</td>\n",
       "      <td>1</td>\n",
       "      <td>1493168465</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 1665}...</td>\n",
       "      <td>[{'id': 2110, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Bishop of Rome</td>\n",
       "      <td>['Christianity', 'children', 'climate change',...</td>\n",
       "      <td>Why the only future worth building includes ev...</td>\n",
       "      <td>https://www.ted.com/talks/pope_francis_why_the...</td>\n",
       "      <td>2679881</td>\n",
       "      <td>2017-04-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2439</th>\n",
       "      <td>22</td>\n",
       "      <td>Twenty-three Grand Slam titles later, tennis s...</td>\n",
       "      <td>1108</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>13</td>\n",
       "      <td>Serena Williams and Gayle King</td>\n",
       "      <td>Serena Williams and Gayle King: On tennis, lov...</td>\n",
       "      <td>2</td>\n",
       "      <td>1493319006</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 173}...</td>\n",
       "      <td>[{'id': 2327, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Athlete</td>\n",
       "      <td>['Gender equality', 'children', 'family', 'gen...</td>\n",
       "      <td>On tennis, love and motherhood</td>\n",
       "      <td>https://www.ted.com/talks/serena_williams_gayl...</td>\n",
       "      <td>1426132</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>49</td>\n",
       "      <td>In the US, most kids have a very long summer b...</td>\n",
       "      <td>425</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>25</td>\n",
       "      <td>Karim Abouelnaga</td>\n",
       "      <td>Karim Abouelnaga: A summer school kids actuall...</td>\n",
       "      <td>1</td>\n",
       "      <td>1493995739</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 293}...</td>\n",
       "      <td>[{'id': 2615, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Education entrepreneur</td>\n",
       "      <td>['TED Fellows', 'children', 'education', 'ineq...</td>\n",
       "      <td>A summer school kids actually want to attend</td>\n",
       "      <td>https://www.ted.com/talks/karim_abouelnaga_a_s...</td>\n",
       "      <td>973376</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2454</th>\n",
       "      <td>64</td>\n",
       "      <td>Teens don't get enough sleep, and it's not bec...</td>\n",
       "      <td>633</td>\n",
       "      <td>TEDxManhattanBeach</td>\n",
       "      <td>1478304000</td>\n",
       "      <td>20</td>\n",
       "      <td>Wendy Troxel</td>\n",
       "      <td>Wendy Troxel: Why school should start later fo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1495119518</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 13...</td>\n",
       "      <td>[{'id': 1044, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Sleep researcher</td>\n",
       "      <td>['TEDx', 'children', 'community', 'education',...</td>\n",
       "      <td>Why school should start later for teens</td>\n",
       "      <td>https://www.ted.com/talks/wendy_troxel_why_sch...</td>\n",
       "      <td>1219828</td>\n",
       "      <td>2016-11-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2469</th>\n",
       "      <td>20</td>\n",
       "      <td>Carina Morillo knew almost nothing about autis...</td>\n",
       "      <td>429</td>\n",
       "      <td>TEDxRiodelaPlata</td>\n",
       "      <td>1477094400</td>\n",
       "      <td>14</td>\n",
       "      <td>Carina Morillo</td>\n",
       "      <td>Carina Morillo: To understand autism, don't lo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1496847615</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 121}...</td>\n",
       "      <td>[{'id': 1600, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Autism advocate</td>\n",
       "      <td>['Autism spectrum disorder', 'TED en Español',...</td>\n",
       "      <td>To understand autism, don't look away</td>\n",
       "      <td>https://www.ted.com/talks/carina_morillo_to_un...</td>\n",
       "      <td>428279</td>\n",
       "      <td>2016-10-22 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>14</td>\n",
       "      <td>Meet Sharon Terry, a former college chaplain a...</td>\n",
       "      <td>902</td>\n",
       "      <td>TEDMED 2016</td>\n",
       "      <td>1480464000</td>\n",
       "      <td>13</td>\n",
       "      <td>Sharon Terry</td>\n",
       "      <td>Sharon Terry: Science didn't understand my kid...</td>\n",
       "      <td>1</td>\n",
       "      <td>1497538817</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 113}...</td>\n",
       "      <td>[{'id': 2627, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Citizen biomedical researcher</td>\n",
       "      <td>['Bioethics', 'DNA', 'TEDMED', 'biology', 'chi...</td>\n",
       "      <td>Science didn't understand my kids' rare diseas...</td>\n",
       "      <td>https://www.ted.com/talks/sharon_terry_science...</td>\n",
       "      <td>1015849</td>\n",
       "      <td>2016-11-30 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>60</td>\n",
       "      <td>Aspirations are rising as never before across ...</td>\n",
       "      <td>1332</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>11</td>\n",
       "      <td>Jim Yong Kim</td>\n",
       "      <td>Jim Yong Kim: Doesn't everyone deserve a chanc...</td>\n",
       "      <td>1</td>\n",
       "      <td>1497624958</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 341}...</td>\n",
       "      <td>[{'id': 2789, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>President, World Bank Group</td>\n",
       "      <td>['Africa', 'Internet', 'big problems', 'busine...</td>\n",
       "      <td>Doesn't everyone deserve a chance at a good life?</td>\n",
       "      <td>https://www.ted.com/talks/jim_yong_kim_doesn_t...</td>\n",
       "      <td>1342356</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2479</th>\n",
       "      <td>62</td>\n",
       "      <td>Sixty-five million people were displaced from ...</td>\n",
       "      <td>1118</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>19</td>\n",
       "      <td>David Miliband</td>\n",
       "      <td>David Miliband: The refugee crisis is a test o...</td>\n",
       "      <td>1</td>\n",
       "      <td>1497929981</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 106}...</td>\n",
       "      <td>[{'id': 2358, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Refugee advocate</td>\n",
       "      <td>['TED Books', 'activism', 'big problems', 'chi...</td>\n",
       "      <td>The refugee crisis is a test of our character</td>\n",
       "      <td>https://www.ted.com/talks/david_miliband_the_r...</td>\n",
       "      <td>1088768</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2482</th>\n",
       "      <td>66</td>\n",
       "      <td>\"We have seen advances in every aspect of our ...</td>\n",
       "      <td>853</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>15</td>\n",
       "      <td>Luma Mufleh</td>\n",
       "      <td>Luma Mufleh: Don't feel sorry for refugees -- ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1498228807</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 145}...</td>\n",
       "      <td>[{'id': 2805, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Refugee activist</td>\n",
       "      <td>['children', 'global issues', 'humanity', 'ide...</td>\n",
       "      <td>Don't feel sorry for refugees -- believe in them</td>\n",
       "      <td>https://www.ted.com/talks/luma_mufleh_don_t_fe...</td>\n",
       "      <td>1354522</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2525</th>\n",
       "      <td>18</td>\n",
       "      <td>Could it be wrong to help children in need by ...</td>\n",
       "      <td>791</td>\n",
       "      <td>TEDxSydney</td>\n",
       "      <td>1464048000</td>\n",
       "      <td>5</td>\n",
       "      <td>Tara Winkler</td>\n",
       "      <td>Tara Winkler: Why we need to end the era of or...</td>\n",
       "      <td>1</td>\n",
       "      <td>1504036846</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 119}...</td>\n",
       "      <td>[{'id': 1596, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Child protection leader, activist, author</td>\n",
       "      <td>['TEDx', 'activism', 'children', 'family', 'po...</td>\n",
       "      <td>Why we need to end the era of orphanages</td>\n",
       "      <td>https://www.ted.com/talks/tara_winkler_why_we_...</td>\n",
       "      <td>656113</td>\n",
       "      <td>2016-05-24 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>143 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      comments                                        description  duration  \\\n",
       "0         4553  Sir Ken Robinson makes an entertaining and pro...      1164   \n",
       "14          99  Nicholas Negroponte, founder of the MIT Media ...      1057   \n",
       "152         45  Author and illustrator Maira Kalman talks abou...      1050   \n",
       "171        435  At TED U, Gever Tulley, founder of the Tinkeri...       558   \n",
       "180         95  Bill Strickland tells a quiet and astonishing ...      2128   \n",
       "196         26  Moneyman Steve Jurvetson takes TEDsters inside...       202   \n",
       "198         61  With all the intensity and brilliance for whic...      1237   \n",
       "203        231  Accepting his 2008 TED Prize, author Dave Egge...      1535   \n",
       "251        197  Photographer Rick Smolan tells the unforgettab...      1507   \n",
       "277        134  Speaking at the 2007 EG conference, trainer Ia...       886   \n",
       "280        174  Speaking at LIFT 2007, Sugata Mitra talks abou...      1259   \n",
       "291         68  Storyteller Carmen Agra Deedy spins a funny, w...      1414   \n",
       "293        219  Speaking at the 2007 EG conference, \"renegade ...      1182   \n",
       "298        383  Philip Zimbardo knows how easy it is for nice ...      1396   \n",
       "300         39  Pleo the robot dinosaur acts like a living pet...      1107   \n",
       "301        218  Steven Pinker's book The Blank Slate argues th...      1362   \n",
       "358        116  TED follows Nicholas Negroponte to Colombia as...       408   \n",
       "366         68  In this unmissable look at the magic of comics...      1028   \n",
       "383        147  MIT grad student David Merrill demos Siftables...       429   \n",
       "387        204  The Teresa Carreño Youth Orchestra contains th...      1026   \n",
       "395         91  At TED in 1998, Brenda Laurel asks: Why are al...       788   \n",
       "397         61  A unique ecosystem of plants, birds and monkey...       990   \n",
       "403        152  A pioneer in research on play, Dr. Stuart Brow...      1602   \n",
       "405        267  Why are babies cute? Why is cake sweet? Philos...       465   \n",
       "420         23  Nathaniel Kahn shares clips from his documenta...       627   \n",
       "426        144  In this prophetic 2003 talk -- just days befor...      1071   \n",
       "455        591  In this short talk from TED U, Joachim de Posa...       358   \n",
       "465        172  John La Grou unveils an ingenious new technolo...       252   \n",
       "480        172  Gever Tulley uses engaging photos and footage ...       245   \n",
       "482         26  The legendary design team Charles and Ray Eame...       908   \n",
       "...        ...                                                ...       ...   \n",
       "2355        45  What can we expect our kids to learn if they'r...       728   \n",
       "2356       116  \"When we tell women that sex isn't worth the r...       896   \n",
       "2366        92  Creating genetically modified people is no lon...      1099   \n",
       "2369        59  As the child of an Afghan mother and Pakistani...      1211   \n",
       "2370        29  Deepika Kurup has been determined to solve the...       479   \n",
       "2380        36  How do parents protect their children and help...       856   \n",
       "2381        41  Racism is making people sick -- especially bla...       745   \n",
       "2395        19  To honor and celebrate young lives cut short, ...       918   \n",
       "2399        28  Gutsy girls skateboard, climb trees, clamber a...       761   \n",
       "2400        66  For many centuries (and for many reasons) crit...       802   \n",
       "2405       101  Why do girls feel empowered to engage in sexua...      1020   \n",
       "2406        70  How much energy and brain power do we devote t...       973   \n",
       "2409        22  Critical care doctor Peter Weinstock shows how...      1018   \n",
       "2410        29  We all go through challenges -- some you can s...       715   \n",
       "2415        39  Breast milk grows babies' bodies, fuels neurod...       599   \n",
       "2417        57  Moshe Szyf is a pioneer in the field of epigen...       995   \n",
       "2419        15  Emtithal \"Emi\" Mahmoud writes poetry of resili...       651   \n",
       "2423        22  We need to talk to kids about the risks they f...       825   \n",
       "2430        55  We teach girls that they can have ambition, bu...      1768   \n",
       "2433        25  When Amy Green's young son was diagnosed with ...       634   \n",
       "2438       235  A single individual is enough for hope to exis...      1072   \n",
       "2439        22  Twenty-three Grand Slam titles later, tennis s...      1108   \n",
       "2445        49  In the US, most kids have a very long summer b...       425   \n",
       "2454        64  Teens don't get enough sleep, and it's not bec...       633   \n",
       "2469        20  Carina Morillo knew almost nothing about autis...       429   \n",
       "2475        14  Meet Sharon Terry, a former college chaplain a...       902   \n",
       "2477        60  Aspirations are rising as never before across ...      1332   \n",
       "2479        62  Sixty-five million people were displaced from ...      1118   \n",
       "2482        66  \"We have seen advances in every aspect of our ...       853   \n",
       "2525        18  Could it be wrong to help children in need by ...       791   \n",
       "\n",
       "                   event   film_date  languages  \\\n",
       "0                TED2006  1140825600         60   \n",
       "14               TED2006  1140652800         25   \n",
       "152              TED2007  1172880000         21   \n",
       "171              TED2007  1172880000         40   \n",
       "180              TED2002  1012608000         19   \n",
       "196              TED2007  1172880000         32   \n",
       "198              TED2007  1172880000         29   \n",
       "203              TED2008  1204156800         32   \n",
       "251              EG 2007  1197417600         25   \n",
       "277              EG 2007  1196640000         25   \n",
       "280            LIFT 2007  1170374400         30   \n",
       "291              TED2005  1107302400         23   \n",
       "293              EG 2007  1197417600         26   \n",
       "298              TED2008  1201910400         33   \n",
       "300              EG 2007  1197417600         17   \n",
       "301              TED2003  1046390400         29   \n",
       "358     TED in the Field  1228348800         30   \n",
       "366              TED2005  1109548800         25   \n",
       "383              TED2009  1233878400         29   \n",
       "387              TED2009  1233792000         29   \n",
       "395              TED1998   886377600         30   \n",
       "397              TED2009  1233878400         20   \n",
       "403    Serious Play 2008  1210204800         29   \n",
       "405              TED2009  1233792000         36   \n",
       "420              TED2002  1012608000         27   \n",
       "426              TED2003  1044144000         19   \n",
       "455              TED2009  1233792000         45   \n",
       "465              TED2009  1233878400         33   \n",
       "480              TED2009  1233878400         41   \n",
       "482              TED2007  1170374400         20   \n",
       "...                  ...         ...        ...   \n",
       "2355      TED Talks Live  1446422400         28   \n",
       "2356           TEDxOmaha  1475884800         20   \n",
       "2366          TEDxVienna  1446249600         16   \n",
       "2369          TEDxExeter  1460678400         19   \n",
       "2370       TEDWomen 2016  1477440000         32   \n",
       "2380      TEDxManchester  1455408000         20   \n",
       "2381       TEDWomen 2016  1477440000         14   \n",
       "2395       TEDWomen 2016  1477440000         17   \n",
       "2399       TEDWomen 2016  1477440000         23   \n",
       "2400       TEDWomen 2016  1477440000         18   \n",
       "2405       TEDWomen 2016  1477440000         18   \n",
       "2406    TEDxRiodelaPlata  1443052800         10   \n",
       "2409          TEDxNatick  1453507200         11   \n",
       "2410       TEDWomen 2016  1477440000         28   \n",
       "2415       TEDWomen 2016  1477440000         20   \n",
       "2417      TEDxBratislava  1467504000         17   \n",
       "2419         TEDMED 2016  1480464000         11   \n",
       "2423    TEDxRiodelaPlata  1477094400         11   \n",
       "2430          TEDxEuston  1354320000         14   \n",
       "2433              TEDNYC  1487116800         22   \n",
       "2438             TED2017  1493078400         32   \n",
       "2439             TED2017  1492992000         13   \n",
       "2445             TED2017  1492992000         25   \n",
       "2454  TEDxManhattanBeach  1478304000         20   \n",
       "2469    TEDxRiodelaPlata  1477094400         14   \n",
       "2475         TEDMED 2016  1480464000         13   \n",
       "2477             TED2017  1492992000         11   \n",
       "2479             TED2017  1492992000         19   \n",
       "2482             TED2017  1492992000         15   \n",
       "2525          TEDxSydney  1464048000          5   \n",
       "\n",
       "                                           main_speaker  \\\n",
       "0                                          Ken Robinson   \n",
       "14                                  Nicholas Negroponte   \n",
       "152                                        Maira Kalman   \n",
       "171                                        Gever Tulley   \n",
       "180                                     Bill Strickland   \n",
       "196                                     Steve Jurvetson   \n",
       "198                                            Alan Kay   \n",
       "203                                         Dave Eggers   \n",
       "251                                         Rick Smolan   \n",
       "277                                          Ian Dunbar   \n",
       "280                                        Sugata Mitra   \n",
       "291                                   Carmen Agra Deedy   \n",
       "293                                          Ann Cooper   \n",
       "298                                     Philip Zimbardo   \n",
       "300                                         Caleb Chung   \n",
       "301                                       Steven Pinker   \n",
       "358                                 Nicholas Negroponte   \n",
       "366                                       Scott McCloud   \n",
       "383                                       David Merrill   \n",
       "387   Gustavo Dudamel and the Teresa Carreño Youth O...   \n",
       "395                                       Brenda Laurel   \n",
       "397                                     Nalini Nadkarni   \n",
       "403                                        Stuart Brown   \n",
       "405                                         Dan Dennett   \n",
       "420                                      Nathaniel Kahn   \n",
       "426                                       Gregory Stock   \n",
       "455                                   Joachim de Posada   \n",
       "465                                        John La Grou   \n",
       "480                                        Gever Tulley   \n",
       "482                                     Eames Demetrios   \n",
       "...                                                 ...   \n",
       "2355                                           Sam Kass   \n",
       "2356                                 Sofia Jawed-Wessel   \n",
       "2366                                     Paul Knoepfler   \n",
       "2369                                        Deeyah Khan   \n",
       "2370                                      Deepika Kurup   \n",
       "2380                                      Aala El-Khani   \n",
       "2381                                 Miriam Zoila Pérez   \n",
       "2395                                         Kathy Hull   \n",
       "2399                                      Caroline Paul   \n",
       "2400                                         Jude Kelly   \n",
       "2405                                    Peggy Orenstein   \n",
       "2406                                    Karina Galperin   \n",
       "2409                                    Peter Weinstock   \n",
       "2410                                Michele L. Sullivan   \n",
       "2415                                        Katie Hinde   \n",
       "2417                                         Moshe Szyf   \n",
       "2419                                   Emtithal Mahmoud   \n",
       "2423                                  Sebastián Bortnik   \n",
       "2430                           Chimamanda Ngozi Adichie   \n",
       "2433                                          Amy Green   \n",
       "2438                          His Holiness Pope Francis   \n",
       "2439                     Serena Williams and Gayle King   \n",
       "2445                                   Karim Abouelnaga   \n",
       "2454                                       Wendy Troxel   \n",
       "2469                                     Carina Morillo   \n",
       "2475                                       Sharon Terry   \n",
       "2477                                       Jim Yong Kim   \n",
       "2479                                     David Miliband   \n",
       "2482                                        Luma Mufleh   \n",
       "2525                                       Tara Winkler   \n",
       "\n",
       "                                                   name  num_speaker  \\\n",
       "0             Ken Robinson: Do schools kill creativity?            1   \n",
       "14            Nicholas Negroponte: One Laptop per Child            1   \n",
       "152                 Maira Kalman: The illustrated woman            1   \n",
       "171   Gever Tulley: 5 dangerous things you should le...            1   \n",
       "180   Bill Strickland: Rebuilding a neighborhood wit...            1   \n",
       "196                     Steve Jurvetson: Model rocketry            1   \n",
       "198               Alan Kay: A powerful idea about ideas            1   \n",
       "203            Dave Eggers: My wish: Once Upon a School            1   \n",
       "251                    Rick Smolan: The story of a girl            1   \n",
       "277               Ian Dunbar: Dog-friendly dog training            1   \n",
       "280             Sugata Mitra: Kids can teach themselves            1   \n",
       "291   Carmen Agra Deedy: Once upon a time, my mother...            1   \n",
       "293        Ann Cooper: What's wrong with school lunches            1   \n",
       "298             Philip Zimbardo: The psychology of evil            1   \n",
       "300   Caleb Chung: Playtime with Pleo, your robotic ...            1   \n",
       "301     Steven Pinker: Human nature and the blank slate            1   \n",
       "358        Nicholas Negroponte: Taking OLPC to Colombia            1   \n",
       "366           Scott McCloud: The visual magic of comics            1   \n",
       "383    David Merrill: Toy tiles that talk to each other            1   \n",
       "387   Gustavo Dudamel and the Teresa Carreño Youth O...            1   \n",
       "395   Brenda Laurel: Why not make video games for gi...            1   \n",
       "397              Nalini Nadkarni: Conserving the canopy            1   \n",
       "403            Stuart Brown: Play is more than just fun            1   \n",
       "405               Dan Dennett: Cute, sexy, sweet, funny            1   \n",
       "420          Nathaniel Kahn: Scenes from \"My Architect\"            1   \n",
       "426                  Gregory Stock: To upgrade is human            1   \n",
       "455       Joachim de Posada: Don't eat the marshmallow!            1   \n",
       "465        John La Grou: A plug for smart power outlets            1   \n",
       "480        Gever Tulley: Life lessons through tinkering            1   \n",
       "482   Eames Demetrios: The design genius of Charles ...            1   \n",
       "...                                                 ...          ...   \n",
       "2355  Sam Kass: Want kids to learn well? Feed them well            1   \n",
       "2356  Sofia Jawed-Wessel: The lies we tell pregnant ...            1   \n",
       "2366  Paul Knoepfler: The ethical dilemma of designe...            1   \n",
       "2369  Deeyah Khan: What we don't know about Europe's...            1   \n",
       "2370  Deepika Kurup: A young scientist's quest for c...            1   \n",
       "2380  Aala El-Khani: What it's like to be a parent i...            1   \n",
       "2381  Miriam Zoila Pérez: How racism harms pregnant ...            1   \n",
       "2395  Kathy Hull: Stories from a home for terminally...            1   \n",
       "2399  Caroline Paul: To raise brave girls, encourage...            1   \n",
       "2400  Jude Kelly: Why women should tell the stories ...            1   \n",
       "2405  Peggy Orenstein: What young women believe abou...            1   \n",
       "2406      Karina Galperin: Should we simplify spelling?            1   \n",
       "2409  Peter Weinstock: Lifelike simulations that mak...            1   \n",
       "2410  Michele L. Sullivan: Asking for help is a stre...            1   \n",
       "2415  Katie Hinde: What we don't know about mother's...            1   \n",
       "2417  Moshe Szyf: How early life experience is writt...            1   \n",
       "2419  Emtithal Mahmoud: A young poet tells the story...            1   \n",
       "2423  Sebastián Bortnik: The conversation we're not ...            1   \n",
       "2430  Chimamanda Ngozi Adichie: We should all be fem...            1   \n",
       "2433         Amy Green: A video game to cope with grief            1   \n",
       "2438  His Holiness Pope Francis: Why the only future...            1   \n",
       "2439  Serena Williams and Gayle King: On tennis, lov...            2   \n",
       "2445  Karim Abouelnaga: A summer school kids actuall...            1   \n",
       "2454  Wendy Troxel: Why school should start later fo...            1   \n",
       "2469  Carina Morillo: To understand autism, don't lo...            1   \n",
       "2475  Sharon Terry: Science didn't understand my kid...            1   \n",
       "2477  Jim Yong Kim: Doesn't everyone deserve a chanc...            1   \n",
       "2479  David Miliband: The refugee crisis is a test o...            1   \n",
       "2482  Luma Mufleh: Don't feel sorry for refugees -- ...            1   \n",
       "2525  Tara Winkler: Why we need to end the era of or...            1   \n",
       "\n",
       "      published_date                                            ratings  \\\n",
       "0         1151367060  [{'id': 7, 'name': 'Funny', 'count': 19645}, {...   \n",
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       "152       1192499400  [{'id': 2, 'name': 'Confusing', 'count': 160},...   \n",
       "171       1198200420  [{'id': 10, 'name': 'Inspiring', 'count': 1035...   \n",
       "180       1200870300  [{'id': 23, 'name': 'Jaw-dropping', 'count': 1...   \n",
       "196       1204115160  [{'id': 25, 'name': 'OK', 'count': 67}, {'id':...   \n",
       "198       1204625340  [{'id': 10, 'name': 'Inspiring', 'count': 238}...   \n",
       "203       1205805540  [{'id': 9, 'name': 'Ingenious', 'count': 452},...   \n",
       "251       1214980200  [{'id': 3, 'name': 'Courageous', 'count': 344}...   \n",
       "277       1219280400  [{'id': 25, 'name': 'OK', 'count': 78}, {'id':...   \n",
       "280       1219798800  [{'id': 10, 'name': 'Inspiring', 'count': 620}...   \n",
       "291       1221181200  [{'id': 25, 'name': 'OK', 'count': 84}, {'id':...   \n",
       "293       1221526800  [{'id': 8, 'name': 'Informative', 'count': 416...   \n",
       "298       1222131600  [{'id': 23, 'name': 'Jaw-dropping', 'count': 7...   \n",
       "300       1222304400  [{'id': 10, 'name': 'Inspiring', 'count': 95},...   \n",
       "301       1222390800  [{'id': 24, 'name': 'Persuasive', 'count': 284...   \n",
       "358       1229959020  [{'id': 10, 'name': 'Inspiring', 'count': 246}...   \n",
       "366       1231808400  [{'id': 9, 'name': 'Ingenious', 'count': 217},...   \n",
       "383       1234431300  [{'id': 9, 'name': 'Ingenious', 'count': 824},...   \n",
       "387       1234980000  [{'id': 1, 'name': 'Beautiful', 'count': 668},...   \n",
       "395       1235955600  [{'id': 25, 'name': 'OK', 'count': 90}, {'id':...   \n",
       "397       1236128400  [{'id': 10, 'name': 'Inspiring', 'count': 298}...   \n",
       "403       1236819600  [{'id': 8, 'name': 'Informative', 'count': 375...   \n",
       "405       1237165200  [{'id': 22, 'name': 'Fascinating', 'count': 33...   \n",
       "420       1239005340  [{'id': 1, 'name': 'Beautiful', 'count': 103},...   \n",
       "426       1239670800  [{'id': 23, 'name': 'Jaw-dropping', 'count': 3...   \n",
       "455       1243213200  [{'id': 9, 'name': 'Ingenious', 'count': 238},...   \n",
       "465       1244509200  [{'id': 10, 'name': 'Inspiring', 'count': 110}...   \n",
       "480       1246323600  [{'id': 23, 'name': 'Jaw-dropping', 'count': 5...   \n",
       "482       1246842000  [{'id': 2, 'name': 'Confusing', 'count': 94}, ...   \n",
       "...              ...                                                ...   \n",
       "2355      1483632661  [{'id': 8, 'name': 'Informative', 'count': 442...   \n",
       "2356      1483719338  [{'id': 1, 'name': 'Beautiful', 'count': 169},...   \n",
       "2366      1485188309  [{'id': 8, 'name': 'Informative', 'count': 292...   \n",
       "2369      1485446543  [{'id': 3, 'name': 'Courageous', 'count': 669}...   \n",
       "2370      1485533091  [{'id': 8, 'name': 'Informative', 'count': 172...   \n",
       "2380      1486741777  [{'id': 8, 'name': 'Informative', 'count': 203...   \n",
       "2381      1487001956  [{'id': 8, 'name': 'Informative', 'count': 112...   \n",
       "2395      1488470040  [{'id': 1, 'name': 'Beautiful', 'count': 283},...   \n",
       "2399      1488902214  [{'id': 8, 'name': 'Informative', 'count': 201...   \n",
       "2400      1488988437  [{'id': 7, 'name': 'Funny', 'count': 56}, {'id...   \n",
       "2405      1489590014  [{'id': 1, 'name': 'Beautiful', 'count': 229},...   \n",
       "2406      1489676410  [{'id': 3, 'name': 'Courageous', 'count': 49},...   \n",
       "2409      1490021831  [{'id': 9, 'name': 'Ingenious', 'count': 83}, ...   \n",
       "2410      1490108130  [{'id': 1, 'name': 'Beautiful', 'count': 322},...   \n",
       "2415      1490713650  [{'id': 24, 'name': 'Persuasive', 'count': 127...   \n",
       "2417      1490887020  [{'id': 8, 'name': 'Informative', 'count': 349...   \n",
       "2419      1490973136  [{'id': 1, 'name': 'Beautiful', 'count': 241},...   \n",
       "2423      1491404267  [{'id': 8, 'name': 'Informative', 'count': 183...   \n",
       "2430      1492181577  [{'id': 1, 'name': 'Beautiful', 'count': 263},...   \n",
       "2433      1492613954  [{'id': 1, 'name': 'Beautiful', 'count': 209},...   \n",
       "2438      1493168465  [{'id': 1, 'name': 'Beautiful', 'count': 1665}...   \n",
       "2439      1493319006  [{'id': 10, 'name': 'Inspiring', 'count': 173}...   \n",
       "2445      1493995739  [{'id': 10, 'name': 'Inspiring', 'count': 293}...   \n",
       "2454      1495119518  [{'id': 22, 'name': 'Fascinating', 'count': 13...   \n",
       "2469      1496847615  [{'id': 10, 'name': 'Inspiring', 'count': 121}...   \n",
       "2475      1497538817  [{'id': 3, 'name': 'Courageous', 'count': 113}...   \n",
       "2477      1497624958  [{'id': 10, 'name': 'Inspiring', 'count': 341}...   \n",
       "2479      1497929981  [{'id': 3, 'name': 'Courageous', 'count': 106}...   \n",
       "2482      1498228807  [{'id': 10, 'name': 'Inspiring', 'count': 145}...   \n",
       "2525      1504036846  [{'id': 10, 'name': 'Inspiring', 'count': 119}...   \n",
       "\n",
       "                                          related_talks  \\\n",
       "0     [{'id': 865, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "14    [{'id': 2043, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "152   [{'id': 396, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "171   [{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...   \n",
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       "203   [{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "251   [{'id': 34, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "277   [{'id': 2031, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "280   [{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "291   [{'id': 60, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "293   [{'id': 263, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "298   [{'id': 163, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "300   [{'id': 280, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "301   [{'id': 163, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "358   [{'id': 41, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "366   [{'id': 215, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "383   [{'id': 350, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "387   [{'id': 464, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "395   [{'id': 361, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "397   [{'id': 475, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "403   [{'id': 202, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "405   [{'id': 341, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "420   [{'id': 219, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "426   [{'id': 463, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "455   [{'id': 837, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "465   [{'id': 565, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "480   [{'id': 202, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "482   [{'id': 520, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "...                                                 ...   \n",
       "2355  [{'id': 765, 'hero': 'https://pe.tedcdn.com/im...   \n",
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       "2366  [{'id': 2354, 'hero': 'https://pe.tedcdn.com/i...   \n",
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       "2370  [{'id': 613, 'hero': 'https://pe.tedcdn.com/im...   \n",
       "2380  [{'id': 2353, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2381  [{'id': 2428, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2395  [{'id': 2325, 'hero': 'https://pe.tedcdn.com/i...   \n",
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       "2400  [{'id': 64, 'hero': 'https://pe.tedcdn.com/ima...   \n",
       "2405  [{'id': 2658, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2406  [{'id': 2479, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2409  [{'id': 2555, 'hero': 'https://pe.tedcdn.com/i...   \n",
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       "2430  [{'id': 652, 'hero': 'https://pe.tedcdn.com/im...   \n",
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       "2439  [{'id': 2327, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2445  [{'id': 2615, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2454  [{'id': 1044, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2469  [{'id': 1600, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2475  [{'id': 2627, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2477  [{'id': 2789, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2479  [{'id': 2358, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2482  [{'id': 2805, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "2525  [{'id': 1596, 'hero': 'https://pe.tedcdn.com/i...   \n",
       "\n",
       "                               speaker_occupation  \\\n",
       "0                                 Author/educator   \n",
       "14                                 Tech visionary   \n",
       "152                           Illustrator, author   \n",
       "171                                      Tinkerer   \n",
       "180                              Social innovator   \n",
       "196                            Venture capitalist   \n",
       "198                Educator and computing pioneer   \n",
       "203         Author, publisher, education activist   \n",
       "251                                  Photographer   \n",
       "277                            Animal behaviorist   \n",
       "280                          Education researcher   \n",
       "291                                   Storyteller   \n",
       "293                                    Lunch lady   \n",
       "298                                  Psychologist   \n",
       "300                                  Toy designer   \n",
       "301                                  Psychologist   \n",
       "358                                Tech visionary   \n",
       "366                                    Cartoonist   \n",
       "383                              MIT grad student   \n",
       "387                                      Ensemble   \n",
       "395                         Designer and theorist   \n",
       "397                               Tree researcher   \n",
       "403                 Play researcher, psychiatrist   \n",
       "405              Philosopher, cognitive scientist   \n",
       "420                                     Filmmaker   \n",
       "426                               Author, thinker   \n",
       "455                            Speaker and author   \n",
       "465                                      Inventor   \n",
       "480                                      Tinkerer   \n",
       "482                                        Artist   \n",
       "...                                           ...   \n",
       "2355                            Food entrepreneur   \n",
       "2356                               Sex researcher   \n",
       "2366                                    Biologist   \n",
       "2369                                    Filmmaker   \n",
       "2370                  Inventor, student scientist   \n",
       "2380                    Humanitarian psychologist   \n",
       "2381                             Writer, activist   \n",
       "2395                       Pediatric psychologist   \n",
       "2399                                       Author   \n",
       "2400                   Theater director, producer   \n",
       "2405                           Journalist, author   \n",
       "2406                             Literary scholar   \n",
       "2409                         Pediatric ICU doctor   \n",
       "2410                             Social innovator   \n",
       "2415                         Lactation researcher   \n",
       "2417                                Epigeneticist   \n",
       "2419                                         Poet   \n",
       "2423             Information security specialist    \n",
       "2430                                     Novelist   \n",
       "2433                          Video game designer   \n",
       "2438                               Bishop of Rome   \n",
       "2439                                      Athlete   \n",
       "2445                       Education entrepreneur   \n",
       "2454                             Sleep researcher   \n",
       "2469                              Autism advocate   \n",
       "2475                Citizen biomedical researcher   \n",
       "2477                  President, World Bank Group   \n",
       "2479                             Refugee advocate   \n",
       "2482                             Refugee activist   \n",
       "2525   Child protection leader, activist, author    \n",
       "\n",
       "                                                   tags  \\\n",
       "0     ['children', 'creativity', 'culture', 'dance',...   \n",
       "14    ['children', 'design', 'education', 'entrepren...   \n",
       "152   ['art', 'children', 'culture', 'design', 'ente...   \n",
       "171   ['children', 'design', 'entertainment', 'paren...   \n",
       "180   ['MacArthur grant', 'activism', 'children', 'c...   \n",
       "196   ['TED Brain Trust', 'children', 'design', 'ent...   \n",
       "198   ['children', 'collaboration', 'computers', 'de...   \n",
       "203   ['TED Prize', 'activism', 'children', 'collabo...   \n",
       "251   ['art', 'children', 'family', 'global issues',...   \n",
       "277      ['animals', 'brain', 'children', 'psychology']   \n",
       "280   ['children', 'cities', 'culture', 'education',...   \n",
       "291   ['children', 'entertainment', 'memory', 'story...   \n",
       "293   ['children', 'economics', 'education', 'food',...   \n",
       "298   ['children', 'crime', 'culture', 'education', ...   \n",
       "300   ['children', 'design', 'dinosaurs', 'entertain...   \n",
       "301   ['TED Brain Trust', 'books', 'brain', 'childre...   \n",
       "358   ['children', 'computers', 'design', 'global is...   \n",
       "366   ['art', 'books', 'children', 'computers', 'cre...   \n",
       "383   ['art', 'business', 'children', 'computers', '...   \n",
       "387   ['TED Prize', 'children', 'conducting', 'cultu...   \n",
       "395   ['children', 'culture', 'design', 'entertainme...   \n",
       "397   ['activism', 'animals', 'biodiversity', 'biolo...   \n",
       "403   ['brain', 'children', 'education', 'entertainm...   \n",
       "405   ['animals', 'biology', 'children', 'comedy', '...   \n",
       "420   ['architecture', 'children', 'design', 'entert...   \n",
       "426   ['biology', 'biotech', 'children', 'evolution'...   \n",
       "455      ['children', 'culture', 'humor', 'psychology']   \n",
       "465   ['architecture', 'children', 'design', 'energy...   \n",
       "480   ['children', 'creativity', 'design', 'educatio...   \n",
       "482   ['children', 'creativity', 'design', 'film', '...   \n",
       "...                                                 ...   \n",
       "2355  ['children', 'community', 'education', 'food',...   \n",
       "2356  ['TEDx', 'children', 'communication', 'family'...   \n",
       "2366  ['AIDS', 'Bioethics', 'CRISPR', 'DNA', 'HIV', ...   \n",
       "2369  ['Europe', 'Middle East', 'TEDx', 'activism', ...   \n",
       "2370  ['bacteria', 'big problems', 'chemistry', 'chi...   \n",
       "2380  ['Middle East', 'Syria', 'TEDx', 'children', '...   \n",
       "2381  ['activism', 'children', 'communication', 'com...   \n",
       "2395  ['children', 'community', 'death', 'family', '...   \n",
       "2399  ['Gender equality', 'adventure', 'children', '...   \n",
       "2400  ['Gender equality', 'activism', 'art', 'childr...   \n",
       "2405  ['Gender equality', 'children', 'communication...   \n",
       "2406  ['TED en Español', 'TEDx', 'children', 'commun...   \n",
       "2409  ['Surgery', 'TEDx', 'brain', 'children', 'educ...   \n",
       "2410  ['children', 'communication', 'community', 'co...   \n",
       "2415  ['Gender equality', 'activism', 'animals', 'an...   \n",
       "2417  ['DNA', 'TEDx', 'animals', 'biology', 'biomech...   \n",
       "2419  ['Africa', 'TEDMED', 'art', 'children', 'commu...   \n",
       "2423  ['Internet', 'TED en Español', 'TEDx', 'activi...   \n",
       "2430  ['Africa', 'Gender equality', 'TEDx', 'childre...   \n",
       "2433  ['TEDNYC', 'art', 'cancer', 'children', 'colla...   \n",
       "2438  ['Christianity', 'children', 'climate change',...   \n",
       "2439  ['Gender equality', 'children', 'family', 'gen...   \n",
       "2445  ['TED Fellows', 'children', 'education', 'ineq...   \n",
       "2454  ['TEDx', 'children', 'community', 'education',...   \n",
       "2469  ['Autism spectrum disorder', 'TED en Español',...   \n",
       "2475  ['Bioethics', 'DNA', 'TEDMED', 'biology', 'chi...   \n",
       "2477  ['Africa', 'Internet', 'big problems', 'busine...   \n",
       "2479  ['TED Books', 'activism', 'big problems', 'chi...   \n",
       "2482  ['children', 'global issues', 'humanity', 'ide...   \n",
       "2525  ['TEDx', 'activism', 'children', 'family', 'po...   \n",
       "\n",
       "                                                  title  \\\n",
       "0                           Do schools kill creativity?   \n",
       "14                                 One Laptop per Child   \n",
       "152                               The illustrated woman   \n",
       "171      5 dangerous things you should let your kids do   \n",
       "180   Rebuilding a neighborhood with beauty, dignity...   \n",
       "196                                      Model rocketry   \n",
       "198                         A powerful idea about ideas   \n",
       "203                         My wish: Once Upon a School   \n",
       "251                                 The story of a girl   \n",
       "277                           Dog-friendly dog training   \n",
       "280                           Kids can teach themselves   \n",
       "291                     Once upon a time, my mother ...   \n",
       "293                    What's wrong with school lunches   \n",
       "298                              The psychology of evil   \n",
       "300    Playtime with Pleo, your robotic dinosaur friend   \n",
       "301                    Human nature and the blank slate   \n",
       "358                             Taking OLPC to Colombia   \n",
       "366                          The visual magic of comics   \n",
       "383                   Toy tiles that talk to each other   \n",
       "387                    El Sistema's top youth orchestra   \n",
       "395                 Why not make video games for girls?   \n",
       "397                               Conserving the canopy   \n",
       "403                          Play is more than just fun   \n",
       "405                            Cute, sexy, sweet, funny   \n",
       "420                          Scenes from \"My Architect\"   \n",
       "426                                 To upgrade is human   \n",
       "455                          Don't eat the marshmallow!   \n",
       "465                      A plug for smart power outlets   \n",
       "480                      Life lessons through tinkering   \n",
       "482            The design genius of Charles + Ray Eames   \n",
       "...                                                 ...   \n",
       "2355            Want kids to learn well? Feed them well   \n",
       "2356                    The lies we tell pregnant women   \n",
       "2366             The ethical dilemma of designer babies   \n",
       "2369      What we don't know about Europe's Muslim kids   \n",
       "2370          A young scientist's quest for clean water   \n",
       "2380        What it's like to be a parent in a war zone   \n",
       "2381  How racism harms pregnant women -- and what ca...   \n",
       "2395    Stories from a home for terminally ill children   \n",
       "2399          To raise brave girls, encourage adventure   \n",
       "2400      Why women should tell the stories of humanity   \n",
       "2405  What young women believe about their own sexua...   \n",
       "2406                       Should we simplify spelling?   \n",
       "2409  Lifelike simulations that make real-life surge...   \n",
       "2410      Asking for help is a strength, not a weakness   \n",
       "2415             What we don't know about mother's milk   \n",
       "2417      How early life experience is written into DNA   \n",
       "2419             A young poet tells the story of Darfur   \n",
       "2423  The conversation we're not having about digita...   \n",
       "2430                         We should all be feminists   \n",
       "2433                    A video game to cope with grief   \n",
       "2438  Why the only future worth building includes ev...   \n",
       "2439                     On tennis, love and motherhood   \n",
       "2445       A summer school kids actually want to attend   \n",
       "2454            Why school should start later for teens   \n",
       "2469              To understand autism, don't look away   \n",
       "2475  Science didn't understand my kids' rare diseas...   \n",
       "2477  Doesn't everyone deserve a chance at a good life?   \n",
       "2479      The refugee crisis is a test of our character   \n",
       "2482   Don't feel sorry for refugees -- believe in them   \n",
       "2525           Why we need to end the era of orphanages   \n",
       "\n",
       "                                                    url     views  \\\n",
       "0     https://www.ted.com/talks/ken_robinson_says_sc...  47227110   \n",
       "14    https://www.ted.com/talks/nicholas_negroponte_...    358304   \n",
       "152   https://www.ted.com/talks/maira_kalman_the_ill...    672254   \n",
       "171   https://www.ted.com/talks/gever_tulley_on_5_da...   4364865   \n",
       "180   https://www.ted.com/talks/bill_strickland_make...    611092   \n",
       "196   https://www.ted.com/talks/steve_jurvetson_on_m...    412154   \n",
       "198   https://www.ted.com/talks/alan_kay_shares_a_po...    777609   \n",
       "203   https://www.ted.com/talks/dave_eggers_makes_hi...   1357888   \n",
       "251   https://www.ted.com/talks/rick_smolan_tells_th...   1123955   \n",
       "277   https://www.ted.com/talks/ian_dunbar_on_dog_fr...   1002304   \n",
       "280   https://www.ted.com/talks/sugata_mitra_shows_h...   1486853   \n",
       "291   https://www.ted.com/talks/carmen_agra_deedy_sp...    672797   \n",
       "293   https://www.ted.com/talks/ann_cooper_talks_sch...   1137771   \n",
       "298   https://www.ted.com/talks/philip_zimbardo_on_t...   5842377   \n",
       "300   https://www.ted.com/talks/caleb_chung_plays_wi...    417769   \n",
       "301   https://www.ted.com/talks/steven_pinker_chalks...   1044038   \n",
       "358   https://www.ted.com/talks/nicholas_negroponte_...    363202   \n",
       "366   https://www.ted.com/talks/scott_mccloud_on_com...   1022333   \n",
       "383   https://www.ted.com/talks/david_merrill_demos_...   1765153   \n",
       "387   https://www.ted.com/talks/astonishing_performa...   2062308   \n",
       "395   https://www.ted.com/talks/brenda_laurel_on_mak...    382517   \n",
       "397   https://www.ted.com/talks/nalini_nadkani_on_co...    398835   \n",
       "403   https://www.ted.com/talks/stuart_brown_says_pl...   1625469   \n",
       "405   https://www.ted.com/talks/dan_dennett_cute_sex...   2373021   \n",
       "420   https://www.ted.com/talks/nathaniel_kahn_on_my...    338831   \n",
       "426   https://www.ted.com/talks/gregory_stock_to_upg...    497449   \n",
       "455   https://www.ted.com/talks/joachim_de_posada_sa...   2613400   \n",
       "465   https://www.ted.com/talks/john_la_grou_plugs_s...    606042   \n",
       "480   https://www.ted.com/talks/gever_tulley_s_tinke...   1149257   \n",
       "482   https://www.ted.com/talks/the_design_genius_of...    594111   \n",
       "...                                                 ...       ...   \n",
       "2355  https://www.ted.com/talks/sam_kass_want_to_tea...   1345520   \n",
       "2356  https://www.ted.com/talks/sofia_jawed_wessel_t...   1614524   \n",
       "2366  https://www.ted.com/talks/paul_knoepfler_the_e...   1082248   \n",
       "2369  https://www.ted.com/talks/deeyah_khan_what_we_...   1195885   \n",
       "2370  https://www.ted.com/talks/deepika_kurup_a_youn...    958917   \n",
       "2380  https://www.ted.com/talks/aala_el_khani_what_i...    896491   \n",
       "2381  https://www.ted.com/talks/miriam_zoila_perez_h...    793925   \n",
       "2395  https://www.ted.com/talks/kathy_hull_stories_f...    890330   \n",
       "2399  https://www.ted.com/talks/caroline_paul_to_rai...   1465808   \n",
       "2400  https://www.ted.com/talks/jude_kelly_why_women...   1086882   \n",
       "2405  https://www.ted.com/talks/peggy_orenstein_what...   1750573   \n",
       "2406  https://www.ted.com/talks/karina_galperin_why_...    448733   \n",
       "2409  https://www.ted.com/talks/peter_weinstock_life...    882840   \n",
       "2410  https://www.ted.com/talks/michele_l_sullivan_a...   1257054   \n",
       "2415  https://www.ted.com/talks/katie_hinde_what_we_...   1107309   \n",
       "2417  https://www.ted.com/talks/moshe_szyf_how_early...   1128480   \n",
       "2419  https://www.ted.com/talks/emtithal_mahmoud_a_y...    822049   \n",
       "2423  https://www.ted.com/talks/sebastian_bortnik_th...    402343   \n",
       "2430  https://www.ted.com/talks/chimamanda_ngozi_adi...   1318454   \n",
       "2433  https://www.ted.com/talks/amy_green_a_video_ga...   1156126   \n",
       "2438  https://www.ted.com/talks/pope_francis_why_the...   2679881   \n",
       "2439  https://www.ted.com/talks/serena_williams_gayl...   1426132   \n",
       "2445  https://www.ted.com/talks/karim_abouelnaga_a_s...    973376   \n",
       "2454  https://www.ted.com/talks/wendy_troxel_why_sch...   1219828   \n",
       "2469  https://www.ted.com/talks/carina_morillo_to_un...    428279   \n",
       "2475  https://www.ted.com/talks/sharon_terry_science...   1015849   \n",
       "2477  https://www.ted.com/talks/jim_yong_kim_doesn_t...   1342356   \n",
       "2479  https://www.ted.com/talks/david_miliband_the_r...   1088768   \n",
       "2482  https://www.ted.com/talks/luma_mufleh_don_t_fe...   1354522   \n",
       "2525  https://www.ted.com/talks/tara_winkler_why_we_...    656113   \n",
       "\n",
       "                  filmutc  \n",
       "0     2006-02-25 00:00:00  \n",
       "14    2006-02-23 00:00:00  \n",
       "152   2007-03-03 00:00:00  \n",
       "171   2007-03-03 00:00:00  \n",
       "180   2002-02-02 00:00:00  \n",
       "196   2007-03-03 00:00:00  \n",
       "198   2007-03-03 00:00:00  \n",
       "203   2008-02-28 00:00:00  \n",
       "251   2007-12-12 00:00:00  \n",
       "277   2007-12-03 00:00:00  \n",
       "280   2007-02-02 00:00:00  \n",
       "291   2005-02-02 00:00:00  \n",
       "293   2007-12-12 00:00:00  \n",
       "298   2008-02-02 00:00:00  \n",
       "300   2007-12-12 00:00:00  \n",
       "301   2003-02-28 00:00:00  \n",
       "358   2008-12-04 00:00:00  \n",
       "366   2005-02-28 00:00:00  \n",
       "383   2009-02-06 00:00:00  \n",
       "387   2009-02-05 00:00:00  \n",
       "395   1998-02-02 00:00:00  \n",
       "397   2009-02-06 00:00:00  \n",
       "403   2008-05-08 00:00:00  \n",
       "405   2009-02-05 00:00:00  \n",
       "420   2002-02-02 00:00:00  \n",
       "426   2003-02-02 00:00:00  \n",
       "455   2009-02-05 00:00:00  \n",
       "465   2009-02-06 00:00:00  \n",
       "480   2009-02-06 00:00:00  \n",
       "482   2007-02-02 00:00:00  \n",
       "...                   ...  \n",
       "2355  2015-11-02 00:00:00  \n",
       "2356  2016-10-08 00:00:00  \n",
       "2366  2015-10-31 00:00:00  \n",
       "2369  2016-04-15 00:00:00  \n",
       "2370  2016-10-26 00:00:00  \n",
       "2380  2016-02-14 00:00:00  \n",
       "2381  2016-10-26 00:00:00  \n",
       "2395  2016-10-26 00:00:00  \n",
       "2399  2016-10-26 00:00:00  \n",
       "2400  2016-10-26 00:00:00  \n",
       "2405  2016-10-26 00:00:00  \n",
       "2406  2015-09-24 00:00:00  \n",
       "2409  2016-01-23 00:00:00  \n",
       "2410  2016-10-26 00:00:00  \n",
       "2415  2016-10-26 00:00:00  \n",
       "2417  2016-07-03 00:00:00  \n",
       "2419  2016-11-30 00:00:00  \n",
       "2423  2016-10-22 00:00:00  \n",
       "2430  2012-12-01 00:00:00  \n",
       "2433  2017-02-15 00:00:00  \n",
       "2438  2017-04-25 00:00:00  \n",
       "2439  2017-04-24 00:00:00  \n",
       "2445  2017-04-24 00:00:00  \n",
       "2454  2016-11-05 00:00:00  \n",
       "2469  2016-10-22 00:00:00  \n",
       "2475  2016-11-30 00:00:00  \n",
       "2477  2017-04-24 00:00:00  \n",
       "2479  2017-04-24 00:00:00  \n",
       "2482  2017-04-24 00:00:00  \n",
       "2525  2016-05-24 00:00:00  \n",
       "\n",
       "[143 rows x 18 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# eval : 把字串當python執行\n",
    "def fflow(t):\n",
    "    if \"children\" in eval(t):\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "f = df[df[\"tags\"].apply(fflow)]\n",
    "print(f.shape[0])\n",
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a =eval(\"[1,2,3]\")\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please insert a tagcomputers\n",
      "fit :  111\n"
     ]
    },
    {
     "data": {
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       "      <td>124</td>\n",
       "      <td>New York Times columnist David Pogue takes aim...</td>\n",
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       "      <td>2006-02-24 00:00:00</td>\n",
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       "      <th>61</th>\n",
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       "      <td>MIT professor Neil Gershenfeld talks about his...</td>\n",
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       "      <td>TED2006</td>\n",
       "      <td>1138838400</td>\n",
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       "      <td>Neil Gershenfeld</td>\n",
       "      <td>Neil Gershenfeld: Unleash your creativity in a...</td>\n",
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       "      <td>Physicist, personal fab pioneer</td>\n",
       "      <td>['code', 'computers', 'culture', 'education', ...</td>\n",
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       "      <td>https://www.ted.com/talks/neil_gershenfeld_on_...</td>\n",
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       "      <td>2006-02-02 00:00:00</td>\n",
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       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>230</td>\n",
       "      <td>Treo creator Jeff Hawkins urges us to take a n...</td>\n",
       "      <td>1211</td>\n",
       "      <td>TED2003</td>\n",
       "      <td>1044144000</td>\n",
       "      <td>29</td>\n",
       "      <td>Jeff Hawkins</td>\n",
       "      <td>Jeff Hawkins: How brain science will change co...</td>\n",
       "      <td>1</td>\n",
       "      <td>1179760080</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 73},...</td>\n",
       "      <td>[{'id': 184, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Computer designer, brain researcher</td>\n",
       "      <td>['AI', 'brain', 'cognitive science', 'computer...</td>\n",
       "      <td>How brain science will change computing</td>\n",
       "      <td>https://www.ted.com/talks/jeff_hawkins_on_how_...</td>\n",
       "      <td>1371482</td>\n",
       "      <td>2003-02-02 00:00:00</td>\n",
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       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>40</td>\n",
       "      <td>Paul Rothemund writes code that causes DNA to ...</td>\n",
       "      <td>299</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>28</td>\n",
       "      <td>Paul Rothemund</td>\n",
       "      <td>Paul Rothemund: Playing with DNA that self-ass...</td>\n",
       "      <td>1</td>\n",
       "      <td>1194484440</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 140...</td>\n",
       "      <td>[{'id': 147, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>DNA origamist</td>\n",
       "      <td>['DNA', 'MacArthur grant', 'complexity', 'comp...</td>\n",
       "      <td>Playing with DNA that self-assembles</td>\n",
       "      <td>https://www.ted.com/talks/paul_rothemund_casts...</td>\n",
       "      <td>410563</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>61</td>\n",
       "      <td>With all the intensity and brilliance for whic...</td>\n",
       "      <td>1237</td>\n",
       "      <td>TED2007</td>\n",
       "      <td>1172880000</td>\n",
       "      <td>29</td>\n",
       "      <td>Alan Kay</td>\n",
       "      <td>Alan Kay: A powerful idea about ideas</td>\n",
       "      <td>1</td>\n",
       "      <td>1204625340</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 238}...</td>\n",
       "      <td>[{'id': 41, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Educator and computing pioneer</td>\n",
       "      <td>['children', 'collaboration', 'computers', 'de...</td>\n",
       "      <td>A powerful idea about ideas</td>\n",
       "      <td>https://www.ted.com/talks/alan_kay_shares_a_po...</td>\n",
       "      <td>777609</td>\n",
       "      <td>2007-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>60</td>\n",
       "      <td>Designer Yves Behar digs up his creative roots...</td>\n",
       "      <td>1063</td>\n",
       "      <td>TED2008</td>\n",
       "      <td>1204243200</td>\n",
       "      <td>27</td>\n",
       "      <td>Yves Behar</td>\n",
       "      <td>Yves Behar: Designing objects that tell stories</td>\n",
       "      <td>1</td>\n",
       "      <td>1211338380</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 444}...</td>\n",
       "      <td>[{'id': 27, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Designer</td>\n",
       "      <td>['business', 'computers', 'creativity', 'desig...</td>\n",
       "      <td>Designing objects that tell stories</td>\n",
       "      <td>https://www.ted.com/talks/yves_behar_on_design...</td>\n",
       "      <td>1109822</td>\n",
       "      <td>2008-02-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>85</td>\n",
       "      <td>Historian George Dyson tells stories from the ...</td>\n",
       "      <td>1038</td>\n",
       "      <td>TED2003</td>\n",
       "      <td>1046649600</td>\n",
       "      <td>24</td>\n",
       "      <td>George Dyson</td>\n",
       "      <td>George Dyson: The birth of the computer</td>\n",
       "      <td>1</td>\n",
       "      <td>1213563480</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 411...</td>\n",
       "      <td>[{'id': 319, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Historian of science</td>\n",
       "      <td>['computers', 'engineering', 'history', 'libra...</td>\n",
       "      <td>The birth of the computer</td>\n",
       "      <td>https://www.ted.com/talks/george_dyson_at_the_...</td>\n",
       "      <td>838799</td>\n",
       "      <td>2003-03-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>43</td>\n",
       "      <td>Nicholas Negroponte talks about how One Laptop...</td>\n",
       "      <td>1000</td>\n",
       "      <td>EG 2007</td>\n",
       "      <td>1197417600</td>\n",
       "      <td>18</td>\n",
       "      <td>Nicholas Negroponte</td>\n",
       "      <td>Nicholas Negroponte: One Laptop per Child, two...</td>\n",
       "      <td>1</td>\n",
       "      <td>1214442000</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 89}...</td>\n",
       "      <td>[{'id': 230, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Tech visionary</td>\n",
       "      <td>['activism', 'computers', 'design', 'technology']</td>\n",
       "      <td>One Laptop per Child, two years on</td>\n",
       "      <td>https://www.ted.com/talks/nicholas_negroponte_...</td>\n",
       "      <td>398643</td>\n",
       "      <td>2007-12-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>93</td>\n",
       "      <td>Researcher Kwabena Boahen is looking for ways ...</td>\n",
       "      <td>982</td>\n",
       "      <td>TEDGlobal 2007</td>\n",
       "      <td>1181088000</td>\n",
       "      <td>21</td>\n",
       "      <td>Kwabena Boahen</td>\n",
       "      <td>Kwabena Boahen: A computer that works like the...</td>\n",
       "      <td>1</td>\n",
       "      <td>1217395680</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 27},...</td>\n",
       "      <td>[{'id': 125, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Bioengineer</td>\n",
       "      <td>['brain', 'complexity', 'computers', 'design',...</td>\n",
       "      <td>A computer that works like the brain</td>\n",
       "      <td>https://www.ted.com/talks/kwabena_boahen_on_a_...</td>\n",
       "      <td>580298</td>\n",
       "      <td>2007-06-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>92</td>\n",
       "      <td>Why build a virtual world? Philip Rosedale tal...</td>\n",
       "      <td>1711</td>\n",
       "      <td>Serious Play 2008</td>\n",
       "      <td>1210204800</td>\n",
       "      <td>19</td>\n",
       "      <td>Philip Rosedale</td>\n",
       "      <td>Philip Rosedale: Life in Second Life</td>\n",
       "      <td>1</td>\n",
       "      <td>1228266000</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 114}, {'id'...</td>\n",
       "      <td>[{'id': 361, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Entrepreneur</td>\n",
       "      <td>['cities', 'communication', 'community', 'comp...</td>\n",
       "      <td>Life in Second Life</td>\n",
       "      <td>https://www.ted.com/talks/the_inspiration_of_s...</td>\n",
       "      <td>554794</td>\n",
       "      <td>2008-05-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>116</td>\n",
       "      <td>TED follows Nicholas Negroponte to Colombia as...</td>\n",
       "      <td>408</td>\n",
       "      <td>TED in the Field</td>\n",
       "      <td>1228348800</td>\n",
       "      <td>30</td>\n",
       "      <td>Nicholas Negroponte</td>\n",
       "      <td>Nicholas Negroponte: Taking OLPC to Colombia</td>\n",
       "      <td>1</td>\n",
       "      <td>1229959020</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 246}...</td>\n",
       "      <td>[{'id': 41, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Tech visionary</td>\n",
       "      <td>['children', 'computers', 'design', 'global is...</td>\n",
       "      <td>Taking OLPC to Colombia</td>\n",
       "      <td>https://www.ted.com/talks/nicholas_negroponte_...</td>\n",
       "      <td>363202</td>\n",
       "      <td>2008-12-04 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>26</td>\n",
       "      <td>Designer John Maeda talks about his path from ...</td>\n",
       "      <td>1026</td>\n",
       "      <td>Serious Play 2008</td>\n",
       "      <td>1209945600</td>\n",
       "      <td>20</td>\n",
       "      <td>John Maeda</td>\n",
       "      <td>John Maeda: My journey in design</td>\n",
       "      <td>1</td>\n",
       "      <td>1231218480</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 56}, {'id':...</td>\n",
       "      <td>[{'id': 172, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Artist</td>\n",
       "      <td>['code', 'computers', 'curiosity', 'design', '...</td>\n",
       "      <td>My journey in design</td>\n",
       "      <td>https://www.ted.com/talks/john_maeda_on_design\\n</td>\n",
       "      <td>241858</td>\n",
       "      <td>2008-05-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>68</td>\n",
       "      <td>In this unmissable look at the magic of comics...</td>\n",
       "      <td>1028</td>\n",
       "      <td>TED2005</td>\n",
       "      <td>1109548800</td>\n",
       "      <td>25</td>\n",
       "      <td>Scott McCloud</td>\n",
       "      <td>Scott McCloud: The visual magic of comics</td>\n",
       "      <td>1</td>\n",
       "      <td>1231808400</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 217},...</td>\n",
       "      <td>[{'id': 215, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Cartoonist</td>\n",
       "      <td>['art', 'books', 'children', 'computers', 'cre...</td>\n",
       "      <td>The visual magic of comics</td>\n",
       "      <td>https://www.ted.com/talks/scott_mccloud_on_com...</td>\n",
       "      <td>1022333</td>\n",
       "      <td>2005-02-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>147</td>\n",
       "      <td>MIT grad student David Merrill demos Siftables...</td>\n",
       "      <td>429</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233878400</td>\n",
       "      <td>29</td>\n",
       "      <td>David Merrill</td>\n",
       "      <td>David Merrill: Toy tiles that talk to each other</td>\n",
       "      <td>1</td>\n",
       "      <td>1234431300</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 824},...</td>\n",
       "      <td>[{'id': 350, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>MIT grad student</td>\n",
       "      <td>['art', 'business', 'children', 'computers', '...</td>\n",
       "      <td>Toy tiles that talk to each other</td>\n",
       "      <td>https://www.ted.com/talks/david_merrill_demos_...</td>\n",
       "      <td>1765153</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>130</td>\n",
       "      <td>Neuroscientist Michael Merzenich looks at one ...</td>\n",
       "      <td>1387</td>\n",
       "      <td>TED2004</td>\n",
       "      <td>1077926400</td>\n",
       "      <td>21</td>\n",
       "      <td>Michael Merzenich</td>\n",
       "      <td>Michael Merzenich: Growing evidence of brain p...</td>\n",
       "      <td>1</td>\n",
       "      <td>1240903980</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 27...</td>\n",
       "      <td>[{'id': 184, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Neuroscientist</td>\n",
       "      <td>['brain', 'computers', 'consciousness', 'entre...</td>\n",
       "      <td>Growing evidence of brain plasticity</td>\n",
       "      <td>https://www.ted.com/talks/michael_merzenich_on...</td>\n",
       "      <td>1237391</td>\n",
       "      <td>2004-02-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>145</td>\n",
       "      <td>Ray Kurzweil's latest graphs show that technol...</td>\n",
       "      <td>527</td>\n",
       "      <td>TED2009</td>\n",
       "      <td>1233964800</td>\n",
       "      <td>27</td>\n",
       "      <td>Ray Kurzweil</td>\n",
       "      <td>Ray Kurzweil: A university for the coming sing...</td>\n",
       "      <td>1</td>\n",
       "      <td>1243932780</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 123...</td>\n",
       "      <td>[{'id': 38, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Inventor, futurist</td>\n",
       "      <td>['TED Brain Trust', 'computers', 'education', ...</td>\n",
       "      <td>A university for the coming singularity</td>\n",
       "      <td>https://www.ted.com/talks/ray_kurzweil_announc...</td>\n",
       "      <td>908923</td>\n",
       "      <td>2009-02-07 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>343</td>\n",
       "      <td>Henry Markram says the mysteries of the mind c...</td>\n",
       "      <td>890</td>\n",
       "      <td>TEDGlobal 2009</td>\n",
       "      <td>1248307200</td>\n",
       "      <td>28</td>\n",
       "      <td>Henry Markram</td>\n",
       "      <td>Henry Markram: A brain in a supercomputer</td>\n",
       "      <td>1</td>\n",
       "      <td>1255599420</td>\n",
       "      <td>[{'id': 2, 'name': 'Confusing', 'count': 58}, ...</td>\n",
       "      <td>[{'id': 236, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Neuroscientist</td>\n",
       "      <td>['brain', 'computers', 'consciousness', 'mind'...</td>\n",
       "      <td>A brain in a supercomputer</td>\n",
       "      <td>https://www.ted.com/talks/henry_markram_superc...</td>\n",
       "      <td>1180127</td>\n",
       "      <td>2009-07-23 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>89</td>\n",
       "      <td>Computer graphics trailblazer Paul Debevec exp...</td>\n",
       "      <td>366</td>\n",
       "      <td>TEDxUSC</td>\n",
       "      <td>1237766400</td>\n",
       "      <td>24</td>\n",
       "      <td>Paul Debevec</td>\n",
       "      <td>Paul Debevec: Animating a photo-real digital face</td>\n",
       "      <td>1</td>\n",
       "      <td>1256029020</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 1...</td>\n",
       "      <td>[{'id': 469, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Computer graphics pioneer</td>\n",
       "      <td>['TEDx', 'animation', 'art', 'computers', 'des...</td>\n",
       "      <td>Animating a photo-real digital face</td>\n",
       "      <td>https://www.ted.com/talks/paul_debevec_animate...</td>\n",
       "      <td>748862</td>\n",
       "      <td>2009-03-23 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>39</td>\n",
       "      <td>At the 2008 EG conference, famed puzzle design...</td>\n",
       "      <td>709</td>\n",
       "      <td>EG 2008</td>\n",
       "      <td>1228953600</td>\n",
       "      <td>24</td>\n",
       "      <td>Scott Kim</td>\n",
       "      <td>Scott Kim: The art of puzzles</td>\n",
       "      <td>1</td>\n",
       "      <td>1259917500</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 11...</td>\n",
       "      <td>[{'id': 146, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Puzzlemaster</td>\n",
       "      <td>['art', 'computers', 'design', 'gaming', 'math...</td>\n",
       "      <td>The art of puzzles</td>\n",
       "      <td>https://www.ted.com/talks/scott_kim_takes_apar...</td>\n",
       "      <td>517779</td>\n",
       "      <td>2008-12-11 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>142</td>\n",
       "      <td>In this wide-ranging, thought-provoking talk, ...</td>\n",
       "      <td>992</td>\n",
       "      <td>TEDxAmsterdam</td>\n",
       "      <td>1258675200</td>\n",
       "      <td>22</td>\n",
       "      <td>Kevin Kelly</td>\n",
       "      <td>Kevin Kelly: Technology's epic story</td>\n",
       "      <td>1</td>\n",
       "      <td>1266570780</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 18...</td>\n",
       "      <td>[{'id': 19, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Digital visionary</td>\n",
       "      <td>['TEDx', 'computers', 'history', 'life', 'tech...</td>\n",
       "      <td>Technology's epic story</td>\n",
       "      <td>https://www.ted.com/talks/kevin_kelly_tells_te...</td>\n",
       "      <td>540897</td>\n",
       "      <td>2009-11-20 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>90</td>\n",
       "      <td>At TED2009, Tim Berners-Lee called for \"raw da...</td>\n",
       "      <td>333</td>\n",
       "      <td>TED2010</td>\n",
       "      <td>1265760000</td>\n",
       "      <td>33</td>\n",
       "      <td>Tim Berners-Lee</td>\n",
       "      <td>Tim Berners-Lee: The year open data went world...</td>\n",
       "      <td>1</td>\n",
       "      <td>1268040420</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 278}...</td>\n",
       "      <td>[{'id': 484, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Inventor</td>\n",
       "      <td>['Internet', 'computers', 'statistics', 'visua...</td>\n",
       "      <td>The year open data went worldwide</td>\n",
       "      <td>https://www.ted.com/talks/tim_berners_lee_the_...</td>\n",
       "      <td>680486</td>\n",
       "      <td>2010-02-10 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>1309</td>\n",
       "      <td>Games like World of Warcraft give players the ...</td>\n",
       "      <td>1203</td>\n",
       "      <td>TED2010</td>\n",
       "      <td>1265932800</td>\n",
       "      <td>34</td>\n",
       "      <td>Jane McGonigal</td>\n",
       "      <td>Jane McGonigal: Gaming can make a better world</td>\n",
       "      <td>1</td>\n",
       "      <td>1268816460</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 15...</td>\n",
       "      <td>[{'id': 146, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Game Designer</td>\n",
       "      <td>['computers', 'design', 'entertainment', 'gami...</td>\n",
       "      <td>Gaming can make a better world</td>\n",
       "      <td>https://www.ted.com/talks/jane_mcgonigal_gamin...</td>\n",
       "      <td>4573252</td>\n",
       "      <td>2010-02-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>278</td>\n",
       "      <td>Stephen Wolfram, creator of Mathematica, talks...</td>\n",
       "      <td>1198</td>\n",
       "      <td>TED2010</td>\n",
       "      <td>1265932800</td>\n",
       "      <td>24</td>\n",
       "      <td>Stephen Wolfram</td>\n",
       "      <td>Stephen Wolfram: Computing a theory of all kno...</td>\n",
       "      <td>1</td>\n",
       "      <td>1272357000</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 4...</td>\n",
       "      <td>[{'id': 371, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Scientist, inventor</td>\n",
       "      <td>['String theory', 'biology', 'complexity', 'co...</td>\n",
       "      <td>Computing a theory of all knowledge</td>\n",
       "      <td>https://www.ted.com/talks/stephen_wolfram_comp...</td>\n",
       "      <td>1542898</td>\n",
       "      <td>2010-02-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>227</td>\n",
       "      <td>Minority Report science adviser and inventor J...</td>\n",
       "      <td>922</td>\n",
       "      <td>TED2010</td>\n",
       "      <td>1265846400</td>\n",
       "      <td>23</td>\n",
       "      <td>John Underkoffler</td>\n",
       "      <td>John Underkoffler: Pointing to the future of UI</td>\n",
       "      <td>1</td>\n",
       "      <td>1275381600</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 47...</td>\n",
       "      <td>[{'id': 1781, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Interface designer</td>\n",
       "      <td>['computers', 'design', 'film', 'interface des...</td>\n",
       "      <td>Pointing to the future of UI</td>\n",
       "      <td>https://www.ted.com/talks/john_underkoffler_dr...</td>\n",
       "      <td>1514014</td>\n",
       "      <td>2010-02-11 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>477</td>\n",
       "      <td>The founder of 4chan, a controversial, uncenso...</td>\n",
       "      <td>790</td>\n",
       "      <td>TED2010</td>\n",
       "      <td>1265932800</td>\n",
       "      <td>28</td>\n",
       "      <td>Christopher \"moot\" Poole\"</td>\n",
       "      <td>Christopher \"moot\" Poole\": The case for anonym...</td>\n",
       "      <td>1</td>\n",
       "      <td>1275467340</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 36...</td>\n",
       "      <td>[{'id': 714, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Founder, 4chan</td>\n",
       "      <td>['Internet', 'activism', 'collaboration', 'com...</td>\n",
       "      <td>The case for anonymity online</td>\n",
       "      <td>https://www.ted.com/talks/christopher_m00t_poo...</td>\n",
       "      <td>1451649</td>\n",
       "      <td>2010-02-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>581</td>\n",
       "      <td>Tan Le's astonishing new computer interface re...</td>\n",
       "      <td>636</td>\n",
       "      <td>TEDGlobal 2010</td>\n",
       "      <td>1279238400</td>\n",
       "      <td>34</td>\n",
       "      <td>Tan Le</td>\n",
       "      <td>Tan Le: A headset that reads your brainwaves</td>\n",
       "      <td>1</td>\n",
       "      <td>1279715760</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 10...</td>\n",
       "      <td>[{'id': 685, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Entrepreneur</td>\n",
       "      <td>['brain', 'computers', 'design', 'entertainmen...</td>\n",
       "      <td>A headset that reads your brainwaves</td>\n",
       "      <td>https://www.ted.com/talks/tan_le_a_headset_tha...</td>\n",
       "      <td>2468906</td>\n",
       "      <td>2010-07-16 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>207</td>\n",
       "      <td>Peter Molyneux demos Milo, a hotly anticipated...</td>\n",
       "      <td>655</td>\n",
       "      <td>TEDGlobal 2010</td>\n",
       "      <td>1278633600</td>\n",
       "      <td>24</td>\n",
       "      <td>Peter Molyneux</td>\n",
       "      <td>Peter Molyneux: Meet Milo, the virtual boy</td>\n",
       "      <td>1</td>\n",
       "      <td>1282119180</td>\n",
       "      <td>[{'id': 9, 'name': 'Ingenious', 'count': 156},...</td>\n",
       "      <td>[{'id': 799, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Game changer</td>\n",
       "      <td>['AI', 'children', 'computers', 'design', 'gam...</td>\n",
       "      <td>Meet Milo, the virtual boy</td>\n",
       "      <td>https://www.ted.com/talks/peter_molyneux_demos...</td>\n",
       "      <td>734490</td>\n",
       "      <td>2010-07-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>285</td>\n",
       "      <td>David McCandless turns complex data sets (like...</td>\n",
       "      <td>1076</td>\n",
       "      <td>TEDGlobal 2010</td>\n",
       "      <td>1278633600</td>\n",
       "      <td>31</td>\n",
       "      <td>David McCandless</td>\n",
       "      <td>David McCandless: The beauty of data visualiza...</td>\n",
       "      <td>1</td>\n",
       "      <td>1282554120</td>\n",
       "      <td>[{'id': 25, 'name': 'OK', 'count': 190}, {'id'...</td>\n",
       "      <td>[{'id': 783, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Data journalist</td>\n",
       "      <td>['complexity', 'computers', 'data', 'design', ...</td>\n",
       "      <td>The beauty of data visualization</td>\n",
       "      <td>https://www.ted.com/talks/david_mccandless_the...</td>\n",
       "      <td>2581998</td>\n",
       "      <td>2010-07-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>579</td>\n",
       "      <td>From rockets to stock markets, many of humanit...</td>\n",
       "      <td>1039</td>\n",
       "      <td>TEDGlobal 2010</td>\n",
       "      <td>1278633600</td>\n",
       "      <td>32</td>\n",
       "      <td>Conrad Wolfram</td>\n",
       "      <td>Conrad Wolfram: Teaching kids real math with c...</td>\n",
       "      <td>1</td>\n",
       "      <td>1289833380</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 828...</td>\n",
       "      <td>[{'id': 843, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Mathematician</td>\n",
       "      <td>['code', 'computers', 'education', 'math', 'te...</td>\n",
       "      <td>Teaching kids real math with computers</td>\n",
       "      <td>https://www.ted.com/talks/conrad_wolfram_teach...</td>\n",
       "      <td>1499219</td>\n",
       "      <td>2010-07-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>250</td>\n",
       "      <td>Technology is evolving us, says Amber Case, as...</td>\n",
       "      <td>473</td>\n",
       "      <td>TEDWomen 2010</td>\n",
       "      <td>1291766400</td>\n",
       "      <td>38</td>\n",
       "      <td>Amber Case</td>\n",
       "      <td>Amber Case: We are all cyborgs now</td>\n",
       "      <td>1</td>\n",
       "      <td>1294758900</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 1...</td>\n",
       "      <td>[{'id': 19, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Cyborg Anthropologist</td>\n",
       "      <td>['anthropology', 'computers', 'culture', 'cybo...</td>\n",
       "      <td>We are all cyborgs now</td>\n",
       "      <td>https://www.ted.com/talks/amber_case_we_are_al...</td>\n",
       "      <td>1475333</td>\n",
       "      <td>2010-12-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>36</td>\n",
       "      <td>Gregory Heyworth is a textual scientist; he an...</td>\n",
       "      <td>727</td>\n",
       "      <td>TEDxUM</td>\n",
       "      <td>1446249600</td>\n",
       "      <td>25</td>\n",
       "      <td>Gregory Heyworth</td>\n",
       "      <td>Gregory Heyworth: How I'm discovering the secr...</td>\n",
       "      <td>1</td>\n",
       "      <td>1455119227</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 241...</td>\n",
       "      <td>[{'id': 1461, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Textual scientist</td>\n",
       "      <td>['TEDx', 'ancient world', 'archaeology', 'book...</td>\n",
       "      <td>How I'm discovering the secrets of ancient texts</td>\n",
       "      <td>https://www.ted.com/talks/gregory_heyworth_how...</td>\n",
       "      <td>761052</td>\n",
       "      <td>2015-10-31 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>138</td>\n",
       "      <td>We're raising our girls to be perfect, and we'...</td>\n",
       "      <td>759</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455667200</td>\n",
       "      <td>35</td>\n",
       "      <td>Reshma Saujani</td>\n",
       "      <td>Reshma Saujani: Teach girls bravery, not perfe...</td>\n",
       "      <td>1</td>\n",
       "      <td>1457351945</td>\n",
       "      <td>[{'id': 3, 'name': 'Courageous', 'count': 1426...</td>\n",
       "      <td>[{'id': 2417, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Education activist</td>\n",
       "      <td>['children', 'code', 'computers', 'education',...</td>\n",
       "      <td>Teach girls bravery, not perfection</td>\n",
       "      <td>https://www.ted.com/talks/reshma_saujani_teach...</td>\n",
       "      <td>3325490</td>\n",
       "      <td>2016-02-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2164</th>\n",
       "      <td>47</td>\n",
       "      <td>What if technology could connect us more deepl...</td>\n",
       "      <td>654</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455667200</td>\n",
       "      <td>25</td>\n",
       "      <td>Meron Gribetz</td>\n",
       "      <td>Meron Gribetz: A glimpse of the future through...</td>\n",
       "      <td>1</td>\n",
       "      <td>1458312270</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 5...</td>\n",
       "      <td>[{'id': 38, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Founder and CEO, Meta</td>\n",
       "      <td>['Senses', 'augmented reality', 'brain', 'comp...</td>\n",
       "      <td>A glimpse of the future through an augmented r...</td>\n",
       "      <td>https://www.ted.com/talks/meron_gribetz_a_glim...</td>\n",
       "      <td>1575381</td>\n",
       "      <td>2016-02-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>125</td>\n",
       "      <td>Explore a speculative digital world without sc...</td>\n",
       "      <td>1145</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455753600</td>\n",
       "      <td>28</td>\n",
       "      <td>Alex Kipman</td>\n",
       "      <td>Alex Kipman: A futuristic vision of the age of...</td>\n",
       "      <td>1</td>\n",
       "      <td>1458917544</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 254...</td>\n",
       "      <td>[{'id': 2459, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Inventor</td>\n",
       "      <td>['NASA', 'communication', 'computers', 'creati...</td>\n",
       "      <td>A futuristic vision of the age of holograms</td>\n",
       "      <td>https://www.ted.com/talks/alex_kipman_the_dawn...</td>\n",
       "      <td>2224913</td>\n",
       "      <td>2016-02-18 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2177</th>\n",
       "      <td>45</td>\n",
       "      <td>Danielle Feinberg, Pixar's director of photogr...</td>\n",
       "      <td>724</td>\n",
       "      <td>TED Talks Live</td>\n",
       "      <td>1446681600</td>\n",
       "      <td>32</td>\n",
       "      <td>Danielle Feinberg</td>\n",
       "      <td>Danielle Feinberg: The magic ingredient that b...</td>\n",
       "      <td>1</td>\n",
       "      <td>1459953778</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 965},...</td>\n",
       "      <td>[{'id': 533, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Director of photography, Pixar</td>\n",
       "      <td>['art', 'beauty', 'code', 'computers', 'design...</td>\n",
       "      <td>The magic ingredient that brings Pixar movies ...</td>\n",
       "      <td>https://www.ted.com/talks/danielle_feinberg_th...</td>\n",
       "      <td>2617414</td>\n",
       "      <td>2015-11-05 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2180</th>\n",
       "      <td>149</td>\n",
       "      <td>Linus Torvalds transformed technology twice --...</td>\n",
       "      <td>1290</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455667200</td>\n",
       "      <td>27</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>Linus Torvalds: The mind behind Linux</td>\n",
       "      <td>1</td>\n",
       "      <td>1460131229</td>\n",
       "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 58}...</td>\n",
       "      <td>[{'id': 1693, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Software engineer</td>\n",
       "      <td>['Internet', 'code', 'communication', 'compute...</td>\n",
       "      <td>The mind behind Linux</td>\n",
       "      <td>https://www.ted.com/talks/linus_torvalds_the_m...</td>\n",
       "      <td>2399273</td>\n",
       "      <td>2016-02-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2193</th>\n",
       "      <td>29</td>\n",
       "      <td>Artist R. Luke DuBois makes unique portraits o...</td>\n",
       "      <td>763</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455494400</td>\n",
       "      <td>21</td>\n",
       "      <td>R. Luke DuBois</td>\n",
       "      <td>R. Luke DuBois: Insightful human portraits mad...</td>\n",
       "      <td>1</td>\n",
       "      <td>1461683185</td>\n",
       "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 36...</td>\n",
       "      <td>[{'id': 2296, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Artist, composer, engineer</td>\n",
       "      <td>['Internet', 'algorithm', 'art', 'composing', ...</td>\n",
       "      <td>Insightful human portraits made from data</td>\n",
       "      <td>https://www.ted.com/talks/r_luke_dubois_insigh...</td>\n",
       "      <td>1222519</td>\n",
       "      <td>2016-02-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2221</th>\n",
       "      <td>42</td>\n",
       "      <td>What does a cultural Big Bang look like? For A...</td>\n",
       "      <td>900</td>\n",
       "      <td>TED2016</td>\n",
       "      <td>1455667200</td>\n",
       "      <td>23</td>\n",
       "      <td>Amit Sood</td>\n",
       "      <td>Amit Sood: Every piece of art you've ever want...</td>\n",
       "      <td>1</td>\n",
       "      <td>1465311703</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 188},...</td>\n",
       "      <td>[{'id': 1144, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Technologist</td>\n",
       "      <td>['Google', 'Internet', 'art', 'beauty', 'big b...</td>\n",
       "      <td>Every piece of art you've ever wanted to see -...</td>\n",
       "      <td>https://www.ted.com/talks/amit_sood_every_piec...</td>\n",
       "      <td>923916</td>\n",
       "      <td>2016-02-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2267</th>\n",
       "      <td>100</td>\n",
       "      <td>What is the blockchain? If you don't know, you...</td>\n",
       "      <td>1129</td>\n",
       "      <td>TEDSummit</td>\n",
       "      <td>1467072000</td>\n",
       "      <td>23</td>\n",
       "      <td>Don Tapscott</td>\n",
       "      <td>Don Tapscott: How the blockchain is changing m...</td>\n",
       "      <td>1</td>\n",
       "      <td>1472136946</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 132...</td>\n",
       "      <td>[{'id': 1795, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Digital strategist</td>\n",
       "      <td>['Internet', 'blockchain', 'business', 'collab...</td>\n",
       "      <td>How the blockchain is changing money and business</td>\n",
       "      <td>https://www.ted.com/talks/don_tapscott_how_the...</td>\n",
       "      <td>2110218</td>\n",
       "      <td>2016-06-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2278</th>\n",
       "      <td>84</td>\n",
       "      <td>What happens when the way we buy, sell and pay...</td>\n",
       "      <td>976</td>\n",
       "      <td>TED@BCG Paris</td>\n",
       "      <td>1463529600</td>\n",
       "      <td>24</td>\n",
       "      <td>Neha Narula</td>\n",
       "      <td>Neha Narula: The future of money</td>\n",
       "      <td>1</td>\n",
       "      <td>1473692578</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 160},...</td>\n",
       "      <td>[{'id': 2573, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Currency futurist</td>\n",
       "      <td>['Internet', 'business', 'capitalism', 'comput...</td>\n",
       "      <td>The future of money</td>\n",
       "      <td>https://www.ted.com/talks/neha_narula_the_futu...</td>\n",
       "      <td>1799860</td>\n",
       "      <td>2016-05-18 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2306</th>\n",
       "      <td>84</td>\n",
       "      <td>Machine intelligence is here, and we're alread...</td>\n",
       "      <td>1062</td>\n",
       "      <td>TEDSummit</td>\n",
       "      <td>1467158400</td>\n",
       "      <td>23</td>\n",
       "      <td>Zeynep Tufekci</td>\n",
       "      <td>Zeynep Tufekci: Machine intelligence makes hum...</td>\n",
       "      <td>1</td>\n",
       "      <td>1476890306</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 2...</td>\n",
       "      <td>[{'id': 2533, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Techno-sociologist</td>\n",
       "      <td>['AI', 'algorithm', 'choice', 'computers', 'da...</td>\n",
       "      <td>Machine intelligence makes human morals more i...</td>\n",
       "      <td>https://www.ted.com/talks/zeynep_tufekci_machi...</td>\n",
       "      <td>1194781</td>\n",
       "      <td>2016-06-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>146</td>\n",
       "      <td>The smartphone you use reflects more than just...</td>\n",
       "      <td>464</td>\n",
       "      <td>TEDSummit</td>\n",
       "      <td>1467158400</td>\n",
       "      <td>30</td>\n",
       "      <td>Christopher Soghoian</td>\n",
       "      <td>Christopher Soghoian: Your smartphone is a civ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1477926404</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 3...</td>\n",
       "      <td>[{'id': 2314, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Privacy researcher and activist</td>\n",
       "      <td>['Internet', 'Surveillance', 'TED Fellows', 'a...</td>\n",
       "      <td>Your smartphone is a civil rights issue</td>\n",
       "      <td>https://www.ted.com/talks/christopher_soghoian...</td>\n",
       "      <td>1307805</td>\n",
       "      <td>2016-06-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>18</td>\n",
       "      <td>TED Resident Fawn Qiu designs fun, low-cost pr...</td>\n",
       "      <td>423</td>\n",
       "      <td>TED Residency</td>\n",
       "      <td>1468281600</td>\n",
       "      <td>33</td>\n",
       "      <td>Fawn Qiu</td>\n",
       "      <td>Fawn Qiu: Easy DIY projects for kid engineers</td>\n",
       "      <td>1</td>\n",
       "      <td>1478794255</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 255}, {'i...</td>\n",
       "      <td>[{'id': 2417, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Technologist</td>\n",
       "      <td>['TED Residency', 'children', 'computers', 'cr...</td>\n",
       "      <td>Easy DIY projects for kid engineers</td>\n",
       "      <td>https://www.ted.com/talks/fawn_qiu_easy_diy_pr...</td>\n",
       "      <td>1047389</td>\n",
       "      <td>2016-07-12 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>48</td>\n",
       "      <td>Say hello to the decentralized economy -- the ...</td>\n",
       "      <td>897</td>\n",
       "      <td>TEDSummit</td>\n",
       "      <td>1467158400</td>\n",
       "      <td>21</td>\n",
       "      <td>Bettina Warburg</td>\n",
       "      <td>Bettina Warburg: How the blockchain will radic...</td>\n",
       "      <td>1</td>\n",
       "      <td>1479225958</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 1...</td>\n",
       "      <td>[{'id': 19, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Blockchain entrepreneur and researcher</td>\n",
       "      <td>['Internet', 'blockchain', 'business', 'collab...</td>\n",
       "      <td>How the blockchain will radically transform th...</td>\n",
       "      <td>https://www.ted.com/talks/bettina_warburg_how_...</td>\n",
       "      <td>1985742</td>\n",
       "      <td>2016-06-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>45</td>\n",
       "      <td>Necessity is the mother of invention, right? W...</td>\n",
       "      <td>445</td>\n",
       "      <td>TED Studio</td>\n",
       "      <td>1477008000</td>\n",
       "      <td>38</td>\n",
       "      <td>Steven Johnson</td>\n",
       "      <td>Steven Johnson: The playful wonderland behind ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1479311284</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 466...</td>\n",
       "      <td>[{'id': 961, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Writer</td>\n",
       "      <td>['adventure', 'animation', 'art', 'beauty', 'c...</td>\n",
       "      <td>The playful wonderland behind great inventions</td>\n",
       "      <td>https://www.ted.com/talks/steven_johnson_how_p...</td>\n",
       "      <td>1122671</td>\n",
       "      <td>2016-10-21 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2344</th>\n",
       "      <td>76</td>\n",
       "      <td>\"The actual path of a raindrop as it goes down...</td>\n",
       "      <td>824</td>\n",
       "      <td>TEDSummit</td>\n",
       "      <td>1467158400</td>\n",
       "      <td>22</td>\n",
       "      <td>Kevin Kelly</td>\n",
       "      <td>Kevin Kelly: How AI can bring on a second Indu...</td>\n",
       "      <td>1</td>\n",
       "      <td>1481645049</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 6...</td>\n",
       "      <td>[{'id': 19, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
       "      <td>Digital visionary</td>\n",
       "      <td>['AI', 'Internet', 'algorithm', 'business', 'c...</td>\n",
       "      <td>How AI can bring on a second Industrial Revolu...</td>\n",
       "      <td>https://www.ted.com/talks/kevin_kelly_how_ai_c...</td>\n",
       "      <td>1389133</td>\n",
       "      <td>2016-06-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2358</th>\n",
       "      <td>58</td>\n",
       "      <td>Nearly every other year the transistors that p...</td>\n",
       "      <td>575</td>\n",
       "      <td>TED@IBM</td>\n",
       "      <td>1479168000</td>\n",
       "      <td>26</td>\n",
       "      <td>George Tulevski</td>\n",
       "      <td>George Tulevski: The next step in nanotechnology</td>\n",
       "      <td>1</td>\n",
       "      <td>1484065177</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 272...</td>\n",
       "      <td>[{'id': 2544, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Materials scientist</td>\n",
       "      <td>['chemistry', 'computers', 'design', 'engineer...</td>\n",
       "      <td>The next step in nanotechnology</td>\n",
       "      <td>https://www.ted.com/talks/george_tulevski_the_...</td>\n",
       "      <td>1284067</td>\n",
       "      <td>2016-11-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2359</th>\n",
       "      <td>18</td>\n",
       "      <td>Dan Bricklin changed the world forever when he...</td>\n",
       "      <td>720</td>\n",
       "      <td>TEDxBeaconStreet</td>\n",
       "      <td>1479513600</td>\n",
       "      <td>19</td>\n",
       "      <td>Dan Bricklin</td>\n",
       "      <td>Dan Bricklin: Meet the inventor of the electro...</td>\n",
       "      <td>1</td>\n",
       "      <td>1484149970</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 266...</td>\n",
       "      <td>[{'id': 720, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
       "      <td>Software pioneer</td>\n",
       "      <td>['TEDx', 'business', 'code', 'collaboration', ...</td>\n",
       "      <td>Meet the inventor of the electronic spreadsheet</td>\n",
       "      <td>https://www.ted.com/talks/dan_bricklin_meet_th...</td>\n",
       "      <td>992523</td>\n",
       "      <td>2016-11-19 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2363</th>\n",
       "      <td>360</td>\n",
       "      <td>Enough with online hate speech, sexual harassm...</td>\n",
       "      <td>970</td>\n",
       "      <td>TEDWomen 2016</td>\n",
       "      <td>1477526400</td>\n",
       "      <td>17</td>\n",
       "      <td>Ashley Judd</td>\n",
       "      <td>Ashley Judd: How online abuse of women has spi...</td>\n",
       "      <td>1</td>\n",
       "      <td>1484754934</td>\n",
       "      <td>[{'id': 2, 'name': 'Confusing', 'count': 53}, ...</td>\n",
       "      <td>[{'id': 1654, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Actor, activist</td>\n",
       "      <td>['Gender equality', 'Internet', 'activism', 'b...</td>\n",
       "      <td>How online abuse of women has spiraled out of ...</td>\n",
       "      <td>https://www.ted.com/talks/ashley_judd_how_onli...</td>\n",
       "      <td>1422701</td>\n",
       "      <td>2016-10-27 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2368</th>\n",
       "      <td>54</td>\n",
       "      <td>Cybercrime netted a whopping $450 billion in p...</td>\n",
       "      <td>867</td>\n",
       "      <td>TED@IBM</td>\n",
       "      <td>1479168000</td>\n",
       "      <td>18</td>\n",
       "      <td>Caleb Barlow</td>\n",
       "      <td>Caleb Barlow: Where is cybercrime really comin...</td>\n",
       "      <td>1</td>\n",
       "      <td>1485360776</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 391...</td>\n",
       "      <td>[{'id': 1820, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Cybercrime fighter</td>\n",
       "      <td>['computers', 'crime', 'data', 'hack']</td>\n",
       "      <td>Where is cybercrime really coming from?</td>\n",
       "      <td>https://www.ted.com/talks/caleb_barlow_where_i...</td>\n",
       "      <td>1304221</td>\n",
       "      <td>2016-11-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2376</th>\n",
       "      <td>125</td>\n",
       "      <td>What do you get when you give a design tool a ...</td>\n",
       "      <td>923</td>\n",
       "      <td>TEDxPortland</td>\n",
       "      <td>1460160000</td>\n",
       "      <td>23</td>\n",
       "      <td>Maurice Conti</td>\n",
       "      <td>Maurice Conti: The incredible inventions of in...</td>\n",
       "      <td>1</td>\n",
       "      <td>1486396112</td>\n",
       "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 3...</td>\n",
       "      <td>[{'id': 2592, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Designer, futurist</td>\n",
       "      <td>['AI', 'TEDx', 'algorithm', 'computers', 'desi...</td>\n",
       "      <td>The incredible inventions of intuitive AI</td>\n",
       "      <td>https://www.ted.com/talks/maurice_conti_the_in...</td>\n",
       "      <td>2759051</td>\n",
       "      <td>2016-04-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2386</th>\n",
       "      <td>270</td>\n",
       "      <td>New tech spawns new anxieties, says scientist ...</td>\n",
       "      <td>620</td>\n",
       "      <td>TED@IBM</td>\n",
       "      <td>1479168000</td>\n",
       "      <td>23</td>\n",
       "      <td>Grady Booch</td>\n",
       "      <td>Grady Booch: Don't fear superintelligent AI</td>\n",
       "      <td>1</td>\n",
       "      <td>1487347786</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 251}...</td>\n",
       "      <td>[{'id': 2592, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Scientist, philosopher</td>\n",
       "      <td>['AI', 'algorithm', 'brain', 'cognitive scienc...</td>\n",
       "      <td>Don't fear superintelligent AI</td>\n",
       "      <td>https://www.ted.com/talks/grady_booch_don_t_fe...</td>\n",
       "      <td>1362265</td>\n",
       "      <td>2016-11-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2423</th>\n",
       "      <td>22</td>\n",
       "      <td>We need to talk to kids about the risks they f...</td>\n",
       "      <td>825</td>\n",
       "      <td>TEDxRiodelaPlata</td>\n",
       "      <td>1477094400</td>\n",
       "      <td>11</td>\n",
       "      <td>Sebastián Bortnik</td>\n",
       "      <td>Sebastián Bortnik: The conversation we're not ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1491404267</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 183...</td>\n",
       "      <td>[{'id': 2666, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Information security specialist</td>\n",
       "      <td>['Internet', 'TED en Español', 'TEDx', 'activi...</td>\n",
       "      <td>The conversation we're not having about digita...</td>\n",
       "      <td>https://www.ted.com/talks/sebastian_bortnik_th...</td>\n",
       "      <td>402343</td>\n",
       "      <td>2016-10-22 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>80</td>\n",
       "      <td>Hacking, fake news, information bubbles ... al...</td>\n",
       "      <td>573</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>16</td>\n",
       "      <td>Laura Galante</td>\n",
       "      <td>Laura Galante: How (and why) Russia hacked the...</td>\n",
       "      <td>1</td>\n",
       "      <td>1493823364</td>\n",
       "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 29}...</td>\n",
       "      <td>[{'id': 2668, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Cyberspace analyst</td>\n",
       "      <td>['Internet', 'algorithm', 'communication', 'co...</td>\n",
       "      <td>How (and why) Russia hacked the US election</td>\n",
       "      <td>https://www.ted.com/talks/laura_galante_how_to...</td>\n",
       "      <td>1132913</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2451</th>\n",
       "      <td>70</td>\n",
       "      <td>How can we harness the power of superintellige...</td>\n",
       "      <td>1055</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>10</td>\n",
       "      <td>Stuart Russell</td>\n",
       "      <td>Stuart Russell: 3 principles for creating safe...</td>\n",
       "      <td>1</td>\n",
       "      <td>1494858586</td>\n",
       "      <td>[{'id': 7, 'name': 'Funny', 'count': 76}, {'id...</td>\n",
       "      <td>[{'id': 2533, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>AI expert</td>\n",
       "      <td>['AI', 'algorithm', 'choice', 'code', 'communi...</td>\n",
       "      <td>3 principles for creating safer AI</td>\n",
       "      <td>https://www.ted.com/talks/stuart_russell_how_a...</td>\n",
       "      <td>1085138</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2462</th>\n",
       "      <td>35</td>\n",
       "      <td>We must face our fears if we want to get the m...</td>\n",
       "      <td>920</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>20</td>\n",
       "      <td>Garry Kasparov</td>\n",
       "      <td>Garry Kasparov: Don't fear intelligent machine...</td>\n",
       "      <td>1</td>\n",
       "      <td>1496156399</td>\n",
       "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 68}, ...</td>\n",
       "      <td>[{'id': 2781, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Grandmaster, analyst</td>\n",
       "      <td>['AI', 'algorithm', 'computers', 'data', 'futu...</td>\n",
       "      <td>Don't fear intelligent machines. Work with them</td>\n",
       "      <td>https://www.ted.com/talks/garry_kasparov_don_t...</td>\n",
       "      <td>1079698</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2487</th>\n",
       "      <td>29</td>\n",
       "      <td>What are our screens and devices doing to us? ...</td>\n",
       "      <td>569</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>19</td>\n",
       "      <td>Adam Alter</td>\n",
       "      <td>Adam Alter: Why our screens make us less happy</td>\n",
       "      <td>1</td>\n",
       "      <td>1500044323</td>\n",
       "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 293...</td>\n",
       "      <td>[{'id': 2798, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Psychologist</td>\n",
       "      <td>['Addiction', 'computers', 'interface design',...</td>\n",
       "      <td>Why our screens make us less happy</td>\n",
       "      <td>https://www.ted.com/talks/adam_alter_why_our_s...</td>\n",
       "      <td>1858990</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2502</th>\n",
       "      <td>20</td>\n",
       "      <td>Ten years ago, researchers thought that gettin...</td>\n",
       "      <td>457</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>8</td>\n",
       "      <td>Joseph Redmon</td>\n",
       "      <td>Joseph Redmon: How computers learn to recogniz...</td>\n",
       "      <td>1</td>\n",
       "      <td>1501859800</td>\n",
       "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 72},...</td>\n",
       "      <td>[{'id': 2533, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Computer scientist</td>\n",
       "      <td>['AI', 'algorithm', 'computers', 'sight', 'tec...</td>\n",
       "      <td>How computers learn to recognize objects insta...</td>\n",
       "      <td>https://www.ted.com/talks/joseph_redmon_how_a_...</td>\n",
       "      <td>1164777</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2503</th>\n",
       "      <td>20</td>\n",
       "      <td>How smart can our machines make us? Tom Gruber...</td>\n",
       "      <td>586</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>6</td>\n",
       "      <td>Tom Gruber</td>\n",
       "      <td>Tom Gruber: How AI can enhance our memory, wor...</td>\n",
       "      <td>1</td>\n",
       "      <td>1502116750</td>\n",
       "      <td>[{'id': 8, 'name': 'Informative', 'count': 109...</td>\n",
       "      <td>[{'id': 2671, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>AI product designer</td>\n",
       "      <td>['AI', 'collaboration', 'computers', 'intellig...</td>\n",
       "      <td>How AI can enhance our memory, work and social...</td>\n",
       "      <td>https://www.ted.com/talks/tom_gruber_how_ai_ca...</td>\n",
       "      <td>1139827</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2520</th>\n",
       "      <td>81</td>\n",
       "      <td>Meet the \"ems\" -- machines that emulate human ...</td>\n",
       "      <td>736</td>\n",
       "      <td>TED2017</td>\n",
       "      <td>1492992000</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Hanson</td>\n",
       "      <td>Robin Hanson: What would happen if we upload o...</td>\n",
       "      <td>1</td>\n",
       "      <td>1503586288</td>\n",
       "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 2...</td>\n",
       "      <td>[{'id': 2592, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
       "      <td>Futurist, social scientist</td>\n",
       "      <td>['AI', 'computers', 'economics', 'future', 'hu...</td>\n",
       "      <td>What would happen if we upload our brains to c...</td>\n",
       "      <td>https://www.ted.com/talks/robin_hanson_what_wo...</td>\n",
       "      <td>840855</td>\n",
       "      <td>2017-04-24 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      comments                                        description  duration  \\\n",
       "2          124  New York Times columnist David Pogue takes aim...      1286   \n",
       "61          64  MIT professor Neil Gershenfeld talks about his...      1038   \n",
       "106        230  Treo creator Jeff Hawkins urges us to take a n...      1211   \n",
       "159         40  Paul Rothemund writes code that causes DNA to ...       299   \n",
       "198         61  With all the intensity and brilliance for whic...      1237   \n",
       "231         60  Designer Yves Behar digs up his creative roots...      1063   \n",
       "240         85  Historian George Dyson tells stories from the ...      1038   \n",
       "247         43  Nicholas Negroponte talks about how One Laptop...      1000   \n",
       "270         93  Researcher Kwabena Boahen is looking for ways ...       982   \n",
       "347         92  Why build a virtual world? Philip Rosedale tal...      1711   \n",
       "358        116  TED follows Nicholas Negroponte to Colombia as...       408   \n",
       "361         26  Designer John Maeda talks about his path from ...      1026   \n",
       "366         68  In this unmissable look at the magic of comics...      1028   \n",
       "383        147  MIT grad student David Merrill demos Siftables...       429   \n",
       "436        130  Neuroscientist Michael Merzenich looks at one ...      1387   \n",
       "461        145  Ray Kurzweil's latest graphs show that technol...       527   \n",
       "536        343  Henry Markram says the mysteries of the mind c...       890   \n",
       "539         89  Computer graphics trailblazer Paul Debevec exp...       366   \n",
       "566         39  At the 2008 EG conference, famed puzzle design...       709   \n",
       "619        142  In this wide-ranging, thought-provoking talk, ...       992   \n",
       "633         90  At TED2009, Tim Berners-Lee called for \"raw da...       333   \n",
       "641       1309  Games like World of Warcraft give players the ...      1203   \n",
       "672        278  Stephen Wolfram, creator of Mathematica, talks...      1198   \n",
       "698        227  Minority Report science adviser and inventor J...       922   \n",
       "700        477  The founder of 4chan, a controversial, uncenso...       790   \n",
       "734        581  Tan Le's astonishing new computer interface re...       636   \n",
       "745        207  Peter Molyneux demos Milo, a hotly anticipated...       655   \n",
       "749        285  David McCandless turns complex data sets (like...      1076   \n",
       "812        579  From rockets to stock markets, many of humanit...      1039   \n",
       "845        250  Technology is evolving us, says Amber Case, as...       473   \n",
       "...        ...                                                ...       ...   \n",
       "2136        36  Gregory Heyworth is a textual scientist; he an...       727   \n",
       "2154       138  We're raising our girls to be perfect, and we'...       759   \n",
       "2164        47  What if technology could connect us more deepl...       654   \n",
       "2169       125  Explore a speculative digital world without sc...      1145   \n",
       "2177        45  Danielle Feinberg, Pixar's director of photogr...       724   \n",
       "2180       149  Linus Torvalds transformed technology twice --...      1290   \n",
       "2193        29  Artist R. Luke DuBois makes unique portraits o...       763   \n",
       "2221        42  What does a cultural Big Bang look like? For A...       900   \n",
       "2267       100  What is the blockchain? If you don't know, you...      1129   \n",
       "2278        84  What happens when the way we buy, sell and pay...       976   \n",
       "2306        84  Machine intelligence is here, and we're alread...      1062   \n",
       "2315       146  The smartphone you use reflects more than just...       464   \n",
       "2323        18  TED Resident Fawn Qiu designs fun, low-cost pr...       423   \n",
       "2326        48  Say hello to the decentralized economy -- the ...       897   \n",
       "2327        45  Necessity is the mother of invention, right? W...       445   \n",
       "2344        76  \"The actual path of a raindrop as it goes down...       824   \n",
       "2358        58  Nearly every other year the transistors that p...       575   \n",
       "2359        18  Dan Bricklin changed the world forever when he...       720   \n",
       "2363       360  Enough with online hate speech, sexual harassm...       970   \n",
       "2368        54  Cybercrime netted a whopping $450 billion in p...       867   \n",
       "2376       125  What do you get when you give a design tool a ...       923   \n",
       "2386       270  New tech spawns new anxieties, says scientist ...       620   \n",
       "2423        22  We need to talk to kids about the risks they f...       825   \n",
       "2443        80  Hacking, fake news, information bubbles ... al...       573   \n",
       "2451        70  How can we harness the power of superintellige...      1055   \n",
       "2462        35  We must face our fears if we want to get the m...       920   \n",
       "2487        29  What are our screens and devices doing to us? ...       569   \n",
       "2502        20  Ten years ago, researchers thought that gettin...       457   \n",
       "2503        20  How smart can our machines make us? Tom Gruber...       586   \n",
       "2520        81  Meet the \"ems\" -- machines that emulate human ...       736   \n",
       "\n",
       "                  event   film_date  languages               main_speaker  \\\n",
       "2               TED2006  1140739200         26                David Pogue   \n",
       "61              TED2006  1138838400         17           Neil Gershenfeld   \n",
       "106             TED2003  1044144000         29               Jeff Hawkins   \n",
       "159             TED2007  1172880000         28             Paul Rothemund   \n",
       "198             TED2007  1172880000         29                   Alan Kay   \n",
       "231             TED2008  1204243200         27                 Yves Behar   \n",
       "240             TED2003  1046649600         24               George Dyson   \n",
       "247             EG 2007  1197417600         18        Nicholas Negroponte   \n",
       "270      TEDGlobal 2007  1181088000         21             Kwabena Boahen   \n",
       "347   Serious Play 2008  1210204800         19            Philip Rosedale   \n",
       "358    TED in the Field  1228348800         30        Nicholas Negroponte   \n",
       "361   Serious Play 2008  1209945600         20                 John Maeda   \n",
       "366             TED2005  1109548800         25              Scott McCloud   \n",
       "383             TED2009  1233878400         29              David Merrill   \n",
       "436             TED2004  1077926400         21          Michael Merzenich   \n",
       "461             TED2009  1233964800         27               Ray Kurzweil   \n",
       "536      TEDGlobal 2009  1248307200         28              Henry Markram   \n",
       "539             TEDxUSC  1237766400         24               Paul Debevec   \n",
       "566             EG 2008  1228953600         24                  Scott Kim   \n",
       "619       TEDxAmsterdam  1258675200         22                Kevin Kelly   \n",
       "633             TED2010  1265760000         33            Tim Berners-Lee   \n",
       "641             TED2010  1265932800         34             Jane McGonigal   \n",
       "672             TED2010  1265932800         24            Stephen Wolfram   \n",
       "698             TED2010  1265846400         23          John Underkoffler   \n",
       "700             TED2010  1265932800         28  Christopher \"moot\" Poole\"   \n",
       "734      TEDGlobal 2010  1279238400         34                     Tan Le   \n",
       "745      TEDGlobal 2010  1278633600         24             Peter Molyneux   \n",
       "749      TEDGlobal 2010  1278633600         31           David McCandless   \n",
       "812      TEDGlobal 2010  1278633600         32             Conrad Wolfram   \n",
       "845       TEDWomen 2010  1291766400         38                 Amber Case   \n",
       "...                 ...         ...        ...                        ...   \n",
       "2136             TEDxUM  1446249600         25           Gregory Heyworth   \n",
       "2154            TED2016  1455667200         35             Reshma Saujani   \n",
       "2164            TED2016  1455667200         25              Meron Gribetz   \n",
       "2169            TED2016  1455753600         28                Alex Kipman   \n",
       "2177     TED Talks Live  1446681600         32          Danielle Feinberg   \n",
       "2180            TED2016  1455667200         27             Linus Torvalds   \n",
       "2193            TED2016  1455494400         21             R. Luke DuBois   \n",
       "2221            TED2016  1455667200         23                  Amit Sood   \n",
       "2267          TEDSummit  1467072000         23               Don Tapscott   \n",
       "2278      TED@BCG Paris  1463529600         24                Neha Narula   \n",
       "2306          TEDSummit  1467158400         23             Zeynep Tufekci   \n",
       "2315          TEDSummit  1467158400         30       Christopher Soghoian   \n",
       "2323      TED Residency  1468281600         33                   Fawn Qiu   \n",
       "2326          TEDSummit  1467158400         21            Bettina Warburg   \n",
       "2327         TED Studio  1477008000         38             Steven Johnson   \n",
       "2344          TEDSummit  1467158400         22                Kevin Kelly   \n",
       "2358            TED@IBM  1479168000         26            George Tulevski   \n",
       "2359   TEDxBeaconStreet  1479513600         19               Dan Bricklin   \n",
       "2363      TEDWomen 2016  1477526400         17                Ashley Judd   \n",
       "2368            TED@IBM  1479168000         18               Caleb Barlow   \n",
       "2376       TEDxPortland  1460160000         23              Maurice Conti   \n",
       "2386            TED@IBM  1479168000         23                Grady Booch   \n",
       "2423   TEDxRiodelaPlata  1477094400         11          Sebastián Bortnik   \n",
       "2443            TED2017  1492992000         16              Laura Galante   \n",
       "2451            TED2017  1492992000         10             Stuart Russell   \n",
       "2462            TED2017  1492992000         20             Garry Kasparov   \n",
       "2487            TED2017  1492992000         19                 Adam Alter   \n",
       "2502            TED2017  1492992000          8              Joseph Redmon   \n",
       "2503            TED2017  1492992000          6                 Tom Gruber   \n",
       "2520            TED2017  1492992000          2               Robin Hanson   \n",
       "\n",
       "                                                   name  num_speaker  \\\n",
       "2                         David Pogue: Simplicity sells            1   \n",
       "61    Neil Gershenfeld: Unleash your creativity in a...            1   \n",
       "106   Jeff Hawkins: How brain science will change co...            1   \n",
       "159   Paul Rothemund: Playing with DNA that self-ass...            1   \n",
       "198               Alan Kay: A powerful idea about ideas            1   \n",
       "231     Yves Behar: Designing objects that tell stories            1   \n",
       "240             George Dyson: The birth of the computer            1   \n",
       "247   Nicholas Negroponte: One Laptop per Child, two...            1   \n",
       "270   Kwabena Boahen: A computer that works like the...            1   \n",
       "347                Philip Rosedale: Life in Second Life            1   \n",
       "358        Nicholas Negroponte: Taking OLPC to Colombia            1   \n",
       "361                    John Maeda: My journey in design            1   \n",
       "366           Scott McCloud: The visual magic of comics            1   \n",
       "383    David Merrill: Toy tiles that talk to each other            1   \n",
       "436   Michael Merzenich: Growing evidence of brain p...            1   \n",
       "461   Ray Kurzweil: A university for the coming sing...            1   \n",
       "536           Henry Markram: A brain in a supercomputer            1   \n",
       "539   Paul Debevec: Animating a photo-real digital face            1   \n",
       "566                       Scott Kim: The art of puzzles            1   \n",
       "619                Kevin Kelly: Technology's epic story            1   \n",
       "633   Tim Berners-Lee: The year open data went world...            1   \n",
       "641      Jane McGonigal: Gaming can make a better world            1   \n",
       "672   Stephen Wolfram: Computing a theory of all kno...            1   \n",
       "698     John Underkoffler: Pointing to the future of UI            1   \n",
       "700   Christopher \"moot\" Poole\": The case for anonym...            1   \n",
       "734        Tan Le: A headset that reads your brainwaves            1   \n",
       "745          Peter Molyneux: Meet Milo, the virtual boy            1   \n",
       "749   David McCandless: The beauty of data visualiza...            1   \n",
       "812   Conrad Wolfram: Teaching kids real math with c...            1   \n",
       "845                  Amber Case: We are all cyborgs now            1   \n",
       "...                                                 ...          ...   \n",
       "2136  Gregory Heyworth: How I'm discovering the secr...            1   \n",
       "2154  Reshma Saujani: Teach girls bravery, not perfe...            1   \n",
       "2164  Meron Gribetz: A glimpse of the future through...            1   \n",
       "2169  Alex Kipman: A futuristic vision of the age of...            1   \n",
       "2177  Danielle Feinberg: The magic ingredient that b...            1   \n",
       "2180              Linus Torvalds: The mind behind Linux            1   \n",
       "2193  R. Luke DuBois: Insightful human portraits mad...            1   \n",
       "2221  Amit Sood: Every piece of art you've ever want...            1   \n",
       "2267  Don Tapscott: How the blockchain is changing m...            1   \n",
       "2278                   Neha Narula: The future of money            1   \n",
       "2306  Zeynep Tufekci: Machine intelligence makes hum...            1   \n",
       "2315  Christopher Soghoian: Your smartphone is a civ...            1   \n",
       "2323      Fawn Qiu: Easy DIY projects for kid engineers            1   \n",
       "2326  Bettina Warburg: How the blockchain will radic...            1   \n",
       "2327  Steven Johnson: The playful wonderland behind ...            1   \n",
       "2344  Kevin Kelly: How AI can bring on a second Indu...            1   \n",
       "2358   George Tulevski: The next step in nanotechnology            1   \n",
       "2359  Dan Bricklin: Meet the inventor of the electro...            1   \n",
       "2363  Ashley Judd: How online abuse of women has spi...            1   \n",
       "2368  Caleb Barlow: Where is cybercrime really comin...            1   \n",
       "2376  Maurice Conti: The incredible inventions of in...            1   \n",
       "2386        Grady Booch: Don't fear superintelligent AI            1   \n",
       "2423  Sebastián Bortnik: The conversation we're not ...            1   \n",
       "2443  Laura Galante: How (and why) Russia hacked the...            1   \n",
       "2451  Stuart Russell: 3 principles for creating safe...            1   \n",
       "2462  Garry Kasparov: Don't fear intelligent machine...            1   \n",
       "2487     Adam Alter: Why our screens make us less happy            1   \n",
       "2502  Joseph Redmon: How computers learn to recogniz...            1   \n",
       "2503  Tom Gruber: How AI can enhance our memory, wor...            1   \n",
       "2520  Robin Hanson: What would happen if we upload o...            1   \n",
       "\n",
       "      published_date                                            ratings  \\\n",
       "2         1151367060  [{'id': 7, 'name': 'Funny', 'count': 964}, {'i...   \n",
       "61        1171843860  [{'id': 9, 'name': 'Ingenious', 'count': 156},...   \n",
       "106       1179760080  [{'id': 3, 'name': 'Courageous', 'count': 73},...   \n",
       "159       1194484440  [{'id': 8, 'name': 'Informative', 'count': 140...   \n",
       "198       1204625340  [{'id': 10, 'name': 'Inspiring', 'count': 238}...   \n",
       "231       1211338380  [{'id': 10, 'name': 'Inspiring', 'count': 444}...   \n",
       "240       1213563480  [{'id': 8, 'name': 'Informative', 'count': 411...   \n",
       "247       1214442000  [{'id': 8, 'name': 'Informative', 'count': 89}...   \n",
       "270       1217395680  [{'id': 3, 'name': 'Courageous', 'count': 27},...   \n",
       "347       1228266000  [{'id': 25, 'name': 'OK', 'count': 114}, {'id'...   \n",
       "358       1229959020  [{'id': 10, 'name': 'Inspiring', 'count': 246}...   \n",
       "361       1231218480  [{'id': 25, 'name': 'OK', 'count': 56}, {'id':...   \n",
       "366       1231808400  [{'id': 9, 'name': 'Ingenious', 'count': 217},...   \n",
       "383       1234431300  [{'id': 9, 'name': 'Ingenious', 'count': 824},...   \n",
       "436       1240903980  [{'id': 22, 'name': 'Fascinating', 'count': 27...   \n",
       "461       1243932780  [{'id': 24, 'name': 'Persuasive', 'count': 123...   \n",
       "536       1255599420  [{'id': 2, 'name': 'Confusing', 'count': 58}, ...   \n",
       "539       1256029020  [{'id': 23, 'name': 'Jaw-dropping', 'count': 1...   \n",
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       "\n",
       "                                          related_talks  \\\n",
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       "...                                                 ...   \n",
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       "\n",
       "                          speaker_occupation  \\\n",
       "2                       Technology columnist   \n",
       "61           Physicist, personal fab pioneer   \n",
       "106      Computer designer, brain researcher   \n",
       "159                            DNA origamist   \n",
       "198           Educator and computing pioneer   \n",
       "231                                 Designer   \n",
       "240                     Historian of science   \n",
       "247                           Tech visionary   \n",
       "270                              Bioengineer   \n",
       "347                             Entrepreneur   \n",
       "358                           Tech visionary   \n",
       "361                                   Artist   \n",
       "366                               Cartoonist   \n",
       "383                         MIT grad student   \n",
       "436                           Neuroscientist   \n",
       "461                       Inventor, futurist   \n",
       "536                           Neuroscientist   \n",
       "539                Computer graphics pioneer   \n",
       "566                             Puzzlemaster   \n",
       "619                        Digital visionary   \n",
       "633                                 Inventor   \n",
       "641                            Game Designer   \n",
       "672                      Scientist, inventor   \n",
       "698                       Interface designer   \n",
       "700                           Founder, 4chan   \n",
       "734                             Entrepreneur   \n",
       "745                             Game changer   \n",
       "749                          Data journalist   \n",
       "812                            Mathematician   \n",
       "845                   Cyborg Anthropologist    \n",
       "...                                      ...   \n",
       "2136                       Textual scientist   \n",
       "2154                      Education activist   \n",
       "2164                   Founder and CEO, Meta   \n",
       "2169                                Inventor   \n",
       "2177          Director of photography, Pixar   \n",
       "2180                       Software engineer   \n",
       "2193              Artist, composer, engineer   \n",
       "2221                            Technologist   \n",
       "2267                      Digital strategist   \n",
       "2278                       Currency futurist   \n",
       "2306                      Techno-sociologist   \n",
       "2315         Privacy researcher and activist   \n",
       "2323                            Technologist   \n",
       "2326  Blockchain entrepreneur and researcher   \n",
       "2327                                  Writer   \n",
       "2344                       Digital visionary   \n",
       "2358                     Materials scientist   \n",
       "2359                        Software pioneer   \n",
       "2363                         Actor, activist   \n",
       "2368                      Cybercrime fighter   \n",
       "2376                      Designer, futurist   \n",
       "2386                  Scientist, philosopher   \n",
       "2423        Information security specialist    \n",
       "2443                      Cyberspace analyst   \n",
       "2451                               AI expert   \n",
       "2462                    Grandmaster, analyst   \n",
       "2487                            Psychologist   \n",
       "2502                      Computer scientist   \n",
       "2503                     AI product designer   \n",
       "2520              Futurist, social scientist   \n",
       "\n",
       "                                                   tags  \\\n",
       "2     ['computers', 'entertainment', 'interface desi...   \n",
       "61    ['code', 'computers', 'culture', 'education', ...   \n",
       "106   ['AI', 'brain', 'cognitive science', 'computer...   \n",
       "159   ['DNA', 'MacArthur grant', 'complexity', 'comp...   \n",
       "198   ['children', 'collaboration', 'computers', 'de...   \n",
       "231   ['business', 'computers', 'creativity', 'desig...   \n",
       "240   ['computers', 'engineering', 'history', 'libra...   \n",
       "247   ['activism', 'computers', 'design', 'technology']   \n",
       "270   ['brain', 'complexity', 'computers', 'design',...   \n",
       "347   ['cities', 'communication', 'community', 'comp...   \n",
       "358   ['children', 'computers', 'design', 'global is...   \n",
       "361   ['code', 'computers', 'curiosity', 'design', '...   \n",
       "366   ['art', 'books', 'children', 'computers', 'cre...   \n",
       "383   ['art', 'business', 'children', 'computers', '...   \n",
       "436   ['brain', 'computers', 'consciousness', 'entre...   \n",
       "461   ['TED Brain Trust', 'computers', 'education', ...   \n",
       "536   ['brain', 'computers', 'consciousness', 'mind'...   \n",
       "539   ['TEDx', 'animation', 'art', 'computers', 'des...   \n",
       "566   ['art', 'computers', 'design', 'gaming', 'math...   \n",
       "619   ['TEDx', 'computers', 'history', 'life', 'tech...   \n",
       "633   ['Internet', 'computers', 'statistics', 'visua...   \n",
       "641   ['computers', 'design', 'entertainment', 'gami...   \n",
       "672   ['String theory', 'biology', 'complexity', 'co...   \n",
       "698   ['computers', 'design', 'film', 'interface des...   \n",
       "700   ['Internet', 'activism', 'collaboration', 'com...   \n",
       "734   ['brain', 'computers', 'design', 'entertainmen...   \n",
       "745   ['AI', 'children', 'computers', 'design', 'gam...   \n",
       "749   ['complexity', 'computers', 'data', 'design', ...   \n",
       "812   ['code', 'computers', 'education', 'math', 'te...   \n",
       "845   ['anthropology', 'computers', 'culture', 'cybo...   \n",
       "...                                                 ...   \n",
       "2136  ['TEDx', 'ancient world', 'archaeology', 'book...   \n",
       "2154  ['children', 'code', 'computers', 'education',...   \n",
       "2164  ['Senses', 'augmented reality', 'brain', 'comp...   \n",
       "2169  ['NASA', 'communication', 'computers', 'creati...   \n",
       "2177  ['art', 'beauty', 'code', 'computers', 'design...   \n",
       "2180  ['Internet', 'code', 'communication', 'compute...   \n",
       "2193  ['Internet', 'algorithm', 'art', 'composing', ...   \n",
       "2221  ['Google', 'Internet', 'art', 'beauty', 'big b...   \n",
       "2267  ['Internet', 'blockchain', 'business', 'collab...   \n",
       "2278  ['Internet', 'business', 'capitalism', 'comput...   \n",
       "2306  ['AI', 'algorithm', 'choice', 'computers', 'da...   \n",
       "2315  ['Internet', 'Surveillance', 'TED Fellows', 'a...   \n",
       "2323  ['TED Residency', 'children', 'computers', 'cr...   \n",
       "2326  ['Internet', 'blockchain', 'business', 'collab...   \n",
       "2327  ['adventure', 'animation', 'art', 'beauty', 'c...   \n",
       "2344  ['AI', 'Internet', 'algorithm', 'business', 'c...   \n",
       "2358  ['chemistry', 'computers', 'design', 'engineer...   \n",
       "2359  ['TEDx', 'business', 'code', 'collaboration', ...   \n",
       "2363  ['Gender equality', 'Internet', 'activism', 'b...   \n",
       "2368             ['computers', 'crime', 'data', 'hack']   \n",
       "2376  ['AI', 'TEDx', 'algorithm', 'computers', 'desi...   \n",
       "2386  ['AI', 'algorithm', 'brain', 'cognitive scienc...   \n",
       "2423  ['Internet', 'TED en Español', 'TEDx', 'activi...   \n",
       "2443  ['Internet', 'algorithm', 'communication', 'co...   \n",
       "2451  ['AI', 'algorithm', 'choice', 'code', 'communi...   \n",
       "2462  ['AI', 'algorithm', 'computers', 'data', 'futu...   \n",
       "2487  ['Addiction', 'computers', 'interface design',...   \n",
       "2502  ['AI', 'algorithm', 'computers', 'sight', 'tec...   \n",
       "2503  ['AI', 'collaboration', 'computers', 'intellig...   \n",
       "2520  ['AI', 'computers', 'economics', 'future', 'hu...   \n",
       "\n",
       "                                                  title  \\\n",
       "2                                      Simplicity sells   \n",
       "61                 Unleash your creativity in a Fab Lab   \n",
       "106             How brain science will change computing   \n",
       "159                Playing with DNA that self-assembles   \n",
       "198                         A powerful idea about ideas   \n",
       "231                 Designing objects that tell stories   \n",
       "240                           The birth of the computer   \n",
       "247                  One Laptop per Child, two years on   \n",
       "270                A computer that works like the brain   \n",
       "347                                 Life in Second Life   \n",
       "358                             Taking OLPC to Colombia   \n",
       "361                                My journey in design   \n",
       "366                          The visual magic of comics   \n",
       "383                   Toy tiles that talk to each other   \n",
       "436                Growing evidence of brain plasticity   \n",
       "461             A university for the coming singularity   \n",
       "536                          A brain in a supercomputer   \n",
       "539                 Animating a photo-real digital face   \n",
       "566                                  The art of puzzles   \n",
       "619                             Technology's epic story   \n",
       "633                   The year open data went worldwide   \n",
       "641                      Gaming can make a better world   \n",
       "672                 Computing a theory of all knowledge   \n",
       "698                        Pointing to the future of UI   \n",
       "700                       The case for anonymity online   \n",
       "734                A headset that reads your brainwaves   \n",
       "745                          Meet Milo, the virtual boy   \n",
       "749                    The beauty of data visualization   \n",
       "812              Teaching kids real math with computers   \n",
       "845                              We are all cyborgs now   \n",
       "...                                                 ...   \n",
       "2136   How I'm discovering the secrets of ancient texts   \n",
       "2154                Teach girls bravery, not perfection   \n",
       "2164  A glimpse of the future through an augmented r...   \n",
       "2169        A futuristic vision of the age of holograms   \n",
       "2177  The magic ingredient that brings Pixar movies ...   \n",
       "2180                              The mind behind Linux   \n",
       "2193          Insightful human portraits made from data   \n",
       "2221  Every piece of art you've ever wanted to see -...   \n",
       "2267  How the blockchain is changing money and business   \n",
       "2278                                The future of money   \n",
       "2306  Machine intelligence makes human morals more i...   \n",
       "2315            Your smartphone is a civil rights issue   \n",
       "2323                Easy DIY projects for kid engineers   \n",
       "2326  How the blockchain will radically transform th...   \n",
       "2327     The playful wonderland behind great inventions   \n",
       "2344  How AI can bring on a second Industrial Revolu...   \n",
       "2358                    The next step in nanotechnology   \n",
       "2359    Meet the inventor of the electronic spreadsheet   \n",
       "2363  How online abuse of women has spiraled out of ...   \n",
       "2368            Where is cybercrime really coming from?   \n",
       "2376          The incredible inventions of intuitive AI   \n",
       "2386                     Don't fear superintelligent AI   \n",
       "2423  The conversation we're not having about digita...   \n",
       "2443        How (and why) Russia hacked the US election   \n",
       "2451                 3 principles for creating safer AI   \n",
       "2462    Don't fear intelligent machines. Work with them   \n",
       "2487                 Why our screens make us less happy   \n",
       "2502  How computers learn to recognize objects insta...   \n",
       "2503  How AI can enhance our memory, work and social...   \n",
       "2520  What would happen if we upload our brains to c...   \n",
       "\n",
       "                                                    url    views  \\\n",
       "2     https://www.ted.com/talks/david_pogue_says_sim...  1636292   \n",
       "61    https://www.ted.com/talks/neil_gershenfeld_on_...   691814   \n",
       "106   https://www.ted.com/talks/jeff_hawkins_on_how_...  1371482   \n",
       "159   https://www.ted.com/talks/paul_rothemund_casts...   410563   \n",
       "198   https://www.ted.com/talks/alan_kay_shares_a_po...   777609   \n",
       "231   https://www.ted.com/talks/yves_behar_on_design...  1109822   \n",
       "240   https://www.ted.com/talks/george_dyson_at_the_...   838799   \n",
       "247   https://www.ted.com/talks/nicholas_negroponte_...   398643   \n",
       "270   https://www.ted.com/talks/kwabena_boahen_on_a_...   580298   \n",
       "347   https://www.ted.com/talks/the_inspiration_of_s...   554794   \n",
       "358   https://www.ted.com/talks/nicholas_negroponte_...   363202   \n",
       "361    https://www.ted.com/talks/john_maeda_on_design\\n   241858   \n",
       "366   https://www.ted.com/talks/scott_mccloud_on_com...  1022333   \n",
       "383   https://www.ted.com/talks/david_merrill_demos_...  1765153   \n",
       "436   https://www.ted.com/talks/michael_merzenich_on...  1237391   \n",
       "461   https://www.ted.com/talks/ray_kurzweil_announc...   908923   \n",
       "536   https://www.ted.com/talks/henry_markram_superc...  1180127   \n",
       "539   https://www.ted.com/talks/paul_debevec_animate...   748862   \n",
       "566   https://www.ted.com/talks/scott_kim_takes_apar...   517779   \n",
       "619   https://www.ted.com/talks/kevin_kelly_tells_te...   540897   \n",
       "633   https://www.ted.com/talks/tim_berners_lee_the_...   680486   \n",
       "641   https://www.ted.com/talks/jane_mcgonigal_gamin...  4573252   \n",
       "672   https://www.ted.com/talks/stephen_wolfram_comp...  1542898   \n",
       "698   https://www.ted.com/talks/john_underkoffler_dr...  1514014   \n",
       "700   https://www.ted.com/talks/christopher_m00t_poo...  1451649   \n",
       "734   https://www.ted.com/talks/tan_le_a_headset_tha...  2468906   \n",
       "745   https://www.ted.com/talks/peter_molyneux_demos...   734490   \n",
       "749   https://www.ted.com/talks/david_mccandless_the...  2581998   \n",
       "812   https://www.ted.com/talks/conrad_wolfram_teach...  1499219   \n",
       "845   https://www.ted.com/talks/amber_case_we_are_al...  1475333   \n",
       "...                                                 ...      ...   \n",
       "2136  https://www.ted.com/talks/gregory_heyworth_how...   761052   \n",
       "2154  https://www.ted.com/talks/reshma_saujani_teach...  3325490   \n",
       "2164  https://www.ted.com/talks/meron_gribetz_a_glim...  1575381   \n",
       "2169  https://www.ted.com/talks/alex_kipman_the_dawn...  2224913   \n",
       "2177  https://www.ted.com/talks/danielle_feinberg_th...  2617414   \n",
       "2180  https://www.ted.com/talks/linus_torvalds_the_m...  2399273   \n",
       "2193  https://www.ted.com/talks/r_luke_dubois_insigh...  1222519   \n",
       "2221  https://www.ted.com/talks/amit_sood_every_piec...   923916   \n",
       "2267  https://www.ted.com/talks/don_tapscott_how_the...  2110218   \n",
       "2278  https://www.ted.com/talks/neha_narula_the_futu...  1799860   \n",
       "2306  https://www.ted.com/talks/zeynep_tufekci_machi...  1194781   \n",
       "2315  https://www.ted.com/talks/christopher_soghoian...  1307805   \n",
       "2323  https://www.ted.com/talks/fawn_qiu_easy_diy_pr...  1047389   \n",
       "2326  https://www.ted.com/talks/bettina_warburg_how_...  1985742   \n",
       "2327  https://www.ted.com/talks/steven_johnson_how_p...  1122671   \n",
       "2344  https://www.ted.com/talks/kevin_kelly_how_ai_c...  1389133   \n",
       "2358  https://www.ted.com/talks/george_tulevski_the_...  1284067   \n",
       "2359  https://www.ted.com/talks/dan_bricklin_meet_th...   992523   \n",
       "2363  https://www.ted.com/talks/ashley_judd_how_onli...  1422701   \n",
       "2368  https://www.ted.com/talks/caleb_barlow_where_i...  1304221   \n",
       "2376  https://www.ted.com/talks/maurice_conti_the_in...  2759051   \n",
       "2386  https://www.ted.com/talks/grady_booch_don_t_fe...  1362265   \n",
       "2423  https://www.ted.com/talks/sebastian_bortnik_th...   402343   \n",
       "2443  https://www.ted.com/talks/laura_galante_how_to...  1132913   \n",
       "2451  https://www.ted.com/talks/stuart_russell_how_a...  1085138   \n",
       "2462  https://www.ted.com/talks/garry_kasparov_don_t...  1079698   \n",
       "2487  https://www.ted.com/talks/adam_alter_why_our_s...  1858990   \n",
       "2502  https://www.ted.com/talks/joseph_redmon_how_a_...  1164777   \n",
       "2503  https://www.ted.com/talks/tom_gruber_how_ai_ca...  1139827   \n",
       "2520  https://www.ted.com/talks/robin_hanson_what_wo...   840855   \n",
       "\n",
       "                  filmutc  \n",
       "2     2006-02-24 00:00:00  \n",
       "61    2006-02-02 00:00:00  \n",
       "106   2003-02-02 00:00:00  \n",
       "159   2007-03-03 00:00:00  \n",
       "198   2007-03-03 00:00:00  \n",
       "231   2008-02-29 00:00:00  \n",
       "240   2003-03-03 00:00:00  \n",
       "247   2007-12-12 00:00:00  \n",
       "270   2007-06-06 00:00:00  \n",
       "347   2008-05-08 00:00:00  \n",
       "358   2008-12-04 00:00:00  \n",
       "361   2008-05-05 00:00:00  \n",
       "366   2005-02-28 00:00:00  \n",
       "383   2009-02-06 00:00:00  \n",
       "436   2004-02-28 00:00:00  \n",
       "461   2009-02-07 00:00:00  \n",
       "536   2009-07-23 00:00:00  \n",
       "539   2009-03-23 00:00:00  \n",
       "566   2008-12-11 00:00:00  \n",
       "619   2009-11-20 00:00:00  \n",
       "633   2010-02-10 00:00:00  \n",
       "641   2010-02-12 00:00:00  \n",
       "672   2010-02-12 00:00:00  \n",
       "698   2010-02-11 00:00:00  \n",
       "700   2010-02-12 00:00:00  \n",
       "734   2010-07-16 00:00:00  \n",
       "745   2010-07-09 00:00:00  \n",
       "749   2010-07-09 00:00:00  \n",
       "812   2010-07-09 00:00:00  \n",
       "845   2010-12-08 00:00:00  \n",
       "...                   ...  \n",
       "2136  2015-10-31 00:00:00  \n",
       "2154  2016-02-17 00:00:00  \n",
       "2164  2016-02-17 00:00:00  \n",
       "2169  2016-02-18 00:00:00  \n",
       "2177  2015-11-05 00:00:00  \n",
       "2180  2016-02-17 00:00:00  \n",
       "2193  2016-02-15 00:00:00  \n",
       "2221  2016-02-17 00:00:00  \n",
       "2267  2016-06-28 00:00:00  \n",
       "2278  2016-05-18 00:00:00  \n",
       "2306  2016-06-29 00:00:00  \n",
       "2315  2016-06-29 00:00:00  \n",
       "2323  2016-07-12 00:00:00  \n",
       "2326  2016-06-29 00:00:00  \n",
       "2327  2016-10-21 00:00:00  \n",
       "2344  2016-06-29 00:00:00  \n",
       "2358  2016-11-15 00:00:00  \n",
       "2359  2016-11-19 00:00:00  \n",
       "2363  2016-10-27 00:00:00  \n",
       "2368  2016-11-15 00:00:00  \n",
       "2376  2016-04-09 00:00:00  \n",
       "2386  2016-11-15 00:00:00  \n",
       "2423  2016-10-22 00:00:00  \n",
       "2443  2017-04-24 00:00:00  \n",
       "2451  2017-04-24 00:00:00  \n",
       "2462  2017-04-24 00:00:00  \n",
       "2487  2017-04-24 00:00:00  \n",
       "2502  2017-04-24 00:00:00  \n",
       "2503  2017-04-24 00:00:00  \n",
       "2520  2017-04-24 00:00:00  \n",
       "\n",
       "[111 rows x 18 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# eval : 把字串當python執行\n",
    "def fflow(t,**kwargs):\n",
    "    if kwargs[\"tag\"] in eval(t):\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "s = input(\"please insert a tag\")\n",
    "f = df[df[\"tags\"].apply(fflow,tag=s)]\n",
    "print(\"fit : \",f.shape[0])\n",
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(t,**kwargs):\n",
    "    print(kwargs)\n",
    "test(3,a=3,b=4,c=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 行列互換\n",
    "df.T\n",
    "df.T.to_csv(\"ted_trans.csv\",encoding=\"utf-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
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