Copy_of_Team_4_TED_Talks.ipynb

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        "<a href=\"https://colab.research.google.com/github/0902338471/CS202-F2018/blob/master/Copy_of_Team_4_TED_Talks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "# Team 4 - TED Talks\n",
        "\n",
        "![](https://psmarketingimages.s3.amazonaws.com/blog/wp-content/uploads/2017/04/23103819/TED-Talks-for-Small-Business-and-Entrepreneurs.jpg)\n",
        "\n",
        "_For more information about the dataset, read [here](https://www.kaggle.com/rounakbanik/ted-talks)._\n",
        "\n",
        "## Your tasks\n",
        "- Name your team!\n",
        "- Read the source and do some quick research to understand more about the dataset and its topic\n",
        "- Clean the data\n",
        "- Perform Exploratory Data Analysis on the dataset\n",
        "- Analyze the data more deeply and extract insights\n",
        "- Visualize your analysis on Google Data Studio\n",
        "- Present your works in front of the class and guests next Monday\n",
        "\n",
        "## Submission Guide\n",
        "- Create a Github repository for your project\n",
        "- Upload the dataset (.csv file) and the Jupyter Notebook to your Github repository. In the Jupyter Notebook, **include the link to your Google Data Studio report**.\n",
        "- Submit your works through this [Google Form](https://forms.gle/oxtXpGfS8JapVj3V8).\n",
        "\n",
        "## Tips for Data Cleaning, Manipulation & Visualization\n",
        "- Here are some of our tips for Data Cleaning, Manipulation & Visualization. [Click here](https://hackmd.io/cBNV7E6TT2WMliQC-GTw1A)\n",
        "\n",
        "_____________________________\n",
        "\n",
        "## Some Hints for This Dataset:\n",
        "- The `ratings` column is in dictionary format. How should we handle them?\n",
        "- Same for `related_talks` and `tags` column\n",
        "- Can you find the `year` of the talks?\n",
        "- And more..."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q0dYsxqrd918",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#import necessary libraries\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PWCWwL37ejPK",
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      },
      "source": [
        "#read the csv\n",
        "ted=pd.read_csv(\"/content/sample_data/ted.csv\")\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZXh7ONNyfQZj",
        "colab_type": "text"
      },
      "source": [
        "**Checking some information of the data**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2m9FM6FqfUII",
        "colab_type": "code",
        "outputId": "5ee42df2-3876-4b03-989a-b298d6786534",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        }
      },
      "source": [
        "ted.head()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <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",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>4553</td>\n",
              "      <td>Sir Ken Robinson makes an entertaining and pro...</td>\n",
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              "      <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",
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              "      <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",
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              "    <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",
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              "      <td>35</td>\n",
              "      <td>Majora Carter</td>\n",
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              "      <td>[{'id': 3, 'name': 'Courageous', 'count': 760}...</td>\n",
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              "      <td>Activist for environmental justice</td>\n",
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              "      <td>You've never seen data presented like this. Wi...</td>\n",
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              "      <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",
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              "      <td>Global health expert; data visionary</td>\n",
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              "   comments  ...     views\n",
              "0      4553  ...  47227110\n",
              "1       265  ...   3200520\n",
              "2       124  ...   1636292\n",
              "3       200  ...   1697550\n",
              "4       593  ...  12005869\n",
              "\n",
              "[5 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CN4hIpcJfWSD",
        "colab_type": "code",
        "outputId": "87211dc7-eef1-4d68-b9a4-6af590921d6e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        }
      },
      "source": [
        "ted.info()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 2550 entries, 0 to 2549\n",
            "Data columns (total 17 columns):\n",
            "comments              2550 non-null int64\n",
            "description           2550 non-null object\n",
            "duration              2550 non-null int64\n",
            "event                 2550 non-null object\n",
            "film_date             2550 non-null int64\n",
            "languages             2550 non-null int64\n",
            "main_speaker          2550 non-null object\n",
            "name                  2550 non-null object\n",
            "num_speaker           2550 non-null int64\n",
            "published_date        2550 non-null int64\n",
            "ratings               2550 non-null object\n",
            "related_talks         2550 non-null object\n",
            "speaker_occupation    2544 non-null object\n",
            "tags                  2550 non-null object\n",
            "title                 2550 non-null object\n",
            "url                   2550 non-null object\n",
            "views                 2550 non-null int64\n",
            "dtypes: int64(7), object(10)\n",
            "memory usage: 338.8+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ku6QdyzHgCi7",
        "colab_type": "text"
      },
      "source": [
        "**It is easy to see that the data has no NaN values from the above data info**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UdHma_HUgMCx",
        "colab_type": "text"
      },
      "source": [
        "**Let do some quick research on the data**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mj192NomhJv-",
        "colab_type": "text"
      },
      "source": [
        "**There are some columns that are ambiguous and we need to make it clear enough to understand our data.So let get's through the meaning of 3 columns even ,film_date and published_date**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oF72EySjgKNU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "976326c5-5993-4389-fe34-e2fdae91e108"
      },
      "source": [
        "#get the unique value of the event column\n",
        "event=ted['event'].unique()\n",
        "print(event)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['TED2006' 'TED2004' 'TED2005' 'TEDGlobal 2005' 'TEDSalon 2006' 'TED2003'\n",
            " 'TED2007' 'TED2002' 'TEDGlobal 2007' 'TEDSalon 2007 Hot Science'\n",
            " 'Skoll World Forum 2007' 'TED2008' 'TED1984' 'TED1990' 'DLD 2007'\n",
            " 'EG 2007' 'TED1998' 'LIFT 2007' 'TED Prize Wish'\n",
            " 'TEDSalon 2009 Compassion' 'Chautauqua Institution' 'Serious Play 2008'\n",
            " 'Taste3 2008' 'TED2001' 'TED in the Field' 'TED2009' 'EG 2008'\n",
            " 'Elizabeth G. Anderson School' 'TEDxUSC' 'TED@State' 'TEDGlobal 2009'\n",
            " 'TEDxKC' 'TEDIndia 2009' 'TEDSalon London 2009'\n",
            " 'Justice with Michael Sandel' 'Business Innovation Factory' 'TEDxTC'\n",
            " 'Carnegie Mellon University' 'Stanford University' 'AORN Congress'\n",
            " 'University of California' 'TEDMED 2009' 'Royal Institution'\n",
            " 'Bowery Poetry Club' 'TEDxSMU' 'Harvard University' 'TEDxBoston 2009'\n",
            " 'TEDxBerlin' 'TED2010' 'TEDxAmsterdam' 'World Science Festival' 'BBC TV'\n",
            " 'Arbejdsglaede Live' 'Web 2.0 Expo 2008' 'TEDxNASA'\n",
            " 'Michael Howard Studios' 'DICE Summit 2010'\n",
            " \"Eric Whitacre's Virtual Choir\" 'Mission Blue Voyage' 'TEDxPuget Sound '\n",
            " 'TEDxNYED' 'Toronto Youth Corps' 'TEDSalon London 2010' 'TEDxEdmonton'\n",
            " 'TED@Cannes' 'TEDxAtlanta' 'TEDxEast' 'TEDxOilSpill' 'TEDGlobal 2010'\n",
            " 'Princeton University' 'New York State Senate' 'TEDxBoston 2010'\n",
            " 'RSA Animate' 'TEDxYYC' 'Gel Conference' 'The Do Lectures' 'TEDxChange'\n",
            " 'TED Senior Fellows at TEDGlobal 2010' 'Fort Worth City Council'\n",
            " 'TEDxTelAviv 2010' 'TEDxDU 2010' 'TEDxMidwest' 'TEDxHouston'\n",
            " 'TEDxNextGenerationAsheville' 'TEDxRotterdam 2010' 'TEDWomen 2010'\n",
            " 'TEDxMidAtlantic' 'TEDxSydney' 'TEDSalon NY2011' 'TEDxRainier'\n",
            " 'TEDxToronto 2010' 'TEDxPSU' 'TEDMED 2010' 'TEDxGreatPacificGarbagePatch'\n",
            " 'TEDxGöteborg 2010' 'TEDxToronto 2011' 'TED@MotorCity' 'TEDxPennQuarter'\n",
            " 'TEDPrize@UN' 'TED2011' 'TEDxPeachtree' 'TEDxDubai' 'TEDActive 2011'\n",
            " 'INK Conference' 'TEDxCaltech' 'TEDxWarwick' 'Handheld Learning'\n",
            " 'TEDxSiliconValley' 'TEDxNorthwesternU' 'TEDxMaastricht' 'TEDxBG'\n",
            " 'Full Spectrum Auditions' 'TEDSalon London Spring 2011'\n",
            " 'TEDxSanMigueldeAllende' 'TEDGlobal 2011' 'TEDxBoston 2011'\n",
            " 'TEDxParis 2010' 'NextGen:Charity' 'TEDxUIUC' 'TEDxThessaloniki'\n",
            " \"TEDxO'Porto\" 'TEDxBloomington' 'TEDxSantaCruz' 'TEDxWaterloo'\n",
            " 'TEDxManhattanBeach' 'TEDxKids@Brussels' 'TEDxTeen' 'TEDxBoulder 2011'\n",
            " 'TEDxManhattan' 'TEDxOrangeCoast' 'TEDxBrussels' 'TEDMED 2011'\n",
            " 'TEDxKrakow' 'TEDxCMU' 'TEDxVienna' 'TEDxDU 2011' 'TEDxDirigo'\n",
            " 'TEDxCanberra' 'TEDxRC2' 'TEDxWomen 2011' 'TEDxZurich 2011'\n",
            " 'TEDSalon NY2012' 'TEDxMIA' 'TEDxNASA@SiliconValley'\n",
            " 'TEDxYouth@Manchester' 'TED1994' 'TEDxVancouver'\n",
            " 'TEDSalon London Fall 2011' 'TEDxIslay' 'TEDxAmericanRiviera'\n",
            " 'TEDxDublin' 'TEDxVictoria' 'TEDxPhoenix' 'TEDxAsheville' 'TEDYouth 2011'\n",
            " 'TED2012' 'TEDxUW' 'TED-Ed' 'TEDxCambridge' 'TEDxPortofSpain' 'TEDxNewy'\n",
            " 'TEDxPittsburgh' 'TEDxObserver' 'TEDxConcordiaUPortland' 'TEDxAthens'\n",
            " 'TED@SXSWi' 'TEDxAustin' 'TEDxMonterey' 'TEDxSummit' 'TEDxBerkeley'\n",
            " 'TEDxHogeschoolUtrecht' 'TEDxSanJoseCA' 'TEDxSussexUniversity'\n",
            " 'TEDMED 2012' 'TEDSalon London Spring 2012' 'TEDxGrandRapids' 'TEDxABQ'\n",
            " 'TEDxSanDiego' 'TEDxLondonBusinessSchool' 'TEDGlobal 2012' 'TEDxStanford'\n",
            " 'TEDxImperialCollege' 'TEDxBoston 2012' 'TEDxUCL' 'TEDxExeter' 'TEDxMaui'\n",
            " 'TEDxHousesOfParliament' 'TED@London' 'TEDxWinnipeg' 'TED@Bangalore'\n",
            " 'TED@New York' 'TEDxCHUV' 'TEDxSF' 'TEDxEQChCh' 'TEDxHelvetia'\n",
            " 'TED@Nairobi' 'TEDxGeorgetown' 'TED@Johannesburg' 'TEDxZurich 2012'\n",
            " 'TEDSalon London Fall 2012' 'TEDxWitsUniversity' 'TEDxJaffa 2012'\n",
            " 'TEDxWomen 2012' 'TEDxHampshireCollege' 'TEDxGoodenoughCollege'\n",
            " 'TEDxGlasgow' 'TEDxBeaconStreet' 'SoulPancake' 'TEDxDelft'\n",
            " 'TEDSalon NY2013' 'TEDxSeoul' 'TEDxConcorde' 'TED2013' 'TEDYouth 2012'\n",
            " 'TEDxSeattleU' 'TEDxRiodelaPlata' 'TED@Intel' 'TED Talks Education'\n",
            " 'TEDxMiamiUniversity' 'TEDxFiDiWomen' 'TEDxDeExtinction' 'TEDMED 2013'\n",
            " 'TEDGlobal 2013' 'TEDxCERN' 'TEDxNijmegen' 'TEDxColbyCollege'\n",
            " 'TEDxDanubia' 'TEDxTokyo' 'TEDxBoston' 'TEDxKids@Ambleside' 'TEDCity2.0'\n",
            " 'TEDxUdeM' 'TED@BCG Singapore' 'TED@NYC' 'TEDWomen 2013' 'TEDYouth 2013'\n",
            " 'TEDxBratislava' 'TED@BCG San Francisco' 'TEDxMet' 'TEDxMarin'\n",
            " 'TEDxBeirut' 'TED@State Street Boston' 'TEDxCaFoscariU' 'TEDxJaffa 2013'\n",
            " 'TEDxZurich 2013' 'TED Fellows Retreat 2013' 'TEDxParis 2012'\n",
            " 'TEDxBoulder' 'TED2014' 'TEDxMidAtlantic 2013' 'TEDxPerth' 'TEDxUMKC'\n",
            " 'TEDxLeuvenSalon' 'TEDActive 2014' 'TEDSalon NY2014' 'TEDxUofM'\n",
            " 'TEDxColumbus' 'TEDSalon Berlin 2014' 'TEDxKyoto' 'TEDxClaremontColleges'\n",
            " 'TEDxMonroeCorrectionalComplex' 'TEDxBrighton' 'TEDxSonomaCounty'\n",
            " 'TEDxAmazonia' 'TED@Unilever' 'TEDMED 2014' 'TEDGlobal 2014' 'TED@IBM'\n",
            " 'TEDxNewYork' 'TED@BCG Berlin' 'TEDxArendal' 'TEDxNorrkoping'\n",
            " 'TEDYouth 2014' 'TED@State Street London' 'TEDxPlaceDesNations'\n",
            " 'TEDxBinghamtonUniversity' 'TEDxLinnaeusUniversity' 'TEDxSBU' 'TED2015'\n",
            " 'TEDxMuncyStatePrison' 'TEDxSouthBank' 'TEDWomen 2015' 'TEDSalon NY2015'\n",
            " 'TEDGlobalLondon' 'TEDxIndianapolis' 'TED@BCG London' 'TEDxChapmanU'\n",
            " 'TEDxGoldenGatePark 2012' 'TEDxUF' 'TEDxBend' 'TEDGlobal>London'\n",
            " 'TEDxPenn' 'TEDxProvidence' 'TED Fellows Retreat 2015' 'TED Fellows 2015'\n",
            " 'TEDxOslo' 'TEDxCannes' 'Mission Blue II' 'TED@UPS' 'TEDxToulouse'\n",
            " 'TEDYouth 2015' 'TEDxGroningen' 'TEDGlobal>Geneva' 'TEDxYouth@Sydney'\n",
            " 'TEDxAmoskeagMillyard' 'TEDMED 2015' 'TEDxUM' 'TEDxCreativeCoast'\n",
            " 'TED2016' 'TED@StateStreet Boston' 'TED Talks Live' 'Global Witness HQ'\n",
            " 'TED Studio' 'TEDActive 2015' 'TEDxGatewayWomen' 'TEDxEastEnd'\n",
            " 'TED@BCG Paris' 'TEDSummit' 'TEDxDesMoines' 'TEDxColoradoSprings'\n",
            " 'TEDNYC' 'TEDxUniversityofNevada' 'TEDxMontreal' 'TEDxIndianaUniversity'\n",
            " 'TEDWomen 2016' 'TED Residency' 'TEDxToronto' 'TEDxMtHood' 'TEDxGhent'\n",
            " 'TEDxSaltLakeCity' 'TEDxOmaha' 'TEDxSFU' 'TEDMED 2016' 'TEDxPortland'\n",
            " 'TEDxManchester' 'TEDxMileHigh' 'TED Dialogues' 'TEDxNatick'\n",
            " 'TEDxFrankfurt' 'TED-Ed Weekend' 'TEDxColumbusWomen' 'TEDxEuston'\n",
            " 'TEDxSanQuentin' 'TEDLagos Ideas Search' 'TEDxVirginiaTech' 'TED2017'\n",
            " 'TEDxSkoll' 'TEDNairobi Ideas Search' 'TEDxFulbrightDublin'\n",
            " 'TEDxOrcasIsland' 'TEDxPennsylvaniaAvenue' 'TEDxCrenshaw' 'TEDxHamburg'\n",
            " 'TEDGlobal 2017' 'TEDxZurich']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Mkiey3W_irfl",
        "colab_type": "text"
      },
      "source": [
        "**It seems like the event column actually is just the event the talks were represented at** "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vWf6kJoXi7Us",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c506e885-972e-4ecc-e055-ff75a3317e95"
      },
      "source": [
        "#get the film_date column\n",
        "film_date=ted['film_date'].unique()\n",
        "print(film_date)\n"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1140825600 1140739200 1140912000 1140566400 1138838400 1140652800\n",
            " 1139184000 1077753600 1109289600 1121299200 1077580800 1075852800\n",
            " 1120694400 1077840000 1075680000 1121385600 1109376000 1121212800\n",
            " 1120176000 1121126400 1109203200 1108598400 1109116800 1164844800\n",
            " 1107302400 1044230400 1173312000 1014940800 1046304000 1012608000\n",
            " 1044144000 1166054400 1077667200 1141344000 1172880000 1164931200\n",
            " 1181001600 1181174400 1180915200 1181088000 1181260800 1173398400\n",
            " 1173139200  981072000 1189296000 1167609600 1173225600 1014854400\n",
            " 1015113600 1204070400 1204156800  444528000  636422400 1204243200\n",
            " 1141084800 1204502400 1201910400 1197417600 1078272000 1046649600\n",
            " 1170374400 1202774400  886377600 1196553600 1196640000  888624000\n",
            " 1204329600 1172707200 1046390400 1222992000 1078012800 1254355200\n",
            " 1255478400 1109548800 1210118400 1210204800 1216339200 1078099200\n",
            " 1216425600 1228348800 1215388800 1209945600 1216252800 1214784000\n",
            " 1233532800 1233792000 1233878400 1233964800 1233705600 1229040000\n",
            " 1210550400  980985600  981676800 1228435200 1077926400 1238803200\n",
            " 1237766400 1243987200 1233914880 1244246400 1173484800 1248134400\n",
            " 1235088000 1248220800 1248307200 1248393600 1244073600 1252454400\n",
            " 1139443200 1250726400 1248480000 1235174400 1246924800 1257379200\n",
            " 1253491200 1257292800 1257552000 1257465600 1228953600 1199836800\n",
            " 1247356800 1247616000 1125532800 1254873600 1251849600 1190073600\n",
            " 1252424400 1237024800 1257724800 1097625600 1109808000 1256601600\n",
            " 1256083200  693238260 1131805080 1256428800 1255132800 1212624000\n",
            " 1248739200 1241481600 1259539200 1266624000 1265846400 1265760000\n",
            " 1265932800 1258675200 1266019200 1244592000 1257897600 1265068800\n",
            "  426531600 1221846540  989971200 1223510400 1266451200 1256515200\n",
            " 1252540800 1234224000 1268237040 1270771200 1266105600 1270684800\n",
            " 1253145600 1257503160 1270857600 1267833600   74649600 1274400000\n",
            " 1265414400 1271116800 1265328000 1271376000 1271635200 1271289600\n",
            " 1268438400 1257984000 1272153600 1277164800 1264464000 1273190400\n",
            " 1277078400 1277683200 1278979200 1279065600 1279238400 1279152000\n",
            " 1265903160 1273881600 1271203200 1278633600 1259712000 1280361600\n",
            " 1282176000 1271030400 1267142400 1157673600 1253232000 1276560000\n",
            " 1284940800 1255046400 1286841600 1257120000 1270598400 1272240000\n",
            " 1284854400 1272499200 1273708800 1287360000 1282953600 1287273600\n",
            " 1275609600 1291766400 1291680000 1288915200 1274486400 1287014400\n",
            " 1284076800 1275782400 1290038400 1286668800 1285804800 1289433600\n",
            " 1287619200 1287964800 1289692800 1290211200 1316736000 1294531200\n",
            " 1278806400 1275004800 1289347200 1294444800 1288828800 1288051200\n",
            " 1299024000 1299196800 1299110400 1291939200 1298937600 1291420800\n",
            " 1291334400 1294963200 1291852800 1292112000 1303948800 1254787200\n",
            " 1276214400 1305331200 1292371200 1301875200 1306195200 1305676800\n",
            " 1288569600 1291161600 1310428800 1310515200 1310601600 1310688000\n",
            " 1310342400 1309219200 1298505600 1264809600 1309910400 1289865600\n",
            " 1311465600 1298073600 1118534400 1319155200 1306368000 1301702400\n",
            " 1300665600 1305072000 1291248000 1319241600 1306886400 1315180800\n",
            " 1306108800 1305763200 1321920000 1319760000 1320796800 1316822400\n",
            " 1304899200 1322006400 1301788800 1266710400 1319414400 1317686400\n",
            " 1301616000 1305244800 1315612800 1318377600 1322352000 1323216000\n",
            " 1325030400 1320883200 1286928000 1323302400 1320969600 1306540800\n",
            " 1322697600 1321488000 1326758400 1315872000 1313539200 1320278400\n",
            " 1322784000 1322179200 1319500800  761702400 1312588800 1320710400\n",
            " 1285200000 1303516800 1289001600 1269820800 1321660800 1324339200\n",
            " 1323388800 1319846400 1321142400 1330387200 1330473600 1330560000\n",
            " 1321056000 1331510400 1320192000 1330646400 1330300800 1331424000\n",
            " 1333324800 1320364800 1333584000 1318291200 1323129600 1321574400\n",
            " 1335312000 1333152000 1332374400 1322870400 1333929600 1328918400\n",
            " 1334707200 1334534400 1328313600 1334793600 1321401600 1334361600\n",
            " 1335484800 1335398400 1334102400 1336608000 1336521600 1336089600\n",
            " 1334620800 1340668800 1340755200 1341014400 1340582400 1340841600\n",
            " 1337385600 1340928000 1332547200 1340323200 1331337600 1328054400\n",
            " 1338681600 1334880000 1327190400 1338768000 1348617600 1338854400\n",
            " 1346544000 1334448000 1336694400 1339459200 1348272000 1321228800\n",
            " 1335052800 1324425600 1334016000 1347494400 1337472000 1339027200\n",
            " 1307750400 1343001600 1346457600 1349049600 1336176000 1348876800\n",
            " 1336003200 1351123200 1352246400 1345680000 1342224000 1355702400\n",
            " 1346889600 1355875200 1354320000 1350000000 1353024000 1354233600\n",
            " 1351296000 1330819200 1353110400 1351209600 1352505600 1352332800\n",
            " 1358985600 1336780800 1349395200 1360540800 1279929600 1340409600\n",
            " 1355270400 1358467200 1361836800 1361923200 1362009600 1362096000\n",
            " 1342051200 1334188800 1361750400 1360454400 1351036800 1364342400\n",
            " 1340064000 1365379200 1367884800 1347580800 1366156800 1365033600\n",
            " 1366675200 1365292800 1366761600 1368662400 1363305600 1370822400\n",
            " 1370908800 1371081600 1367625600 1370995200 1365120000 1360368000\n",
            " 1371168000 1371686400 1367971200 1371859200 1366070400 1366243200\n",
            " 1361577600 1363910400 1367366400 1372118400 1373241600 1371772800\n",
            " 1367712000 1379548800 1365638400 1379635200 1372204800 1373846400\n",
            " 1380326400 1374710400 1367539200 1380758400 1380585600 1382918400\n",
            " 1381449600 1381363200 1382745600 1363219200 1381708800 1386201600\n",
            " 1384560000 1374105600 1382054400 1383091200 1382486400 1380672000\n",
            " 1386115200 1355788800 1383696000 1371600000 1381881600 1381795200\n",
            " 1382400000 1384732800 1385164800 1385424000 1375747200 1372291200\n",
            " 1379030400 1384819200 1370563200 1363046400 1384128000 1376265600\n",
            " 1376870400 1374019200 1329609600 1395100800 1395273600 1395014400\n",
            " 1394582400 1395187200 1396310400 1381190400 1395360000 1385510400\n",
            " 1376956800 1378684800 1379376000 1395705600 1394755200 1382659200\n",
            " 1394496000 1389830400 1394668800 1398470400 1400112000 1394841600\n",
            " 1392163200 1396224000 1400716800 1399680000 1403481600 1389744000\n",
            " 1401840000 1395619200 1384214400 1402272000 1407283200 1404777600\n",
            " 1405468800 1403827200 1404864000 1394928000 1407369600 1402704000\n",
            " 1289174400 1410912000 1376438400 1410307200 1403568000 1412640000\n",
            " 1412208000 1410998400 1412812800 1412726400 1410739200 1411603200\n",
            " 1413936000 1413158400 1410480000 1412899200 1406160000 1414368000\n",
            " 1413331200 1381968000 1413244800 1410220800 1414800000 1407801600\n",
            " 1413763200 1410825600 1413849600 1408060800 1416009600 1417392000\n",
            " 1415664000 1412553600 1415836800 1415577600 1413417600 1412121600\n",
            " 1413504000 1416441600 1412985600 1418256000 1415145600 1415059200\n",
            " 1396569600 1415318400 1392854400 1411516800 1392076800 1414454400\n",
            " 1394409600 1369958400 1416355200 1426550400 1426464000 1426723200\n",
            " 1425945600 1426636800 1427241600 1411862400 1426809600 1416528000\n",
            " 1418169600 1432857600 1432771200 1427068800 1431388800 1427155200\n",
            " 1434412800 1411776000 1432684800 1370736000 1353283200 1434067200\n",
            " 1426204800 1435708800 1440028800 1349827200 1435622400 1426896000\n",
            " 1440806400 1429315200 1443484800 1428796800 1411171200 1440720000\n",
            " 1432080000 1440547200 1432339200 1422489600 1427500800 1444867200\n",
            " 1444435200 1441152000 1445040000 1363392000 1447459200 1449532800\n",
            " 1434585600 1442448000 1443139200 1444348800 1447804800 1446249600\n",
            " 1430438400 1455494400 1455667200 1446508800 1424995200 1455840000\n",
            " 1455580800 1455753600 1446681600 1459814400 1458777600 1446768000\n",
            " 1446595200 1454112000 1456617600 1464048000 1463529600 1466899200\n",
            " 1467158400 1461369600 1466985600 1442620800 1443052800 1463702400\n",
            " 1378598400 1467072000 1446422400 1461456000 1446336000 1473206400\n",
            " 1453507200 1464739200 1462147200 1467244800 1446854400 1460678400\n",
            " 1473897600 1473465600 1447372800 1454716800 1477612800 1478044800\n",
            " 1468281600 1477526400 1477008000 1475625600 1445472000 1430524800\n",
            " 1466208000 1475107200 1472947200 1479168000 1475884800 1447545600\n",
            " 1479513600 1471564800 1474070400 1477440000 1478304000 1480464000\n",
            " 1460160000 1455408000 1466812800 1485388800 1487116800 1457136000\n",
            " 1481587200 1477094400 1480377600 1480723200 1467504000 1488326400\n",
            " 1488931200 1486857600 1476403200 1453420800 1486771200 1478736000\n",
            " 1493078400 1492992000 1491523200 1486512000 1393718400 1499472000\n",
            " 1486598400 1492905600 1465344000 1429833600 1503792000 1478822400\n",
            " 1500508800 1487462400 1496707200]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C4i-Nshpjuuh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "d58ca008-bd1f-4764-b7f1-c8ce8b26cebd"
      },
      "source": [
        "#and the published_date column\n",
        "published_date=ted['published_date'].unique()\n",
        "print(published_date)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1151367060 1151440680 1152490260 ... 1506006095 1506024042 1506092422]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bERyCrWcj1oo",
        "colab_type": "text"
      },
      "source": [
        "**It seems like the format of these two date column is in some hashed format and we can not get access to that specific date.Therefore,we will not go through these columns in details but go through other remaining valuable columns**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U7J-1DZUkaIq",
        "colab_type": "text"
      },
      "source": [
        "**Let see top 10 speakers that have largest number of talks as main_speaker**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PC0J0XhtkI-B",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 212
        },
        "outputId": "2f9b3657-2fc1-457f-e30c-c5ad2b852184"
      },
      "source": [
        "#count number of talks he/she has presented\n",
        "ted_speaker_count=ted['main_speaker'].value_counts()\n",
        "print(ted_speaker_count.head(10))"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Hans Rosling            9\n",
            "Juan Enriquez           7\n",
            "Rives                   6\n",
            "Marco Tempest           6\n",
            "Clay Shirky             5\n",
            "Nicholas Negroponte     5\n",
            "Bill Gates              5\n",
            "Julian Treasure         5\n",
            "Jacqueline Novogratz    5\n",
            "Dan Ariely              5\n",
            "Name: main_speaker, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4FVNr9uKlyGv",
        "colab_type": "text"
      },
      "source": [
        "**Wow there is one famous speaker with 5 talks that is familiar with all of us and he is Bill Gates,a billionaire!!.Let's get through all of his talks**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_PnlBBONl9bd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "outputId": "09a010ad-e1c0-4a03-ddd8-2d4e8ca6a3de"
      },
      "source": [
        "bill_gate_talk=ted[ted['main_speaker']=='Bill Gates']\n",
        "bill_gate_talk"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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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>380</th>\n",
              "      <td>468</td>\n",
              "      <td>Bill Gates hopes to solve some of the world's ...</td>\n",
              "      <td>1216</td>\n",
              "      <td>TED2009</td>\n",
              "      <td>1233532800</td>\n",
              "      <td>35</td>\n",
              "      <td>Bill Gates</td>\n",
              "      <td>Bill Gates: Mosquitos, malaria and education</td>\n",
              "      <td>1</td>\n",
              "      <td>1233800640</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 633...</td>\n",
              "      <td>[{'id': 499, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Philanthropist</td>\n",
              "      <td>['TED Brain Trust', 'business', 'education', '...</td>\n",
              "      <td>Mosquitos, malaria and education</td>\n",
              "      <td>https://www.ted.com/talks/bill_gates_unplugged\\n</td>\n",
              "      <td>2634359</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>618</th>\n",
              "      <td>948</td>\n",
              "      <td>At TED2010, Bill Gates unveils his vision for ...</td>\n",
              "      <td>1669</td>\n",
              "      <td>TED2010</td>\n",
              "      <td>1265932800</td>\n",
              "      <td>38</td>\n",
              "      <td>Bill Gates</td>\n",
              "      <td>Bill Gates: Innovating to zero!</td>\n",
              "      <td>1</td>\n",
              "      <td>1266454800</td>\n",
              "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 1...</td>\n",
              "      <td>[{'id': 51, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Philanthropist</td>\n",
              "      <td>['TED Brain Trust', 'business', 'energy', 'glo...</td>\n",
              "      <td>Innovating to zero!</td>\n",
              "      <td>https://www.ted.com/talks/bill_gates\\n</td>\n",
              "      <td>4329332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>882</th>\n",
              "      <td>231</td>\n",
              "      <td>America's school systems are funded by the 50 ...</td>\n",
              "      <td>616</td>\n",
              "      <td>TED2011</td>\n",
              "      <td>1299110400</td>\n",
              "      <td>35</td>\n",
              "      <td>Bill Gates</td>\n",
              "      <td>Bill Gates: How state budgets are breaking US ...</td>\n",
              "      <td>1</td>\n",
              "      <td>1299270660</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 690...</td>\n",
              "      <td>[{'id': 451, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Philanthropist</td>\n",
              "      <td>['aging', 'education', 'money', 'youth']</td>\n",
              "      <td>How state budgets are breaking US schools</td>\n",
              "      <td>https://www.ted.com/talks/bill_gates_how_state...</td>\n",
              "      <td>1866264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1496</th>\n",
              "      <td>405</td>\n",
              "      <td>Until recently, many teachers only got one wor...</td>\n",
              "      <td>624</td>\n",
              "      <td>TED Talks Education</td>\n",
              "      <td>1367884800</td>\n",
              "      <td>39</td>\n",
              "      <td>Bill Gates</td>\n",
              "      <td>Bill Gates: Teachers need real feedback</td>\n",
              "      <td>1</td>\n",
              "      <td>1368025280</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 326...</td>\n",
              "      <td>[{'id': 1728, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Philanthropist</td>\n",
              "      <td>['TED Brain Trust', 'culture', 'education', 'g...</td>\n",
              "      <td>Teachers need real feedback</td>\n",
              "      <td>https://www.ted.com/talks/bill_gates_teachers_...</td>\n",
              "      <td>2206204</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1950</th>\n",
              "      <td>171</td>\n",
              "      <td>In 2014, the world avoided a global outbreak o...</td>\n",
              "      <td>512</td>\n",
              "      <td>TED2015</td>\n",
              "      <td>1426636800</td>\n",
              "      <td>37</td>\n",
              "      <td>Bill Gates</td>\n",
              "      <td>Bill Gates: The next outbreak? We’re not ready</td>\n",
              "      <td>1</td>\n",
              "      <td>1428073125</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 894...</td>\n",
              "      <td>[{'id': 2177, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Philanthropist</td>\n",
              "      <td>['TED Brain Trust', 'disaster relief', 'diseas...</td>\n",
              "      <td>The next outbreak? We’re not ready</td>\n",
              "      <td>https://www.ted.com/talks/bill_gates_the_next_...</td>\n",
              "      <td>2239259</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      comments  ...    views\n",
              "380        468  ...  2634359\n",
              "618        948  ...  4329332\n",
              "882        231  ...  1866264\n",
              "1496       405  ...  2206204\n",
              "1950       171  ...  2239259\n",
              "\n",
              "[5 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "o-SveK3xnwcv",
        "colab_type": "text"
      },
      "source": [
        "**Let's see top 10 talks which are viewed most**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_xCTp877n1Ye",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fa1a4c7d-782a-474f-fe10-851c6e3c88e8"
      },
      "source": [
        "#sort by views column and sort it in descending order\n",
        "top_view_talk=ted.sort_values(by='views',ascending=False)\n",
        "top_view_talk"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>comments</th>\n",
              "      <th>description</th>\n",
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              "      <td>4553</td>\n",
              "      <td>Sir Ken Robinson makes an entertaining and pro...</td>\n",
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              "      <td>Amy Cuddy</td>\n",
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              "      <td>Social psychologist</td>\n",
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              "      <td>TEDxPuget Sound</td>\n",
              "      <td>1253145600</td>\n",
              "      <td>45</td>\n",
              "      <td>Simon Sinek</td>\n",
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              "      <td>1</td>\n",
              "      <td>1272965460</td>\n",
              "      <td>[{'id': 21, 'name': 'Unconvincing', 'count': 9...</td>\n",
              "      <td>[{'id': 814, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Leadership expert</td>\n",
              "      <td>['TEDx', 'business', 'entrepreneur', 'leadersh...</td>\n",
              "      <td>How great leaders inspire action</td>\n",
              "      <td>https://www.ted.com/talks/simon_sinek_how_grea...</td>\n",
              "      <td>34309432</td>\n",
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              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>1927</td>\n",
              "      <td>Brené Brown studies human connection -- our ab...</td>\n",
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              "      <td>Vulnerability researcher</td>\n",
              "      <td>['TEDx', 'communication', 'culture', 'depressi...</td>\n",
              "      <td>The power of vulnerability</td>\n",
              "      <td>https://www.ted.com/talks/brene_brown_on_vulne...</td>\n",
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              "      <th>452</th>\n",
              "      <td>354</td>\n",
              "      <td>\"Bonk\" author Mary Roach delves into obscure s...</td>\n",
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              "      <td>[{'id': 16, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Writer</td>\n",
              "      <td>['books', 'culture', 'history', 'humor', 'scie...</td>\n",
              "      <td>10 things you didn't know about orgasm</td>\n",
              "      <td>https://www.ted.com/talks/mary_roach_10_things...</td>\n",
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              "    </tr>\n",
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              "      <th>1776</th>\n",
              "      <td>297</td>\n",
              "      <td>Have you ever felt like you're talking, but no...</td>\n",
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              "      <td>Julian Treasure</td>\n",
              "      <td>Julian Treasure: How to speak so that people w...</td>\n",
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              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 267...</td>\n",
              "      <td>[{'id': 1200, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Sound consultant</td>\n",
              "      <td>['culture', 'sound', 'speech']</td>\n",
              "      <td>How to speak so that people want to listen</td>\n",
              "      <td>https://www.ted.com/talks/julian_treasure_how_...</td>\n",
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              "      <th>201</th>\n",
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              "      <td>Jill Bolte Taylor got a research opportunity f...</td>\n",
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              "      <td>49</td>\n",
              "      <td>Jill Bolte Taylor</td>\n",
              "      <td>Jill Bolte Taylor: My stroke of insight</td>\n",
              "      <td>1</td>\n",
              "      <td>1205284200</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 14...</td>\n",
              "      <td>[{'id': 184, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Neuroanatomist</td>\n",
              "      <td>['biology', 'brain', 'consciousness', 'global ...</td>\n",
              "      <td>My stroke of insight</td>\n",
              "      <td>https://www.ted.com/talks/jill_bolte_taylor_s_...</td>\n",
              "      <td>21190883</td>\n",
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              "    <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>2114</th>\n",
              "      <td>150</td>\n",
              "      <td>Suspicious emails: unclaimed insurance bonds, ...</td>\n",
              "      <td>588</td>\n",
              "      <td>TEDGlobal&gt;Geneva</td>\n",
              "      <td>1449532800</td>\n",
              "      <td>43</td>\n",
              "      <td>James Veitch</td>\n",
              "      <td>James Veitch: This is what happens when you re...</td>\n",
              "      <td>1</td>\n",
              "      <td>1452269020</td>\n",
              "      <td>[{'id': 7, 'name': 'Funny', 'count': 7731}, {'...</td>\n",
              "      <td>[{'id': 2236, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Comedian and writer</td>\n",
              "      <td>['comedy', 'communication', 'curiosity', 'humo...</td>\n",
              "      <td>This is what happens when you reply to spam email</td>\n",
              "      <td>https://www.ted.com/talks/james_veitch_this_is...</td>\n",
              "      <td>20475972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1416</th>\n",
              "      <td>846</td>\n",
              "      <td>Cameron Russell admits she won “a genetic lott...</td>\n",
              "      <td>577</td>\n",
              "      <td>TEDxMidAtlantic</td>\n",
              "      <td>1351296000</td>\n",
              "      <td>43</td>\n",
              "      <td>Cameron Russell</td>\n",
              "      <td>Cameron Russell: Looks aren't everything. Beli...</td>\n",
              "      <td>1</td>\n",
              "      <td>1358352354</td>\n",
              "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 92}...</td>\n",
              "      <td>[{'id': 1438, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Model</td>\n",
              "      <td>['TEDx', 'beauty', 'culture', 'fashion', 'phot...</td>\n",
              "      <td>Looks aren't everything. Believe me, I'm a model.</td>\n",
              "      <td>https://www.ted.com/talks/cameron_russell_look...</td>\n",
              "      <td>19787465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>500</th>\n",
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              "      <td>Career analyst Dan Pink examines the puzzle of...</td>\n",
              "      <td>1116</td>\n",
              "      <td>TEDGlobal 2009</td>\n",
              "      <td>1248393600</td>\n",
              "      <td>44</td>\n",
              "      <td>Dan Pink</td>\n",
              "      <td>Dan Pink: The puzzle of motivation</td>\n",
              "      <td>1</td>\n",
              "      <td>1251075600</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 38...</td>\n",
              "      <td>[{'id': 548, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Career analyst</td>\n",
              "      <td>['brain', 'business', 'creativity', 'motivatio...</td>\n",
              "      <td>The puzzle of motivation</td>\n",
              "      <td>https://www.ted.com/talks/dan_pink_on_motivati...</td>\n",
              "      <td>18830983</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1163</th>\n",
              "      <td>1155</td>\n",
              "      <td>In a culture where being social and outgoing a...</td>\n",
              "      <td>1144</td>\n",
              "      <td>TED2012</td>\n",
              "      <td>1330387200</td>\n",
              "      <td>44</td>\n",
              "      <td>Susan Cain</td>\n",
              "      <td>Susan Cain: The power of introverts</td>\n",
              "      <td>1</td>\n",
              "      <td>1330720092</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 336...</td>\n",
              "      <td>[{'id': 1042, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Quiet revolutionary</td>\n",
              "      <td>['business', 'culture', 'introvert', 'psycholo...</td>\n",
              "      <td>The power of introverts</td>\n",
              "      <td>https://www.ted.com/talks/susan_cain_the_power...</td>\n",
              "      <td>17629275</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1036</th>\n",
              "      <td>561</td>\n",
              "      <td>On any given day we're lied to from 10 to 200 ...</td>\n",
              "      <td>1130</td>\n",
              "      <td>TEDGlobal 2011</td>\n",
              "      <td>1310515200</td>\n",
              "      <td>39</td>\n",
              "      <td>Pamela Meyer</td>\n",
              "      <td>Pamela Meyer: How to spot a liar</td>\n",
              "      <td>1</td>\n",
              "      <td>1318516493</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 131...</td>\n",
              "      <td>[{'id': 16, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Lie detector</td>\n",
              "      <td>['culture', 'psychology', 'science', 'society']</td>\n",
              "      <td>How to spot a liar</td>\n",
              "      <td>https://www.ted.com/talks/pamela_meyer_how_to_...</td>\n",
              "      <td>16861578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2109</th>\n",
              "      <td>527</td>\n",
              "      <td>What keeps us happy and healthy as we go throu...</td>\n",
              "      <td>766</td>\n",
              "      <td>TEDxBeaconStreet</td>\n",
              "      <td>1447459200</td>\n",
              "      <td>43</td>\n",
              "      <td>Robert Waldinger</td>\n",
              "      <td>Robert Waldinger: What makes a good life? Less...</td>\n",
              "      <td>1</td>\n",
              "      <td>1450889841</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 8590...</td>\n",
              "      <td>[{'id': 1669, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Psychiatrist, psychoanalyst and Zen priest</td>\n",
              "      <td>['TEDx', 'aging', 'data', 'friendship', 'happi...</td>\n",
              "      <td>What makes a good life? Lessons from the longe...</td>\n",
              "      <td>https://www.ted.com/talks/robert_waldinger_wha...</td>\n",
              "      <td>16601927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1129</th>\n",
              "      <td>754</td>\n",
              "      <td>We believe we should work hard in order to be ...</td>\n",
              "      <td>740</td>\n",
              "      <td>TEDxBloomington</td>\n",
              "      <td>1305072000</td>\n",
              "      <td>46</td>\n",
              "      <td>Shawn Achor</td>\n",
              "      <td>Shawn Achor: The happy secret to better work</td>\n",
              "      <td>1</td>\n",
              "      <td>1328112578</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 1121...</td>\n",
              "      <td>[{'id': 366, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Psychologist</td>\n",
              "      <td>['TEDx', 'brain', 'business', 'cognitive scien...</td>\n",
              "      <td>The happy secret to better work</td>\n",
              "      <td>https://www.ted.com/talks/shawn_achor_the_happ...</td>\n",
              "      <td>16209727</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>553</th>\n",
              "      <td>1329</td>\n",
              "      <td>At TEDIndia, Pranav Mistry demos several tools...</td>\n",
              "      <td>830</td>\n",
              "      <td>TEDIndia 2009</td>\n",
              "      <td>1257379200</td>\n",
              "      <td>42</td>\n",
              "      <td>Pranav Mistry</td>\n",
              "      <td>Pranav Mistry: The thrilling potential of Sixt...</td>\n",
              "      <td>1</td>\n",
              "      <td>1258333200</td>\n",
              "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 8...</td>\n",
              "      <td>[{'id': 481, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Director of research, Samsung Research America</td>\n",
              "      <td>['demo', 'design', 'open-source', 'technology']</td>\n",
              "      <td>The thrilling potential of SixthSense technology</td>\n",
              "      <td>https://www.ted.com/talks/pranav_mistry_the_th...</td>\n",
              "      <td>16097077</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>596</th>\n",
              "      <td>296</td>\n",
              "      <td>In this highly personal talk from TEDMED, magi...</td>\n",
              "      <td>1219</td>\n",
              "      <td>TEDMED 2009</td>\n",
              "      <td>1256601600</td>\n",
              "      <td>34</td>\n",
              "      <td>David Blaine</td>\n",
              "      <td>David Blaine: How I held my breath for 17 minutes</td>\n",
              "      <td>1</td>\n",
              "      <td>1263889320</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 91...</td>\n",
              "      <td>[{'id': 310, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Illusionist, endurance artist</td>\n",
              "      <td>['biology', 'magic', 'medicine', 'performance']</td>\n",
              "      <td>How I held my breath for 17 minutes</td>\n",
              "      <td>https://www.ted.com/talks/david_blaine_how_i_h...</td>\n",
              "      <td>15601385</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1579</th>\n",
              "      <td>285</td>\n",
              "      <td>Hailed as the greatest pickpocket in the world...</td>\n",
              "      <td>527</td>\n",
              "      <td>TEDGlobal 2013</td>\n",
              "      <td>1370995200</td>\n",
              "      <td>37</td>\n",
              "      <td>Apollo Robbins</td>\n",
              "      <td>Apollo Robbins: The art of misdirection</td>\n",
              "      <td>1</td>\n",
              "      <td>1379084559</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 418...</td>\n",
              "      <td>[{'id': 1496, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Gentleman thief</td>\n",
              "      <td>['crime', 'entertainment']</td>\n",
              "      <td>The art of misdirection</td>\n",
              "      <td>https://www.ted.com/talks/apollo_robbins_the_a...</td>\n",
              "      <td>15283242</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2161</th>\n",
              "      <td>310</td>\n",
              "      <td>Tim Urban knows that procrastination doesn't m...</td>\n",
              "      <td>843</td>\n",
              "      <td>TED2016</td>\n",
              "      <td>1455580800</td>\n",
              "      <td>40</td>\n",
              "      <td>Tim Urban</td>\n",
              "      <td>Tim Urban: Inside the mind of a master procras...</td>\n",
              "      <td>1</td>\n",
              "      <td>1458067019</td>\n",
              "      <td>[{'id': 3, 'name': 'Courageous', 'count': 1026...</td>\n",
              "      <td>[{'id': 1993, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Blogger</td>\n",
              "      <td>['Internet', 'brain', 'choice', 'comedy', 'dec...</td>\n",
              "      <td>Inside the mind of a master procrastinator</td>\n",
              "      <td>https://www.ted.com/talks/tim_urban_inside_the...</td>\n",
              "      <td>14745406</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>1572</th>\n",
              "      <td>693</td>\n",
              "      <td>Stress. It makes your heart pound, your breath...</td>\n",
              "      <td>868</td>\n",
              "      <td>TEDGlobal 2013</td>\n",
              "      <td>1370908800</td>\n",
              "      <td>47</td>\n",
              "      <td>Kelly McGonigal</td>\n",
              "      <td>Kelly McGonigal: How to make stress your friend</td>\n",
              "      <td>1</td>\n",
              "      <td>1378306783</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 524...</td>\n",
              "      <td>[{'id': 1501, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Health psychologist</td>\n",
              "      <td>['body language', 'health', 'psychology']</td>\n",
              "      <td>How to make stress your friend</td>\n",
              "      <td>https://www.ted.com/talks/kelly_mcgonigal_how_...</td>\n",
              "      <td>14566463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>554</td>\n",
              "      <td>David Gallo shows jaw-dropping footage of amaz...</td>\n",
              "      <td>327</td>\n",
              "      <td>TED2007</td>\n",
              "      <td>1172880000</td>\n",
              "      <td>47</td>\n",
              "      <td>David Gallo</td>\n",
              "      <td>David Gallo: Underwater astonishments</td>\n",
              "      <td>1</td>\n",
              "      <td>1200011280</td>\n",
              "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 8...</td>\n",
              "      <td>[{'id': 77, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Oceanographer</td>\n",
              "      <td>['animals', 'evolution', 'exploration', 'fish'...</td>\n",
              "      <td>Underwater astonishments</td>\n",
              "      <td>https://www.ted.com/talks/david_gallo_shows_un...</td>\n",
              "      <td>13926113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>669</td>\n",
              "      <td>First, Keith Barry shows us how our brains can...</td>\n",
              "      <td>1189</td>\n",
              "      <td>TED2004</td>\n",
              "      <td>1075680000</td>\n",
              "      <td>28</td>\n",
              "      <td>Keith Barry</td>\n",
              "      <td>Keith Barry: Brain magic</td>\n",
              "      <td>1</td>\n",
              "      <td>1216366800</td>\n",
              "      <td>[{'id': 2, 'name': 'Confusing', 'count': 273},...</td>\n",
              "      <td>[{'id': 1821, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Magician</td>\n",
              "      <td>['brain', 'entertainment', 'illusion', 'magic']</td>\n",
              "      <td>Brain magic</td>\n",
              "      <td>https://www.ted.com/talks/keith_barry_does_bra...</td>\n",
              "      <td>13327101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>530</th>\n",
              "      <td>1155</td>\n",
              "      <td>Our lives, our cultures, are composed of many ...</td>\n",
              "      <td>1129</td>\n",
              "      <td>TEDGlobal 2009</td>\n",
              "      <td>1248307200</td>\n",
              "      <td>46</td>\n",
              "      <td>Chimamanda Ngozi Adichie</td>\n",
              "      <td>Chimamanda Ngozi Adichie: The danger of a sing...</td>\n",
              "      <td>1</td>\n",
              "      <td>1254877200</td>\n",
              "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 5607}...</td>\n",
              "      <td>[{'id': 159, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Novelist</td>\n",
              "      <td>['Africa', 'books', 'culture', 'identity', 'st...</td>\n",
              "      <td>The danger of a single story</td>\n",
              "      <td>https://www.ted.com/talks/chimamanda_adichie_t...</td>\n",
              "      <td>13298341</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>381</th>\n",
              "      <td>1604</td>\n",
              "      <td>Elizabeth Gilbert muses on the impossible thin...</td>\n",
              "      <td>1149</td>\n",
              "      <td>TED2009</td>\n",
              "      <td>1233792000</td>\n",
              "      <td>49</td>\n",
              "      <td>Elizabeth Gilbert</td>\n",
              "      <td>Elizabeth Gilbert: Your elusive creative genius</td>\n",
              "      <td>1</td>\n",
              "      <td>1234141200</td>\n",
              "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 4027}...</td>\n",
              "      <td>[{'id': 250, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Writer</td>\n",
              "      <td>['creativity', 'culture', 'entertainment', 'pe...</td>\n",
              "      <td>Your elusive creative genius</td>\n",
              "      <td>https://www.ted.com/talks/elizabeth_gilbert_on...</td>\n",
              "      <td>13155478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1501</th>\n",
              "      <td>659</td>\n",
              "      <td>Leaving a high-flying job in consulting, Angel...</td>\n",
              "      <td>372</td>\n",
              "      <td>TED Talks Education</td>\n",
              "      <td>1365033600</td>\n",
              "      <td>49</td>\n",
              "      <td>Angela Lee Duckworth</td>\n",
              "      <td>Angela Lee Duckworth: Grit: The power of passi...</td>\n",
              "      <td>1</td>\n",
              "      <td>1368111588</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 4847...</td>\n",
              "      <td>[{'id': 1289, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Psychologist</td>\n",
              "      <td>['business', 'education', 'psychology', 'succe...</td>\n",
              "      <td>Grit: The power of passion and perseverance</td>\n",
              "      <td>https://www.ted.com/talks/angela_lee_duckworth...</td>\n",
              "      <td>12039978</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>1940</th>\n",
              "      <td>1355</td>\n",
              "      <td>\"Public shaming as a blood sport has to stop,\"...</td>\n",
              "      <td>1346</td>\n",
              "      <td>TED2015</td>\n",
              "      <td>1426723200</td>\n",
              "      <td>41</td>\n",
              "      <td>Monica Lewinsky</td>\n",
              "      <td>Monica Lewinsky: The price of shame</td>\n",
              "      <td>1</td>\n",
              "      <td>1426894031</td>\n",
              "      <td>[{'id': 3, 'name': 'Courageous', 'count': 8668...</td>\n",
              "      <td>[{'id': 2073, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Social activist</td>\n",
              "      <td>['communication', 'media', 'social media', 'su...</td>\n",
              "      <td>The price of shame</td>\n",
              "      <td>https://www.ted.com/talks/monica_lewinsky_the_...</td>\n",
              "      <td>11443190</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>578</td>\n",
              "      <td>Why do people succeed? Is it because they're s...</td>\n",
              "      <td>210</td>\n",
              "      <td>TED2005</td>\n",
              "      <td>1109116800</td>\n",
              "      <td>66</td>\n",
              "      <td>Richard St. John</td>\n",
              "      <td>Richard St. John: 8 secrets of success</td>\n",
              "      <td>1</td>\n",
              "      <td>1166055060</td>\n",
              "      <td>[{'id': 7, 'name': 'Funny', 'count': 2966}, {'...</td>\n",
              "      <td>[{'id': 66, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Marketer, success analyst</td>\n",
              "      <td>['business', 'culture', 'entertainment', 'happ...</td>\n",
              "      <td>8 secrets of success</td>\n",
              "      <td>https://www.ted.com/talks/richard_st_john_s_8_...</td>\n",
              "      <td>10841210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>892</th>\n",
              "      <td>645</td>\n",
              "      <td>\"If I should have a daughter, instead of Mom, ...</td>\n",
              "      <td>1105</td>\n",
              "      <td>TED2011</td>\n",
              "      <td>1299110400</td>\n",
              "      <td>42</td>\n",
              "      <td>Sarah Kay</td>\n",
              "      <td>Sarah Kay: If I should have a daughter ...</td>\n",
              "      <td>1</td>\n",
              "      <td>1300460520</td>\n",
              "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 1...</td>\n",
              "      <td>[{'id': 1068, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Poet</td>\n",
              "      <td>['entertainment', 'performance', 'poetry', 'st...</td>\n",
              "      <td>If I should have a daughter ...</td>\n",
              "      <td>https://www.ted.com/talks/sarah_kay_if_i_shoul...</td>\n",
              "      <td>10529854</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>1486</th>\n",
              "      <td>126</td>\n",
              "      <td>What color is a mirror? How much does a video ...</td>\n",
              "      <td>441</td>\n",
              "      <td>TED-Ed</td>\n",
              "      <td>1362009600</td>\n",
              "      <td>0</td>\n",
              "      <td>Michael Stevens</td>\n",
              "      <td>Michael Stevens: How much does a video weigh?</td>\n",
              "      <td>1</td>\n",
              "      <td>1366815569</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 17...</td>\n",
              "      <td>[{'id': 1386, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>YouTube educator</td>\n",
              "      <td>['Internet', 'TED-Ed', 'computers', 'humor', '...</td>\n",
              "      <td>How much does a video weigh?</td>\n",
              "      <td>https://www.ted.com/talks/how_much_does_a_vide...</td>\n",
              "      <td>195899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1093</th>\n",
              "      <td>130</td>\n",
              "      <td>A vegetable garden can do more than save you m...</td>\n",
              "      <td>1129</td>\n",
              "      <td>TEDxDirigo</td>\n",
              "      <td>1315612800</td>\n",
              "      <td>3</td>\n",
              "      <td>Roger Doiron</td>\n",
              "      <td>Roger Doiron: My subversive (garden) plot</td>\n",
              "      <td>1</td>\n",
              "      <td>1324135250</td>\n",
              "      <td>[{'id': 3, 'name': 'Courageous', 'count': 58},...</td>\n",
              "      <td>[{'id': 1284, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Gardening activist</td>\n",
              "      <td>['TEDx', 'culture', 'food', 'garden', 'global ...</td>\n",
              "      <td>My subversive (garden) plot</td>\n",
              "      <td>https://www.ted.com/talks/roger_doiron_my_subv...</td>\n",
              "      <td>191555</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1198</th>\n",
              "      <td>175</td>\n",
              "      <td>At TEDYouth 2011, performance artist Carvens L...</td>\n",
              "      <td>305</td>\n",
              "      <td>TED-Ed</td>\n",
              "      <td>1320969600</td>\n",
              "      <td>0</td>\n",
              "      <td>Carvens Lissaint</td>\n",
              "      <td>Carvens Lissaint: \"Put the financial aid in th...</td>\n",
              "      <td>1</td>\n",
              "      <td>1333808241</td>\n",
              "      <td>[{'id': 3, 'name': 'Courageous', 'count': 233}...</td>\n",
              "      <td>[{'id': 208, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Performance artist</td>\n",
              "      <td>['TED-Ed', 'TEDYouth', 'culture', 'entertainme...</td>\n",
              "      <td>\"Put the financial aid in the bag\"</td>\n",
              "      <td>https://www.ted.com/talks/put_the_financial_ai...</td>\n",
              "      <td>186308</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>12</td>\n",
              "      <td>Keith Bellows gleefully outlines the engineeri...</td>\n",
              "      <td>966</td>\n",
              "      <td>TED2002</td>\n",
              "      <td>1012608000</td>\n",
              "      <td>18</td>\n",
              "      <td>Keith Bellows</td>\n",
              "      <td>Keith Bellows: The camel's hump</td>\n",
              "      <td>1</td>\n",
              "      <td>1221440400</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 68}...</td>\n",
              "      <td>[{'id': 69, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Traveler</td>\n",
              "      <td>['animals', 'energy', 'entertainment', 'global...</td>\n",
              "      <td>The camel's hump</td>\n",
              "      <td>https://www.ted.com/talks/keith_bellows_on_the...</td>\n",
              "      <td>185275</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2507</th>\n",
              "      <td>6</td>\n",
              "      <td>Movement artists Jon Boogz and Lil Buck debut ...</td>\n",
              "      <td>575</td>\n",
              "      <td>TED2017</td>\n",
              "      <td>1492992000</td>\n",
              "      <td>12</td>\n",
              "      <td>Jon Boogz and Lil Buck</td>\n",
              "      <td>Jon Boogz and Lil Buck: A dance to honor Mothe...</td>\n",
              "      <td>5</td>\n",
              "      <td>1502448962</td>\n",
              "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 84}, ...</td>\n",
              "      <td>[{'id': 2589, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Movement artist</td>\n",
              "      <td>['art', 'creativity', 'dance', 'performance', ...</td>\n",
              "      <td>A dance to honor Mother Earth</td>\n",
              "      <td>https://www.ted.com/talks/jon_boogz_and_lil_bu...</td>\n",
              "      <td>182975</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1192</th>\n",
              "      <td>122</td>\n",
              "      <td>The Pirate Party fights for transparency, anon...</td>\n",
              "      <td>1097</td>\n",
              "      <td>TEDxObserver</td>\n",
              "      <td>1331424000</td>\n",
              "      <td>10</td>\n",
              "      <td>Rick Falkvinge</td>\n",
              "      <td>Rick Falkvinge: I am a pirate</td>\n",
              "      <td>1</td>\n",
              "      <td>1333289675</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 156...</td>\n",
              "      <td>[{'id': 1329, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>['Internet', 'TEDx', 'global issues', 'politic...</td>\n",
              "      <td>I am a pirate</td>\n",
              "      <td>https://www.ted.com/talks/rick_falkvinge_i_am_...</td>\n",
              "      <td>181010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>649</th>\n",
              "      <td>74</td>\n",
              "      <td>Patsy Rodenburg says the world needs actors mo...</td>\n",
              "      <td>407</td>\n",
              "      <td>Michael Howard Studios</td>\n",
              "      <td>1223510400</td>\n",
              "      <td>0</td>\n",
              "      <td>Patsy Rodenburg</td>\n",
              "      <td>Patsy Rodenburg: Why I do theater</td>\n",
              "      <td>1</td>\n",
              "      <td>1269611280</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 70}...</td>\n",
              "      <td>[{'id': 60, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>Acting and voice coach</td>\n",
              "      <td>['humanity', 'psychology', 'theater']</td>\n",
              "      <td>Why I do theater</td>\n",
              "      <td>https://www.ted.com/talks/patsy_rodenburg_why_...</td>\n",
              "      <td>176995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>323</th>\n",
              "      <td>76</td>\n",
              "      <td>While we all agree that compassion is a great ...</td>\n",
              "      <td>946</td>\n",
              "      <td>TEDSalon 2009 Compassion</td>\n",
              "      <td>1254355200</td>\n",
              "      <td>30</td>\n",
              "      <td>Jackie Tabick</td>\n",
              "      <td>Jackie Tabick: The balancing act of compassion</td>\n",
              "      <td>1</td>\n",
              "      <td>1225426620</td>\n",
              "      <td>[{'id': 25, 'name': 'OK', 'count': 14}, {'id':...</td>\n",
              "      <td>[{'id': 676, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Spiritual leader</td>\n",
              "      <td>['charter for compassion', 'compassion', 'glob...</td>\n",
              "      <td>The balancing act of compassion</td>\n",
              "      <td>https://www.ted.com/talks/jackie_tabick\\n</td>\n",
              "      <td>176245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1149</th>\n",
              "      <td>80</td>\n",
              "      <td>How often do you see the true beauty of the ni...</td>\n",
              "      <td>669</td>\n",
              "      <td>TEDxPhoenix</td>\n",
              "      <td>1320969600</td>\n",
              "      <td>0</td>\n",
              "      <td>Lucianne Walkowicz</td>\n",
              "      <td>Lucianne Walkowicz: Look up for a change</td>\n",
              "      <td>1</td>\n",
              "      <td>1329663194</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 169}...</td>\n",
              "      <td>[{'id': 141, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Stellar astronomer</td>\n",
              "      <td>['NASA', 'Planets', 'TED Fellows', 'TEDx', 'ac...</td>\n",
              "      <td>Look up for a change</td>\n",
              "      <td>https://www.ted.com/talks/lucianne_walkowicz_l...</td>\n",
              "      <td>175395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1250</th>\n",
              "      <td>208</td>\n",
              "      <td>Bartenders need to know your age, retailers ne...</td>\n",
              "      <td>1023</td>\n",
              "      <td>TEDxSussexUniversity</td>\n",
              "      <td>1335484800</td>\n",
              "      <td>18</td>\n",
              "      <td>David Birch</td>\n",
              "      <td>David Birch: A new way to stop identity theft</td>\n",
              "      <td>1</td>\n",
              "      <td>1338732516</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 145...</td>\n",
              "      <td>[{'id': 1132, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Digital money and identity consultant</td>\n",
              "      <td>['TEDx', 'security', 'self', 'technology']</td>\n",
              "      <td>A new way to stop identity theft</td>\n",
              "      <td>https://www.ted.com/talks/david_birch_identity...</td>\n",
              "      <td>174326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1223</th>\n",
              "      <td>59</td>\n",
              "      <td>Rick Guidotti is a fashion photographer with a...</td>\n",
              "      <td>1084</td>\n",
              "      <td>TEDxPhoenix</td>\n",
              "      <td>1320969600</td>\n",
              "      <td>0</td>\n",
              "      <td>Rick Guidotti</td>\n",
              "      <td>Rick Guidotti: From stigma to supermodel</td>\n",
              "      <td>1</td>\n",
              "      <td>1336318914</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 71}...</td>\n",
              "      <td>[{'id': 1647, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Photographer</td>\n",
              "      <td>['TEDx', 'beauty', 'fashion', 'global issues',...</td>\n",
              "      <td>From stigma to supermodel</td>\n",
              "      <td>https://www.ted.com/talks/rick_guidotti_from_s...</td>\n",
              "      <td>166959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1237</th>\n",
              "      <td>67</td>\n",
              "      <td>An average teaspoon of ocean water contains fi...</td>\n",
              "      <td>697</td>\n",
              "      <td>TEDxMonterey</td>\n",
              "      <td>1334707200</td>\n",
              "      <td>0</td>\n",
              "      <td>Melissa Garren</td>\n",
              "      <td>Melissa Garren: The sea we've hardly seen</td>\n",
              "      <td>1</td>\n",
              "      <td>1337522468</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 13...</td>\n",
              "      <td>[{'id': 509, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Marine biologist</td>\n",
              "      <td>['TEDx', 'bacteria', 'biodiversity', 'biology'...</td>\n",
              "      <td>The sea we've hardly seen</td>\n",
              "      <td>https://www.ted.com/talks/melissa_garren_the_s...</td>\n",
              "      <td>166835</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1105</th>\n",
              "      <td>41</td>\n",
              "      <td>How do you measure a nebula? With a brain scan...</td>\n",
              "      <td>581</td>\n",
              "      <td>TEDxBoston 2011</td>\n",
              "      <td>1309219200</td>\n",
              "      <td>0</td>\n",
              "      <td>Michelle Borkin</td>\n",
              "      <td>Michelle Borkin: Can astronomers help doctors?</td>\n",
              "      <td>1</td>\n",
              "      <td>1326034443</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 109...</td>\n",
              "      <td>[{'id': 1245, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>physicist</td>\n",
              "      <td>['TEDx', 'astronomy', 'collaboration', 'medica...</td>\n",
              "      <td>Can astronomers help doctors?</td>\n",
              "      <td>https://www.ted.com/talks/michelle_borkin_can_...</td>\n",
              "      <td>161462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1119</th>\n",
              "      <td>76</td>\n",
              "      <td>Algae plus salt water equals ... fuel? At TEDx...</td>\n",
              "      <td>869</td>\n",
              "      <td>TEDxNASA@SiliconValley</td>\n",
              "      <td>1313539200</td>\n",
              "      <td>20</td>\n",
              "      <td>Bilal Bomani</td>\n",
              "      <td>Bilal Bomani: Plant fuels that could power a jet</td>\n",
              "      <td>1</td>\n",
              "      <td>1327157906</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 59}...</td>\n",
              "      <td>[{'id': 51, 'hero': 'https://pe.tedcdn.com/ima...</td>\n",
              "      <td>NASA scientist</td>\n",
              "      <td>['Natural resources', 'TEDx', 'alternative ene...</td>\n",
              "      <td>Plant fuels that could power a jet</td>\n",
              "      <td>https://www.ted.com/talks/bilal_bomani_plant_f...</td>\n",
              "      <td>155895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>581</th>\n",
              "      <td>105</td>\n",
              "      <td>At the BIF innovation summit, Cat Laine draws ...</td>\n",
              "      <td>889</td>\n",
              "      <td>Business Innovation Factory</td>\n",
              "      <td>1254873600</td>\n",
              "      <td>0</td>\n",
              "      <td>Cat Laine</td>\n",
              "      <td>Cat Laine: Engineering a better life for all</td>\n",
              "      <td>1</td>\n",
              "      <td>1261572540</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 40...</td>\n",
              "      <td>[{'id': 702, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Social entrepreneur</td>\n",
              "      <td>['business', 'creativity', 'engineering', 'glo...</td>\n",
              "      <td>Engineering a better life for all</td>\n",
              "      <td>https://www.ted.com/talks/cat_laine_engineerin...</td>\n",
              "      <td>154698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>590</th>\n",
              "      <td>87</td>\n",
              "      <td>Matt Weinstein lost his life savings to Bernie...</td>\n",
              "      <td>510</td>\n",
              "      <td>AORN Congress</td>\n",
              "      <td>1237024800</td>\n",
              "      <td>0</td>\n",
              "      <td>Matt Weinstein</td>\n",
              "      <td>Matt Weinstein: What Bernie Madoff couldn't st...</td>\n",
              "      <td>1</td>\n",
              "      <td>1263027540</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 246}...</td>\n",
              "      <td>[{'id': 211, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Motivational speaker</td>\n",
              "      <td>['business', 'life', 'money', 'presentation']</td>\n",
              "      <td>What Bernie Madoff couldn't steal from me</td>\n",
              "      <td>https://www.ted.com/talks/matt_weinstein_what_...</td>\n",
              "      <td>149818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1053</th>\n",
              "      <td>46</td>\n",
              "      <td>Two murders sat unexplained and unsolved -- un...</td>\n",
              "      <td>1013</td>\n",
              "      <td>TEDxThessaloniki</td>\n",
              "      <td>1301702400</td>\n",
              "      <td>0</td>\n",
              "      <td>Paul Lewis</td>\n",
              "      <td>Paul Lewis: How mobile phones helped solve two...</td>\n",
              "      <td>1</td>\n",
              "      <td>1320501469</td>\n",
              "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 3...</td>\n",
              "      <td>[{'id': 523, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Journalist</td>\n",
              "      <td>['TEDx', 'cities', 'collaboration', 'culture',...</td>\n",
              "      <td>How mobile phones helped solve two murders</td>\n",
              "      <td>https://www.ted.com/talks/paul_lewis_crowdsour...</td>\n",
              "      <td>148971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1301</th>\n",
              "      <td>43</td>\n",
              "      <td>Giles Duley gave up a life of glamour and cele...</td>\n",
              "      <td>711</td>\n",
              "      <td>TEDxObserver</td>\n",
              "      <td>1331337600</td>\n",
              "      <td>0</td>\n",
              "      <td>Giles Duley</td>\n",
              "      <td>Giles Duley: When a reporter becomes the story</td>\n",
              "      <td>1</td>\n",
              "      <td>1343573700</td>\n",
              "      <td>[{'id': 23, 'name': 'Jaw-dropping', 'count': 4...</td>\n",
              "      <td>[{'id': 1311, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Photojournalist</td>\n",
              "      <td>['TEDx', 'culture', 'disability', 'journalism'...</td>\n",
              "      <td>When a reporter becomes the story</td>\n",
              "      <td>https://www.ted.com/talks/giles_duley_when_a_r...</td>\n",
              "      <td>144044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1179</th>\n",
              "      <td>99</td>\n",
              "      <td>Architecture can bring people together, or div...</td>\n",
              "      <td>1191</td>\n",
              "      <td>TEDxPortofSpain</td>\n",
              "      <td>1320969600</td>\n",
              "      <td>0</td>\n",
              "      <td>Mark Raymond</td>\n",
              "      <td>Mark Raymond: Victims of the city</td>\n",
              "      <td>1</td>\n",
              "      <td>1332080277</td>\n",
              "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 89}...</td>\n",
              "      <td>[{'id': 1253, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Architect</td>\n",
              "      <td>['TEDx', 'architecture', 'cities', 'design', '...</td>\n",
              "      <td>Victims of the city</td>\n",
              "      <td>https://www.ted.com/talks/mark_raymond_victims...</td>\n",
              "      <td>142164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1061</th>\n",
              "      <td>118</td>\n",
              "      <td>What if every scientist could share their data...</td>\n",
              "      <td>982</td>\n",
              "      <td>TEDxWaterloo</td>\n",
              "      <td>1299110400</td>\n",
              "      <td>0</td>\n",
              "      <td>Michael Nielsen</td>\n",
              "      <td>Michael Nielsen: Open science now!</td>\n",
              "      <td>1</td>\n",
              "      <td>1321196864</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 170...</td>\n",
              "      <td>[{'id': 1160, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Physicist</td>\n",
              "      <td>['Internet', 'TEDx', 'collaboration', 'crowdso...</td>\n",
              "      <td>Open science now!</td>\n",
              "      <td>https://www.ted.com/talks/michael_nielsen_open...</td>\n",
              "      <td>138812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1178</th>\n",
              "      <td>84</td>\n",
              "      <td>Prosthetics can't replicate the look and feel ...</td>\n",
              "      <td>663</td>\n",
              "      <td>TEDxCambridge</td>\n",
              "      <td>1321660800</td>\n",
              "      <td>0</td>\n",
              "      <td>Scott Summit</td>\n",
              "      <td>Scott Summit: Beautiful artificial limbs</td>\n",
              "      <td>1</td>\n",
              "      <td>1331992609</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 191}...</td>\n",
              "      <td>[{'id': 1311, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Industrial Designer</td>\n",
              "      <td>['TEDx', 'beauty', 'design', 'industrial desig...</td>\n",
              "      <td>Beautiful artificial limbs</td>\n",
              "      <td>https://www.ted.com/talks/scott_summit_beautif...</td>\n",
              "      <td>132199</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1104</th>\n",
              "      <td>70</td>\n",
              "      <td>We don't just need better laws -- we need bett...</td>\n",
              "      <td>632</td>\n",
              "      <td>TEDxTC</td>\n",
              "      <td>1286928000</td>\n",
              "      <td>0</td>\n",
              "      <td>Nate Garvis</td>\n",
              "      <td>Nate Garvis: Change our culture, change our world</td>\n",
              "      <td>1</td>\n",
              "      <td>1325952480</td>\n",
              "      <td>[{'id': 8, 'name': 'Informative', 'count': 63}...</td>\n",
              "      <td>[{'id': 274, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Civic thought leader</td>\n",
              "      <td>['TEDx', 'culture', 'politics']</td>\n",
              "      <td>Change our culture, change our world</td>\n",
              "      <td>https://www.ted.com/talks/nate_garvis_change_o...</td>\n",
              "      <td>125050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1079</th>\n",
              "      <td>84</td>\n",
              "      <td>Real narratives are complicated: Africa isn't ...</td>\n",
              "      <td>686</td>\n",
              "      <td>TEDxBoulder 2011</td>\n",
              "      <td>1316822400</td>\n",
              "      <td>0</td>\n",
              "      <td>Leslie Dodson</td>\n",
              "      <td>Leslie Dodson: Don't misrepresent Africa</td>\n",
              "      <td>1</td>\n",
              "      <td>1322924466</td>\n",
              "      <td>[{'id': 11, 'name': 'Longwinded', 'count': 45}...</td>\n",
              "      <td>[{'id': 652, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Reporter</td>\n",
              "      <td>['Africa', 'TEDx', 'journalism', 'media', 'pov...</td>\n",
              "      <td>Don't misrepresent Africa</td>\n",
              "      <td>https://www.ted.com/talks/leslie_dodson_don_t_...</td>\n",
              "      <td>121186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1141</th>\n",
              "      <td>70</td>\n",
              "      <td>Keith Nolan always wanted to join the United S...</td>\n",
              "      <td>1118</td>\n",
              "      <td>TEDxIslay</td>\n",
              "      <td>1303516800</td>\n",
              "      <td>0</td>\n",
              "      <td>Keith Nolan</td>\n",
              "      <td>Keith Nolan: Deaf in the military</td>\n",
              "      <td>1</td>\n",
              "      <td>1329058599</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 61...</td>\n",
              "      <td>[{'id': 1311, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Teacher</td>\n",
              "      <td>['TEDx', 'disability', 'global issues', 'milit...</td>\n",
              "      <td>Deaf in the military</td>\n",
              "      <td>https://www.ted.com/talks/keith_nolan_deaf_in_...</td>\n",
              "      <td>120274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1229</th>\n",
              "      <td>73</td>\n",
              "      <td>The revolution that made music more marketable...</td>\n",
              "      <td>769</td>\n",
              "      <td>TEDxSMU</td>\n",
              "      <td>1322870400</td>\n",
              "      <td>0</td>\n",
              "      <td>José Bowen</td>\n",
              "      <td>José Bowen: Beethoven the businessman</td>\n",
              "      <td>1</td>\n",
              "      <td>1336831087</td>\n",
              "      <td>[{'id': 24, 'name': 'Persuasive', 'count': 50}...</td>\n",
              "      <td>[{'id': 1331, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Professor of music</td>\n",
              "      <td>['TEDx', 'business', 'history', 'music']</td>\n",
              "      <td>Beethoven the businessman</td>\n",
              "      <td>https://www.ted.com/talks/jose_bowen_beethoven...</td>\n",
              "      <td>117756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1133</th>\n",
              "      <td>80</td>\n",
              "      <td>Five billion people can't use the Internet. Al...</td>\n",
              "      <td>594</td>\n",
              "      <td>TEDxSanMigueldeAllende</td>\n",
              "      <td>1312588800</td>\n",
              "      <td>0</td>\n",
              "      <td>Aleph Molinari</td>\n",
              "      <td>Aleph Molinari: Let's bridge the digital divide!</td>\n",
              "      <td>1</td>\n",
              "      <td>1328367698</td>\n",
              "      <td>[{'id': 26, 'name': 'Obnoxious', 'count': 9}, ...</td>\n",
              "      <td>[{'id': 892, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Economist, techno-activist</td>\n",
              "      <td>['TEDx', 'global issues', 'poverty', 'technolo...</td>\n",
              "      <td>Let's bridge the digital divide!</td>\n",
              "      <td>https://www.ted.com/talks/aleph_molinari_let_s...</td>\n",
              "      <td>115346</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>776</th>\n",
              "      <td>40</td>\n",
              "      <td>Birds, a perennial human fascination, entertai...</td>\n",
              "      <td>1690</td>\n",
              "      <td>The Do Lectures</td>\n",
              "      <td>1253232000</td>\n",
              "      <td>0</td>\n",
              "      <td>Tim Birkhead</td>\n",
              "      <td>Tim Birkhead: The early birdwatchers</td>\n",
              "      <td>1</td>\n",
              "      <td>1285488000</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 14...</td>\n",
              "      <td>[{'id': 571, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Ornithologist</td>\n",
              "      <td>['biology', 'birds', 'evolution', 'life']</td>\n",
              "      <td>The early birdwatchers</td>\n",
              "      <td>https://www.ted.com/talks/tim_birkhead_the_wis...</td>\n",
              "      <td>112321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>43</td>\n",
              "      <td>Singer-songwriter Rokia Traore performs \"Kouna...</td>\n",
              "      <td>386</td>\n",
              "      <td>TEDGlobal 2007</td>\n",
              "      <td>1181088000</td>\n",
              "      <td>0</td>\n",
              "      <td>Rokia Traore</td>\n",
              "      <td>Rokia Traore: \"Kounandi\"</td>\n",
              "      <td>1</td>\n",
              "      <td>1212627600</td>\n",
              "      <td>[{'id': 22, 'name': 'Fascinating', 'count': 84...</td>\n",
              "      <td>[{'id': 186, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Singer-songwriter</td>\n",
              "      <td>['Africa', 'guitar', 'live music', 'music', 's...</td>\n",
              "      <td>\"Kounandi\"</td>\n",
              "      <td>https://www.ted.com/talks/rokia_traore_sings_k...</td>\n",
              "      <td>82488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1112</th>\n",
              "      <td>43</td>\n",
              "      <td>There are millions of prodigiously gifted musi...</td>\n",
              "      <td>816</td>\n",
              "      <td>TEDxBrussels</td>\n",
              "      <td>1321920000</td>\n",
              "      <td>0</td>\n",
              "      <td>Charles Hazlewood + British Paraorchestra</td>\n",
              "      <td>Charles Hazlewood + British Paraorchestra: The...</td>\n",
              "      <td>2</td>\n",
              "      <td>1326641089</td>\n",
              "      <td>[{'id': 10, 'name': 'Inspiring', 'count': 105}...</td>\n",
              "      <td>[{'id': 1001, 'hero': 'https://pe.tedcdn.com/i...</td>\n",
              "      <td>Contemporary music ensemble</td>\n",
              "      <td>['TEDx', 'disability', 'entertainment', 'globa...</td>\n",
              "      <td>The debut of the British Paraorchestra</td>\n",
              "      <td>https://www.ted.com/talks/the_debut_of_the_bri...</td>\n",
              "      <td>66668</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>594</th>\n",
              "      <td>20</td>\n",
              "      <td>In the midst of an earlier crisis, Haitian aut...</td>\n",
              "      <td>3573</td>\n",
              "      <td>University of California</td>\n",
              "      <td>1097625600</td>\n",
              "      <td>0</td>\n",
              "      <td>Edwidge Danticat</td>\n",
              "      <td>Edwidge Danticat: Stories of Haiti</td>\n",
              "      <td>1</td>\n",
              "      <td>1263481440</td>\n",
              "      <td>[{'id': 1, 'name': 'Beautiful', 'count': 25}, ...</td>\n",
              "      <td>[{'id': 652, 'hero': 'https://pe.tedcdn.com/im...</td>\n",
              "      <td>Author</td>\n",
              "      <td>['books', 'disaster relief', 'novel', 'poetry'...</td>\n",
              "      <td>Stories of Haiti</td>\n",
              "      <td>https://www.ted.com/talks/edwidge_danticat_sto...</td>\n",
              "      <td>50443</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2550 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      comments  ...     views\n",
              "0         4553  ...  47227110\n",
              "1346      2290  ...  43155405\n",
              "677       1930  ...  34309432\n",
              "837       1927  ...  31168150\n",
              "452        354  ...  22270883\n",
              "1776       297  ...  21594632\n",
              "201       2877  ...  21190883\n",
              "5          672  ...  20685401\n",
              "2114       150  ...  20475972\n",
              "1416       846  ...  19787465\n",
              "500       1094  ...  18830983\n",
              "1163      1155  ...  17629275\n",
              "1036       561  ...  16861578\n",
              "2109       527  ...  16601927\n",
              "1129       754  ...  16209727\n",
              "553       1329  ...  16097077\n",
              "596        296  ...  15601385\n",
              "1579       285  ...  15283242\n",
              "2161       310  ...  14745406\n",
              "29         970  ...  14689301\n",
              "1572       693  ...  14566463\n",
              "176        554  ...  13926113\n",
              "262        669  ...  13327101\n",
              "530       1155  ...  13298341\n",
              "381       1604  ...  13155478\n",
              "1501       659  ...  12039978\n",
              "4          593  ...  12005869\n",
              "1940      1355  ...  11443190\n",
              "47         578  ...  10841210\n",
              "892        645  ...  10529854\n",
              "...        ...  ...       ...\n",
              "1486       126  ...    195899\n",
              "1093       130  ...    191555\n",
              "1198       175  ...    186308\n",
              "292         12  ...    185275\n",
              "2507         6  ...    182975\n",
              "1192       122  ...    181010\n",
              "649         74  ...    176995\n",
              "323         76  ...    176245\n",
              "1149        80  ...    175395\n",
              "1250       208  ...    174326\n",
              "1223        59  ...    166959\n",
              "1237        67  ...    166835\n",
              "1105        41  ...    161462\n",
              "1119        76  ...    155895\n",
              "581        105  ...    154698\n",
              "590         87  ...    149818\n",
              "1053        46  ...    148971\n",
              "1301        43  ...    144044\n",
              "1179        99  ...    142164\n",
              "1061       118  ...    138812\n",
              "1178        84  ...    132199\n",
              "1104        70  ...    125050\n",
              "1079        84  ...    121186\n",
              "1141        70  ...    120274\n",
              "1229        73  ...    117756\n",
              "1133        80  ...    115346\n",
              "776         40  ...    112321\n",
              "237         43  ...     82488\n",
              "1112        43  ...     66668\n",
              "594         20  ...     50443\n",
              "\n",
              "[2550 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yd9tc7JmocAz",
        "colab_type": "text"
      },
      "source": [
        "**Are there some correlations between the number of language which the talks are available and the number of views?Let scatter plot to see it**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v2HpwzhNopH8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "outputId": "22b492e5-8822-4a0d-f648-e30fb0219db8"
      },
      "source": [
        "#scatter plot to explore the correlation between views and language attributes\n",
        "sns.scatterplot(x=\"views\", y=\"languages\", data=ted)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fea35e33c50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fvgHAgi+PY+70cTS3+2jp9LO6YStXf3NSLJ00OtMVEdwOYUd72PcefejdPLuOlzfs4Lzp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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VpxI5TKosNPp",
        "colab_type": "text"
      },
      "source": [
        "**How about the length of the talk ? Does it affect number of views.Let's do the scatter plot**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pWBMEkwHsTJR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "outputId": "567bb899-0a15-49f6-eabb-123f897da448"
      },
      "source": [
        "#scatter plot to explore the correlation between views and duration attributes\n",
        "sns.scatterplot(x=\"views\", y=\"duration\", data=ted)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fea35df56a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WF6Awz0OaS/jqYD0VtX6e27ybOWMHA7C/xs93vtaPYMhgG3hyw64mK8eXzRjJ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\nKaUSooFDKaVUQv5/9TTgIIwTAOIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nkB1jFR0pfQF",
        "colab_type": "text"
      },
      "source": [
        "**According to the plot above,it seems like the number of languages available for that talk and the duration does not affect the number of views.Also,based on the second scatter plot it is also easy to get that the most popular duration of all the talks fall in the range from 0-2000 seconds(it means from 0-33 minutes)**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0X6HbYx6pp_9",
        "colab_type": "text"
      },
      "source": [
        "**Let's see what talks has the maximum number of speakers**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JJmC4vsvq3nt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "outputId": "d24c3eec-cdca-4cda-9c71-29844c87c8a5"
      },
      "source": [
        "#sort the ted by num_speaker attribute in descending order\n",
        "max_num_speaker_per_talk=ted.sort_values(by='num_speaker',ascending=False).head(1)\n",
        "#get the index of that row\n",
        "index=max_num_speaker_per_talk.index[0]\n",
        "#print that row\n",
        "print(ted.iloc[index])"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "comments                                                              6\n",
            "description           Movement artists Jon Boogz and Lil Buck debut ...\n",
            "duration                                                            575\n",
            "event                                                           TED2017\n",
            "film_date                                                    1492992000\n",
            "languages                                                            12\n",
            "main_speaker                                     Jon Boogz and Lil Buck\n",
            "name                  Jon Boogz and Lil Buck: A dance to honor Mothe...\n",
            "num_speaker                                                           5\n",
            "published_date                                               1502448962\n",
            "ratings               [{'id': 1, 'name': 'Beautiful', 'count': 84}, ...\n",
            "related_talks         [{'id': 2589, 'hero': 'https://pe.tedcdn.com/i...\n",
            "speaker_occupation                                      Movement artist\n",
            "tags                  ['art', 'creativity', 'dance', 'performance', ...\n",
            "title                                     A dance to honor Mother Earth\n",
            "url                   https://www.ted.com/talks/jon_boogz_and_lil_bu...\n",
            "views                                                            182975\n",
            "Name: 2507, dtype: object\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lIwwMBvUuNcR",
        "colab_type": "text"
      },
      "source": [
        "**Let's view full text of the ratings column of this row**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PwzGccH0uUjK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "def1d50e-6291-4133-ad3c-7c1a7de9643a"
      },
      "source": [
        "print(ted.iloc[index]['ratings'])"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{'id': 1, 'name': 'Beautiful', 'count': 84}, {'id': 2, 'name': 'Confusing', 'count': 3}, {'id': 26, 'name': 'Obnoxious', 'count': 2}, {'id': 10, 'name': 'Inspiring', 'count': 23}, {'id': 22, 'name': 'Fascinating', 'count': 24}, {'id': 25, 'name': 'OK', 'count': 1}, {'id': 9, 'name': 'Ingenious', 'count': 11}, {'id': 23, 'name': 'Jaw-dropping', 'count': 18}, {'id': 24, 'name': 'Persuasive', 'count': 2}, {'id': 11, 'name': 'Longwinded', 'count': 1}, {'id': 7, 'name': 'Funny', 'count': 3}, {'id': 8, 'name': 'Informative', 'count': 1}, {'id': 3, 'name': 'Courageous', 'count': 1}, {'id': 21, 'name': 'Unconvincing', 'count': 0}]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_YkixPhBue6p",
        "colab_type": "text"
      },
      "source": [
        "**This column's format contains a list of dictionaries where each dictionary contains three key-value pairs(id , status , count times of that status).Let's explore this field a little bit**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qa2DFBuMwFzs",
        "colab_type": "text"
      },
      "source": [
        "**Let's list all of the unique status of ratings in all ted talks**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s2GqLO-swP6Q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "ecd6a696-5b44-492e-97e3-5e3439fbd168"
      },
      "source": [
        "import ast\n",
        "import json\n",
        "#creating the list for storing all status\n",
        "all_status=[]\n",
        "#loop through all rows\n",
        "for index, row in ted.iterrows():\n",
        "    ratings=row['ratings']\n",
        "    #ratings is currently a string for example:[{'id': 7, 'name': 'Funny', 'count': 19645}],we need to eliminate the [{}] symbol and just get the\n",
        "    #string inside\n",
        "    ratings=ratings[2:-2]\n",
        "    #get the list of dictionaries by split the string \n",
        "    mylist=ratings.split('}, {')\n",
        "    #loop through all dictionaries inside that rating column of one row\n",
        "    for each in mylist:\n",
        "      #handle that string to make it look like a dictionary first\n",
        "      each='{'+each+'}'\n",
        "      #convert that string to dictionary\n",
        "      each1 = ast.literal_eval(each)\n",
        "      #get the name of status and put it into the list\n",
        "      name=each1['name']\n",
        "      all_status.append(name)\n",
        "print(all_status)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['Funny', 'Beautiful', 'Ingenious', 'Courageous', 'Longwinded', 'Confusing', 'Informative', 'Fascinating', 'Unconvincing', 'Persuasive', 'Jaw-dropping', 'OK', 'Obnoxious', 'Inspiring', 'Funny', 'Courageous', 'Confusing', 'Beautiful', 'Unconvincing', 'Longwinded', 'Informative', 'Inspiring', 'Fascinating', 'Ingenious', 'Persuasive', 'Jaw-dropping', 'Obnoxious', 'OK', 'Funny', 'Courageous', 'Ingenious', 'Beautiful', 'Unconvincing', 'Longwinded', 'Informative', 'Inspiring', 'Fascinating', 'Confusing', 'OK', 'Persuasive', 'Jaw-dropping', 'Obnoxious', 'Courageous', 'Beautiful', 'Confusing', 'Funny', 'Ingenious', 'Unconvincing', 'Longwinded', 'Informative', 'Inspiring', 'Fascinating', 'Persuasive', 'Jaw-dropping', 'Obnoxious', 'OK', 'Ingenious', 'Funny', 'Beautiful', 'Courageous', 'Longwinded', 'Confusing', 'Unconvincing', 'Informative', 'Inspiring', 'Fascinating', 'Jaw-dropping', 'Persuasive', 'OK', 'Obnoxious', 'Funny', 'Courageous', 'Unconvincing', 'Confusing', 'Beautiful', 'Ingenious', 'Longwinded', 'Informative', 'Inspiring', 'Fascinating', 'Persuasive', 'OK', 'Jaw-dropping', 'Obnoxious', 'Courageous', 'Funny', 'Ingenious', 'Unconvincing', 'Beautiful', 'Confusing', 'Informative', 'Inspiring', 'Fascinating', 'Longwinded', 'Persuasive', 'OK', 'Obnoxious', 'Jaw-dropping', 'Ingenious', 'Beautiful', 'Longwinded', 'Courageous', 'Unconvincing', 'Inspiring', 'Informative', 'Fascinating', 'Confusing', 'Persuasive', 'OK', 'Jaw-dropping', 'Funny', 'Obnoxious', 'Courageous', 'Confusing', 'Unconvincing', 'Funny', 'Longwinded', 'Ingenious', 'Beautiful', 'Informative', 'Inspiring', 'Fascinating', 'Persuasive', 'Jaw-dropping', 'OK', 'Obnoxious', 'Unconvincing', 'Beautiful', 'Courageous', 'Ingenious', 'Longwinded', 'Confusing', 'Informative', 'Inspiring', 'Fascinating', 'Funny', 'Persuasive', 'Obnoxious', 'OK', 'Jaw-dropping', 'Courageous', 'Ingenious', 'Funny', 'Informative', 'Inspiring', 'Fascinating', 'Beautiful', 'Longwinded', 'Unconvincing', 'Confusing', 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'Confusing', 'Courageous', 'Fascinating', 'Ingenious', 'Beautiful', 'Jaw-dropping', 'OK', 'Beautiful', 'Courageous', 'Inspiring', 'Informative', 'Jaw-dropping', 'Unconvincing', 'Ingenious', 'Fascinating', 'Persuasive', 'Funny', 'Obnoxious', 'Confusing', 'OK', 'Longwinded', 'Beautiful', 'Informative', 'Inspiring', 'Ingenious', 'Courageous', 'Confusing', 'OK', 'Persuasive', 'Jaw-dropping', 'Fascinating', 'Funny', 'Unconvincing', 'Obnoxious', 'Longwinded', 'Beautiful', 'Informative', 'Persuasive', 'Longwinded', 'Unconvincing', 'Obnoxious', 'Inspiring', 'Courageous', 'Ingenious', 'Fascinating', 'OK', 'Confusing', 'Funny', 'Jaw-dropping', 'Courageous', 'Informative', 'Inspiring', 'Funny', 'Persuasive', 'Ingenious', 'Fascinating', 'Beautiful', 'Longwinded', 'Unconvincing', 'Jaw-dropping', 'Obnoxious', 'Confusing', 'OK', 'Fascinating', 'Informative', 'Inspiring', 'Persuasive', 'Jaw-dropping', 'Ingenious', 'Funny', 'Beautiful', 'OK', 'Courageous', 'Unconvincing', 'Confusing', 'Longwinded', 'Obnoxious', 'Beautiful', 'Informative', 'Ingenious', 'Inspiring', 'Courageous', 'Confusing', 'Fascinating', 'Unconvincing', 'OK', 'Persuasive', 'Funny', 'Jaw-dropping', 'Longwinded', 'Obnoxious', 'Longwinded', 'Unconvincing', 'Funny', 'Inspiring', 'Fascinating', 'Informative', 'Ingenious', 'Persuasive', 'Courageous', 'Beautiful', 'OK', 'Obnoxious', 'Jaw-dropping', 'Confusing', 'Unconvincing', 'Informative', 'Inspiring', 'OK', 'Fascinating', 'Ingenious', 'Confusing', 'Obnoxious', 'Beautiful', 'Longwinded', 'Persuasive', 'Jaw-dropping', 'Courageous', 'Funny']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E29UedFp6DZ9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "499449cd-4fee-408d-8336-2358b25af77e"
      },
      "source": [
        "#convert it into set \n",
        "all_status=set(all_status)\n",
        "print(all_status)\n",
        "#check len\n",
        "print(len(all_status))"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'Courageous', 'Confusing', 'Informative', 'Jaw-dropping', 'Ingenious', 'Obnoxious', 'Beautiful', 'Fascinating', 'Longwinded', 'Funny', 'OK', 'Unconvincing', 'Inspiring', 'Persuasive'}\n",
            "14\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ebazbkvs6ZYz",
        "colab_type": "text"
      },
      "source": [
        "**Although there are too many status for each rows,there are only 14 unique status**"
      ]
    }
  ]
}