vaderSentiment_twitter.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "name": "vaderSentiment_twitter.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        
      ]
    },
    {
      "metadata": {
        "id": "iYEzvFc8t0Ub",
        "colab_type": "code",
        "outputId": "71eb1404-d51d-4f6e-d17c-1e4f5aa3f28a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        }
      },
      "cell_type": "code",
      "source": [
        "!pip install pandas\n",
        "!pip install tweepy\n",
        "!pip install vaderSentiment"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (0.22.0)\n",
            "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (1.14.6)\n",
            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.5.3)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2->pandas) (1.11.0)\n",
            "Requirement already satisfied: tweepy in /usr/local/lib/python3.6/dist-packages (3.6.0)\n",
            "Requirement already satisfied: PySocks>=1.5.7 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.6.8)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.11.0)\n",
            "Requirement already satisfied: requests>=2.11.1 in /usr/local/lib/python3.6/dist-packages (from tweepy) (2.18.4)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.2.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2018.11.29)\n",
            "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (1.22)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (3.0.4)\n",
            "Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2.6)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->tweepy) (3.0.1)\n",
            "Collecting vaderSentiment\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/9e/c53e1fc61aac5ee490a6ac5e21b1ac04e55a7c2aba647bb8411c9aadf24e/vaderSentiment-3.2.1-py2.py3-none-any.whl (125kB)\n",
            "\u001b[K    100% |████████████████████████████████| 133kB 3.9MB/s \n",
            "\u001b[?25hInstalling collected packages: vaderSentiment\n",
            "Successfully installed vaderSentiment-3.2.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "9GAZaIBWuHKQ",
        "colab_type": "code",
        "outputId": "57457fe3-f2bd-49d3-94c2-5fe7e5f6e74e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "cell_type": "code",
      "source": [
        "import tweepy\n",
        "import pandas as pd\n",
        "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/nltk/twitter/__init__.py:20: UserWarning: The twython library has not been installed. Some functionality from the twitter package will not be available.\n",
            "  warnings.warn(\"The twython library has not been installed. \"\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "BYDBA9ysuHhf",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#My Twitter API Authentication Variables\n",
        "consumer_key = ''\n",
        "consumer_secret = ''\n",
        "access_token = ''\n",
        "access_token_secret = ''"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "EQMVvS3YuHj-",
        "colab_type": "code",
        "outputId": "e59720c4-3590-4831-e5c6-6cfefa3037ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1986
        }
      },
      "cell_type": "code",
      "source": [
        "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
        "auth.set_access_token(access_token, access_token_secret)\n",
        "\n",
        "api = tweepy.API(auth)\n",
        "\n",
        "tweets = api.search('apple', count=300)\n",
        "\n",
        "\n",
        "data = pd.DataFrame(data=[tweet.text for tweet in tweets], columns=['Tweets'])\n",
        "\n",
        "display(data.head(300))\n",
        "\n",
        "\n",
        "print(tweets[0].created_at)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tweets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>RT @Jeff__Benjamin: Wow! @CUBECLC's '#No_1' EP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>RT @arstechnica: Apple restores Google’s own i...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @NickiOnChart: “Hard White” by @NICKIMINAJ ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @LemonamuRM: Happy Friday!! The week is alm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@pier2ot1 なんで全剃りするのよwwwww</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Jeu de moto sans fin. Différent à chaque fois ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>unless you have apple music https://t.co/qXSlB...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>@KurtWagner8 @JoshConstine Facebook has a cert...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Burnett: Tapes don't lie, but the President .....</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>インテはちょっと…</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>@wkanyewest é muito animal kkkkkkkkk a seguran...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>AI(人工知能)が似ている有名人を教えてくれるアプリ「そっくりさん」を使ってみました！\\n岩...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>A court filing by Mueller on Thur said prosecu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>goodnight y’all 🥰🥰 https://t.co/Ayd17dEaJb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>HARD WHITE IS OUT NOW! @NICKIMINAJ\\n\\nApple Mu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>My Bluegreen Chromis:) \\n#taptapfish\\nDownload...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>RT @Jiggs285: https://t.co/G3QPFMwE5u</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>@DepotGenius @Apple Yes, it is..!</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Happy #BlackHistoryMonth #iTunesFriday | Lift ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>So Funky  https://t.co/DXhlmyloYq</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>RT @LiamMcgoffin: #HardWhiteVIDEO OUT NOW!\\n\\n...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>RT @brentisoccer13: don’t suffer like this any...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>RT @Apple: A handwritten sign-off: the new iPa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>@Lua_lugia なるほどです！😂こっぱずかしい勘違いしてすみません🙇‍♀️あ、でもガゼ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>RT @spelunker198: Appleの商品販売出来なくなるんかい💦\\n\\n正規出品...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>RT @interfax_news: Роскомнадзор начал проверку...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>@CreatorQsF AppleがPWAのpush通知許可してくれれば楽になった開発あった...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Apple使ってないのにロックされたメールが来たよ～😂</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>RT @rahooIigan: people really go to Panera to ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>RT @2DopeBoyz: Heads up: @wizkhalifa and @Curr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>RT @beau_oohhey: อัมมี่จ๋า อย่าลืมRT กดไลค์ กด...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>Catch the latest episode of the Crashing Game ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>Very good conversation btw @juliagalef + @Neer...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>The most important things we learned from Appl...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>@ichgohoippu @hncgu 若手になりたい</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>Can you believe this gem turns 3 years old in ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>RT @Cygames_goods: 【お知らせ】\\n「グランブルーファンタジー バレンタイ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>RT @PopCrave: .@ArianaGrande has dropped the #...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>RT @trevyleon: If you’re up... IN HARMONY IS O...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>damn apple bring group ft back wtf 😑 i can’t k...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>RT @chokest: dog candy out now!\\n\\napple music...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>@_Shinami_ My Sona is both XD</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>@yesnicksearcy They can't come up with $400 in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>@ANewWayToServe I like this Woman. It would ap...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>i have an app to download jailbroken apps but ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>I’m all about self love and body positivity bu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>RT @YahooFinance: Apple's war with Facebook ha...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>disponible ya el vídeo de #EntreNosostrosDos d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>@wizkhalifa Not in apple music though😓😓</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>https://t.co/obzaIfaGyB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>@honeydipwchips LMAOO YOUTUBE APPLE MUSIC SOUN...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>RT @HotFreestyle: New Gunna out now 🐍🔥 https:/...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>RT @PopCrave: .@ArianaGrande has dropped the #...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>The @NHL League announced a partnership with #...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>Exclusive: Trump Jr.'s mysterious calls weren'...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>84 rows × 1 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               Tweets\n",
              "0   RT @Jeff__Benjamin: Wow! @CUBECLC's '#No_1' EP...\n",
              "1   RT @arstechnica: Apple restores Google’s own i...\n",
              "2   RT @NickiOnChart: “Hard White” by @NICKIMINAJ ...\n",
              "3   RT @LemonamuRM: Happy Friday!! The week is alm...\n",
              "4                           @pier2ot1 なんで全剃りするのよwwwww\n",
              "5   Jeu de moto sans fin. Différent à chaque fois ...\n",
              "6   unless you have apple music https://t.co/qXSlB...\n",
              "7   @KurtWagner8 @JoshConstine Facebook has a cert...\n",
              "8   RT @NickiPromotions: #HardWhiteVideo is now th...\n",
              "9   Burnett: Tapes don't lie, but the President .....\n",
              "10                                          インテはちょっと…\n",
              "11  @wkanyewest é muito animal kkkkkkkkk a seguran...\n",
              "12  AI(人工知能)が似ている有名人を教えてくれるアプリ「そっくりさん」を使ってみました！\\n岩...\n",
              "13  A court filing by Mueller on Thur said prosecu...\n",
              "14         goodnight y’all 🥰🥰 https://t.co/Ayd17dEaJb\n",
              "15  HARD WHITE IS OUT NOW! @NICKIMINAJ\\n\\nApple Mu...\n",
              "16  My Bluegreen Chromis:) \\n#taptapfish\\nDownload...\n",
              "17              RT @Jiggs285: https://t.co/G3QPFMwE5u\n",
              "18                  @DepotGenius @Apple Yes, it is..!\n",
              "19  Happy #BlackHistoryMonth #iTunesFriday | Lift ...\n",
              "20                  So Funky  https://t.co/DXhlmyloYq\n",
              "21  RT @LiamMcgoffin: #HardWhiteVIDEO OUT NOW!\\n\\n...\n",
              "22  RT @brentisoccer13: don’t suffer like this any...\n",
              "23  RT @Apple: A handwritten sign-off: the new iPa...\n",
              "24  @Lua_lugia なるほどです！😂こっぱずかしい勘違いしてすみません🙇‍♀️あ、でもガゼ...\n",
              "25  RT @spelunker198: Appleの商品販売出来なくなるんかい💦\\n\\n正規出品...\n",
              "26  RT @interfax_news: Роскомнадзор начал проверку...\n",
              "27  RT @NickiPromotions: #HardWhiteVideo is now th...\n",
              "28  @CreatorQsF AppleがPWAのpush通知許可してくれれば楽になった開発あった...\n",
              "29                        Apple使ってないのにロックされたメールが来たよ～😂\n",
              "..                                                ...\n",
              "54  RT @rahooIigan: people really go to Panera to ...\n",
              "55  RT @2DopeBoyz: Heads up: @wizkhalifa and @Curr...\n",
              "56  RT @beau_oohhey: อัมมี่จ๋า อย่าลืมRT กดไลค์ กด...\n",
              "57  Catch the latest episode of the Crashing Game ...\n",
              "58  Very good conversation btw @juliagalef + @Neer...\n",
              "59  The most important things we learned from Appl...\n",
              "60                        @ichgohoippu @hncgu 若手になりたい\n",
              "61  Can you believe this gem turns 3 years old in ...\n",
              "62  RT @Cygames_goods: 【お知らせ】\\n「グランブルーファンタジー バレンタイ...\n",
              "63  RT @NickiPromotions: #HardWhiteVideo is now th...\n",
              "64  RT @PopCrave: .@ArianaGrande has dropped the #...\n",
              "65  RT @trevyleon: If you’re up... IN HARMONY IS O...\n",
              "66  damn apple bring group ft back wtf 😑 i can’t k...\n",
              "67  RT @chokest: dog candy out now!\\n\\napple music...\n",
              "68                      @_Shinami_ My Sona is both XD\n",
              "69  @yesnicksearcy They can't come up with $400 in...\n",
              "70  @ANewWayToServe I like this Woman. It would ap...\n",
              "71  i have an app to download jailbroken apps but ...\n",
              "72  I’m all about self love and body positivity bu...\n",
              "73  RT @YahooFinance: Apple's war with Facebook ha...\n",
              "74  RT @NickiPromotions: #HardWhiteVideo is now th...\n",
              "75  disponible ya el vídeo de #EntreNosostrosDos d...\n",
              "76            @wizkhalifa Not in apple music though😓😓\n",
              "77                            https://t.co/obzaIfaGyB\n",
              "78  RT @NickiPromotions: #HardWhiteVideo is now th...\n",
              "79  @honeydipwchips LMAOO YOUTUBE APPLE MUSIC SOUN...\n",
              "80  RT @HotFreestyle: New Gunna out now 🐍🔥 https:/...\n",
              "81  RT @PopCrave: .@ArianaGrande has dropped the #...\n",
              "82  The @NHL League announced a partnership with #...\n",
              "83  Exclusive: Trump Jr.'s mysterious calls weren'...\n",
              "\n",
              "[84 rows x 1 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "2019-02-01 05:45:53\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "YDRPatjruise",
        "colab_type": "code",
        "outputId": "39958f96-46b0-4880-cf11-b575e980578c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 4131
        }
      },
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('all')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading collection 'all'\n",
            "[nltk_data]    | \n",
            "[nltk_data]    | Downloading package abc to /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping corpora/abc.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/alpino.zip.\n",
            "[nltk_data]    | Downloading package biocreative_ppi to\n",
            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping corpora/biocreative_ppi.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/brown.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/brown_tei.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/cess_cat.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/cess_esp.zip.\n",
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            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping corpora/city_database.zip.\n",
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            "[nltk_data]    |   Unzipping corpora/mte_teip5.zip.\n",
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            "[nltk_data]    |   Unzipping taggers/averaged_perceptron_tagger.zip.\n",
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            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping\n",
            "[nltk_data]    |       taggers/averaged_perceptron_tagger_ru.zip.\n",
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            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping misc/perluniprops.zip.\n",
            "[nltk_data]    | Downloading package nonbreaking_prefixes to\n",
            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping corpora/nonbreaking_prefixes.zip.\n",
            "[nltk_data]    | Downloading package vader_lexicon to\n",
            "[nltk_data]    |     /root/nltk_data...\n",
            "[nltk_data]    | Downloading package porter_test to /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping stemmers/porter_test.zip.\n",
            "[nltk_data]    | Downloading package wmt15_eval to /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping models/wmt15_eval.zip.\n",
            "[nltk_data]    | Downloading package mwa_ppdb to /root/nltk_data...\n",
            "[nltk_data]    |   Unzipping misc/mwa_ppdb.zip.\n",
            "[nltk_data]    | \n",
            "[nltk_data]  Done downloading collection all\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "metadata": {
        "id": "ETsTiLjQul71",
        "colab_type": "code",
        "outputId": "78d3d25d-47bb-404e-8251-08aac26e0104",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1969
        }
      },
      "cell_type": "code",
      "source": [
        "sid = SentimentIntensityAnalyzer()\n",
        "\n",
        "\n",
        "listy = []\n",
        "\n",
        "for index, row in data.iterrows():\n",
        "  ss = sid.polarity_scores(row[\"Tweets\"])\n",
        "  listy.append(ss)\n",
        "  \n",
        "se = pd.Series(listy)\n",
        "data['polarity'] = se.values\n",
        "\n",
        "\n",
        "display(data.head(200))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        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>Tweets</th>\n",
              "      <th>polarity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>RT @Jeff__Benjamin: Wow! @CUBECLC's '#No_1' EP...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.773, 'pos': 0.227, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>RT @arstechnica: Apple restores Google’s own i...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @NickiOnChart: “Hard White” by @NICKIMINAJ ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @LemonamuRM: Happy Friday!! The week is alm...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.777, 'pos': 0.223, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@pier2ot1 なんで全剃りするのよwwwww</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Jeu de moto sans fin. Différent à chaque fois ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>unless you have apple music https://t.co/qXSlB...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>@KurtWagner8 @JoshConstine Facebook has a cert...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Burnett: Tapes don't lie, but the President .....</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>インテはちょっと…</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>@wkanyewest é muito animal kkkkkkkkk a seguran...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>AI(人工知能)が似ている有名人を教えてくれるアプリ「そっくりさん」を使ってみました！\\n岩...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>A court filing by Mueller on Thur said prosecu...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>goodnight y’all 🥰🥰 https://t.co/Ayd17dEaJb</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>HARD WHITE IS OUT NOW! @NICKIMINAJ\\n\\nApple Mu...</td>\n",
              "      <td>{'neg': 0.168, 'neu': 0.832, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>My Bluegreen Chromis:) \\n#taptapfish\\nDownload...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>RT @Jiggs285: https://t.co/G3QPFMwE5u</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>@DepotGenius @Apple Yes, it is..!</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.572, 'pos': 0.428, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Happy #BlackHistoryMonth #iTunesFriday | Lift ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>So Funky  https://t.co/DXhlmyloYq</td>\n",
              "      <td>{'neg': 0.458, 'neu': 0.542, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>RT @LiamMcgoffin: #HardWhiteVIDEO OUT NOW!\\n\\n...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>RT @brentisoccer13: don’t suffer like this any...</td>\n",
              "      <td>{'neg': 0.194, 'neu': 0.667, 'pos': 0.139, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>RT @Apple: A handwritten sign-off: the new iPa...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>@Lua_lugia なるほどです！😂こっぱずかしい勘違いしてすみません🙇‍♀️あ、でもガゼ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>RT @spelunker198: Appleの商品販売出来なくなるんかい💦\\n\\n正規出品...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>RT @interfax_news: Роскомнадзор начал проверку...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>@CreatorQsF AppleがPWAのpush通知許可してくれれば楽になった開発あった...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Apple使ってないのにロックされたメールが来たよ～😂</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>RT @rahooIigan: people really go to Panera to ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.832, 'pos': 0.168, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>RT @2DopeBoyz: Heads up: @wizkhalifa and @Curr...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>RT @beau_oohhey: อัมมี่จ๋า อย่าลืมRT กดไลค์ กด...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>Catch the latest episode of the Crashing Game ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>Very good conversation btw @juliagalef + @Neer...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>The most important things we learned from Appl...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.827, 'pos': 0.173, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>@ichgohoippu @hncgu 若手になりたい</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>Can you believe this gem turns 3 years old in ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>RT @Cygames_goods: 【お知らせ】\\n「グランブルーファンタジー バレンタイ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>RT @PopCrave: .@ArianaGrande has dropped the #...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>RT @trevyleon: If you’re up... IN HARMONY IS O...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.791, 'pos': 0.209, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>damn apple bring group ft back wtf 😑 i can’t k...</td>\n",
              "      <td>{'neg': 0.288, 'neu': 0.575, 'pos': 0.137, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>RT @chokest: dog candy out now!\\n\\napple music...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>@_Shinami_ My Sona is both XD</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.524, 'pos': 0.476, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>@yesnicksearcy They can't come up with $400 in...</td>\n",
              "      <td>{'neg': 0.113, 'neu': 0.783, 'pos': 0.104, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>@ANewWayToServe I like this Woman. It would ap...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.884, 'pos': 0.116, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>i have an app to download jailbroken apps but ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>I’m all about self love and body positivity bu...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>RT @YahooFinance: Apple's war with Facebook ha...</td>\n",
              "      <td>{'neg': 0.245, 'neu': 0.755, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>disponible ya el vídeo de #EntreNosostrosDos d...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>@wizkhalifa Not in apple music though😓😓</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>https://t.co/obzaIfaGyB</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>RT @NickiPromotions: #HardWhiteVideo is now th...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>@honeydipwchips LMAOO YOUTUBE APPLE MUSIC SOUN...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>RT @HotFreestyle: New Gunna out now 🐍🔥 https:/...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>RT @PopCrave: .@ArianaGrande has dropped the #...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>The @NHL League announced a partnership with #...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>Exclusive: Trump Jr.'s mysterious calls weren'...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>84 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               Tweets  \\\n",
              "0   RT @Jeff__Benjamin: Wow! @CUBECLC's '#No_1' EP...   \n",
              "1   RT @arstechnica: Apple restores Google’s own i...   \n",
              "2   RT @NickiOnChart: “Hard White” by @NICKIMINAJ ...   \n",
              "3   RT @LemonamuRM: Happy Friday!! The week is alm...   \n",
              "4                           @pier2ot1 なんで全剃りするのよwwwww   \n",
              "5   Jeu de moto sans fin. Différent à chaque fois ...   \n",
              "6   unless you have apple music https://t.co/qXSlB...   \n",
              "7   @KurtWagner8 @JoshConstine Facebook has a cert...   \n",
              "8   RT @NickiPromotions: #HardWhiteVideo is now th...   \n",
              "9   Burnett: Tapes don't lie, but the President .....   \n",
              "10                                          インテはちょっと…   \n",
              "11  @wkanyewest é muito animal kkkkkkkkk a seguran...   \n",
              "12  AI(人工知能)が似ている有名人を教えてくれるアプリ「そっくりさん」を使ってみました！\\n岩...   \n",
              "13  A court filing by Mueller on Thur said prosecu...   \n",
              "14         goodnight y’all 🥰🥰 https://t.co/Ayd17dEaJb   \n",
              "15  HARD WHITE IS OUT NOW! @NICKIMINAJ\\n\\nApple Mu...   \n",
              "16  My Bluegreen Chromis:) \\n#taptapfish\\nDownload...   \n",
              "17              RT @Jiggs285: https://t.co/G3QPFMwE5u   \n",
              "18                  @DepotGenius @Apple Yes, it is..!   \n",
              "19  Happy #BlackHistoryMonth #iTunesFriday | Lift ...   \n",
              "20                  So Funky  https://t.co/DXhlmyloYq   \n",
              "21  RT @LiamMcgoffin: #HardWhiteVIDEO OUT NOW!\\n\\n...   \n",
              "22  RT @brentisoccer13: don’t suffer like this any...   \n",
              "23  RT @Apple: A handwritten sign-off: the new iPa...   \n",
              "24  @Lua_lugia なるほどです！😂こっぱずかしい勘違いしてすみません🙇‍♀️あ、でもガゼ...   \n",
              "25  RT @spelunker198: Appleの商品販売出来なくなるんかい💦\\n\\n正規出品...   \n",
              "26  RT @interfax_news: Роскомнадзор начал проверку...   \n",
              "27  RT @NickiPromotions: #HardWhiteVideo is now th...   \n",
              "28  @CreatorQsF AppleがPWAのpush通知許可してくれれば楽になった開発あった...   \n",
              "29                        Apple使ってないのにロックされたメールが来たよ～😂   \n",
              "..                                                ...   \n",
              "54  RT @rahooIigan: people really go to Panera to ...   \n",
              "55  RT @2DopeBoyz: Heads up: @wizkhalifa and @Curr...   \n",
              "56  RT @beau_oohhey: อัมมี่จ๋า อย่าลืมRT กดไลค์ กด...   \n",
              "57  Catch the latest episode of the Crashing Game ...   \n",
              "58  Very good conversation btw @juliagalef + @Neer...   \n",
              "59  The most important things we learned from Appl...   \n",
              "60                        @ichgohoippu @hncgu 若手になりたい   \n",
              "61  Can you believe this gem turns 3 years old in ...   \n",
              "62  RT @Cygames_goods: 【お知らせ】\\n「グランブルーファンタジー バレンタイ...   \n",
              "63  RT @NickiPromotions: #HardWhiteVideo is now th...   \n",
              "64  RT @PopCrave: .@ArianaGrande has dropped the #...   \n",
              "65  RT @trevyleon: If you’re up... IN HARMONY IS O...   \n",
              "66  damn apple bring group ft back wtf 😑 i can’t k...   \n",
              "67  RT @chokest: dog candy out now!\\n\\napple music...   \n",
              "68                      @_Shinami_ My Sona is both XD   \n",
              "69  @yesnicksearcy They can't come up with $400 in...   \n",
              "70  @ANewWayToServe I like this Woman. It would ap...   \n",
              "71  i have an app to download jailbroken apps but ...   \n",
              "72  I’m all about self love and body positivity bu...   \n",
              "73  RT @YahooFinance: Apple's war with Facebook ha...   \n",
              "74  RT @NickiPromotions: #HardWhiteVideo is now th...   \n",
              "75  disponible ya el vídeo de #EntreNosostrosDos d...   \n",
              "76            @wizkhalifa Not in apple music though😓😓   \n",
              "77                            https://t.co/obzaIfaGyB   \n",
              "78  RT @NickiPromotions: #HardWhiteVideo is now th...   \n",
              "79  @honeydipwchips LMAOO YOUTUBE APPLE MUSIC SOUN...   \n",
              "80  RT @HotFreestyle: New Gunna out now 🐍🔥 https:/...   \n",
              "81  RT @PopCrave: .@ArianaGrande has dropped the #...   \n",
              "82  The @NHL League announced a partnership with #...   \n",
              "83  Exclusive: Trump Jr.'s mysterious calls weren'...   \n",
              "\n",
              "                                             polarity  \n",
              "0   {'neg': 0.0, 'neu': 0.773, 'pos': 0.227, 'comp...  \n",
              "1   {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
              "2   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "3   {'neg': 0.0, 'neu': 0.777, 'pos': 0.223, 'comp...  \n",
              "4   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "5   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "6   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "7   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "8   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "11  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "12  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "14  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "15  {'neg': 0.168, 'neu': 0.832, 'pos': 0.0, 'comp...  \n",
              "16  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "17  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "18  {'neg': 0.0, 'neu': 0.572, 'pos': 0.428, 'comp...  \n",
              "19  {'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...  \n",
              "20  {'neg': 0.458, 'neu': 0.542, 'pos': 0.0, 'comp...  \n",
              "21  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "22  {'neg': 0.194, 'neu': 0.667, 'pos': 0.139, 'co...  \n",
              "23  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "24  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "25  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "26  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "27  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "28  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "..                                                ...  \n",
              "54  {'neg': 0.0, 'neu': 0.832, 'pos': 0.168, 'comp...  \n",
              "55  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "56  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "57  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "58  {'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...  \n",
              "59  {'neg': 0.0, 'neu': 0.827, 'pos': 0.173, 'comp...  \n",
              "60  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "61  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "62  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "63  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "64  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "65  {'neg': 0.0, 'neu': 0.791, 'pos': 0.209, 'comp...  \n",
              "66  {'neg': 0.288, 'neu': 0.575, 'pos': 0.137, 'co...  \n",
              "67  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "68  {'neg': 0.0, 'neu': 0.524, 'pos': 0.476, 'comp...  \n",
              "69  {'neg': 0.113, 'neu': 0.783, 'pos': 0.104, 'co...  \n",
              "70  {'neg': 0.0, 'neu': 0.884, 'pos': 0.116, 'comp...  \n",
              "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "72  {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
              "73  {'neg': 0.245, 'neu': 0.755, 'pos': 0.0, 'comp...  \n",
              "74  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "75  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "76  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "77  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "78  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "79  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "80  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "81  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "82  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "83  {'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...  \n",
              "\n",
              "[84 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}