Sentimental_Analysis_from_Twitter.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Sentimental Analysis from Twitter.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/tejasmorkar/machine-learning/blob/master/Sentimental_Analysis_from_Twitter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "EV6Mpf59Tfm8",
        "colab_type": "code",
        "outputId": "4108ed39-fbf5-4dc5-ebb2-ce48b2b372e0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        }
      },
      "cell_type": "code",
      "source": [
        "# Installing Dependencies\n",
        "!pip install pandas # for data preprocessing\n",
        "!pip install tweepy # for accessing twitter data\n",
        "!pip install vaderSentiment # for sentiment analysis"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (0.24.2)\n",
            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.5.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.5.3)\n",
            "Requirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (1.16.3)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n",
            "Requirement already satisfied: tweepy in /usr/local/lib/python3.6/dist-packages (3.6.0)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.12.0)\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: requests>=2.11.1 in /usr/local/lib/python3.6/dist-packages (from tweepy) (2.21.0)\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: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2.8)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (1.24.2)\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: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2019.3.9)\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     |████████████████████████████████| 133kB 2.9MB/s \n",
            "\u001b[?25hInstalling collected packages: vaderSentiment\n",
            "Successfully installed vaderSentiment-3.2.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "MBJjgaAeV3rW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "outputId": "4bc29aaf-3691-4651-d8f3-4cfd80738345"
      },
      "cell_type": "code",
      "source": [
        "# Importing Dependencies\n",
        "import tweepy\n",
        "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
        "import pandas as pd"
      ],
      "execution_count": 2,
      "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": "z5Z7htQQWIj1",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# Defining Twitter API authentication variables\n",
        "consumer_key = ''\n",
        "consumer_secret = ''\n",
        "access_token = ''\n",
        "access_token_secret = ''"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "CRHZE_75WvDd",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# Authenticating with Twitter\n",
        "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
        "auth.set_access_token(access_token, access_token_secret)\n",
        "\n",
        "api = tweepy.API(auth)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "_iEkxtP0X49b",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# Defining cleaning function\n",
        "import re\n",
        "\n",
        "def clean_tweet(tweet):\n",
        "    '''\n",
        "    Utility function to clean the text in a tweet by removing\n",
        "    links and special characters using regex.\n",
        "    '''\n",
        "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "e24yI3FtYj5m",
        "colab_type": "code",
        "outputId": "aa426fed-71f4-47c6-c8cb-26ee0faeb6f0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 478
        }
      },
      "cell_type": "code",
      "source": [
        "# Finding related tweets\n",
        "tweets = api.search('Folding Display', count=200)\n",
        "\n",
        "# Creating a class pandas dataframe\n",
        "data = pd.DataFrame(data=[clean_tweet(tweet.text) for tweet in tweets], columns=['Tweets'])\n",
        "\n",
        "# Displaying first 10 elements of the dataframe\n",
        "display(data.head(10))\n",
        "\n",
        "# Printing meta data from a single tweet\n",
        "print(tweets[0].id)\n",
        "print(tweets[0].created_at)\n",
        "print(tweets[0].source)\n",
        "print(tweets[0].favorite_count)\n",
        "print(tweets[0].retweet_count)\n",
        "print(tweets[0].geo)\n",
        "print(tweets[0].coordinates)\n",
        "print(tweets[0].entities)"
      ],
      "execution_count": 17,
      "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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Folding display phones the tech no one asked f...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Vintage Folding Kitchen Dish Drainer Rack with...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>So the folding smartphone concept hasn t reall...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>40cm Mini Artist wooden table Folding Painting...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Veritable LOVE fest on the podcast this week T...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>If the folding smartphone isn t your cup of te...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Samsung Delays Release of Galaxy Fold Smartpho...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Tweets\n",
              "0  Folding display phones the tech no one asked f...\n",
              "1  Vintage Folding Kitchen Dish Drainer Rack with...\n",
              "2  So the folding smartphone concept hasn t reall...\n",
              "3  RT Veritable LOVE fest on the podcast this wee...\n",
              "4  40cm Mini Artist wooden table Folding Painting...\n",
              "5  RT Veritable LOVE fest on the podcast this wee...\n",
              "6  RT Veritable LOVE fest on the podcast this wee...\n",
              "7  Veritable LOVE fest on the podcast this week T...\n",
              "8  If the folding smartphone isn t your cup of te...\n",
              "9  Samsung Delays Release of Galaxy Fold Smartpho..."
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "1123862478528700416\n",
            "2019-05-02 08:11:09\n",
            "Twitter Web Client\n",
            "0\n",
            "0\n",
            "None\n",
            "None\n",
            "{'hashtags': [{'text': 'allyoutubehype', 'indices': [94, 109]}, {'text': 'samsungfold', 'indices': [110, 122]}], 'symbols': [], 'user_mentions': [], 'urls': []}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "ZbBhyjf6blU7",
        "colab_type": "code",
        "outputId": "5ad6fb2c-2d85-4452-afe5-86ba1fa14584",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "cell_type": "code",
      "source": [
        "# Gathering lexicon data\n",
        "import nltk\n",
        "nltk.download('vader_lexicon')"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n",
            "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "metadata": {
        "id": "d2SgPN0nb3zA",
        "colab_type": "code",
        "outputId": "534419c1-705f-4176-d53e-fc170701014e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1882
        }
      },
      "cell_type": "code",
      "source": [
        "sid = SentimentIntensityAnalyzer()\n",
        "\n",
        "list = []\n",
        "for index, row in data.iterrows():\n",
        "    ss = sid.polarity_scores(row['Tweets'])\n",
        "    list.append(ss)\n",
        "se = pd.Series(list)\n",
        "data['polarity'] = se.values\n",
        "\n",
        "display(data.head(100))"
      ],
      "execution_count": 19,
      "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>Folding display phones the tech no one asked f...</td>\n",
              "      <td>{'neg': 0.104, 'neu': 0.896, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Vintage Folding Kitchen Dish Drainer Rack with...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>So the folding smartphone concept hasn t reall...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.854, 'pos': 0.146, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>40cm Mini Artist wooden table Folding Painting...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.92, 'pos': 0.08, 'compou...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RT Veritable LOVE fest on the podcast this wee...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Veritable LOVE fest on the podcast this week T...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.785, 'pos': 0.215, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>If the folding smartphone isn t your cup of te...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Samsung Delays Release of Galaxy Fold Smartpho...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Vintage Folding Kitchen Dish Drainer Rack with...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>50 Plain White Necklace Jewelry Display Cards ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>diy rc passion Colored Easel Aluminium Alloy F...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.699, 'pos': 0.301, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Induction brake delivers precise instantaneous...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.665, 'pos': 0.335, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td></td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>ad Goplus 2 25HP Electric Folding Treadmill wi...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.877, 'pos': 0.123, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>RT Motorola RAZR leak suggests flip folding du...</td>\n",
              "      <td>{'neg': 0.194, 'neu': 0.806, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Dave Lee talks about the Razr phone leak and f...</td>\n",
              "      <td>{'neg': 0.179, 'neu': 0.821, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Motorola is preparing to bring back the RAZR w...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>And the difference here is Mechanical moving p...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.735, 'pos': 0.265, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>AdultElectricScooter ElectricScooters MEGAWHEE...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Samsung Patents Wraparound Display for New Pho...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>You think folding phones are bonkers take a lo...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>While hype around its folding phone continues ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.838, 'pos': 0.162, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Samsung Works On A Wraparound Display For A Fu...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Leaked Press Renders For Foldable Motorola Raz...</td>\n",
              "      <td>{'neg': 0.187, 'neu': 0.813, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Ppl lining up 500 800 1k 2k STOP lining up for...</td>\n",
              "      <td>{'neg': 0.117, 'neu': 0.719, 'pos': 0.164, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>RT Return of a classic</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Leaked Press Renders For Foldable Motorola Raz...</td>\n",
              "      <td>{'neg': 0.187, 'neu': 0.813, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>RT Return of a classic</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>66</th>\n",
              "      <td>Motorola RAZR is indeed bringing back the icon...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>Motorola s Razr V4 with a folding display leak...</td>\n",
              "      <td>{'neg': 0.161, 'neu': 0.839, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>Samsung imagines a wraparound smartphone displ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>Alleged Moto Razr Leaks Show Clamshell Phone W...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>Beautiful folding screens on display at the As...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.813, 'pos': 0.187, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>We were worried about the move to a folding pl...</td>\n",
              "      <td>{'neg': 0.183, 'neu': 0.714, 'pos': 0.103, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>Guanqin GH17002 Steel Mechanical Watch Multi C...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>Banker Although if Samsung can figure out that...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.857, 'pos': 0.143, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>Apple iFlex teaser Folding Phone Watch it on y...</td>\n",
              "      <td>{'neg': 0.133, 'neu': 0.867, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>Adjustable Folding Art Artist Durable Wood Tri...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.718, 'pos': 0.282, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>Vintage Folding Kitchen Dish Drainer Rack with...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>Your talk about it feeling like 2 phones broug...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.81, 'pos': 0.19, 'compou...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>I think the biggest issue is how bad it looks ...</td>\n",
              "      <td>{'neg': 0.131, 'neu': 0.749, 'pos': 0.12, 'com...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>Folding display is not a feature it s a future</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>DepEd Other folding phones are already on the ...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>As if that wasn t enough Apple put a patent on...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>RT samsung Folding phone won t be Galaxy Round...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.748, 'pos': 0.252, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>samsung Folding phone won t be Galaxy Round or...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.73, 'pos': 0.27, 'compou...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>AdultElectricScooter ElectricScooters LWBScoot...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>mac keyboard issue is overblown thousands of a...</td>\n",
              "      <td>{'neg': 0.11, 'neu': 0.89, 'pos': 0.0, 'compou...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>I have zero interest in a folding phone but HO...</td>\n",
              "      <td>{'neg': 0.294, 'neu': 0.627, 'pos': 0.078, 'co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>Raguse The main things I can think of that App...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>Samsung Galaxy Fold Everything you need to kno...</td>\n",
              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>RT Samsung GalaxyFold is now Delayed due to Fa...</td>\n",
              "      <td>{'neg': 0.318, 'neu': 0.682, 'pos': 0.0, 'comp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td></td>\n",
              "      <td>{'neg': 0.0, 'neu': 0.0, 'pos': 0.0, 'compound...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>96 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               Tweets  \\\n",
              "0   Folding display phones the tech no one asked f...   \n",
              "1   Vintage Folding Kitchen Dish Drainer Rack with...   \n",
              "2   So the folding smartphone concept hasn t reall...   \n",
              "3   RT Veritable LOVE fest on the podcast this wee...   \n",
              "4   40cm Mini Artist wooden table Folding Painting...   \n",
              "5   RT Veritable LOVE fest on the podcast this wee...   \n",
              "6   RT Veritable LOVE fest on the podcast this wee...   \n",
              "7   Veritable LOVE fest on the podcast this week T...   \n",
              "8   If the folding smartphone isn t your cup of te...   \n",
              "9   Samsung Delays Release of Galaxy Fold Smartpho...   \n",
              "10  Vintage Folding Kitchen Dish Drainer Rack with...   \n",
              "11  50 Plain White Necklace Jewelry Display Cards ...   \n",
              "12  diy rc passion Colored Easel Aluminium Alloy F...   \n",
              "13  Induction brake delivers precise instantaneous...   \n",
              "14                                                      \n",
              "15  ad Goplus 2 25HP Electric Folding Treadmill wi...   \n",
              "16  RT Motorola RAZR leak suggests flip folding du...   \n",
              "17  Dave Lee talks about the Razr phone leak and f...   \n",
              "18  Motorola is preparing to bring back the RAZR w...   \n",
              "19  And the difference here is Mechanical moving p...   \n",
              "20  AdultElectricScooter ElectricScooters MEGAWHEE...   \n",
              "21  Samsung Patents Wraparound Display for New Pho...   \n",
              "22  You think folding phones are bonkers take a lo...   \n",
              "23  While hype around its folding phone continues ...   \n",
              "24  Samsung Works On A Wraparound Display For A Fu...   \n",
              "25  Leaked Press Renders For Foldable Motorola Raz...   \n",
              "26  Ppl lining up 500 800 1k 2k STOP lining up for...   \n",
              "27                             RT Return of a classic   \n",
              "28  Leaked Press Renders For Foldable Motorola Raz...   \n",
              "29                             RT Return of a classic   \n",
              "..                                                ...   \n",
              "66  Motorola RAZR is indeed bringing back the icon...   \n",
              "67  Motorola s Razr V4 with a folding display leak...   \n",
              "68  Samsung imagines a wraparound smartphone displ...   \n",
              "69  Samsung imagines a wraparound smartphone displ...   \n",
              "70  Samsung imagines a wraparound smartphone displ...   \n",
              "71  Samsung imagines a wraparound smartphone displ...   \n",
              "72  Samsung imagines a wraparound smartphone displ...   \n",
              "73  Samsung imagines a wraparound smartphone displ...   \n",
              "74  Alleged Moto Razr Leaks Show Clamshell Phone W...   \n",
              "75  Beautiful folding screens on display at the As...   \n",
              "76  We were worried about the move to a folding pl...   \n",
              "77  Guanqin GH17002 Steel Mechanical Watch Multi C...   \n",
              "78  Banker Although if Samsung can figure out that...   \n",
              "79  Apple iFlex teaser Folding Phone Watch it on y...   \n",
              "80  Adjustable Folding Art Artist Durable Wood Tri...   \n",
              "81  Vintage Folding Kitchen Dish Drainer Rack with...   \n",
              "82  Your talk about it feeling like 2 phones broug...   \n",
              "83  I think the biggest issue is how bad it looks ...   \n",
              "84     Folding display is not a feature it s a future   \n",
              "85  DepEd Other folding phones are already on the ...   \n",
              "86  As if that wasn t enough Apple put a patent on...   \n",
              "87  RT samsung Folding phone won t be Galaxy Round...   \n",
              "88  samsung Folding phone won t be Galaxy Round or...   \n",
              "89  AdultElectricScooter ElectricScooters LWBScoot...   \n",
              "90  mac keyboard issue is overblown thousands of a...   \n",
              "91  I have zero interest in a folding phone but HO...   \n",
              "92  Raguse The main things I can think of that App...   \n",
              "93  Samsung Galaxy Fold Everything you need to kno...   \n",
              "94  RT Samsung GalaxyFold is now Delayed due to Fa...   \n",
              "95                                                      \n",
              "\n",
              "                                             polarity  \n",
              "0   {'neg': 0.104, 'neu': 0.896, 'pos': 0.0, 'comp...  \n",
              "1   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "2   {'neg': 0.0, 'neu': 0.854, 'pos': 0.146, 'comp...  \n",
              "3   {'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...  \n",
              "4   {'neg': 0.0, 'neu': 0.92, 'pos': 0.08, 'compou...  \n",
              "5   {'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...  \n",
              "6   {'neg': 0.0, 'neu': 0.802, 'pos': 0.198, 'comp...  \n",
              "7   {'neg': 0.0, 'neu': 0.785, 'pos': 0.215, 'comp...  \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': 0.699, 'pos': 0.301, 'comp...  \n",
              "13  {'neg': 0.0, 'neu': 0.665, 'pos': 0.335, 'comp...  \n",
              "14  {'neg': 0.0, 'neu': 0.0, 'pos': 0.0, 'compound...  \n",
              "15  {'neg': 0.0, 'neu': 0.877, 'pos': 0.123, 'comp...  \n",
              "16  {'neg': 0.194, 'neu': 0.806, 'pos': 0.0, 'comp...  \n",
              "17  {'neg': 0.179, 'neu': 0.821, 'pos': 0.0, 'comp...  \n",
              "18  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "19  {'neg': 0.0, 'neu': 0.735, 'pos': 0.265, 'comp...  \n",
              "20  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "21  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "22  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "23  {'neg': 0.0, 'neu': 0.838, 'pos': 0.162, 'comp...  \n",
              "24  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "25  {'neg': 0.187, 'neu': 0.813, 'pos': 0.0, 'comp...  \n",
              "26  {'neg': 0.117, 'neu': 0.719, 'pos': 0.164, 'co...  \n",
              "27  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "28  {'neg': 0.187, 'neu': 0.813, 'pos': 0.0, 'comp...  \n",
              "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "..                                                ...  \n",
              "66  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "67  {'neg': 0.161, 'neu': 0.839, 'pos': 0.0, 'comp...  \n",
              "68  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "69  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "70  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "72  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "73  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "74  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "75  {'neg': 0.0, 'neu': 0.813, 'pos': 0.187, 'comp...  \n",
              "76  {'neg': 0.183, 'neu': 0.714, 'pos': 0.103, 'co...  \n",
              "77  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "78  {'neg': 0.0, 'neu': 0.857, 'pos': 0.143, 'comp...  \n",
              "79  {'neg': 0.133, 'neu': 0.867, 'pos': 0.0, 'comp...  \n",
              "80  {'neg': 0.0, 'neu': 0.718, 'pos': 0.282, 'comp...  \n",
              "81  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "82  {'neg': 0.0, 'neu': 0.81, 'pos': 0.19, 'compou...  \n",
              "83  {'neg': 0.131, 'neu': 0.749, 'pos': 0.12, 'com...  \n",
              "84  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "85  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "87  {'neg': 0.0, 'neu': 0.748, 'pos': 0.252, 'comp...  \n",
              "88  {'neg': 0.0, 'neu': 0.73, 'pos': 0.27, 'compou...  \n",
              "89  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "90  {'neg': 0.11, 'neu': 0.89, 'pos': 0.0, 'compou...  \n",
              "91  {'neg': 0.294, 'neu': 0.627, 'pos': 0.078, 'co...  \n",
              "92  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "93  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
              "94  {'neg': 0.318, 'neu': 0.682, 'pos': 0.0, 'comp...  \n",
              "95  {'neg': 0.0, 'neu': 0.0, 'pos': 0.0, 'compound...  \n",
              "\n",
              "[96 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}