Hack Inversion.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "from nltk.corpus import stopwords\n",
    "import nltk\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading the Data\n",
    "Let's first have a look at the dataset and understand the size, attribute names etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>ids</th>\n",
       "      <th>date</th>\n",
       "      <th>flag</th>\n",
       "      <th>user</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810369</td>\n",
       "      <td>Mon Apr 06 22:19:45 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>_TheSpecialOne_</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810672</td>\n",
       "      <td>Mon Apr 06 22:19:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>scotthamilton</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810917</td>\n",
       "      <td>Mon Apr 06 22:19:53 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>mattycus</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1467811184</td>\n",
       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>ElleCTF</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1467811193</td>\n",
       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>Karoli</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599995</th>\n",
       "      <td>4</td>\n",
       "      <td>2193601966</td>\n",
       "      <td>Tue Jun 16 08:40:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>AmandaMarie1028</td>\n",
       "      <td>Just woke up. Having no school is the best fee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599996</th>\n",
       "      <td>4</td>\n",
       "      <td>2193601969</td>\n",
       "      <td>Tue Jun 16 08:40:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>TheWDBoards</td>\n",
       "      <td>TheWDB.com - Very cool to hear old Walt interv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599997</th>\n",
       "      <td>4</td>\n",
       "      <td>2193601991</td>\n",
       "      <td>Tue Jun 16 08:40:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>bpbabe</td>\n",
       "      <td>Are you ready for your MoJo Makeover? Ask me f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599998</th>\n",
       "      <td>4</td>\n",
       "      <td>2193602064</td>\n",
       "      <td>Tue Jun 16 08:40:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>tinydiamondz</td>\n",
       "      <td>Happy 38th Birthday to my boo of alll time!!! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599999</th>\n",
       "      <td>4</td>\n",
       "      <td>2193602129</td>\n",
       "      <td>Tue Jun 16 08:40:50 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>RyanTrevMorris</td>\n",
       "      <td>happy #charitytuesday @theNSPCC @SparksCharity...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1600000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         target         ids                          date      flag  \\\n",
       "0             0  1467810369  Mon Apr 06 22:19:45 PDT 2009  NO_QUERY   \n",
       "1             0  1467810672  Mon Apr 06 22:19:49 PDT 2009  NO_QUERY   \n",
       "2             0  1467810917  Mon Apr 06 22:19:53 PDT 2009  NO_QUERY   \n",
       "3             0  1467811184  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY   \n",
       "4             0  1467811193  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY   \n",
       "...         ...         ...                           ...       ...   \n",
       "1599995       4  2193601966  Tue Jun 16 08:40:49 PDT 2009  NO_QUERY   \n",
       "1599996       4  2193601969  Tue Jun 16 08:40:49 PDT 2009  NO_QUERY   \n",
       "1599997       4  2193601991  Tue Jun 16 08:40:49 PDT 2009  NO_QUERY   \n",
       "1599998       4  2193602064  Tue Jun 16 08:40:49 PDT 2009  NO_QUERY   \n",
       "1599999       4  2193602129  Tue Jun 16 08:40:50 PDT 2009  NO_QUERY   \n",
       "\n",
       "                    user                                               text  \n",
       "0        _TheSpecialOne_  @switchfoot http://twitpic.com/2y1zl - Awww, t...  \n",
       "1          scotthamilton  is upset that he can't update his Facebook by ...  \n",
       "2               mattycus  @Kenichan I dived many times for the ball. Man...  \n",
       "3                ElleCTF    my whole body feels itchy and like its on fire   \n",
       "4                 Karoli  @nationwideclass no, it's not behaving at all....  \n",
       "...                  ...                                                ...  \n",
       "1599995  AmandaMarie1028  Just woke up. Having no school is the best fee...  \n",
       "1599996      TheWDBoards  TheWDB.com - Very cool to hear old Walt interv...  \n",
       "1599997           bpbabe  Are you ready for your MoJo Makeover? Ask me f...  \n",
       "1599998     tinydiamondz  Happy 38th Birthday to my boo of alll time!!! ...  \n",
       "1599999   RyanTrevMorris  happy #charitytuesday @theNSPCC @SparksCharity...  \n",
       "\n",
       "[1600000 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dataset Path\n",
    "dataset_path =\"tweet.csv\"\n",
    "\n",
    "# Coloumns names\n",
    "DATASET_COLUMNS = [\"target\", \"ids\", \"date\", \"flag\", \"user\", \"text\"]\n",
    "\n",
    "# Data is endocoded by UTF-8\n",
    "DATASET_ENCODING = \"ISO-8859-1\"\n",
    "\n",
    "# Reading CSV\n",
    "df = pd.read_csv(dataset_path, encoding =DATASET_ENCODING , names=DATASET_COLUMNS)\n",
    "\n",
    "# Printing DataFrame\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['target', 'ids', 'date', 'flag', 'user', 'text'], dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Printing all coloums of Dataset\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4    800000\n",
       "0    800000\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of Unique value  \n",
    "df[\"target\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4    0.5\n",
       "0    0.5\n",
       "Name: target, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of Unique value\n",
    "df['target'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599995</th>\n",
       "      <td>4</td>\n",
       "      <td>Just woke up. Having no school is the best fee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599996</th>\n",
       "      <td>4</td>\n",
       "      <td>TheWDB.com - Very cool to hear old Walt interv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599997</th>\n",
       "      <td>4</td>\n",
       "      <td>Are you ready for your MoJo Makeover? Ask me f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599998</th>\n",
       "      <td>4</td>\n",
       "      <td>Happy 38th Birthday to my boo of alll time!!! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599999</th>\n",
       "      <td>4</td>\n",
       "      <td>happy #charitytuesday @theNSPCC @SparksCharity...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1600000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         target                                               text\n",
       "0             0  @switchfoot http://twitpic.com/2y1zl - Awww, t...\n",
       "1             0  is upset that he can't update his Facebook by ...\n",
       "2             0  @Kenichan I dived many times for the ball. Man...\n",
       "3             0    my whole body feels itchy and like its on fire \n",
       "4             0  @nationwideclass no, it's not behaving at all....\n",
       "...         ...                                                ...\n",
       "1599995       4  Just woke up. Having no school is the best fee...\n",
       "1599996       4  TheWDB.com - Very cool to hear old Walt interv...\n",
       "1599997       4  Are you ready for your MoJo Makeover? Ask me f...\n",
       "1599998       4  Happy 38th Birthday to my boo of alll time!!! ...\n",
       "1599999       4  happy #charitytuesday @theNSPCC @SparksCharity...\n",
       "\n",
       "[1600000 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping useless columns\n",
    "df=df.drop(labels=[\"ids\",\"date\",\"flag\",\"user\"], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599995</th>\n",
       "      <td>4</td>\n",
       "      <td>Just woke up. Having no school is the best fee...</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599996</th>\n",
       "      <td>4</td>\n",
       "      <td>TheWDB.com - Very cool to hear old Walt interv...</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599997</th>\n",
       "      <td>4</td>\n",
       "      <td>Are you ready for your MoJo Makeover? Ask me f...</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599998</th>\n",
       "      <td>4</td>\n",
       "      <td>Happy 38th Birthday to my boo of alll time!!! ...</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599999</th>\n",
       "      <td>4</td>\n",
       "      <td>happy #charitytuesday @theNSPCC @SparksCharity...</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1600000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         target                                               text  length\n",
       "0             0  @switchfoot http://twitpic.com/2y1zl - Awww, t...     115\n",
       "1             0  is upset that he can't update his Facebook by ...     111\n",
       "2             0  @Kenichan I dived many times for the ball. Man...      89\n",
       "3             0    my whole body feels itchy and like its on fire       47\n",
       "4             0  @nationwideclass no, it's not behaving at all....     111\n",
       "...         ...                                                ...     ...\n",
       "1599995       4  Just woke up. Having no school is the best fee...      56\n",
       "1599996       4  TheWDB.com - Very cool to hear old Walt interv...      78\n",
       "1599997       4  Are you ready for your MoJo Makeover? Ask me f...      57\n",
       "1599998       4  Happy 38th Birthday to my boo of alll time!!! ...      65\n",
       "1599999       4  happy #charitytuesday @theNSPCC @SparksCharity...      62\n",
       "\n",
       "[1600000 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a column which contain length of text\n",
    "df['length'] = df['text'].apply(len)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Plot and Pie Chart of Negative and Positive Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1,figsize=(10,5))\n",
    "\n",
    "# Bar Plot\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x=\"target\", data=df)\n",
    "plt.xlabel(\"TARGET\")\n",
    "plt.ylabel(\"FREQUENCY\")\n",
    "plt.title(\" BAR PLOT OF : TARGET\")\n",
    "\n",
    "# Pie chart\n",
    "plt.subplot(1,2,2)\n",
    "plt.title(\" PIE CHART OF : TARGET\")\n",
    "df[\"target\"].value_counts().plot(kind = 'pie', explode = [0, 0.1], autopct = '%1.1f%%', shadow = True)\n",
    "plt.ylabel(\"Positive vs Negative\")\n",
    "plt.legend([\"Positive\", \"Negative\"])\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram of 'Negative' and 'Positive' tweets with respect to Length "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histrogram\n",
    "plt.figure(1,figsize=(10,5))\n",
    "df.hist(column='length',by='target')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wordcloud"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wordcloud for Negative Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  length\n",
       "0       0  @switchfoot http://twitpic.com/2y1zl - Awww, t...     115\n",
       "1       0  is upset that he can't update his Facebook by ...     111\n",
       "2       0  @Kenichan I dived many times for the ball. Man...      89\n",
       "3       0    my whole body feels itchy and like its on fire       47\n",
       "4       0  @nationwideclass no, it's not behaving at all....     111"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seprating and reducing negative tweets\n",
    "df_negative = df.loc[df['target']==0, :]\n",
    "df_negative = df_negative.iloc[:5000]\n",
    "df_negative.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"@switchfoot http://twitpic.com/2y1zl - Awww, that's a bummer.  You shoulda got David Carr of Third Day to do it. ;D is upset that he can't update his Facebook by texting it... and might cry as a result  School today also. Blah! @Kenichan I dived many times for the ball. Managed to save 50%  The rest go out of bounds my whole body feels itchy and like its on fire  @nationwideclass no, it's not behaving at all. i'm mad. why am i here? because I can't see you all over there.  @Kwesidei not the whole crew  Need a hug  @LOLTrish hey  long time no see! Yes.. Rains a bit ,only a bit  LOL , I'm fine thanks , how's you ? @Tatiana_K nope they didn't have it  @twittera que me muera ?  spring break in plain city... it's snowing  I just re-pierced my ears  @caregiving I couldn't bear to watch it.  And I thought the UA loss was embarrassing . . . . . @octolinz16 It it counts, idk why I did either. you never talk to me anymore  @smarrison i would've been the first, but i didn't have a gun.    not really though, zac snyder's just a doucheclown. @iamjazzyfizzle I wish I got to watch it with you!! I miss you and @iamlilnicki  how was the premiere?! Hollis' death scene will hurt me severely to watch on film  wry is directors cut not out now? about to file taxes  @LettyA ahh ive always wanted to see rent  love the soundtrack!! @FakerPattyPattz Oh dear. Were you drinking out of the forgotten table drinks?  @alydesigns i was out most of the day so didn't get much done  one of my friend called me, and asked to meet with her at Mid Valley today...but i've no time *sigh*  @angry_barista I baked you a cake but I ated it  this week is not going as i had hoped  blagh class at 8 tomorrow  I hate when I have to call and wake people up  Just going to cry myself to sleep after watching Marley and Me.   im sad now  Miss.Lilly ooooh.... LOL  that leslie.... and ok I won't do it again so leslie won't  get mad again  Meh... Almost Lover is the exception... this track gets me depressed every time.  som\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# joning all tweets in one para\n",
    "Negative_words = ' '.join(df_negative['text'])\n",
    "Negative_words[:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"- Awww, that's a bummer. You shoulda got David Carr of Third Day to do it. ;D is upset that he can't update his Facebook by texting it... and might cry as a result School today also. Blah! I dived many times for the ball. Managed to save 50% The rest go out of bounds my whole body feels itchy and like its on fire no, it's not behaving at all. i'm mad. why am i here? because I can't see you all over there. not the whole crew Need a hug hey long time no see! Yes.. Rains a bit ,only a bit LOL , I'm fine thanks , how's you ? nope they didn't have it que me muera ? spring break in plain city... it's snowing I just re-pierced my ears I couldn't bear to watch it. And I thought the UA loss was embarrassing . . . . . It it counts, idk why I did either. you never talk to me anymore i would've been the first, but i didn't have a gun. not really though, zac snyder's just a doucheclown. I wish I got to watch it with you!! I miss you and how was the premiere?! Hollis' death scene will hurt me severely to watch on film wry is directors cut not out now? about to file taxes ahh ive always wanted to see rent love the soundtrack!! Oh dear. Were you drinking out of the forgotten table drinks? i was out most of the day so didn't get much done one of my friend called me, and asked to meet with her at Mid Valley today...but i've no time *sigh* I baked you a cake but I ated it this week is not going as i had hoped blagh class at 8 tomorrow I hate when I have to call and wake people up Just going to cry myself to sleep after watching Marley and Me. im sad now Miss.Lilly ooooh.... LOL that leslie.... and ok I won't do it again so leslie won't get mad again Meh... Almost Lover is the exception... this track gets me depressed every time. some1 hacked my account on aim now i have to make a new one I want to go to promote GEAR AND GROOVE but unfornately no ride there I may b going to the one in Anaheim in May though thought sleeping in was an option tomorrow but realizing that it now is not. eva\""
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cleaning of Negative Tweets \n",
    "cleaned_N = \" \".join([word for word in Negative_words.split()\n",
    "                            if 'http' not in word \n",
    "                                and not word.startswith('@')\n",
    "                                and word != 'RT'\n",
    "                                and word!=STOPWORDS\n",
    "                            ])\n",
    "cleaned_N[:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading image and convert it into array \n",
    "from PIL import Image\n",
    "mk = np.array(Image.open(\"twitter.jpg\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating Wordcloud\n",
    "wordcloud_Negative = WordCloud(\n",
    "                      background_color='black',\n",
    "                      width=1600,\n",
    "                      height=800,\n",
    "                      mask=mk\n",
    "                     ).generate(cleaned_N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display Wordcloud\n",
    "plt.figure(1,figsize=(20,30))\n",
    "plt.title(\"Wordcloud of 'Negative' tweets\",fontsize=40)\n",
    "plt.imshow(wordcloud_Negative)\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wordcloud for Positive Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>800000</th>\n",
       "      <td>4</td>\n",
       "      <td>I LOVE @Health4UandPets u guys r the best!!</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800001</th>\n",
       "      <td>4</td>\n",
       "      <td>im meeting up with one of my besties tonight! ...</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800002</th>\n",
       "      <td>4</td>\n",
       "      <td>@DaRealSunisaKim Thanks for the Twitter add, S...</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800003</th>\n",
       "      <td>4</td>\n",
       "      <td>Being sick can be really cheap when it hurts t...</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800004</th>\n",
       "      <td>4</td>\n",
       "      <td>@LovesBrooklyn2 he has that effect on everyone</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        target                                               text  length\n",
       "800000       4       I LOVE @Health4UandPets u guys r the best!!       44\n",
       "800001       4  im meeting up with one of my besties tonight! ...      72\n",
       "800002       4  @DaRealSunisaKim Thanks for the Twitter add, S...     137\n",
       "800003       4  Being sick can be really cheap when it hurts t...     104\n",
       "800004       4    @LovesBrooklyn2 he has that effect on everyone       47"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seprating and reducing positive tweets\n",
    "df_positive = df.loc[df['target']==4, :]\n",
    "df_positive = df_positive.iloc[:5000]\n",
    "df_positive.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I LOVE @Health4UandPets u guys r the best!!  im meeting up with one of my besties tonight! Cant wait!!  - GIRL TALK!! @DaRealSunisaKim Thanks for the Twitter add, Sunisa! I got to meet you once at a HIN show here in the DC area and you were a sweetheart.  Being sick can be really cheap when it hurts too much to eat real food  Plus, your friends make you soup @LovesBrooklyn2 he has that effect on everyone  @ProductOfFear You can tell him that I just burst out laughing really loud because of that  Thanks for making me come out of my sulk! @r_keith_hill Thans for your response. Ihad already find this answer  @KeepinUpWKris I am so jealous, hope you had a great time in vegas! how did you like the ACM's?! LOVE YOUR SHOW!!  @tommcfly ah, congrats mr fletcher for finally joining twitter  @e4VoIP I RESPONDED  Stupid cat is helping me type. Forgive errors  crazy day of school. there for 10 hours straiiight. about to watch the hills. @spencerpratt told me too! ha. happy birthday JB!  @naughtyhaughty HOW DID I FORGET ABOUT TWO AND A HALF MEN?!?!? I LOVE THAT SHOW!!!  @nileyjileyluver Haha, don't worry! You'll get the hang of it!  @soundwav2010 At least I won't be the only one feeling lost! This may cause me many later than usual nights, already addicting  @LutheranLucciol Make sure you DM me if you post a link to that video! &lt;LOL&gt;So I don't miss it   Better get permission and blessing first? Just added tweetie to my new iPhone  @michellardi i really don't know. i think its Globe!  yeah! sana gumaling na ko para alam ko na din kung makakasama ako! ) @nicolerichie: your picture is very sweet  Catching Up on Emails, RSS and Random BACN. Then I'm cutting out early tonight (11:30PM) to have Dinner with @lauraw  Dancing around the room in Pjs, jamming to my ipod. Getting dizzy. Well twitter, you asked!  Didn't place in the Peeps contest but thanks for voting anyways.  Going to bed so goodnight everyone  and sweet dreams  http://twitpic.com/2y2e0 @LittleLumen walking over to pu\""
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# joning all tweets in one para\n",
    "Positive_words = ' '.join(df_positive['text'])\n",
    "Positive_words[:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I LOVE u guys r the best!! im meeting up with one of my besties tonight! Cant wait!! - GIRL TALK!! Thanks for the Twitter add, Sunisa! I got to meet you once at a HIN show here in the DC area and you were a sweetheart. Being sick can be really cheap when it hurts too much to eat real food Plus, your friends make you soup he has that effect on everyone You can tell him that I just burst out laughing really loud because of that Thanks for making me come out of my sulk! Thans for your response. Ihad already find this answer I am so jealous, hope you had a great time in vegas! how did you like the ACM's?! LOVE YOUR SHOW!! ah, congrats mr fletcher for finally joining twitter I RESPONDED Stupid cat is helping me type. Forgive errors crazy day of school. there for 10 hours straiiight. about to watch the hills. told me too! ha. happy birthday JB! HOW DID I FORGET ABOUT TWO AND A HALF MEN?!?!? I LOVE THAT SHOW!!! Haha, don't worry! You'll get the hang of it! At least I won't be the only one feeling lost! This may cause me many later than usual nights, already addicting Make sure you DM me if you post a link to that video! &lt;LOL&gt;So I don't miss it Better get permission and blessing first? Just added tweetie to my new iPhone i really don't know. i think its Globe! yeah! sana gumaling na ko para alam ko na din kung makakasama ako! ) your picture is very sweet Catching Up on Emails, RSS and Random BACN. Then I'm cutting out early tonight (11:30PM) to have Dinner with Dancing around the room in Pjs, jamming to my ipod. Getting dizzy. Well twitter, you asked! Didn't place in the Peeps contest but thanks for voting anyways. Going to bed so goodnight everyone and sweet dreams walking over to put the deposit down tomorrow is now followinq , you shud do tha same Are you meant to add on the back of that &quot;twittering from a toilet cubicle somewhere&quot;? Aw i'm holding my new puppy. Well He's not mine but He's a cutie. kitteh is sleepin on my crotch which proves she likes me m\""
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cleaning of Negative Tweets\n",
    "cleaned_P = \" \".join([word for word in Positive_words.split()\n",
    "                            if 'http' not in word \n",
    "                                and not word.startswith('@')\n",
    "                                and word != 'RT'\n",
    "                                and word!=STOPWORDS\n",
    "                            ])\n",
    "cleaned_P[:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating Wordcloud\n",
    "wordcloud_Positive = WordCloud(\n",
    "                      background_color='black',\n",
    "                      width=1600,\n",
    "                      height=800,\n",
    "                      mask=mk\n",
    "                     ).generate(cleaned_P)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display Wordcloud\n",
    "plt.figure(1,figsize=(20,30))\n",
    "plt.title(\"Wordcloud of 'Positive' tweets\",fontsize=40)\n",
    "plt.imshow(wordcloud_Positive)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Data Preprocessing\n",
    "Our data exploration ends here. The next step will be preprocess the data in order to make the learning process more smooth.\n",
    "\n",
    "Preprocessing steps:\n",
    "\n",
    "* Removing special characters\n",
    "* Convert sentence into lower case\n",
    "* Remove Stop Words\n",
    "* Stemming or Lemmatization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from tqdm import tqdm, tqdm_notebook\n",
    "import re\n",
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804995</th>\n",
       "      <td>4</td>\n",
       "      <td>@lbran, thanks for sending us the package - go...</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804996</th>\n",
       "      <td>4</td>\n",
       "      <td>@ickleoriental hahahha.. U obviously don't hv ...</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804997</th>\n",
       "      <td>4</td>\n",
       "      <td>@juliekoh It's an internet term, but it's spil...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804998</th>\n",
       "      <td>4</td>\n",
       "      <td>new day.... NEW TRACK!!!!</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804999</th>\n",
       "      <td>4</td>\n",
       "      <td>@foodieguide Okay we need to have a competitio...</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        target                                               text  length\n",
       "0            0  @switchfoot http://twitpic.com/2y1zl - Awww, t...     115\n",
       "1            0  is upset that he can't update his Facebook by ...     111\n",
       "2            0  @Kenichan I dived many times for the ball. Man...      89\n",
       "3            0    my whole body feels itchy and like its on fire       47\n",
       "4            0  @nationwideclass no, it's not behaving at all....     111\n",
       "...        ...                                                ...     ...\n",
       "804995       4  @lbran, thanks for sending us the package - go...      66\n",
       "804996       4  @ickleoriental hahahha.. U obviously don't hv ...     115\n",
       "804997       4  @juliekoh It's an internet term, but it's spil...      85\n",
       "804998       4                         new day.... NEW TRACK!!!!       26\n",
       "804999       4  @foodieguide Okay we need to have a competitio...     113\n",
       "\n",
       "[10000 rows x 3 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reducing data\n",
    "df=df_negative.append(df_positive)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Retweet.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialise the inbuilt Stemmer\n",
    "stemmer = PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initializse the inbuilt Lemmatizer \n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initializing the lists\n",
    "clean_tweet_lst = []\n",
    "tweet_len_lst = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cleaning of data\n",
    "def preprocess(raw_tweet, flag):\n",
    "    # Removing special characters and digits\n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \",raw_tweet)\n",
    "    \n",
    "    # change sentence to lower case\n",
    "    letters_only = letters_only.lower()\n",
    "\n",
    "    # tokenize into words\n",
    "    words = letters_only.split()\n",
    "    \n",
    "    # remove stop words                \n",
    "    words = [w for w in words if not w in stopwords.words(\"english\")]\n",
    "    \n",
    "    #Stemming/Lemmatization\n",
    "    if(flag == 'stem'):\n",
    "        words = [stemmer.stem(word) for word in words]\n",
    "    else:\n",
    "        words = [lemmatizer.lemmatize(word) for word in words]\n",
    "    \n",
    "    clean_tweet_lst.append(\" \".join(words))\n",
    "    \n",
    "    tweet_len_lst.append(len(words))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stemming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████| 10000/10000 [01:19<00:00, 126.39it/s]\n"
     ]
    }
   ],
   "source": [
    "clean_tweet_lst = []\n",
    "\n",
    "tweet_len_lst = []\n",
    "\n",
    "df['text'].progress_apply(lambda x: preprocess(x, 'stem'))\n",
    "\n",
    "df['clean_tweet_stem'] = clean_tweet_lst\n",
    "\n",
    "df['tweet_length_stem'] = tweet_len_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "      <th>clean_tweet_stem</th>\n",
       "      <th>tweet_length_stem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "      <td>115</td>\n",
       "      <td>switchfoot http twitpic com zl awww bummer sho...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "      <td>111</td>\n",
       "      <td>upset updat facebook text might cri result sch...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "      <td>89</td>\n",
       "      <td>kenichan dive mani time ball manag save rest g...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "      <td>47</td>\n",
       "      <td>whole bodi feel itchi like fire</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "      <td>111</td>\n",
       "      <td>nationwideclass behav mad see</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  length  \\\n",
       "0       0  @switchfoot http://twitpic.com/2y1zl - Awww, t...     115   \n",
       "1       0  is upset that he can't update his Facebook by ...     111   \n",
       "2       0  @Kenichan I dived many times for the ball. Man...      89   \n",
       "3       0    my whole body feels itchy and like its on fire       47   \n",
       "4       0  @nationwideclass no, it's not behaving at all....     111   \n",
       "\n",
       "                                    clean_tweet_stem  tweet_length_stem  \n",
       "0  switchfoot http twitpic com zl awww bummer sho...                 13  \n",
       "1  upset updat facebook text might cri result sch...                 11  \n",
       "2  kenichan dive mani time ball manag save rest g...                 10  \n",
       "3                    whole bodi feel itchi like fire                  6  \n",
       "4                      nationwideclass behav mad see                  4  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Lemmatization "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████| 10000/10000 [01:20<00:00, 124.51it/s]\n"
     ]
    }
   ],
   "source": [
    "clean_tweet_lst = []\n",
    "\n",
    "tweet_len_lst = []\n",
    "\n",
    "df['text'].progress_apply(lambda x: preprocess(x, 'lemma'))\n",
    "\n",
    "df['clean_tweet_lema'] = clean_tweet_lst\n",
    "\n",
    "df['tweet_length_lema'] = tweet_len_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>length</th>\n",
       "      <th>clean_tweet_stem</th>\n",
       "      <th>tweet_length_stem</th>\n",
       "      <th>clean_tweet_lema</th>\n",
       "      <th>tweet_length_lema</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "      <td>115</td>\n",
       "      <td>switchfoot http twitpic com zl awww bummer sho...</td>\n",
       "      <td>13</td>\n",
       "      <td>switchfoot http twitpic com zl awww bummer sho...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "      <td>111</td>\n",
       "      <td>upset updat facebook text might cri result sch...</td>\n",
       "      <td>11</td>\n",
       "      <td>upset update facebook texting might cry result...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "      <td>89</td>\n",
       "      <td>kenichan dive mani time ball manag save rest g...</td>\n",
       "      <td>10</td>\n",
       "      <td>kenichan dived many time ball managed save res...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "      <td>47</td>\n",
       "      <td>whole bodi feel itchi like fire</td>\n",
       "      <td>6</td>\n",
       "      <td>whole body feel itchy like fire</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "      <td>111</td>\n",
       "      <td>nationwideclass behav mad see</td>\n",
       "      <td>4</td>\n",
       "      <td>nationwideclass behaving mad see</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  length  \\\n",
       "0       0  @switchfoot http://twitpic.com/2y1zl - Awww, t...     115   \n",
       "1       0  is upset that he can't update his Facebook by ...     111   \n",
       "2       0  @Kenichan I dived many times for the ball. Man...      89   \n",
       "3       0    my whole body feels itchy and like its on fire       47   \n",
       "4       0  @nationwideclass no, it's not behaving at all....     111   \n",
       "\n",
       "                                    clean_tweet_stem  tweet_length_stem  \\\n",
       "0  switchfoot http twitpic com zl awww bummer sho...                 13   \n",
       "1  upset updat facebook text might cri result sch...                 11   \n",
       "2  kenichan dive mani time ball manag save rest g...                 10   \n",
       "3                    whole bodi feel itchi like fire                  6   \n",
       "4                      nationwideclass behav mad see                  4   \n",
       "\n",
       "                                    clean_tweet_lema  tweet_length_lema  \n",
       "0  switchfoot http twitpic com zl awww bummer sho...                 13  \n",
       "1  upset update facebook texting might cry result...                 11  \n",
       "2  kenichan dived many time ball managed save res...                 10  \n",
       "3                    whole body feel itchy like fire                  6  \n",
       "4                   nationwideclass behaving mad see                  4  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Data Preparation\n",
    "Let's now prepare the data and build the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting into test and train\n",
    "\n",
    "from sklearn.model_selection  import train_test_split\n",
    "train, test = train_test_split(df,test_size=0.2,random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_clean_tweet=[]\n",
    "for tweet in train['clean_tweet_stem']:\n",
    "    train_clean_tweet.append(tweet)\n",
    "\n",
    "test_clean_tweet=[]\n",
    "for tweet in test['clean_tweet_stem']:\n",
    "    test_clean_tweet.append(tweet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Text to numerical vector using Bag of Word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "vectorizer = CountVectorizer(ngram_range=(1,2))\n",
    "\n",
    "train_features = vectorizer.fit_transform(train_clean_tweet)\n",
    "\n",
    "test_features = vectorizer.transform(test_clean_tweet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'almahh': 1046,\n",
       " 'hahaha': 20524,\n",
       " 'yeah': 57300,\n",
       " 'ozzi': 36466,\n",
       " 'said': 42161,\n",
       " 'almahh hahaha': 1047,\n",
       " 'hahaha yeah': 20549,\n",
       " 'yeah ozzi': 57351,\n",
       " 'ozzi said': 36467,\n",
       " 'cant': 6891,\n",
       " 'sleep': 44715,\n",
       " 'cant sleep': 6925,\n",
       " 'realiz': 40337,\n",
       " 'twitter': 52123,\n",
       " 'get': 17868,\n",
       " 'attent': 2798,\n",
       " 'mama': 30051,\n",
       " 'lame': 26602,\n",
       " 'realiz twitter': 40351,\n",
       " 'twitter get': 52178,\n",
       " 'get attent': 17883,\n",
       " 'attent mama': 2802,\n",
       " 'mama hahaha': 30052,\n",
       " 'hahaha lame': 20534,\n",
       " 'mydesir': 33250,\n",
       " 'saw': 42441,\n",
       " 'earlier': 13271,\n",
       " 'darker': 10801,\n",
       " 'sight': 44279,\n",
       " 'sound': 45812,\n",
       " 'subscrib': 47327,\n",
       " 'blog': 5139,\n",
       " 'googl': 19378,\n",
       " 'reader': 40248,\n",
       " 'yummmminesssssss': 57737,\n",
       " 'mydesir saw': 33251,\n",
       " 'saw earlier': 42447,\n",
       " 'earlier darker': 13273,\n",
       " 'darker sight': 10803,\n",
       " 'sight sound': 44282,\n",
       " 'sound subscrib': 45847,\n",
       " 'subscrib blog': 47328,\n",
       " 'blog googl': 5151,\n",
       " 'googl reader': 19389,\n",
       " 'reader yummmminesssssss': 40250,\n",
       " 'wait': 53876,\n",
       " 'pizza': 37791,\n",
       " 'bake': 3685,\n",
       " 'wait pizza': 53944,\n",
       " 'pizza bake': 37794,\n",
       " 'hillssssss': 21903,\n",
       " 'cant wait': 6932,\n",
       " 'wait hillssssss': 53913,\n",
       " 'mieranadhirah': 31400,\n",
       " 'hi': 21781,\n",
       " 'sweeti': 47957,\n",
       " 'also': 1178,\n",
       " 'mieranadhirah hi': 31401,\n",
       " 'hi sweeti': 21811,\n",
       " 'sweeti also': 47958,\n",
       " 'rickmav': 41240,\n",
       " 'still': 46679,\n",
       " 'feel': 15531,\n",
       " 'toss': 51054,\n",
       " 'though': 49625,\n",
       " 'better': 4553,\n",
       " 'yesterday': 57496,\n",
       " 'actual': 275,\n",
       " 'realis': 40317,\n",
       " 'im': 23456,\n",
       " 'woke': 55833,\n",
       " 'sick': 44165,\n",
       " 'still feel': 46710,\n",
       " 'feel toss': 15625,\n",
       " 'toss though': 51055,\n",
       " 'though better': 49632,\n",
       " 'better yesterday': 4621,\n",
       " 'yesterday actual': 57497,\n",
       " 'actual realis': 299,\n",
       " 'realis im': 40323,\n",
       " 'im woke': 23581,\n",
       " 'woke feel': 55840,\n",
       " 'feel sick': 15612,\n",
       " 'doesnt': 12307,\n",
       " 'want': 54134,\n",
       " 'go': 18573,\n",
       " 'work': 56111,\n",
       " 'lol': 28378,\n",
       " 'doesnt want': 12321,\n",
       " 'want go': 54185,\n",
       " 'go work': 18924,\n",
       " 'work lol': 56254,\n",
       " 'deviou': 11735,\n",
       " 'open': 36095,\n",
       " 'thursday': 49852,\n",
       " 'sunday': 47556,\n",
       " 'shop': 43913,\n",
       " 'sat': 42383,\n",
       " 'sun': 47521,\n",
       " 'come': 8940,\n",
       " 'saturday': 42399,\n",
       " 'dont': 12509,\n",
       " 'drunk': 12950,\n",
       " 'deviou open': 11736,\n",
       " 'open thursday': 36120,\n",
       " 'thursday sunday': 49870,\n",
       " 'sunday shop': 47563,\n",
       " 'shop sat': 43935,\n",
       " 'sat sun': 42389,\n",
       " 'sun come': 47530,\n",
       " 'come saturday': 9018,\n",
       " 'saturday dont': 42404,\n",
       " 'dont get': 12520,\n",
       " 'get drunk': 17941,\n",
       " 'drunk lol': 12960,\n",
       " 'marieclr': 30314,\n",
       " 'seriou': 43375,\n",
       " 'marieclr seriou': 30315,\n",
       " 'seriou lol': 43380,\n",
       " 'comp': 9139,\n",
       " 'screw': 42795,\n",
       " 'comp screw': 9142,\n",
       " 'nick': 34389,\n",
       " 'carter': 7135,\n",
       " 'weird': 55008,\n",
       " 'end': 13929,\n",
       " 'nick carter': 34391,\n",
       " 'carter weird': 7143,\n",
       " 'weird end': 55010,\n",
       " 'ah': 647,\n",
       " 'pop': 38400,\n",
       " 'good': 19152,\n",
       " 'ah pop': 666,\n",
       " 'pop good': 38403,\n",
       " 'justg': 25443,\n",
       " 'great': 19855,\n",
       " 'hear': 21255,\n",
       " 'glad': 18447,\n",
       " 'uncl': 52661,\n",
       " 'alright': 1169,\n",
       " 'justg great': 25444,\n",
       " 'great hear': 19890,\n",
       " 'hear glad': 21272,\n",
       " 'glad uncl': 18487,\n",
       " 'uncl alright': 52662,\n",
       " 'comput': 9210,\n",
       " 've': 53386,\n",
       " 'cold': 8575,\n",
       " 'bore': 5508,\n",
       " 'plu': 38120,\n",
       " 'text': 48798,\n",
       " 'peopl': 37128,\n",
       " 'comput ve': 9234,\n",
       " 've cold': 53387,\n",
       " 'cold bore': 8583,\n",
       " 'bore plu': 5538,\n",
       " 'plu text': 38136,\n",
       " 'text peopl': 48809,\n",
       " 'oliviacosmet': 35665,\n",
       " 'ok': 35494,\n",
       " 'might': 31404,\n",
       " 'oliviacosmet ok': 35666,\n",
       " 'ok might': 35529,\n",
       " 'might though': 31435,\n",
       " 'snmp': 45158,\n",
       " 'trap': 51331,\n",
       " 'log': 28356,\n",
       " 'hour': 22629,\n",
       " 'studi': 47159,\n",
       " 'work go': 56199,\n",
       " 'go snmp': 18849,\n",
       " 'snmp trap': 45159,\n",
       " 'trap log': 51334,\n",
       " 'log hour': 28358,\n",
       " 'hour get': 22651,\n",
       " 'get studi': 18128,\n",
       " 'jeffkang': 24727,\n",
       " 'fun': 17360,\n",
       " 'meet': 30968,\n",
       " 'famou': 15251,\n",
       " 'band': 3750,\n",
       " 'jeffkang sound': 24729,\n",
       " 'sound fun': 45828,\n",
       " 'fun meet': 17390,\n",
       " 'meet famou': 30981,\n",
       " 'famou band': 15253,\n",
       " 'canalmerc': 6851,\n",
       " 'long': 28579,\n",
       " 'week': 54871,\n",
       " 'mostli': 32598,\n",
       " 'compani': 9143,\n",
       " 'hong': 22321,\n",
       " 'kong': 26373,\n",
       " 'prove': 39138,\n",
       " 'real': 40281,\n",
       " 'canalmerc long': 6852,\n",
       " 'long week': 28627,\n",
       " 'week mostli': 54922,\n",
       " 'mostli compani': 32599,\n",
       " 'compani hong': 9148,\n",
       " 'hong kong': 22322,\n",
       " 'kong prove': 26374,\n",
       " 'prove real': 39139,\n",
       " 'grimtorn': 20037,\n",
       " 'start': 46376,\n",
       " 'make': 29843,\n",
       " 'religion': 40784,\n",
       " 'fall': 15190,\n",
       " 'asleep': 2626,\n",
       " 'grimtorn start': 20038,\n",
       " 'start make': 46413,\n",
       " 'make religion': 29939,\n",
       " 'religion make': 40786,\n",
       " 'make fall': 29877,\n",
       " 'fall asleep': 15192,\n",
       " 'watch': 54401,\n",
       " 'star': 46331,\n",
       " 'world': 56415,\n",
       " 'watch star': 54542,\n",
       " 'star world': 46345,\n",
       " 'susanstn': 47825,\n",
       " 'susanstn sleep': 47828,\n",
       " 'person': 37268,\n",
       " 'school': 42660,\n",
       " 'need': 33678,\n",
       " 'littl': 28124,\n",
       " 'help': 21564,\n",
       " 'innoc': 23895,\n",
       " 'kid': 25867,\n",
       " 'like': 27580,\n",
       " 'us': 53078,\n",
       " 'person feel': 37273,\n",
       " 'feel school': 15610,\n",
       " 'school need': 42696,\n",
       " 'need littl': 33748,\n",
       " 'littl help': 28146,\n",
       " 'help innoc': 21592,\n",
       " 'innoc kid': 23899,\n",
       " 'kid like': 25888,\n",
       " 'like us': 27866,\n",
       " 'astovidiu': 2717,\n",
       " 'astovidiu good': 2718,\n",
       " 'nap': 33460,\n",
       " 'interrupt': 24115,\n",
       " 'mani': 30175,\n",
       " 'time': 50007,\n",
       " 'today': 50427,\n",
       " 'japanes': 24585,\n",
       " 'rent': 40884,\n",
       " 'nap interrupt': 33470,\n",
       " 'interrupt mani': 24117,\n",
       " 'mani time': 30209,\n",
       " 'time today': 50182,\n",
       " 'today go': 50504,\n",
       " 'go japanes': 18724,\n",
       " 'japanes rent': 24586,\n",
       " 'myk': 33257,\n",
       " 'thank': 48887,\n",
       " 'buddi': 6294,\n",
       " 'high': 21837,\n",
       " 'five': 16221,\n",
       " 'hehe': 21416,\n",
       " 'myk thank': 33258,\n",
       " 'thank buddi': 48911,\n",
       " 'buddi high': 6296,\n",
       " 'high five': 21838,\n",
       " 'five hehe': 16223,\n",
       " 'facebook': 15085,\n",
       " 'fuck': 17269,\n",
       " 'facebook fuck': 15094,\n",
       " 'limbecki': 27917,\n",
       " 'warp': 54349,\n",
       " 'without': 55767,\n",
       " 'sad': 42032,\n",
       " 'limbecki time': 27918,\n",
       " 'time warp': 50197,\n",
       " 'warp without': 54352,\n",
       " 'without sad': 55789,\n",
       " 'siiiiiiick': 44311,\n",
       " 'server': 43420,\n",
       " 'wont': 55979,\n",
       " 'lemm': 27243,\n",
       " 'youtub': 57680,\n",
       " 'sigh': 44262,\n",
       " 'yt': 57716,\n",
       " 'break': 5843,\n",
       " 'idk': 23321,\n",
       " 'siiiiiiick server': 44312,\n",
       " 'server wont': 43427,\n",
       " 'wont lemm': 55989,\n",
       " 'lemm go': 27244,\n",
       " 'go youtub': 18928,\n",
       " 'youtub sigh': 57690,\n",
       " 'sigh might': 44269,\n",
       " 'might yt': 31443,\n",
       " 'yt break': 57717,\n",
       " 'break idk': 5862,\n",
       " 'whatleydud': 55346,\n",
       " 'cheer': 7731,\n",
       " 'whatleydud star': 55347,\n",
       " 'star cheer': 46334,\n",
       " 'kal': 25490,\n",
       " 'penn': 37102,\n",
       " 'miss': 31749,\n",
       " 'show': 44004,\n",
       " 'awesom': 3077,\n",
       " 'shock': 43865,\n",
       " 'kal penn': 25492,\n",
       " 'penn miss': 37110,\n",
       " 'miss show': 31896,\n",
       " 'show awesom': 44009,\n",
       " 'awesom shock': 3120,\n",
       " 'take': 48131,\n",
       " 'hobbit': 22050,\n",
       " 'isengard': 24285,\n",
       " 'http': 22842,\n",
       " 'gd': 17727,\n",
       " 'ya': 57029,\n",
       " 'rum': 41863,\n",
       " 'gone': 19054,\n",
       " 'rabq': 39854,\n",
       " 'funni': 17447,\n",
       " 'music': 33124,\n",
       " 'remix': 40856,\n",
       " 'take hobbit': 48160,\n",
       " 'hobbit isengard': 22051,\n",
       " 'isengard http': 24286,\n",
       " 'http gd': 22864,\n",
       " 'gd ya': 17743,\n",
       " 'ya rum': 57050,\n",
       " 'rum gone': 41865,\n",
       " 'gone http': 19070,\n",
       " 'gd rabq': 17734,\n",
       " 'rabq funni': 39855,\n",
       " 'funni music': 17463,\n",
       " 'music remix': 33148,\n",
       " 'damn': 10597,\n",
       " 'blast': 5046,\n",
       " 'damn blast': 10600,\n",
       " 'blast cold': 5049,\n",
       " 'cynnergi': 10484,\n",
       " 'yep': 57460,\n",
       " 'seem': 43155,\n",
       " 'slowdown': 44973,\n",
       " 'even': 14400,\n",
       " 'around': 2423,\n",
       " 'pm': 38163,\n",
       " 'gmt': 18563,\n",
       " 'cynnergi yep': 10485,\n",
       " 'yep also': 57461,\n",
       " 'also seem': 1212,\n",
       " 'seem get': 43169,\n",
       " 'get real': 18085,\n",
       " 'real slowdown': 40304,\n",
       " 'slowdown even': 44974,\n",
       " 'even around': 14403,\n",
       " 'around pm': 2451,\n",
       " 'pm gmt': 38175,\n",
       " 'uni': 52768,\n",
       " 'play': 37948,\n",
       " 'potc': 38554,\n",
       " 'outsid': 36330,\n",
       " 'free': 16969,\n",
       " 'hotx': 22621,\n",
       " 'bun': 6396,\n",
       " 'lovvv': 29267,\n",
       " 'uni play': 52774,\n",
       " 'play potc': 37997,\n",
       " 'potc outsid': 38555,\n",
       " 'outsid free': 36334,\n",
       " 'free hotx': 16979,\n",
       " 'hotx bun': 22622,\n",
       " 'bun feel': 6397,\n",
       " 'feel lovvv': 15589,\n",
       " 'fellow': 15682,\n",
       " 'philip': 37376,\n",
       " 'glass': 18496,\n",
       " 'lover': 29254,\n",
       " 'seen': 43197,\n",
       " 'concert': 9254,\n",
       " 'miami': 31275,\n",
       " 'next': 34224,\n",
       " 'wed': 54834,\n",
       " 'speak': 45953,\n",
       " 'somewher': 45465,\n",
       " 'bit': 4896,\n",
       " 'ly': 29538,\n",
       " 'bdqx': 3991,\n",
       " 'fellow philip': 15685,\n",
       " 'philip glass': 37377,\n",
       " 'glass lover': 18505,\n",
       " 'lover seen': 29256,\n",
       " 'seen concert': 43204,\n",
       " 'concert miami': 9258,\n",
       " 'miami next': 31278,\n",
       " 'next wed': 34260,\n",
       " 'wed speak': 54843,\n",
       " 'speak somewher': 45968,\n",
       " 'somewher http': 45470,\n",
       " 'http bit': 22850,\n",
       " 'bit ly': 4917,\n",
       " 'ly bdqx': 29539,\n",
       " 'hewi': 21690,\n",
       " 'read': 40175,\n",
       " 'hewi read': 21691,\n",
       " 'read hewi': 40202,\n",
       " 'gonna': 19091,\n",
       " 'hit': 21946,\n",
       " 'gulf': 20234,\n",
       " 'later': 26812,\n",
       " 'onlin': 35980,\n",
       " 'adik': 420,\n",
       " 'gonna hit': 19111,\n",
       " 'hit gulf': 21954,\n",
       " 'gulf later': 20235,\n",
       " 'later hour': 26824,\n",
       " 'hour onlin': 22677,\n",
       " 'onlin adik': 35981,\n",
       " 'orangi': 36186,\n",
       " 'hope': 22356,\n",
       " 'thing': 49281,\n",
       " 'lost': 28852,\n",
       " 'orangi hope': 36187,\n",
       " 'hope thing': 22462,\n",
       " 'thing lost': 49334,\n",
       " 'lost somewher': 28891,\n",
       " 'ditti': 12155,\n",
       " 'look': 28653,\n",
       " 'mine': 31633,\n",
       " 'suck': 47362,\n",
       " 'atleast': 2762,\n",
       " 'home': 22161,\n",
       " 'ditti look': 12156,\n",
       " 'look mine': 28715,\n",
       " 'mine even': 31640,\n",
       " 'even get': 14426,\n",
       " 'get school': 18098,\n",
       " 'school work': 42722,\n",
       " 'work suck': 56335,\n",
       " 'suck atleast': 47364,\n",
       " 'atleast get': 2763,\n",
       " 'get home': 17997,\n",
       " 'home lol': 22203,\n",
       " 'hate': 20970,\n",
       " 'havent': 21075,\n",
       " 'done': 12407,\n",
       " 'much': 32906,\n",
       " 'tri': 51422,\n",
       " 'artist': 2534,\n",
       " 'block': 5126,\n",
       " 'draw': 12756,\n",
       " 'hate work': 21058,\n",
       " 'work havent': 56217,\n",
       " 'havent done': 21077,\n",
       " 'done much': 12441,\n",
       " 'much today': 33012,\n",
       " 'today im': 50526,\n",
       " 'im tri': 23574,\n",
       " 'tri artist': 51424,\n",
       " 'artist block': 2536,\n",
       " 'block cant': 5128,\n",
       " 'cant draw': 6905,\n",
       " 'traffic': 51248,\n",
       " 'hell': 21487,\n",
       " 'athen': 2750,\n",
       " 'quit': 39501,\n",
       " 'job': 24985,\n",
       " 'find': 15936,\n",
       " 'one': 35754,\n",
       " 'closer': 8378,\n",
       " 'traffic hell': 51253,\n",
       " 'hell athen': 21489,\n",
       " 'athen quit': 2751,\n",
       " 'quit job': 39515,\n",
       " 'job find': 24997,\n",
       " 'find one': 15984,\n",
       " 'one closer': 35789,\n",
       " 'closer home': 8381,\n",
       " 'italian': 24345,\n",
       " 'lesson': 27306,\n",
       " 'italian lesson': 24349,\n",
       " 'lesson bore': 27307,\n",
       " 'rashmid': 40080,\n",
       " 'congratul': 9335,\n",
       " 'tht': 49825,\n",
       " 'lot': 28904,\n",
       " 'happi': 20776,\n",
       " 'rashmid congratul': 40081,\n",
       " 'congratul tht': 9344,\n",
       " 'tht make': 49826,\n",
       " 'make lot': 29910,\n",
       " 'lot us': 28956,\n",
       " 'us happi': 53100,\n",
       " 'sexysubkayle': 43529,\n",
       " 'oh': 35308,\n",
       " 'stellar': 46567,\n",
       " 'nite': 34696,\n",
       " 'gurl': 20256,\n",
       " 'havin': 21088,\n",
       " 'amaz': 1323,\n",
       " 'shift': 43747,\n",
       " 'btw': 6235,\n",
       " 'ur': 53003,\n",
       " 'welcom': 55030,\n",
       " 'sexysubkayle oh': 43532,\n",
       " 'oh stellar': 35415,\n",
       " 'stellar nite': 46569,\n",
       " 'nite gurl': 34704,\n",
       " 'gurl havin': 20260,\n",
       " 'havin amaz': 21089,\n",
       " 'amaz shift': 1351,\n",
       " 'shift gurl': 43748,\n",
       " 'gurl btw': 20258,\n",
       " 'btw ur': 6255,\n",
       " 'ur welcom': 53050,\n",
       " 'hhh': 21772,\n",
       " 'stay': 46511,\n",
       " 'right': 41285,\n",
       " 'someon': 45332,\n",
       " 'wreck': 56696,\n",
       " 'hhh time': 21773,\n",
       " 'time like': 50102,\n",
       " 'like want': 27871,\n",
       " 'want thing': 54289,\n",
       " 'thing stay': 49370,\n",
       " 'stay right': 46537,\n",
       " 'right someon': 41336,\n",
       " 'someon come': 45339,\n",
       " 'come wreck': 9050,\n",
       " 'sisterpatterson': 44523,\n",
       " 'ate': 2728,\n",
       " 'raw': 40124,\n",
       " 'cooki': 9519,\n",
       " 'dough': 12638,\n",
       " 'tub': 51724,\n",
       " 'bed': 4131,\n",
       " 'must': 33180,\n",
       " 'kindr': 26012,\n",
       " 'spirit': 46097,\n",
       " 'sisterpatterson ate': 44524,\n",
       " 'ate raw': 2740,\n",
       " 'raw cooki': 40126,\n",
       " 'cooki dough': 9523,\n",
       " 'dough tub': 12639,\n",
       " 'tub bed': 51725,\n",
       " 'bed must': 4177,\n",
       " 'must kindr': 33203,\n",
       " 'kindr spirit': 26013,\n",
       " 'final': 15857,\n",
       " 'final bed': 15864,\n",
       " 'spot': 46155,\n",
       " 'plurk': 38148,\n",
       " 'com': 8698,\n",
       " 'zp': 57865,\n",
       " 'hate spot': 21040,\n",
       " 'spot http': 46156,\n",
       " 'http plurk': 22882,\n",
       " 'plurk com': 38149,\n",
       " 'com zp': 8925,\n",
       " 'kikivald': 25914,\n",
       " 'never': 33953,\n",
       " 'worri': 56473,\n",
       " 'other': 36268,\n",
       " 'think': 49392,\n",
       " 'okay': 35560,\n",
       " 'kikivald never': 25915,\n",
       " 'never worri': 34008,\n",
       " 'worri other': 56484,\n",
       " 'other think': 36273,\n",
       " 'think okay': 49493,\n",
       " 'drop': 12919,\n",
       " 'suffer': 47426,\n",
       " 'ipod': 24219,\n",
       " 'year': 57383,\n",
       " 'origin': 36231,\n",
       " 'mini': 31654,\n",
       " 'gonner': 19145,\n",
       " 'drop long': 12926,\n",
       " 'long suffer': 28622,\n",
       " 'suffer ipod': 47430,\n",
       " 'ipod year': 24232,\n",
       " 'year origin': 57416,\n",
       " 'origin ipod': 36235,\n",
       " 'ipod mini': 24229,\n",
       " 'mini gonner': 31656,\n",
       " 'hzell': 23173,\n",
       " 'luck': 29379,\n",
       " 'hzell good': 23174,\n",
       " 'good luck': 19245,\n",
       " 'boat': 5295,\n",
       " 'coldengrey': 8633,\n",
       " 'greet': 20006,\n",
       " 'canadian': 6845,\n",
       " 'friend': 17093,\n",
       " 'coldengrey greet': 8634,\n",
       " 'greet canadian': 20008,\n",
       " 'canadian friend': 6846,\n",
       " 'upset': 52978,\n",
       " 'chat': 7626,\n",
       " 'quiz': 39534,\n",
       " 'internet': 24072,\n",
       " 'ceas': 7347,\n",
       " 'upset miss': 52983,\n",
       " 'miss chat': 31783,\n",
       " 'chat quiz': 7643,\n",
       " 'quiz onlin': 39537,\n",
       " 'onlin free': 35989,\n",
       " 'free internet': 16981,\n",
       " 'internet ceas': 24077,\n",
       " 'day': 10940,\n",
       " 'busi': 6474,\n",
       " 'head': 21145,\n",
       " 'hurt': 23093,\n",
       " 'annnd': 1845,\n",
       " 'tomorrow': 50747,\n",
       " 'woe': 55823,\n",
       " 'day busi': 10975,\n",
       " 'busi head': 6484,\n",
       " 'head hurt': 21167,\n",
       " 'hurt think': 23128,\n",
       " 'think much': 49486,\n",
       " 'much annnd': 32911,\n",
       " 'annnd tomorrow': 1846,\n",
       " 'tomorrow woe': 50829,\n",
       " 'night': 34442,\n",
       " 'tweeti': 52024,\n",
       " 'see': 42968,\n",
       " 'night tweeti': 34578,\n",
       " 'tweeti see': 52028,\n",
       " 'see tomorrow': 43123,\n",
       " 'caught': 7270,\n",
       " 'daddi': 10530,\n",
       " 'trip': 51559,\n",
       " 'would': 56546,\n",
       " 'ruin': 41846,\n",
       " 'think get': 49452,\n",
       " 'get cold': 17916,\n",
       " 'cold caught': 8587,\n",
       " 'caught daddi': 7272,\n",
       " 'daddi oh': 10535,\n",
       " 'oh trip': 35426,\n",
       " 'trip would': 51582,\n",
       " 'would ruin': 56615,\n",
       " 'say': 42489,\n",
       " 'ayaw': 3229,\n",
       " 'magload': 29773,\n",
       " 'ng': 34267,\n",
       " 'pet': 37304,\n",
       " 'societi': 45227,\n",
       " 'haymsad': 21119,\n",
       " 'stupid': 47260,\n",
       " 'offic': 35226,\n",
       " 'say ayaw': 42494,\n",
       " 'ayaw magload': 3230,\n",
       " 'magload ng': 29774,\n",
       " 'ng pet': 34277,\n",
       " 'pet societi': 37308,\n",
       " 'societi haymsad': 45231,\n",
       " 'haymsad stupid': 21120,\n",
       " 'stupid offic': 47281,\n",
       " 'offic comput': 35232,\n",
       " 'comput http': 9219,\n",
       " 'touch': 51112,\n",
       " 'tendenc': 48679,\n",
       " 'pick': 37569,\n",
       " 'jacki': 24473,\n",
       " 'cheung': 7794,\n",
       " 'song': 45491,\n",
       " 'everi': 14537,\n",
       " 'shuffl': 44137,\n",
       " 'ipod touch': 24230,\n",
       " 'touch tendenc': 51119,\n",
       " 'tendenc pick': 48680,\n",
       " 'pick jacki': 37575,\n",
       " 'jacki cheung': 24474,\n",
       " 'cheung song': 7795,\n",
       " 'song everi': 45503,\n",
       " 'everi time': 14555,\n",
       " 'time say': 50150,\n",
       " 'say shuffl': 42548,\n",
       " 'jonathanrknight': 25164,\n",
       " 'hey': 21692,\n",
       " 'jon': 25138,\n",
       " 'love': 28997,\n",
       " 'understand': 52688,\n",
       " 'count': 9796,\n",
       " 'jonathanrknight hey': 25181,\n",
       " 'hey jon': 21728,\n",
       " 'jon love': 25147,\n",
       " 'love ya': 29238,\n",
       " 'ya understand': 57056,\n",
       " 'understand count': 52693,\n",
       " 'realpaulrudd': 40492,\n",
       " 'nice': 34289,\n",
       " 'interview': 24120,\n",
       " 'letterman': 27381,\n",
       " 'charm': 7606,\n",
       " 'sens': 43304,\n",
       " 'humor': 23018,\n",
       " 'realpaulrudd nice': 40493,\n",
       " 'nice interview': 34319,\n",
       " 'interview letterman': 24131,\n",
       " 'letterman love': 27382,\n",
       " 'love person': 29150,\n",
       " 'person charm': 37272,\n",
       " 'charm sens': 7609,\n",
       " 'sens humor': 43306,\n",
       " 'janiceros': 24565,\n",
       " 'know': 26169,\n",
       " 'best': 4439,\n",
       " 'janiceros know': 24566,\n",
       " 'know best': 26180,\n",
       " 'best one': 4478,\n",
       " 'gblock': 17721,\n",
       " 'gblock love': 17722,\n",
       " 'found': 16781,\n",
       " 'madden': 29675,\n",
       " 'well': 55055,\n",
       " 'old': 35593,\n",
       " 'new': 34011,\n",
       " 'found madden': 16805,\n",
       " 'madden oh': 29676,\n",
       " 'oh well': 35435,\n",
       " 'well say': 55148,\n",
       " 'say old': 42535,\n",
       " 'old new': 35626,\n",
       " 'guess': 20158,\n",
       " 'dad': 10514,\n",
       " 'pregnant': 38679,\n",
       " 'nah': 33348,\n",
       " 'doctor': 12272,\n",
       " 'give': 18377,\n",
       " 'epidur': 14194,\n",
       " 'chronic': 8054,\n",
       " 'back': 3345,\n",
       " 'pain': 36568,\n",
       " 'guess dad': 20166,\n",
       " 'dad pregnant': 10524,\n",
       " 'pregnant lol': 38680,\n",
       " 'lol nah': 28454,\n",
       " 'nah doctor': 33353,\n",
       " 'doctor give': 12280,\n",
       " 'give epidur': 18390,\n",
       " 'epidur chronic': 14195,\n",
       " 'chronic back': 8055,\n",
       " 'back pain': 3453,\n",
       " 'pain though': 36594,\n",
       " 'aaaaaaaaaah': 4,\n",
       " 'least': 27050,\n",
       " 'sunni': 47575,\n",
       " 'aaaaaaaaaah still': 5,\n",
       " 'still cold': 46695,\n",
       " 'cold outsid': 8613,\n",
       " 'outsid least': 36341,\n",
       " 'least sunni': 27071,\n",
       " 'david': 10906,\n",
       " 'henri': 21634,\n",
       " 'dtmafiaoffici': 12994,\n",
       " 'exist': 14884,\n",
       " 'ju': 25352,\n",
       " 'dtmafia': 12992,\n",
       " 'dun': 13099,\n",
       " 'followin': 16542,\n",
       " 'wht': 55466,\n",
       " 'david henri': 10910,\n",
       " 'henri cant': 21635,\n",
       " 'cant find': 6911,\n",
       " 'find say': 15996,\n",
       " 'say dtmafiaoffici': 42504,\n",
       " 'dtmafiaoffici doesnt': 12995,\n",
       " 'doesnt exist': 12310,\n",
       " 'exist ju': 14890,\n",
       " 'ju dtmafia': 25353,\n",
       " 'dtmafia found': 12993,\n",
       " 'found dun': 16789,\n",
       " 'dun seem': 13103,\n",
       " 'seem followin': 43168,\n",
       " 'followin wht': 16543,\n",
       " 'joke': 25120,\n",
       " 'punch': 39235,\n",
       " 'line': 27950,\n",
       " 'love joke': 29107,\n",
       " 'joke punch': 25125,\n",
       " 'punch line': 39238,\n",
       " 'mavisfipp': 30615,\n",
       " 'mavisfipp take': 30616,\n",
       " 'take look': 48169,\n",
       " 'gotta': 19680,\n",
       " 'stop': 46893,\n",
       " 'turn': 51814,\n",
       " 'homework': 22273,\n",
       " 'late': 26760,\n",
       " 'gettin': 18200,\n",
       " 'inform': 23858,\n",
       " 'system': 48050,\n",
       " 'wasnt': 54373,\n",
       " 'assig': 2682,\n",
       " 'gotta stop': 19703,\n",
       " 'stop turn': 46932,\n",
       " 'turn homework': 51832,\n",
       " 'homework late': 22281,\n",
       " 'late would': 26811,\n",
       " 'would gettin': 56571,\n",
       " 'gettin inform': 18203,\n",
       " 'inform system': 23861,\n",
       " 'system wasnt': 48061,\n",
       " 'wasnt late': 54376,\n",
       " 'late assig': 26763,\n",
       " 'arfanchaudhri': 2352,\n",
       " 'candl': 6868,\n",
       " 'ment': 31133,\n",
       " 'specif': 45999,\n",
       " 'gender': 17795,\n",
       " 'tell': 48603,\n",
       " 'life': 27479,\n",
       " 'matter': 30555,\n",
       " 'arfanchaudhri candl': 2353,\n",
       " 'candl ment': 6869,\n",
       " 'ment specif': 31135,\n",
       " 'specif gender': 46000,\n",
       " 'gender im': 17796,\n",
       " 'im tell': 23569,\n",
       " 'tell gotta': 48620,\n",
       " 'gotta open': 19696,\n",
       " 'open thing': 36119,\n",
       " 'thing life': 49331,\n",
       " 'life matter': 27523,\n",
       " 'last': 26714,\n",
       " 'tweet': 51913,\n",
       " 'retweet': 41126,\n",
       " 'mauimichael': 30608,\n",
       " 'got': 19454,\n",
       " 'name': 33396,\n",
       " 'tie': 49931,\n",
       " 'word': 56061,\n",
       " 'mad': 29652,\n",
       " 'okay last': 35569,\n",
       " 'last tweet': 26749,\n",
       " 'tweet retweet': 51977,\n",
       " 'retweet mauimichael': 41129,\n",
       " 'mauimichael got': 30609,\n",
       " 'got name': 19573,\n",
       " 'name tie': 33431,\n",
       " 'tie word': 49933,\n",
       " 'word mad': 56077,\n",
       " 'mad time': 29667,\n",
       " 'time go': 50078,\n",
       " 'go bed': 18601,\n",
       " 'bed night': 4180,\n",
       " 'rest': 41046,\n",
       " 'mark': 30338,\n",
       " 'braunstein': 5827,\n",
       " 'true': 51642,\n",
       " 'use': 53148,\n",
       " 'quot': 39542,\n",
       " 'mention': 31138,\n",
       " 'mark braunstein': 30340,\n",
       " 'braunstein true': 5828,\n",
       " 'true use': 51664,\n",
       " 'use quot': 53204,\n",
       " 'quot mention': 39701,\n",
       " 'mention quot': 31146,\n",
       " 'shannamoakl': 43609,\n",
       " 'afraid': 533,\n",
       " 'fli': 16295,\n",
       " 'usual': 53256,\n",
       " 'ativan': 2755,\n",
       " 'valium': 53333,\n",
       " 'mayb': 30690,\n",
       " 'ambien': 1390,\n",
       " 'shannamoakl afraid': 43610,\n",
       " 'afraid fli': 534,\n",
       " 'fli usual': 16307,\n",
       " 'usual pop': 53269,\n",
       " 'pop ativan': 38401,\n",
       " 'ativan valium': 2756,\n",
       " 'valium mayb': 53334,\n",
       " 'mayb ambien': 30695,\n",
       " 'ambien work': 1391,\n",
       " 'work ok': 56282,\n",
       " 'check': 7670,\n",
       " 'user': 53240,\n",
       " 'timelin': 50217,\n",
       " 'blackberri': 4995,\n",
       " 'twank': 51900,\n",
       " 'happen': 20744,\n",
       " 'ppl': 38598,\n",
       " 'prob': 38895,\n",
       " 'bg': 4656,\n",
       " 'uid': 52565,\n",
       " 'check user': 7713,\n",
       " 'user timelin': 53249,\n",
       " 'timelin blackberri': 50218,\n",
       " 'blackberri look': 4999,\n",
       " 'look like': 28708,\n",
       " 'like twank': 27859,\n",
       " 'twank still': 51901,\n",
       " 'still happen': 46725,\n",
       " 'happen ppl': 20762,\n",
       " 'ppl still': 38605,\n",
       " 'still prob': 46767,\n",
       " 'prob bg': 38897,\n",
       " 'bg uid': 4658,\n",
       " 'hack': 20405,\n",
       " 'account': 183,\n",
       " 'aim': 781,\n",
       " 'hack account': 20406,\n",
       " 'account aim': 184,\n",
       " 'aim make': 783,\n",
       " 'make new': 29928,\n",
       " 'new one': 34112,\n",
       " 'listen': 28060,\n",
       " 'mr': 32771,\n",
       " 'moyl': 32741,\n",
       " 'team': 48499,\n",
       " 'xx': 57003,\n",
       " 'men': 31111,\n",
       " 'waistcoat': 53875,\n",
       " 'listen mr': 28086,\n",
       " 'mr moyl': 32779,\n",
       " 'moyl team': 32742,\n",
       " 'team xx': 48514,\n",
       " 'xx like': 57004,\n",
       " 'like men': 27733,\n",
       " 'men waistcoat': 31125,\n",
       " 'louisgagliardi': 28983,\n",
       " 'shiiit': 43757,\n",
       " 'douch': 12636,\n",
       " 'bag': 3649,\n",
       " 'thx': 49881,\n",
       " 'tip': 50273,\n",
       " 'anyway': 2098,\n",
       " 'appreci': 2270,\n",
       " 'differ': 11891,\n",
       " 'louisgagliardi hahaha': 28984,\n",
       " 'hahaha shiiit': 20542,\n",
       " 'shiiit dont': 43758,\n",
       " 'dont feel': 12519,\n",
       " 'feel like': 15583,\n",
       " 'like douch': 27646,\n",
       " 'douch bag': 12637,\n",
       " 'bag hehe': 3658,\n",
       " 'hehe thx': 21434,\n",
       " 'thx tip': 49886,\n",
       " 'tip anyway': 50274,\n",
       " 'anyway much': 2109,\n",
       " 'much appreci': 32912,\n",
       " 'appreci im': 2277,\n",
       " 'im glad': 23492,\n",
       " 'glad differ': 18457,\n",
       " 'evilunicorn': 14688,\n",
       " 'lt': 29306,\n",
       " 'evilunicorn lt': 14690,\n",
       " 'gym': 20351,\n",
       " 'know feel': 26219,\n",
       " 'feel trip': 15626,\n",
       " 'trip gym': 51566,\n",
       " 'gym help': 20356,\n",
       " 'dynoisthenam': 13192,\n",
       " 'haha': 20419,\n",
       " 'two': 52350,\n",
       " 'kill': 25918,\n",
       " 'dynoisthenam haha': 13193,\n",
       " 'haha better': 20421,\n",
       " 'better watch': 4618,\n",
       " 'watch two': 54560,\n",
       " 'two might': 52371,\n",
       " 'might actual': 31405,\n",
       " 'actual kill': 289,\n",
       " 'rawr': 40133,\n",
       " 'boredd': 5563,\n",
       " 'brain': 5770,\n",
       " 'rawr boredd': 40135,\n",
       " 'boredd brain': 5564,\n",
       " 'jemcam': 24750,\n",
       " 'noth': 34921,\n",
       " 'russbak': 41949,\n",
       " 'hang': 20697,\n",
       " 'easter': 13339,\n",
       " 'plan': 37875,\n",
       " 'jemcam thursday': 24751,\n",
       " 'thursday noth': 49864,\n",
       " 'noth russbak': 34941,\n",
       " 'russbak work': 41950,\n",
       " 'work though': 56343,\n",
       " 'though still': 49671,\n",
       " 'still hang': 46724,\n",
       " 'hang though': 20714,\n",
       " 'though easter': 49640,\n",
       " 'easter plan': 13352,\n",
       " 'favourit': 15444,\n",
       " 'charact': 7565,\n",
       " 'dawww': 10939,\n",
       " 'kill one': 25937,\n",
       " 'one favourit': 35811,\n",
       " 'favourit charact': 15446,\n",
       " 'charact dawww': 7568,\n",
       " 'stomach': 46870,\n",
       " 'ach': 217,\n",
       " 'stomach ach': 46871,\n",
       " ...}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total unique words: 57890\n",
      "Type of train_features: <class 'scipy.sparse.csr.csr_matrix'>\n",
      "Shape of input data (8000, 57890)\n"
     ]
    }
   ],
   "source": [
    "print(\"Total unique words:\", len(vectorizer.vocabulary_))\n",
    "\n",
    "print(\"Type of train_features:\", type(train_features))\n",
    "\n",
    "print(\"Shape of input data\", train_features.shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Model Building and Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "Classifiers = [LogisticRegression()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "dense_features = train_features.toarray()\n",
    "\n",
    "dense_test = test_features.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                            | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogisticRegression\n",
      "Accuracy of LogisticRegression is 0.727\n",
      "[[717 251]\n",
      " [295 737]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████| 1/1 [01:05<00:00, 65.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.74      0.72       968\n",
      "           4       0.75      0.71      0.73      1032\n",
      "\n",
      "    accuracy                           0.73      2000\n",
      "   macro avg       0.73      0.73      0.73      2000\n",
      "weighted avg       0.73      0.73      0.73      2000\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "for classifier in tqdm(Classifiers):\n",
    "    fit = classifier.fit(dense_features,train['target'])\n",
    "    pred = fit.predict(dense_test)\n",
    "    accuracy = metrics.accuracy_score(pred,test['target'])\n",
    "    print(classifier.__class__.__name__)\n",
    "    print('Accuracy of '+classifier.__class__.__name__+' is '+str(accuracy))\n",
    "    con_metric=metrics.confusion_matrix(pred,test['target'])\n",
    "    print(con_metric)\n",
    "    sns.heatmap(con_metric, annot=True, fmt='d')\n",
    "    plt.title(\"Confusion Matrix\")\n",
    "    plt.show()\n",
    "    print(metrics.classification_report(pred,test['target']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[717, 251],\n",
       "       [295, 737]], dtype=int64)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_metric = metrics.confusion_matrix(pred,test['target'])\n",
    "con_metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(con_metric, annot=True, fmt='d')\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.74      0.72       968\n",
      "           4       0.75      0.71      0.73      1032\n",
      "\n",
      "    accuracy                           0.73      2000\n",
      "   macro avg       0.73      0.73      0.73      2000\n",
      "weighted avg       0.73      0.73      0.73      2000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(metrics.classification_report(pred,test['target']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving the Model and Vectorizer in Pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dense_features = train_features.toarray()\n",
    "\n",
    "model = LogisticRegression()\n",
    "\n",
    "model.fit(dense_features,train['target'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pickle import dump\n",
    "dump(vectorizer, open('countvectorizer.pkl', 'wb'))\n",
    "dump(model, open('logit_model.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from pickle import load\n",
    "from googletrans import Translator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(raw_tweet):\n",
    "    # Removing special characters and digits\n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \",raw_tweet)\n",
    "    \n",
    "    # change sentence to lower case\n",
    "    letters_only = letters_only.lower()\n",
    "\n",
    "    # tokenize into words\n",
    "    words = letters_only.split()\n",
    "    \n",
    "    # remove stop words                \n",
    "    words = [w for w in words if not w in stopwords.words(\"english\")]\n",
    "    \n",
    "    # Stemming\n",
    "    stemmer = PorterStemmer()\n",
    "    words = [stemmer.stem(word) for word in words]\n",
    "    \n",
    "    clean_sent = \" \".join(words)\n",
    "    \n",
    "    return clean_sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(tweet):\n",
    "    \n",
    "    # Loading pretrained CountVectorizer from pickle file\n",
    "    vectorizer = load(open('countvectorizer.pkl', 'rb'))\n",
    "    \n",
    "    # Loading pretrained logistic classifier from pickle file\n",
    "    classifier = load(open('logit_model.pkl', 'rb'))\n",
    "    \n",
    "    # Preprocessing the tweet\n",
    "    clean_tweet = preprocess(tweet)\n",
    "    \n",
    "    # Converting text to numerical vector\n",
    "    clean_tweet_encoded = vectorizer.transform([clean_tweet])\n",
    "    \n",
    "    # Converting sparse matrix to dense matrix\n",
    "    tweet_input = clean_tweet_encoded.toarray()\n",
    "    \n",
    "    # Prediction\n",
    "    prediction = classifier.predict(tweet_input)\n",
    "    pred_prob = classifier.predict_proba(tweet_input)\n",
    "\n",
    "          \n",
    "    if(prediction == 0):\n",
    "        print(\"Negative Sentiment\",round(float(pred_prob[0][0])*100))\n",
    "    else:\n",
    "        print(\"Positive Sentiment\",round(float(pred_prob[0][1])*100))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label(tweet):\n",
    "    translator = Translator()\n",
    "    regex = re.compile('[@_!#$%^&*()<>?/\\|}{~:]') \n",
    "    english=0\n",
    "    hindi=0\n",
    "    c=\"+ univ\"\n",
    "    if(regex.search(tweet) == None):\n",
    "        c=\"\"\n",
    "    l=tweet.split();\n",
    "\n",
    "    for i in l:\n",
    "        t=(translator.translate(i))\n",
    "        if str(t.src)=='en':\n",
    "            english=1\n",
    "        elif t.src=='hi':\n",
    "            hindi=1\n",
    "        else:\n",
    "            english=1\n",
    "\n",
    "    if english==1 and hindi==1:\n",
    "        c=\"Mixed\"+c\n",
    "    elif english==0 and hindi==1:\n",
    "        c=\"Hindi\"+c\n",
    "    elif english==1 and hindi==0:\n",
    "        c=\"English\"+c\n",
    "\n",
    "    print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert(tweet):\n",
    "    translator = Translator()\n",
    "    t=(translator.translate(tweet))\n",
    "    return t.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet = input(\"Enter a tweet to check its sentiment: \")\n",
    "label(tweet)\n",
    "new_tweet=convert(tweet)\n",
    "predict(new_tweet)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}