IBM312-FInal.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aea08069",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6ae04f8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>Date</th>\n",
       "      <th>Label</th>\n",
       "      <th>Top1</th>\n",
       "      <th>Top2</th>\n",
       "      <th>Top3</th>\n",
       "      <th>Top4</th>\n",
       "      <th>Top5</th>\n",
       "      <th>Top6</th>\n",
       "      <th>Top7</th>\n",
       "      <th>Top8</th>\n",
       "      <th>...</th>\n",
       "      <th>Top16</th>\n",
       "      <th>Top17</th>\n",
       "      <th>Top18</th>\n",
       "      <th>Top19</th>\n",
       "      <th>Top20</th>\n",
       "      <th>Top21</th>\n",
       "      <th>Top22</th>\n",
       "      <th>Top23</th>\n",
       "      <th>Top24</th>\n",
       "      <th>Top25</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008-08-08</td>\n",
       "      <td>0</td>\n",
       "      <td>b\"Georgia 'downs two Russian warplanes' as cou...</td>\n",
       "      <td>b'BREAKING: Musharraf to be impeached.'</td>\n",
       "      <td>b'Russia Today: Columns of troops roll into So...</td>\n",
       "      <td>b'Russian tanks are moving towards the capital...</td>\n",
       "      <td>b\"Afghan children raped with 'impunity,' U.N. ...</td>\n",
       "      <td>b'150 Russian tanks have entered South Ossetia...</td>\n",
       "      <td>b\"Breaking: Georgia invades South Ossetia, Rus...</td>\n",
       "      <td>b\"The 'enemy combatent' trials are nothing but...</td>\n",
       "      <td>...</td>\n",
       "      <td>b'Georgia Invades South Ossetia - if Russia ge...</td>\n",
       "      <td>b'Al-Qaeda Faces Islamist Backlash'</td>\n",
       "      <td>b'Condoleezza Rice: \"The US would not act to p...</td>\n",
       "      <td>b'This is a busy day:  The European Union has ...</td>\n",
       "      <td>b\"Georgia will withdraw 1,000 soldiers from Ir...</td>\n",
       "      <td>b'Why the Pentagon Thinks Attacking Iran is a ...</td>\n",
       "      <td>b'Caucasus in crisis: Georgia invades South Os...</td>\n",
       "      <td>b'Indian shoe manufactory  - And again in a se...</td>\n",
       "      <td>b'Visitors Suffering from Mental Illnesses Ban...</td>\n",
       "      <td>b\"No Help for Mexico's Kidnapping Surge\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008-08-11</td>\n",
       "      <td>1</td>\n",
       "      <td>b'Why wont America and Nato help us? If they w...</td>\n",
       "      <td>b'Bush puts foot down on Georgian conflict'</td>\n",
       "      <td>b\"Jewish Georgian minister: Thanks to Israeli ...</td>\n",
       "      <td>b'Georgian army flees in disarray as Russians ...</td>\n",
       "      <td>b\"Olympic opening ceremony fireworks 'faked'\"</td>\n",
       "      <td>b'What were the Mossad with fraudulent New Zea...</td>\n",
       "      <td>b'Russia angered by Israeli military sale to G...</td>\n",
       "      <td>b'An American citizen living in S.Ossetia blam...</td>\n",
       "      <td>...</td>\n",
       "      <td>b'Israel and the US behind the Georgian aggres...</td>\n",
       "      <td>b'\"Do not believe TV, neither Russian nor Geor...</td>\n",
       "      <td>b'Riots are still going on in Montreal (Canada...</td>\n",
       "      <td>b'China to overtake US as largest manufacturer'</td>\n",
       "      <td>b'War in South Ossetia [PICS]'</td>\n",
       "      <td>b'Israeli Physicians Group Condemns State Tort...</td>\n",
       "      <td>b' Russia has just beaten the United States ov...</td>\n",
       "      <td>b'Perhaps *the* question about the Georgia - R...</td>\n",
       "      <td>b'Russia is so much better at war'</td>\n",
       "      <td>b\"So this is what it's come to: trading sex fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008-08-12</td>\n",
       "      <td>0</td>\n",
       "      <td>b'Remember that adorable 9-year-old who sang a...</td>\n",
       "      <td>b\"Russia 'ends Georgia operation'\"</td>\n",
       "      <td>b'\"If we had no sexual harassment we would hav...</td>\n",
       "      <td>b\"Al-Qa'eda is losing support in Iraq because ...</td>\n",
       "      <td>b'Ceasefire in Georgia: Putin Outmaneuvers the...</td>\n",
       "      <td>b'Why Microsoft and Intel tried to kill the XO...</td>\n",
       "      <td>b'Stratfor: The Russo-Georgian War and the Bal...</td>\n",
       "      <td>b\"I'm Trying to Get a Sense of This Whole Geor...</td>\n",
       "      <td>...</td>\n",
       "      <td>b'U.S. troops still in Georgia (did you know t...</td>\n",
       "      <td>b'Why Russias response to Georgia was right'</td>\n",
       "      <td>b'Gorbachev accuses U.S. of making a \"serious ...</td>\n",
       "      <td>b'Russia, Georgia, and NATO: Cold War Two'</td>\n",
       "      <td>b'Remember that adorable 62-year-old who led y...</td>\n",
       "      <td>b'War in Georgia: The Israeli connection'</td>\n",
       "      <td>b'All signs point to the US encouraging Georgi...</td>\n",
       "      <td>b'Christopher King argues that the US and NATO...</td>\n",
       "      <td>b'America: The New Mexico?'</td>\n",
       "      <td>b\"BBC NEWS | Asia-Pacific | Extinction 'by man...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008-08-13</td>\n",
       "      <td>0</td>\n",
       "      <td>b' U.S. refuses Israel weapons to attack Iran:...</td>\n",
       "      <td>b\"When the president ordered to attack Tskhinv...</td>\n",
       "      <td>b' Israel clears troops who killed Reuters cam...</td>\n",
       "      <td>b'Britain\\'s policy of being tough on drugs is...</td>\n",
       "      <td>b'Body of 14 year old found in trunk; Latest (...</td>\n",
       "      <td>b'China has moved 10 *million* quake survivors...</td>\n",
       "      <td>b\"Bush announces Operation Get All Up In Russi...</td>\n",
       "      <td>b'Russian forces sink Georgian ships '</td>\n",
       "      <td>...</td>\n",
       "      <td>b'Elephants extinct by 2020?'</td>\n",
       "      <td>b'US humanitarian missions soon in Georgia - i...</td>\n",
       "      <td>b\"Georgia's DDOS came from US sources\"</td>\n",
       "      <td>b'Russian convoy heads into Georgia, violating...</td>\n",
       "      <td>b'Israeli defence minister: US against strike ...</td>\n",
       "      <td>b'Gorbachev: We Had No Choice'</td>\n",
       "      <td>b'Witness: Russian forces head towards Tbilisi...</td>\n",
       "      <td>b' Quarter of Russians blame U.S. for conflict...</td>\n",
       "      <td>b'Georgian president  says US military will ta...</td>\n",
       "      <td>b'2006: Nobel laureate Aleksander Solzhenitsyn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008-08-14</td>\n",
       "      <td>1</td>\n",
       "      <td>b'All the experts admit that we should legalis...</td>\n",
       "      <td>b'War in South Osetia - 89 pictures made by a ...</td>\n",
       "      <td>b'Swedish wrestler Ara Abrahamian throws away ...</td>\n",
       "      <td>b'Russia exaggerated the death toll in South O...</td>\n",
       "      <td>b'Missile That Killed 9 Inside Pakistan May Ha...</td>\n",
       "      <td>b\"Rushdie Condemns Random House's Refusal to P...</td>\n",
       "      <td>b'Poland and US agree to missle defense deal. ...</td>\n",
       "      <td>b'Will the Russians conquer Tblisi? Bet on it,...</td>\n",
       "      <td>...</td>\n",
       "      <td>b'Bank analyst forecast Georgian crisis 2 days...</td>\n",
       "      <td>b\"Georgia confict could set back Russia's US r...</td>\n",
       "      <td>b'War in the Caucasus is as much the product o...</td>\n",
       "      <td>b'\"Non-media\" photos of South Ossetia/Georgia ...</td>\n",
       "      <td>b'Georgian TV reporter shot by Russian sniper ...</td>\n",
       "      <td>b'Saudi Arabia: Mother moves to block child ma...</td>\n",
       "      <td>b'Taliban wages war on humanitarian aid workers'</td>\n",
       "      <td>b'Russia: World  \"can forget about\" Georgia\\'s...</td>\n",
       "      <td>b'Darfur rebels accuse Sudan of mounting major...</td>\n",
       "      <td>b'Philippines : Peace Advocate say Muslims nee...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Label                                               Top1  \\\n",
       "0  2008-08-08      0  b\"Georgia 'downs two Russian warplanes' as cou...   \n",
       "1  2008-08-11      1  b'Why wont America and Nato help us? If they w...   \n",
       "2  2008-08-12      0  b'Remember that adorable 9-year-old who sang a...   \n",
       "3  2008-08-13      0  b' U.S. refuses Israel weapons to attack Iran:...   \n",
       "4  2008-08-14      1  b'All the experts admit that we should legalis...   \n",
       "\n",
       "                                                Top2  \\\n",
       "0            b'BREAKING: Musharraf to be impeached.'   \n",
       "1        b'Bush puts foot down on Georgian conflict'   \n",
       "2                 b\"Russia 'ends Georgia operation'\"   \n",
       "3  b\"When the president ordered to attack Tskhinv...   \n",
       "4  b'War in South Osetia - 89 pictures made by a ...   \n",
       "\n",
       "                                                Top3  \\\n",
       "0  b'Russia Today: Columns of troops roll into So...   \n",
       "1  b\"Jewish Georgian minister: Thanks to Israeli ...   \n",
       "2  b'\"If we had no sexual harassment we would hav...   \n",
       "3  b' Israel clears troops who killed Reuters cam...   \n",
       "4  b'Swedish wrestler Ara Abrahamian throws away ...   \n",
       "\n",
       "                                                Top4  \\\n",
       "0  b'Russian tanks are moving towards the capital...   \n",
       "1  b'Georgian army flees in disarray as Russians ...   \n",
       "2  b\"Al-Qa'eda is losing support in Iraq because ...   \n",
       "3  b'Britain\\'s policy of being tough on drugs is...   \n",
       "4  b'Russia exaggerated the death toll in South O...   \n",
       "\n",
       "                                                Top5  \\\n",
       "0  b\"Afghan children raped with 'impunity,' U.N. ...   \n",
       "1      b\"Olympic opening ceremony fireworks 'faked'\"   \n",
       "2  b'Ceasefire in Georgia: Putin Outmaneuvers the...   \n",
       "3  b'Body of 14 year old found in trunk; Latest (...   \n",
       "4  b'Missile That Killed 9 Inside Pakistan May Ha...   \n",
       "\n",
       "                                                Top6  \\\n",
       "0  b'150 Russian tanks have entered South Ossetia...   \n",
       "1  b'What were the Mossad with fraudulent New Zea...   \n",
       "2  b'Why Microsoft and Intel tried to kill the XO...   \n",
       "3  b'China has moved 10 *million* quake survivors...   \n",
       "4  b\"Rushdie Condemns Random House's Refusal to P...   \n",
       "\n",
       "                                                Top7  \\\n",
       "0  b\"Breaking: Georgia invades South Ossetia, Rus...   \n",
       "1  b'Russia angered by Israeli military sale to G...   \n",
       "2  b'Stratfor: The Russo-Georgian War and the Bal...   \n",
       "3  b\"Bush announces Operation Get All Up In Russi...   \n",
       "4  b'Poland and US agree to missle defense deal. ...   \n",
       "\n",
       "                                                Top8  ...  \\\n",
       "0  b\"The 'enemy combatent' trials are nothing but...  ...   \n",
       "1  b'An American citizen living in S.Ossetia blam...  ...   \n",
       "2  b\"I'm Trying to Get a Sense of This Whole Geor...  ...   \n",
       "3             b'Russian forces sink Georgian ships '  ...   \n",
       "4  b'Will the Russians conquer Tblisi? Bet on it,...  ...   \n",
       "\n",
       "                                               Top16  \\\n",
       "0  b'Georgia Invades South Ossetia - if Russia ge...   \n",
       "1  b'Israel and the US behind the Georgian aggres...   \n",
       "2  b'U.S. troops still in Georgia (did you know t...   \n",
       "3                      b'Elephants extinct by 2020?'   \n",
       "4  b'Bank analyst forecast Georgian crisis 2 days...   \n",
       "\n",
       "                                               Top17  \\\n",
       "0                b'Al-Qaeda Faces Islamist Backlash'   \n",
       "1  b'\"Do not believe TV, neither Russian nor Geor...   \n",
       "2       b'Why Russias response to Georgia was right'   \n",
       "3  b'US humanitarian missions soon in Georgia - i...   \n",
       "4  b\"Georgia confict could set back Russia's US r...   \n",
       "\n",
       "                                               Top18  \\\n",
       "0  b'Condoleezza Rice: \"The US would not act to p...   \n",
       "1  b'Riots are still going on in Montreal (Canada...   \n",
       "2  b'Gorbachev accuses U.S. of making a \"serious ...   \n",
       "3             b\"Georgia's DDOS came from US sources\"   \n",
       "4  b'War in the Caucasus is as much the product o...   \n",
       "\n",
       "                                               Top19  \\\n",
       "0  b'This is a busy day:  The European Union has ...   \n",
       "1    b'China to overtake US as largest manufacturer'   \n",
       "2         b'Russia, Georgia, and NATO: Cold War Two'   \n",
       "3  b'Russian convoy heads into Georgia, violating...   \n",
       "4  b'\"Non-media\" photos of South Ossetia/Georgia ...   \n",
       "\n",
       "                                               Top20  \\\n",
       "0  b\"Georgia will withdraw 1,000 soldiers from Ir...   \n",
       "1                     b'War in South Ossetia [PICS]'   \n",
       "2  b'Remember that adorable 62-year-old who led y...   \n",
       "3  b'Israeli defence minister: US against strike ...   \n",
       "4  b'Georgian TV reporter shot by Russian sniper ...   \n",
       "\n",
       "                                               Top21  \\\n",
       "0  b'Why the Pentagon Thinks Attacking Iran is a ...   \n",
       "1  b'Israeli Physicians Group Condemns State Tort...   \n",
       "2          b'War in Georgia: The Israeli connection'   \n",
       "3                     b'Gorbachev: We Had No Choice'   \n",
       "4  b'Saudi Arabia: Mother moves to block child ma...   \n",
       "\n",
       "                                               Top22  \\\n",
       "0  b'Caucasus in crisis: Georgia invades South Os...   \n",
       "1  b' Russia has just beaten the United States ov...   \n",
       "2  b'All signs point to the US encouraging Georgi...   \n",
       "3  b'Witness: Russian forces head towards Tbilisi...   \n",
       "4   b'Taliban wages war on humanitarian aid workers'   \n",
       "\n",
       "                                               Top23  \\\n",
       "0  b'Indian shoe manufactory  - And again in a se...   \n",
       "1  b'Perhaps *the* question about the Georgia - R...   \n",
       "2  b'Christopher King argues that the US and NATO...   \n",
       "3  b' Quarter of Russians blame U.S. for conflict...   \n",
       "4  b'Russia: World  \"can forget about\" Georgia\\'s...   \n",
       "\n",
       "                                               Top24  \\\n",
       "0  b'Visitors Suffering from Mental Illnesses Ban...   \n",
       "1                 b'Russia is so much better at war'   \n",
       "2                        b'America: The New Mexico?'   \n",
       "3  b'Georgian president  says US military will ta...   \n",
       "4  b'Darfur rebels accuse Sudan of mounting major...   \n",
       "\n",
       "                                               Top25  \n",
       "0           b\"No Help for Mexico's Kidnapping Surge\"  \n",
       "1  b\"So this is what it's come to: trading sex fo...  \n",
       "2  b\"BBC NEWS | Asia-Pacific | Extinction 'by man...  \n",
       "3  b'2006: Nobel laureate Aleksander Solzhenitsyn...  \n",
       "4  b'Philippines : Peace Advocate say Muslims nee...  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('Combined_News_DJIA.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "15301108",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1989, 27)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for the columns & rows \n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a121438",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"b'Why wont America and Nato help us? If they wont help us now, why did we help them in Iraq?'\""
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Top1'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "262fe318",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('classic')\n",
    "sns.set()\n",
    "ax = sns.countplot(x='Label', hue='Label', data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "453452bb",
   "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>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1989.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.535445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.498867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Label\n",
       "count  1989.000000\n",
       "mean      0.535445\n",
       "std       0.498867\n",
       "min       0.000000\n",
       "25%       0.000000\n",
       "50%       1.000000\n",
       "75%       1.000000\n",
       "max       1.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "91b1827a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# filling the null values with median\n",
    "data = pd.read_csv('Combined_News_DJIA.csv')\n",
    "data['Top23'].fillna(data['Top23'].median,inplace=True)\n",
    "data['Top24'].fillna(data['Top24'].median,inplace=True)\n",
    "data['Top25'].fillna(data['Top25'].median,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "42fc43d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3ffb0090",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create_df function convert top 25 news columns into one column of headlines on each day. \n",
    "def create_df(dataset):\n",
    "    \n",
    "    dataset = dataset.drop(columns=['Date', 'Label'])\n",
    "    dataset.replace(\"[^a-zA-Z]\", \" \", regex=True, inplace=True)\n",
    "    for col in dataset.columns:\n",
    "        dataset[col] = dataset[col].str.lower()\n",
    "        \n",
    "    headlines = []\n",
    "    for row in range(0, len(dataset.index)):\n",
    "        headlines.append(' '.join(str(x) for x in dataset.iloc[row, 0:25]))\n",
    "        \n",
    "    df = pd.DataFrame(headlines, columns=['headlines'])\n",
    "    df['label'] = data.Label\n",
    "    df['date'] = data.Date\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "abde1064",
   "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>headlines</th>\n",
       "      <th>label</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>b georgia  downs two russian warplanes  as cou...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b why wont america and nato help us  if they w...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>b remember that adorable   year old who sang a...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b  u s  refuses israel weapons to attack iran ...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>b all the experts admit that we should legalis...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           headlines  label        date\n",
       "0  b georgia  downs two russian warplanes  as cou...      0  2008-08-08\n",
       "1  b why wont america and nato help us  if they w...      1  2008-08-11\n",
       "2  b remember that adorable   year old who sang a...      0  2008-08-12\n",
       "3  b  u s  refuses israel weapons to attack iran ...      0  2008-08-13\n",
       "4  b all the experts admit that we should legalis...      1  2008-08-14"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = create_df(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ef182108",
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d6ee769e",
   "metadata": {},
   "outputs": [],
   "source": [
    "headlines_combined = \" \".join(df.headlines.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59fe6d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "mask = np.array(Image.open('bull.jpg'))\n",
    "wc = WordCloud(mask=mask, background_color=\"white\",\n",
    "               max_words=100, max_font_size=256,\n",
    "               random_state=42, width=mask.shape[1],\n",
    "               height=mask.shape[0])\n",
    "\n",
    "wc.generate(headlines_combined)\n",
    "wc.to_file(\"wordcloud_1.png\")\n",
    "plt.figure(figsize=[20, 10])\n",
    "plt.imshow(wc, interpolation=\"bilinear\")\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e9f5aa7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.probability import FreqDist\n",
    "from nltk.tokenize import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "5feb0a07",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_terms = word_tokenize(headlines_combined.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "0f835c19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({'the': 32018, 'to': 26484, 'in': 23137, 'of': 23111, 'a': 16413, 'and': 12605, 'b': 12036, 's': 10523, 'for': 9618, 'on': 7910, ...})"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist = FreqDist(all_terms)\n",
    "fdist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1df158ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "freq = {\"words\":list(fdist.keys()),\"freq\":list(fdist.values())}\n",
    "df_dist = pd.DataFrame(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "4c794054",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "df_dist.sort_values(ascending=False, by=\"freq\").head(25).\\\n",
    "plot.bar(x= \"words\", y= \"freq\",figsize=(20,5));\n",
    "plt.savefig('unigram-1.png') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69bdc022",
   "metadata": {},
   "source": [
    "## Top 25 Bigram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "404b991e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "89b018b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "bigram_count_vectorizer = CountVectorizer(ngram_range=(2, 2),max_features = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "7cc8f8e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_bigram = bigram_count_vectorizer.fit_transform(df.headlines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "04b684ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "DTM_bigram = pd.DataFrame(X_bigram.toarray(), columns=bigram_count_vectorizer.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "fbac9c3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTM_bigram.sum().sort_values(ascending=False).head(25).plot.bar(figsize=(20,5));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61774898",
   "metadata": {},
   "source": [
    "# Removing Stop words and cleaning text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "030d6130",
   "metadata": {},
   "outputs": [],
   "source": [
    "from string import punctuation\n",
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a1439ce8",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_nltk = stopwords.words(\"english\")\n",
    "stop_nltk.remove('not')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "16948b84",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_updated = stop_nltk + list(punctuation) + [\"new\", \"say\", \"country\", \"ha\", \"wa\", \"said\", \"official\", \"government\", \"one\", \\\n",
    "\"want\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "699abdf7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "98f35e15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A list of contractions from http://stackoverflow.com/questions/19790188/expanding-english-language-contractions-in-python\n",
    "contractions = { \n",
    "\"ain't\": \"am not\",\n",
    "\"aren't\": \"are not\",\n",
    "\"can't\": \"cannot\",\n",
    "\"can't've\": \"cannot have\",\n",
    "\"'cause\": \"because\",\n",
    "\"could've\": \"could have\",\n",
    "\"couldn't\": \"could not\",\n",
    "\"couldn't've\": \"could not have\",\n",
    "\"didn't\": \"did not\",\n",
    "\"doesn't\": \"does not\",\n",
    "\"don't\": \"do not\",\n",
    "\"hadn't\": \"had not\",\n",
    "\"hadn't've\": \"had not have\",\n",
    "\"hasn't\": \"has not\",\n",
    "\"haven't\": \"have not\",\n",
    "\"he'd\": \"he would\",\n",
    "\"he'd've\": \"he would have\",\n",
    "\"he'll\": \"he will\",\n",
    "\"he's\": \"he is\",\n",
    "\"how'd\": \"how did\",\n",
    "\"how'll\": \"how will\",\n",
    "\"how's\": \"how is\",\n",
    "\"i'd\": \"i would\",\n",
    "\"i'll\": \"i will\",\n",
    "\"i'm\": \"i am\",\n",
    "\"i've\": \"i have\",\n",
    "\"isn't\": \"is not\",\n",
    "\"it'd\": \"it would\",\n",
    "\"it'll\": \"it will\",\n",
    "    \"it's\": \"it is\",\n",
    "\"let's\": \"let us\",\n",
    "\"ma'am\": \"madam\",\n",
    "\"mayn't\": \"may not\",\n",
    "\"might've\": \"might have\",\n",
    "\"mightn't\": \"might not\",\n",
    "\"must've\": \"must have\",\n",
    "\"mustn't\": \"must not\",\n",
    "\"needn't\": \"need not\",\n",
    "\"oughtn't\": \"ought not\",\n",
    "\"shan't\": \"shall not\",\n",
    "\"sha'n't\": \"shall not\",\n",
    "\"she'd\": \"she would\",\n",
    "\"she'll\": \"she will\",\n",
    "\"she's\": \"she is\",\n",
    "\"should've\": \"should have\",\n",
    "\"shouldn't\": \"should not\",\n",
    "\"that'd\": \"that would\",\n",
    "\"that's\": \"that is\",\n",
    "\"there'd\": \"there had\",\n",
    "\"there's\": \"there is\",\n",
    "\"they'd\": \"they would\",\n",
    "\"they'll\": \"they will\",\n",
    "\"they're\": \"they are\",\n",
    "\"they've\": \"they have\",\n",
    "\"wasn't\": \"was not\",\n",
    "\"we'd\": \"we would\",\n",
    "\"we'll\": \"we will\",\n",
    "\"we're\": \"we are\",\n",
    "\"we've\": \"we have\",\n",
    "\"weren't\": \"were not\",\n",
    "\"what'll\": \"what will\",\n",
    "\"what're\": \"what are\",\n",
    "\"what's\": \"what is\",\n",
    "\"what've\": \"what have\",\n",
    "\"where'd\": \"where did\",\n",
    "    \"where's\": \"where is\",\n",
    "\"who'll\": \"who will\",\n",
    "\"who's\": \"who is\",\n",
    "\"won't\": \"will not\",\n",
    "\"wouldn't\": \"would not\",\n",
    "\"you'd\": \"you would\",\n",
    "\"you'll\": \"you will\",\n",
    "\"you're\": \"you are\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bb136767",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(text):\n",
    "    \n",
    "    text = text.lower()\n",
    "    text = text.split()\n",
    "    new_text = []\n",
    "    for word in text:\n",
    "        if word in contractions:\n",
    "            new_text.append(contractions[word])\n",
    "        else:\n",
    "            new_text.append(word)\n",
    "    \n",
    "    text = \" \".join(new_text)\n",
    "    text = re.sub(r'[^\\w\\s]','',text)\n",
    "    text = re.sub(r'&amp;', '', text) \n",
    "    text = re.sub(r' u s ', ' united states ', text)\n",
    "    text = re.sub(r' us ', ' united states ', text)\n",
    "    text = re.sub(r' u n ', ' united nations ', text)\n",
    "    text = re.sub(r' un ', ' united nations ', text)\n",
    "    text = re.sub(r' u k ', ' united kingdom ', text)\n",
    "    text = re.sub(r' uk ', ' united kingdom ', text)\n",
    "    text = re.sub(r' eu ', ' European Union', text)\n",
    "    text = re.sub(r' e u ', ' European Union', text)\n",
    "    text = re.sub(r' j k ', ' jk ', text)\n",
    "    text = re.sub(r' yr ', ' year ', text)\n",
    "    text = re.sub(r' l g b t ', ' lgbt ', text)\n",
    "    text = re.sub(r' amp ', ' Ameriprise Financial ', text)\n",
    "    \n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "    clean_tokens = []\n",
    "    for token in text.split():\n",
    "        clean_token = lemmatizer.lemmatize(token).lower().strip()\n",
    "        clean_tokens.append(clean_token)\n",
    "    \n",
    "    \n",
    "    text = [word for word in clean_tokens if word not in stop_updated and len(word)>1]\n",
    "        \n",
    "    return \" \".join(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "a2647543",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem import WordNetLemmatizer\n",
    "lemm = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "a63f2cab",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['headlines_cleaned'] = df.headlines.apply(clean_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "bcda81ea",
   "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>headlines</th>\n",
       "      <th>label</th>\n",
       "      <th>date</th>\n",
       "      <th>headlines_cleaned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>b georgia  downs two russian warplanes  as cou...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-08</td>\n",
       "      <td>georgia two russian warplane move brink war br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b why wont america and nato help us  if they w...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-11</td>\n",
       "      <td>wont america nato help united state wont help ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>b remember that adorable   year old who sang a...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-12</td>\n",
       "      <td>remember adorable year old sang opening ceremo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b  u s  refuses israel weapons to attack iran ...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-13</td>\n",
       "      <td>united state refuse israel weapon attack iran ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>b all the experts admit that we should legalis...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-14</td>\n",
       "      <td>expert admit legalise drug war south osetia pi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           headlines  label        date  \\\n",
       "0  b georgia  downs two russian warplanes  as cou...      0  2008-08-08   \n",
       "1  b why wont america and nato help us  if they w...      1  2008-08-11   \n",
       "2  b remember that adorable   year old who sang a...      0  2008-08-12   \n",
       "3  b  u s  refuses israel weapons to attack iran ...      0  2008-08-13   \n",
       "4  b all the experts admit that we should legalis...      1  2008-08-14   \n",
       "\n",
       "                                   headlines_cleaned  \n",
       "0  georgia two russian warplane move brink war br...  \n",
       "1  wont america nato help united state wont help ...  \n",
       "2  remember adorable year old sang opening ceremo...  \n",
       "3  united state refuse israel weapon attack iran ...  \n",
       "4  expert admit legalise drug war south osetia pi...  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "30753955",
   "metadata": {},
   "outputs": [],
   "source": [
    "headlines_cleaned_combined = \" \".join(df.headlines_cleaned.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "97ef022a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "mask = np.array(Image.open('bull.jpg'))\n",
    "wc = WordCloud(mask=mask, background_color=\"white\",\n",
    "               max_words=100, max_font_size=256,\n",
    "               random_state=42, width=mask.shape[1],\n",
    "               height=mask.shape[0])\n",
    "\n",
    "wc.generate(headlines_cleaned_combined)\n",
    "wc.to_file(\"wordcloud_2.png\")\n",
    "plt.figure(figsize=[20, 10])\n",
    "plt.imshow(wc, interpolation=\"bilinear\")\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "1333ecfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_terms = word_tokenize(headlines_cleaned_combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "3cd7425a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({'united': 7835, 'state': 6304, 'year': 3237, 'world': 2462, 'not': 2440, 'china': 2222, 'israel': 2212, 'police': 1965, 'people': 1927, 'nation': 1822, ...})"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist = FreqDist(all_terms)\n",
    "fdist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "b47cb175",
   "metadata": {},
   "outputs": [],
   "source": [
    "freq = {\"words\":list(fdist.keys()),\"freq\":list(fdist.values())}\n",
    "df_dist = pd.DataFrame(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "cff9bc51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "df_dist.sort_values(ascending=False, by=\"freq\").head(25).\\\n",
    "plot.bar(x= \"words\", y= \"freq\",figsize=(20,5), color=['Blue']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "badd4c32",
   "metadata": {},
   "source": [
    "# Bigram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "eca84cfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "bigram_count_vectorizer = CountVectorizer(ngram_range=(2, 2),max_features = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e4c32bd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_bigram = bigram_count_vectorizer.fit_transform(df.headlines_cleaned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "4b4488e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "DTM_bigram = pd.DataFrame(X_bigram.toarray(), columns=bigram_count_vectorizer.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "52537316",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTM_bigram.sum().sort_values(ascending=False).head(25).plot.bar(figsize=(20,5), color=['Red']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6d315a6",
   "metadata": {},
   "source": [
    "# Model training and testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f0ceac1a",
   "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>headlines</th>\n",
       "      <th>label</th>\n",
       "      <th>date</th>\n",
       "      <th>headlines_cleaned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>b georgia  downs two russian warplanes  as cou...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-08</td>\n",
       "      <td>georgia two russian warplane move brink war br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b why wont america and nato help us  if they w...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-11</td>\n",
       "      <td>wont america nato help united state wont help ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>b remember that adorable   year old who sang a...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-12</td>\n",
       "      <td>remember adorable year old sang opening ceremo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b  u s  refuses israel weapons to attack iran ...</td>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-13</td>\n",
       "      <td>united state refuse israel weapon attack iran ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>b all the experts admit that we should legalis...</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-08-14</td>\n",
       "      <td>expert admit legalise drug war south osetia pi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>barclays and rbs shares suspended from trading...</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-06-27</td>\n",
       "      <td>barclays rb share suspended trading tanking po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>scientists to australia  if you want to ...</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>scientist australia save great barrier reef st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>explosion at airport in istanbul yemeni former...</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-29</td>\n",
       "      <td>explosion airport istanbul yemeni former presi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>jamaica proposes marijuana dispensers for tour...</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>jamaica proposes marijuana dispenser tourist a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>a     year old woman in mexico city finally re...</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>year old woman mexico city finally received bi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1989 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              headlines  label        date  \\\n",
       "0     b georgia  downs two russian warplanes  as cou...      0  2008-08-08   \n",
       "1     b why wont america and nato help us  if they w...      1  2008-08-11   \n",
       "2     b remember that adorable   year old who sang a...      0  2008-08-12   \n",
       "3     b  u s  refuses israel weapons to attack iran ...      0  2008-08-13   \n",
       "4     b all the experts admit that we should legalis...      1  2008-08-14   \n",
       "...                                                 ...    ...         ...   \n",
       "1984  barclays and rbs shares suspended from trading...      0  2016-06-27   \n",
       "1985        scientists to australia  if you want to ...      1  2016-06-28   \n",
       "1986  explosion at airport in istanbul yemeni former...      1  2016-06-29   \n",
       "1987  jamaica proposes marijuana dispensers for tour...      1  2016-06-30   \n",
       "1988  a     year old woman in mexico city finally re...      1  2016-07-01   \n",
       "\n",
       "                                      headlines_cleaned  \n",
       "0     georgia two russian warplane move brink war br...  \n",
       "1     wont america nato help united state wont help ...  \n",
       "2     remember adorable year old sang opening ceremo...  \n",
       "3     united state refuse israel weapon attack iran ...  \n",
       "4     expert admit legalise drug war south osetia pi...  \n",
       "...                                                 ...  \n",
       "1984  barclays rb share suspended trading tanking po...  \n",
       "1985  scientist australia save great barrier reef st...  \n",
       "1986  explosion airport istanbul yemeni former presi...  \n",
       "1987  jamaica proposes marijuana dispenser tourist a...  \n",
       "1988  year old woman mexico city finally received bi...  \n",
       "\n",
       "[1989 rows x 4 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "55ba0841",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = df[df['date'] < '20150101']\n",
    "test = df[df['date'] > '20141231']\n",
    "\n",
    "# selecting features and targets \n",
    "X_train = train.headlines_cleaned\n",
    "y_train = train.label\n",
    "X_test = test.headlines_cleaned\n",
    "y_test = test.label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "73701979",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30c9a370",
   "metadata": {},
   "source": [
    "## Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d42b2dbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# initialize data pipeline\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e7f25a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.72      0.80       186\n",
      "           1       0.77      0.91      0.84       192\n",
      "\n",
      "    accuracy                           0.82       378\n",
      "   macro avg       0.83      0.82      0.82       378\n",
      "weighted avg       0.83      0.82      0.82       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 1))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', LogisticRegression())\n",
    "    ])\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "print(classification_report(y_test, y_pred));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "892815b6",
   "metadata": {},
   "source": [
    "### Including Bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ea30cad3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.71      0.81       186\n",
      "           1       0.78      0.97      0.86       192\n",
      "\n",
      "    accuracy                           0.84       378\n",
      "   macro avg       0.87      0.84      0.84       378\n",
      "weighted avg       0.86      0.84      0.84       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 2))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', LogisticRegression())\n",
    "    ])\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "print(classification_report(y_test, y_pred));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da8a02ba",
   "metadata": {},
   "source": [
    "### Including Trigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a40b8d00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.70      0.82       186\n",
      "           1       0.77      0.99      0.87       192\n",
      "\n",
      "    accuracy                           0.85       378\n",
      "   macro avg       0.88      0.84      0.84       378\n",
      "weighted avg       0.88      0.85      0.84       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 3))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', LogisticRegression())\n",
    "    ])\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "print(classification_report(y_test, y_pred));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cc58724",
   "metadata": {},
   "source": [
    "## SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2f199b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b0cb9152",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.70      0.82       186\n",
      "           1       0.77      0.98      0.86       192\n",
      "\n",
      "    accuracy                           0.84       378\n",
      "   macro avg       0.87      0.84      0.84       378\n",
      "weighted avg       0.87      0.84      0.84       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 1))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', SVC(kernel='rbf', random_state = 4520))\n",
    "    ])\n",
    "\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "# import the class report function for benchmark model evaluation. \n",
    "from sklearn.metrics import classification_report \n",
    "\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "816b724a",
   "metadata": {},
   "source": [
    "### Including Bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "8d6d72a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.70      0.82       186\n",
      "           1       0.77      1.00      0.87       192\n",
      "\n",
      "    accuracy                           0.85       378\n",
      "   macro avg       0.89      0.85      0.85       378\n",
      "weighted avg       0.89      0.85      0.85       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 2))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', SVC(kernel='rbf', random_state = 4520))\n",
    "    ])\n",
    "\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "# import the class report function for benchmark model evaluation. \n",
    "from sklearn.metrics import classification_report \n",
    "\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73526597",
   "metadata": {},
   "source": [
    "### Including Trigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ae8673aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.70      0.82       186\n",
      "           1       0.77      1.00      0.87       192\n",
      "\n",
      "    accuracy                           0.85       378\n",
      "   macro avg       0.89      0.85      0.85       378\n",
      "weighted avg       0.89      0.85      0.85       378\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pipeline = Pipeline([\n",
    "        ('vect', CountVectorizer(ngram_range=(1, 3))),\n",
    "        ('tfidf', TfidfTransformer()),\n",
    "        ('clf', SVC(kernel='rbf', random_state = 4520))\n",
    "    ])\n",
    "\n",
    "\n",
    "# fit on the pipeline \n",
    "pipeline.fit(X_train, y_train)\n",
    "\n",
    "y_pred = pipeline.predict(X_test)\n",
    "\n",
    "# import the class report function for benchmark model evaluation. \n",
    "from sklearn.metrics import classification_report \n",
    "\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff32810b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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