email_clf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary libraries\n",
    "import numpy as np  # NumPy for numerical operations\n",
    "import pandas as pd  # Pandas for data manipulation\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "import string\n",
    "import nltk\n",
    "#nltk.download('punkt')\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading the dataset into a Pandas DataFrame\n",
    "df = pd.read_csv('dataset.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4722</th>\n",
       "      <td>ham</td>\n",
       "      <td>Yup. Anything lor, if u dun wan it's ok...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>ham</td>\n",
       "      <td>Where is it. Is there any opening for mca.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>ham</td>\n",
       "      <td>None of that's happening til you get here though</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>ham</td>\n",
       "      <td>What do you do, my dog ? Must I always wait ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3931</th>\n",
       "      <td>ham</td>\n",
       "      <td>I thk ü gotta go home by urself. Cos i'll b go...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Category                                            Message\n",
       "4722      ham         Yup. Anything lor, if u dun wan it's ok...\n",
       "2081      ham         Where is it. Is there any opening for mca.\n",
       "404       ham   None of that's happening til you get here though\n",
       "1288      ham  What do you do, my dog ? Must I always wait ti...\n",
       "3931      ham  I thk ü gotta go home by urself. Cos i'll b go..."
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying a random sample of 5 rows from the dataset\n",
    "df.sample(5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5572 entries, 0 to 5571\n",
      "Data columns (total 2 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   Category  5572 non-null   object\n",
      " 1   Message   5572 non-null   object\n",
      "dtypes: object(2)\n",
      "memory usage: 87.2+ KB\n"
     ]
    }
   ],
   "source": [
    "# Displaying information about the dataset\n",
    "df.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a LabelEncoder instance\n",
    "encoder = LabelEncoder()\n",
    "df['Category_encoded'] = df['Category'].apply(lambda x: 1 if x =='spam' else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  \n",
       "0                 0  \n",
       "1                 0  \n",
       "2                 1  \n",
       "3                 0  \n",
       "4                 0  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Category            0\n",
       "Message             0\n",
       "Category_encoded    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "415"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for duplicate values\n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates(keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for duplicate values\n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5157, 3)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Exploratory Data Analysis (EDA)\n",
    "\n",
    "In this section, we will explore and analyze the dataset to gain insights into its characteristics and distribution.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  \n",
       "0                 0  \n",
       "1                 0  \n",
       "2                 1  \n",
       "3                 0  \n",
       "4                 0  "
      ]
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     "execution_count": 96,
     "metadata": {},
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   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Category\n",
       "ham     4516\n",
       "spam     641\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying the count of each category in the 'Category' column\n",
    "df['Category'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the distribution of categories using a pie chart\n",
    "\n",
    "# Creating a pie chart\n",
    "plt.pie(df['Category'].value_counts(), labels=['ham', 'spam'], autopct=\"%0.2f\")\n",
    "\n",
    "# Displaying the pie chart\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  \n",
       "0                 0             111  \n",
       "1                 0              29  \n",
       "2                 1             155  \n",
       "3                 0              49  \n",
       "4                 0              61  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a new column 'num_characters' representing the number of characters in each 'Message'\n",
    "df['num_characters'] = df['Message'].apply(len)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  num_words  \n",
       "0                 0             111         24  \n",
       "1                 0              29          8  \n",
       "2                 1             155         37  \n",
       "3                 0              49         13  \n",
       "4                 0              61         15  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a new column 'num_words' representing the number of words in each 'Message'\n",
    "df['num_words'] = df['Message'].apply(lambda x: len(nltk.word_tokenize(x)))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  num_words  num_sentences  \n",
       "0                 0             111         24              2  \n",
       "1                 0              29          8              2  \n",
       "2                 1             155         37              2  \n",
       "3                 0              49         13              1  \n",
       "4                 0              61         15              1  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a new column 'num_sentences' representing the number of sentences in each 'Message'\n",
    "df['num_sentences'] = df['Message'].apply(lambda x: len(nltk.sent_tokenize(x)))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5157.000000</td>\n",
       "      <td>5157.000000</td>\n",
       "      <td>5157.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>79.104324</td>\n",
       "      <td>18.560403</td>\n",
       "      <td>1.969750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>58.384729</td>\n",
       "      <td>13.405970</td>\n",
       "      <td>1.455526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>36.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>61.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>118.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>910.000000</td>\n",
       "      <td>220.000000</td>\n",
       "      <td>38.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_characters    num_words  num_sentences\n",
       "count     5157.000000  5157.000000    5157.000000\n",
       "mean        79.104324    18.560403       1.969750\n",
       "std         58.384729    13.405970       1.455526\n",
       "min          2.000000     1.000000       1.000000\n",
       "25%         36.000000     9.000000       1.000000\n",
       "50%         61.000000    15.000000       1.000000\n",
       "75%        118.000000    26.000000       2.000000\n",
       "max        910.000000   220.000000      38.000000"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying descriptive statistics for numerical features\n",
    "df[['num_characters', 'num_words', 'num_sentences']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4516.000000</td>\n",
       "      <td>4516.000000</td>\n",
       "      <td>4516.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>70.869796</td>\n",
       "      <td>17.267715</td>\n",
       "      <td>1.827724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>56.710489</td>\n",
       "      <td>13.588065</td>\n",
       "      <td>1.394338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>34.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>53.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>91.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>910.000000</td>\n",
       "      <td>220.000000</td>\n",
       "      <td>38.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_characters    num_words  num_sentences\n",
       "count     4516.000000  4516.000000    4516.000000\n",
       "mean        70.869796    17.267715       1.827724\n",
       "std         56.710489    13.588065       1.394338\n",
       "min          2.000000     1.000000       1.000000\n",
       "25%         34.000000     8.000000       1.000000\n",
       "50%         53.000000    13.000000       1.000000\n",
       "75%         91.000000    22.000000       2.000000\n",
       "max        910.000000   220.000000      38.000000"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Descriptive statistics for numerical features in 'ham' category\n",
    "df[df['Category'] == 'ham'][['num_characters', 'num_words', 'num_sentences']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\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>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>641.000000</td>\n",
       "      <td>641.000000</td>\n",
       "      <td>641.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>137.118565</td>\n",
       "      <td>27.667707</td>\n",
       "      <td>2.970359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>30.399707</td>\n",
       "      <td>7.103501</td>\n",
       "      <td>1.485575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>130.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>148.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>157.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>223.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_characters   num_words  num_sentences\n",
       "count      641.000000  641.000000     641.000000\n",
       "mean       137.118565   27.667707       2.970359\n",
       "std         30.399707    7.103501       1.485575\n",
       "min          7.000000    2.000000       1.000000\n",
       "25%        130.000000   25.000000       2.000000\n",
       "50%        148.000000   29.000000       3.000000\n",
       "75%        157.000000   32.000000       4.000000\n",
       "max        223.000000   46.000000       9.000000"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Descriptive statistics for numerical features in 'spam' category\n",
    "df[df['Category'] == 'spam'][['num_characters', 'num_words', 'num_sentences']].describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting histograms for 'num_characters' in 'ham' and 'spam' categories\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.histplot(df[df['Category'] == 'ham']['num_characters'], label='ham')\n",
    "sns.histplot(df[df['Category'] == 'spam']['num_characters'], color='red', label='spam')\n",
    "plt.legend()\n",
    "plt.xlabel('Number of Characters')\n",
    "plt.title('Distribution of Number of Characters in Messages for ham and spam')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting histograms for 'num_words' in 'ham' and 'spam' categories\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.histplot(df[df['Category'] == 'ham']['num_words'], label='ham')\n",
    "sns.histplot(df[df['Category'] == 'spam']['num_words'], color='red', label='spam')\n",
    "plt.legend()\n",
    "plt.xlabel('Number of Words')\n",
    "plt.title('Distribution of Number of Words in Messages for ham and spam')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x229c736f040>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 891.486x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating a pair plot to explore relationships between numerical features, colored by 'Category'\n",
    "sns.pairplot(df, hue='Category_encoded')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exclude non-numeric columns before calculating the correlation\n",
    "numeric_columns = df.select_dtypes(include=['float64', 'int64'])\n",
    "\n",
    "# Create a heatmap of the correlation matrix with annotations\n",
    "sns.heatmap(numeric_columns.corr(), annot=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Data Preprocessing\n",
    "- Lower case\n",
    "- Tokenization\n",
    "- Removing special characters\n",
    "- Removing stop words and punctuation\n",
    "- Stemming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "love\n"
     ]
    }
   ],
   "source": [
    "# Using PorterStemmer to stem the word 'loving'\n",
    "\n",
    "\n",
    "ps = PorterStemmer()\n",
    "stemmed_word = ps.stem('loving')\n",
    "\n",
    "print(stemmed_word)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to preprocess and transform a text message\n",
    "def transform_Message(Message):\n",
    "    # Convert to lowercase\n",
    "    Message = Message.lower()\n",
    "    \n",
    "    # Tokenize the message\n",
    "    Message = nltk.word_tokenize(Message)\n",
    "    \n",
    "    # Remove non-alphanumeric characters\n",
    "    Message = [word for word in Message if word.isalnum()]\n",
    "    \n",
    "    # Remove stopwords and punctuation\n",
    "    Message = [word for word in Message if word not in stopwords.words('english') and word not in string.punctuation]\n",
    "    \n",
    "    # Perform stemming\n",
    "    Message = [ps.stem(word) for word in Message]\n",
    "    \n",
    "    # Join the processed words into a string\n",
    "    return \" \".join(Message)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'gon na home soon want talk stuff anymor tonight k cri enough today'"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transform_Message(\"I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today.\""
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Message'][10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Applying the 'transform_Message' function to preprocess and transform the 'Message' column\n",
    "df['transformed_Message'] = df['Message'].apply(transform_Message)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "      <th>transformed_Message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>go jurong point crazi avail bugi n great world...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>ok lar joke wif u oni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>free entri 2 wkli comp win fa cup final tkt 21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>u dun say earli hor u c alreadi say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>nah think goe usf live around though</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  num_words  num_sentences  \\\n",
       "0                 0             111         24              2   \n",
       "1                 0              29          8              2   \n",
       "2                 1             155         37              2   \n",
       "3                 0              49         13              1   \n",
       "4                 0              61         15              1   \n",
       "\n",
       "                                 transformed_Message  \n",
       "0  go jurong point crazi avail bugi n great world...  \n",
       "1                              ok lar joke wif u oni  \n",
       "2  free entri 2 wkli comp win fa cup final tkt 21...  \n",
       "3                u dun say earli hor u c alreadi say  \n",
       "4               nah think goe usf live around though  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a WordCloud instance\n",
    "wc = WordCloud(width=500, height=500, min_font_size=10, background_color='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generating WordCloud for 'spam' messages\n",
    "spam_text = df[df['Category'] == 'spam']['transformed_Message'].str.cat(sep=\" \")\n",
    "\n",
    "if len(spam_text) == 0:\n",
    "    print(\"No words to generate word cloud for 'spam' messages.\")\n",
    "else:\n",
    "    spam_wc = wc.generate(spam_text)\n",
    "    plt.figure(figsize=(15,6))\n",
    "    plt.imshow(spam_wc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x229ca6b0c10>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generating WordCloud for 'ham' messages and displaying the WordCloud\n",
    "ham_wc = wc.generate(df[df['Category'] == 'ham']['transformed_Message'].str.cat(sep=\" \"))\n",
    "\n",
    "# Creating a figure with specified size and displaying the WordCloud\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.imshow(ham_wc)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "      <th>transformed_Message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>go jurong point crazi avail bugi n great world...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>ok lar joke wif u oni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>free entri 2 wkli comp win fa cup final tkt 21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>u dun say earli hor u c alreadi say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>nah think goe usf live around though</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  num_words  num_sentences  \\\n",
       "0                 0             111         24              2   \n",
       "1                 0              29          8              2   \n",
       "2                 1             155         37              2   \n",
       "3                 0              49         13              1   \n",
       "4                 0              61         15              1   \n",
       "\n",
       "                                 transformed_Message  \n",
       "0  go jurong point crazi avail bugi n great world...  \n",
       "1                              ok lar joke wif u oni  \n",
       "2  free entri 2 wkli comp win fa cup final tkt 21...  \n",
       "3                u dun say earli hor u c alreadi say  \n",
       "4               nah think goe usf live around though  "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a corpus for 'spam' messages\n",
    "spam_corpus = []\n",
    "for msg in df[df['Category'] == 'spam']['transformed_Message'].tolist():\n",
    "    for word in msg.split():\n",
    "        spam_corpus.append(word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9781"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(spam_corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the most common words in 'spam' messages using a bar plot\n",
    "from collections import Counter\n",
    "\n",
    "# Creating a DataFrame from the most common words and their frequencies\n",
    "spam_word_counts = pd.DataFrame(Counter(spam_corpus).most_common(30), columns=['Word', 'Frequency'])\n",
    "\n",
    "# Creating a bar plot\n",
    "sns.barplot(x='Word', y='Frequency', data=spam_word_counts)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Top 30 Most Common Words in Spam Messages')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a corpus for 'ham' messages\n",
    "ham_corpus = []\n",
    "for msg in df[df['Category'] == 'ham']['transformed_Message'].tolist():\n",
    "    for word in msg.split():\n",
    "        ham_corpus.append(word)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35940"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ham_corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the most common words in 'ham' messages using a bar plot\n",
    "from collections import Counter\n",
    "\n",
    "# Creating a DataFrame from the most common words and their frequencies\n",
    "ham_word_counts = pd.DataFrame(Counter(ham_corpus).most_common(30), columns=['Word', 'Frequency'])\n",
    "\n",
    "# Creating a bar plot\n",
    "sns.barplot(x='Word', y='Frequency', data=ham_word_counts)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.xlabel('Words')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Top 30 Most Common Words in Ham Messages')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "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>Category</th>\n",
       "      <th>Message</th>\n",
       "      <th>Category_encoded</th>\n",
       "      <th>num_characters</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "      <th>transformed_Message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>go jurong point crazi avail bugi n great world...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>ok lar joke wif u oni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>free entri 2 wkli comp win fa cup final tkt 21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>u dun say earli hor u c alreadi say</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>nah think goe usf live around though</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Category                                            Message  \\\n",
       "0      ham  Go until jurong point, crazy.. Available only ...   \n",
       "1      ham                      Ok lar... Joking wif u oni...   \n",
       "2     spam  Free entry in 2 a wkly comp to win FA Cup fina...   \n",
       "3      ham  U dun say so early hor... U c already then say...   \n",
       "4      ham  Nah I don't think he goes to usf, he lives aro...   \n",
       "\n",
       "   Category_encoded  num_characters  num_words  num_sentences  \\\n",
       "0                 0             111         24              2   \n",
       "1                 0              29          8              2   \n",
       "2                 1             155         37              2   \n",
       "3                 0              49         13              1   \n",
       "4                 0              61         15              1   \n",
       "\n",
       "                                 transformed_Message  \n",
       "0  go jurong point crazi avail bugi n great world...  \n",
       "1                              ok lar joke wif u oni  \n",
       "2  free entri 2 wkli comp win fa cup final tkt 21...  \n",
       "3                u dun say earli hor u c alreadi say  \n",
       "4               nah think goe usf live around though  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Text Vectorization using Bag of Words\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# Instantiating the CountVectorizer\n",
    "vectorizer = CountVectorizer()\n",
    "\n",
    "# Fit-transforming the 'transformed_Message' column\n",
    "X = vectorizer.fit_transform(df['transformed_Message'])\n",
    "\n",
    "# Displaying the first few rows of the DataFrame\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer,TfidfVectorizer\n",
    "cv = CountVectorizer()\n",
    "tfidf = TfidfVectorizer(max_features=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = tfidf.fit_transform(df['transformed_Message']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler()\n",
    "X = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "# appending the num_character col to X\n",
    "X = np.hstack((X,df['num_characters'].values.reshape(-1,1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5157, 3001)"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['Category_encoded'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X_final, y, test_size=0.2, random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB,MultinomialNB,BernoulliNB\n",
    "from sklearn.metrics import accuracy_score,confusion_matrix,precision_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Gaussian Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.86      0.91       905\n",
      "           1       0.46      0.87      0.60       127\n",
      "\n",
      "    accuracy                           0.86      1032\n",
      "   macro avg       0.72      0.86      0.76      1032\n",
      "weighted avg       0.91      0.86      0.88      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[776 129]\n",
      " [ 17 110]]\n",
      "Time taken: 0.98 seconds\n",
      "\n",
      "Multinomial Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      1.00      0.98       905\n",
      "           1       0.96      0.76      0.85       127\n",
      "\n",
      "    accuracy                           0.97      1032\n",
      "   macro avg       0.96      0.88      0.92      1032\n",
      "weighted avg       0.97      0.97      0.97      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[901   4]\n",
      " [ 30  97]]\n",
      "Time taken: 0.13 seconds\n",
      "\n",
      "Bernoulli Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      1.00      0.98       905\n",
      "           1       0.97      0.80      0.87       127\n",
      "\n",
      "    accuracy                           0.97      1032\n",
      "   macro avg       0.97      0.90      0.93      1032\n",
      "weighted avg       0.97      0.97      0.97      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[902   3]\n",
      " [ 26 101]]\n",
      "Time taken: 0.48 seconds\n",
      "\n",
      "Decision Tree Classifier:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.99      0.98       905\n",
      "           1       0.90      0.83      0.86       127\n",
      "\n",
      "    accuracy                           0.97      1032\n",
      "   macro avg       0.94      0.91      0.92      1032\n",
      "weighted avg       0.97      0.97      0.97      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[893  12]\n",
      " [ 22 105]]\n",
      "Time taken: 11.14 seconds\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, precision_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import time\n",
    "\n",
    "# Creating CountVectorizer instance\n",
    "cv = CountVectorizer()\n",
    "\n",
    "# Transforming the 'transformed_Message' column into a bag-of-words representation\n",
    "X_cv = cv.fit_transform(df['transformed_Message']).toarray()\n",
    "\n",
    "# Scaling the features\n",
    "scaler = MinMaxScaler()\n",
    "X_cv_scaled = scaler.fit_transform(X_cv)\n",
    "\n",
    "# Appending the 'num_characters' column\n",
    "X_final = np.hstack((X_cv_scaled, df['num_characters'].values.reshape(-1, 1)))\n",
    "\n",
    "# Splitting the data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_final, y, test_size=0.2, random_state=2)\n",
    "\n",
    "def train_and_evaluate_model(model, X_train, y_train, X_test, y_test):\n",
    "    start_time = time.time()\n",
    "    \n",
    "    # Training the model\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    # Predicting on the test set\n",
    "    y_pred = model.predict(X_test)\n",
    "    \n",
    "    # Calculating accuracy\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    \n",
    "    # Displaying classification report and confusion matrix\n",
    "    print(f\"Classification Report:\\n{classification_report(y_test, y_pred)}\")\n",
    "    print(f\"Confusion Matrix:\\n{confusion_matrix(y_test, y_pred)}\")\n",
    "    \n",
    "    # Calculating and displaying the time taken\n",
    "    end_time = time.time()\n",
    "    elapsed_time = end_time - start_time\n",
    "    print(f\"Time taken: {elapsed_time:.2f} seconds\")\n",
    "    \n",
    "    return accuracy\n",
    "\n",
    "# Training and evaluating models\n",
    "gnb = GaussianNB()\n",
    "mnb = MultinomialNB()\n",
    "bnb = BernoulliNB()\n",
    "dt = DecisionTreeClassifier()\n",
    "\n",
    "print(\"\\nGaussian Naive Bayes Model:\")\n",
    "accuracy_gnb = train_and_evaluate_model(gnb, X_train, y_train, X_test, y_test)\n",
    "\n",
    "print(\"\\nMultinomial Naive Bayes Model:\")\n",
    "accuracy_mnb = train_and_evaluate_model(mnb, X_train, y_train, X_test, y_test)\n",
    "\n",
    "print(\"\\nBernoulli Naive Bayes Model:\")\n",
    "accuracy_bnb = train_and_evaluate_model(bnb, X_train, y_train, X_test, y_test)\n",
    "\n",
    "\n",
    "print(\"\\nDecision Tree Classifier:\")\n",
    "accuracy_bnb = train_and_evaluate_model(dt, X_train, y_train, X_test, y_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Gaussian Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.86      0.91       905\n",
      "           1       0.46      0.87      0.60       127\n",
      "\n",
      "    accuracy                           0.86      1032\n",
      "   macro avg       0.72      0.86      0.76      1032\n",
      "weighted avg       0.91      0.86      0.88      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[776 129]\n",
      " [ 17 110]]\n",
      "Time taken: 1.28 seconds\n",
      "\n",
      "Multinomial Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      1.00      0.98       905\n",
      "           1       0.96      0.76      0.85       127\n",
      "\n",
      "    accuracy                           0.97      1032\n",
      "   macro avg       0.96      0.88      0.92      1032\n",
      "weighted avg       0.97      0.97      0.97      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[901   4]\n",
      " [ 30  97]]\n",
      "Time taken: 0.13 seconds\n",
      "\n",
      "Bernoulli Naive Bayes Model:\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      1.00      0.98       905\n",
      "           1       0.97      0.80      0.87       127\n",
      "\n",
      "    accuracy                           0.97      1032\n",
      "   macro avg       0.97      0.90      0.93      1032\n",
      "weighted avg       0.97      0.97      0.97      1032\n",
      "\n",
      "Confusion Matrix:\n",
      "[[902   3]\n",
      " [ 26 101]]\n",
      "Time taken: 0.40 seconds\n",
      "+-------------------------+----------+------------+--------------+\n",
      "|          Model          | Accuracy | Error Rate |  Time Taken  |\n",
      "+-------------------------+----------+------------+--------------+\n",
      "|   Gaussian Naive Bayes  |  0.8585  |   0.1415   | 0.96 seconds |\n",
      "| Multinomial Naive Bayes |  0.9671  |   0.0329   | 0.35 seconds |\n",
      "|  Bernoulli Naive Bayes  |  0.9719  |   0.0281   | 0.20 seconds |\n",
      "+-------------------------+----------+------------+--------------+\n"
     ]
    }
   ],
   "source": [
    "from prettytable import PrettyTable\n",
    "\n",
    "# ... (previous code)\n",
    "\n",
    "# Creating a table\n",
    "table = PrettyTable()\n",
    "table.field_names = [\"Model\", \"Accuracy\", \"Error Rate\", \"Time Taken\"]\n",
    "\n",
    "# Function to add results to the table\n",
    "def add_to_table(model_name, accuracy, time_taken):\n",
    "    error_rate = 1 - accuracy\n",
    "    table.add_row([model_name, f\"{accuracy:.4f}\", f\"{error_rate:.4f}\", f\"{time_taken:.2f} seconds\"])\n",
    "\n",
    "# Training and evaluating models\n",
    "print(\"\\nGaussian Naive Bayes Model:\")\n",
    "accuracy_gnb = train_and_evaluate_model(gnb, X_train, y_train, X_test, y_test)\n",
    "add_to_table(\"Gaussian Naive Bayes\", accuracy_gnb, 0.96)\n",
    "\n",
    "print(\"\\nMultinomial Naive Bayes Model:\")\n",
    "accuracy_mnb = train_and_evaluate_model(mnb, X_train, y_train, X_test, y_test)\n",
    "add_to_table(\"Multinomial Naive Bayes\", accuracy_mnb, 0.35)\n",
    "\n",
    "print(\"\\nBernoulli Naive Bayes Model:\")\n",
    "accuracy_bnb = train_and_evaluate_model(bnb, X_train, y_train, X_test, y_test)\n",
    "add_to_table(\"Bernoulli Naive Bayes\", accuracy_bnb, 0.20)  # Replace with the actual time taken\n",
    "\n",
    "# Printing the table\n",
    "print(table)\n"
   ]
  }
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