sms-spam-detection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0bcc9341-5563-4a04-b066-8bc95829e609",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a8cc2792-1c48-41eb-ac85-307a177e15f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('spam.csv', encoding='latin1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "afc2e74a-7612-45e0-9075-7a4f380ed44b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>v1</th>\n",
       "      <th>v2</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1492</th>\n",
       "      <td>ham</td>\n",
       "      <td>In the end she might still vomit but its okay....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1656</th>\n",
       "      <td>ham</td>\n",
       "      <td>Yes I posted a couple of pics on fb. There's s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3227</th>\n",
       "      <td>spam</td>\n",
       "      <td>SIX chances to win CASH! From 100 to 20,000 po...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>ham</td>\n",
       "      <td>Are you this much buzy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3744</th>\n",
       "      <td>ham</td>\n",
       "      <td>Aight, let me know when you're gonna be around...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "        v1                                                 v2 Unnamed: 2  \\\n",
       "1492   ham  In the end she might still vomit but its okay....        NaN   \n",
       "1656   ham  Yes I posted a couple of pics on fb. There's s...        NaN   \n",
       "3227  spam  SIX chances to win CASH! From 100 to 20,000 po...        NaN   \n",
       "964    ham                             Are you this much buzy        NaN   \n",
       "3744   ham  Aight, let me know when you're gonna be around...        NaN   \n",
       "\n",
       "     Unnamed: 3 Unnamed: 4  \n",
       "1492        NaN        NaN  \n",
       "1656        NaN        NaN  \n",
       "3227        NaN        NaN  \n",
       "964         NaN        NaN  \n",
       "3744        NaN        NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f13c400-e8c8-436c-98d3-78946a2c73d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5572, 5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aa8018dd-e266-453a-bc85-8ec61d329988",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5572 entries, 0 to 5571\n",
      "Data columns (total 5 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   v1          5572 non-null   object\n",
      " 1   v2          5572 non-null   object\n",
      " 2   Unnamed: 2  50 non-null     object\n",
      " 3   Unnamed: 3  12 non-null     object\n",
      " 4   Unnamed: 4  6 non-null      object\n",
      "dtypes: object(5)\n",
      "memory usage: 217.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1916b203-a033-4a5f-8a8b-000d3e7eac79",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(columns=['Unnamed: 2', 'Unnamed: 3', 'Unnamed: 4'],inplace=True)#inplace means changing df itself and not returning new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d20bb9ca-caa7-4320-9869-7c31ef9b675a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>v1</th>\n",
       "      <th>v2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>ham</td>\n",
       "      <td>Theoretically yeah, he could be able to come</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>ham</td>\n",
       "      <td>Not much, just some textin'. How bout you?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2513</th>\n",
       "      <td>spam</td>\n",
       "      <td>U have won a nokia 6230 plus a free digital ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>spam</td>\n",
       "      <td>U 447801259231 have a secret admirer who is lo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2374</th>\n",
       "      <td>ham</td>\n",
       "      <td>Dunno lei he neva say...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        v1                                                 v2\n",
       "3865   ham       Theoretically yeah, he could be able to come\n",
       "2196   ham         Not much, just some textin'. How bout you?\n",
       "2513  spam  U have won a nokia 6230 plus a free digital ca...\n",
       "239   spam  U 447801259231 have a secret admirer who is lo...\n",
       "2374   ham                           Dunno lei he neva say..."
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2ff85101-18f1-4883-9436-3d71780df8ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>target</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3356</th>\n",
       "      <td>ham</td>\n",
       "      <td>Brainless Baby Doll..:-D;-), vehicle sariyag d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4470</th>\n",
       "      <td>ham</td>\n",
       "      <td>Wa... U so efficient... Gee... Thanx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5098</th>\n",
       "      <td>spam</td>\n",
       "      <td>TheMob&gt;Hit the link to get a premium Pink Pant...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4341</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ha! I wouldn't say that I just didn't read any...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3184</th>\n",
       "      <td>ham</td>\n",
       "      <td>MAYBE IF YOU WOKE UP BEFORE FUCKING 3 THIS WOU...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     target                                               text\n",
       "3356    ham  Brainless Baby Doll..:-D;-), vehicle sariyag d...\n",
       "4470    ham            Wa... U so efficient... Gee... Thanx...\n",
       "5098   spam  TheMob>Hit the link to get a premium Pink Pant...\n",
       "4341    ham  Ha! I wouldn't say that I just didn't read any...\n",
       "3184    ham  MAYBE IF YOU WOKE UP BEFORE FUCKING 3 THIS WOU..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#renaming the columns\n",
    "df.rename(columns={'v1': 'target', 'v2': 'text'}, inplace=True)\n",
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c03cc3e9-adc7-4565-9c56-65a7961899c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3ad69833-e920-42f6-b966-fe44d2cf993d",
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1bc871d1-500b-4c49-91ca-a7d1723a811a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['target'] = encoder.fit_transform(df['target'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5f833679-8c1c-487f-a6b5-1910ae1ff57f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>0</td>\n",
       "      <td>Sorry, I'll call later</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2203</th>\n",
       "      <td>0</td>\n",
       "      <td>soon you will have the real thing princess! Do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>1</td>\n",
       "      <td>For ur chance to win a å£250 cash every wk TXT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4919</th>\n",
       "      <td>0</td>\n",
       "      <td>G says you never answer your texts, confirm/deny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>0</td>\n",
       "      <td>Do u konw waht is rael FRIENDSHIP Im gving yuo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      target                                               text\n",
       "338        0                             Sorry, I'll call later\n",
       "2203       0  soon you will have the real thing princess! Do...\n",
       "1652       1  For ur chance to win a å£250 cash every wk TXT...\n",
       "4919       0   G says you never answer your texts, confirm/deny\n",
       "1541       0  Do u konw waht is rael FRIENDSHIP Im gving yuo..."
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fbe45d74-a685-4835-9836-40b0902ca8e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "target    0\n",
       "text      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4fde25a5-3064-4292-8cb1-794cfea4ea21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "403"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for duplicated values\n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "10ad9346-1f88-4d1b-b688-ceb4679b1daf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing duplicates\n",
    "df = df.drop_duplicates(keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "32aa8735-ce4c-4ebe-9d23-0f767ab1026f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "13ea5314-d927-45ff-9df7-42f8462f0485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5169, 2)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc750af8-a904-4bf9-a4e5-f89df20c17bb",
   "metadata": {},
   "source": [
    "# <span style=\"color:pink;\">EDA</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4b6df34f-a4a0-4dae-a5a9-1d12ec519259",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "09425fa0-b017-4a56-ae5f-169dcfd74d65",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "target\n",
       "0    4516\n",
       "1     653\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['target'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3b9e25bc-c87b-4b72-b3ad-57220505e462",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(df['target'].value_counts(), labels=['ham', 'spam'],  autopct=\"%1.2f%%\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "62ca33e4-ae48-485e-9692-7bd161597a8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#data is imbalanced - too many hams compared to spam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "dff9535c-0512-4adf-93db-1214e39c376d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9bf2e67c-3731-4269-ab7e-0d81dda86849",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\Anish\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eee6d8fe-c273-4775-aafd-dff091c20f22",
   "metadata": {},
   "source": [
    "The \"punkt\" tokenizer in NLTK is pre-trained unsupervised machine learning model  used for sentence tokenization, splitting text into individual sentences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a3066020-94d9-42de-b3e7-2fcb003eb234",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['num_chars'] = df['text'].apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "85165cdd-a599-4fcc-be94-3c71bd3a7f4c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>text</th>\n",
       "      <th>num_chars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  num_chars\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111\n",
       "1       0                      Ok lar... Joking wif u oni...         29\n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155\n",
       "3       0  U dun say so early hor... U c already then say...         49\n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7d3f9304-775e-42c9-9e2e-9709076fed42",
   "metadata": {},
   "outputs": [],
   "source": [
    "#num of words\n",
    "df['num_words'] = df['text'].apply(lambda x: len(nltk.word_tokenize(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b37146fd-d1d1-4fa4-b731-ffbdc083a5e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>target</th>\n",
       "      <th>text</th>\n",
       "      <th>num_chars</th>\n",
       "      <th>num_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "      <td>111</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "      <td>155</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  num_chars  \\\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111   \n",
       "1       0                      Ok lar... Joking wif u oni...         29   \n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155   \n",
       "3       0  U dun say so early hor... U c already then say...         49   \n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61   \n",
       "\n",
       "   num_words  \n",
       "0         24  \n",
       "1          8  \n",
       "2         37  \n",
       "3         13  \n",
       "4         15  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e050e2b1-3bea-4acf-990a-cd0969dda75e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#num of sentences\n",
    "df['num_sentences'] = df['text'].apply(lambda x: len(nltk.sent_tokenize(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5e54ed21-2b89-4ecf-9116-736226ac50aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   target                                               text  num_chars  \\\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111   \n",
       "1       0                      Ok lar... Joking wif u oni...         29   \n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155   \n",
       "3       0  U dun say so early hor... U c already then say...         49   \n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61   \n",
       "\n",
       "   num_words  num_sentences  \n",
       "0         24              2  \n",
       "1          8              2  \n",
       "2         37              2  \n",
       "3         13              1  \n",
       "4         15              1  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
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    "df.head()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "799bfc88-bc83-4e22-9709-53cdb96bf90a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5169.000000\n",
       "mean       78.977945\n",
       "std        58.236293\n",
       "min         2.000000\n",
       "25%        36.000000\n",
       "50%        60.000000\n",
       "75%       117.000000\n",
       "max       910.000000\n",
       "Name: num_chars, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['num_chars'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e0f712f3-9d12-43d7-9c08-40d26997efe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>5169.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>78.977945</td>\n",
       "      <td>18.455794</td>\n",
       "      <td>1.965564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>58.236293</td>\n",
       "      <td>13.324758</td>\n",
       "      <td>1.448541</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>60.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>117.000000</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_chars    num_words  num_sentences\n",
       "count  5169.000000  5169.000000    5169.000000\n",
       "mean     78.977945    18.455794       1.965564\n",
       "std      58.236293    13.324758       1.448541\n",
       "min       2.000000     1.000000       1.000000\n",
       "25%      36.000000     9.000000       1.000000\n",
       "50%      60.000000    15.000000       1.000000\n",
       "75%     117.000000    26.000000       2.000000\n",
       "max     910.000000   220.000000      38.000000"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['num_chars', 'num_words', 'num_sentences']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5b5a03dc-bd5e-4bbd-9c74-de5e73453d34",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>num_chars</th>\n",
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       "      <th>num_sentences</th>\n",
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       "  </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>70.459256</td>\n",
       "      <td>17.123782</td>\n",
       "      <td>1.820195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>56.358207</td>\n",
       "      <td>13.493970</td>\n",
       "      <td>1.383657</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>52.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>90.000000</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_chars    num_words  num_sentences\n",
       "count  4516.000000  4516.000000    4516.000000\n",
       "mean     70.459256    17.123782       1.820195\n",
       "std      56.358207    13.493970       1.383657\n",
       "min       2.000000     1.000000       1.000000\n",
       "25%      34.000000     8.000000       1.000000\n",
       "50%      52.000000    13.000000       1.000000\n",
       "75%      90.000000    22.000000       2.000000\n",
       "max     910.000000   220.000000      38.000000"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#for ham msg\n",
    "df[df['target'] == 0][['num_chars', 'num_words', 'num_sentences']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "58322fcf-91dd-408f-86b1-edb9d1457b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>num_words</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>653.000000</td>\n",
       "      <td>653.000000</td>\n",
       "      <td>653.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>137.891271</td>\n",
       "      <td>27.667688</td>\n",
       "      <td>2.970904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>30.137753</td>\n",
       "      <td>7.008418</td>\n",
       "      <td>1.488425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>13.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>132.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>149.000000</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>224.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        num_chars   num_words  num_sentences\n",
       "count  653.000000  653.000000     653.000000\n",
       "mean   137.891271   27.667688       2.970904\n",
       "std     30.137753    7.008418       1.488425\n",
       "min     13.000000    2.000000       1.000000\n",
       "25%    132.000000   25.000000       2.000000\n",
       "50%    149.000000   29.000000       3.000000\n",
       "75%    157.000000   32.000000       4.000000\n",
       "max    224.000000   46.000000       9.000000"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#for spam msg\n",
    "df[df['target'] == 1][['num_chars', 'num_words', 'num_sentences']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "eebf9469-3734-4136-987b-d6f2dc83d4d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f2c94b49-b2bb-4b77-a0d3-65bef87a791c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='num_chars', ylabel='Count'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[df['target'] == 0]['num_chars'])#ham\n",
    "sns.histplot(df[df['target'] == 1]['num_chars'], color='red')#spam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "175338bf-5910-4875-8c1f-b9d9c1fcc4f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='num_words', ylabel='Count'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[df['target'] == 0]['num_words'])#ham\n",
    "sns.histplot(df[df['target'] == 1]['num_words'], color='red')#spam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "82e89df1-e2e1-4ad2-af95-ad169cc8f1ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\Anish\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21eaee99510>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 808.875x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue='target')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "cf0eeaa7-de18-45d4-be7a-7ba5f89cbecd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>num_chars</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>target</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.384717</td>\n",
       "      <td>0.262912</td>\n",
       "      <td>0.263939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_chars</th>\n",
       "      <td>0.384717</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.965760</td>\n",
       "      <td>0.624139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_words</th>\n",
       "      <td>0.262912</td>\n",
       "      <td>0.965760</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.679971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_sentences</th>\n",
       "      <td>0.263939</td>\n",
       "      <td>0.624139</td>\n",
       "      <td>0.679971</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 target  num_chars  num_words  num_sentences\n",
       "target         1.000000   0.384717   0.262912       0.263939\n",
       "num_chars      0.384717   1.000000   0.965760       0.624139\n",
       "num_words      0.262912   0.965760   1.000000       0.679971\n",
       "num_sentences  0.263939   0.624139   0.679971       1.000000"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_cols = df.drop(columns = ['text'])\n",
    "numeric_cols.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "24b45101-6b9d-4b91-9746-79c0758d0697",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 39,
     "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": [
    "sns.heatmap(numeric_cols.corr(),annot=True, fmt=\".2f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c3f686a1-1630-4850-85ad-1455bd1e0a90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>text</th>\n",
       "      <th>num_chars</th>\n",
       "      <th>num_words</th>\n",
       "      <th>num_sentences</th>\n",
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       "  <tbody>\n",
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       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
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       "      <td>29</td>\n",
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       "      <td>1</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
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       "      <td>49</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target                                               text  num_chars  \\\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111   \n",
       "1       0                      Ok lar... Joking wif u oni...         29   \n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155   \n",
       "3       0  U dun say so early hor... U c already then say...         49   \n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61   \n",
       "\n",
       "   num_words  num_sentences  \n",
       "0         24              2  \n",
       "1          8              2  \n",
       "2         37              2  \n",
       "3         13              1  \n",
       "4         15              1  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92e462e3-167b-43e8-a9d9-66483098c0ab",
   "metadata": {},
   "source": [
    "# Data PreProcessing\n",
    "1. lowercase\n",
    "2. tokenization\n",
    "3. remove special chars\n",
    "4. remove punctuation and stop words(is, of, the)\n",
    "5. stemming/lametization(making dancer, dancing, dances -> dance)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "49906ade-bd91-4e5f-8d7a-c4c6d0d88abf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</div>"
      ],
      "text/plain": [
       "   target                                               text  num_chars  \\\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111   \n",
       "1       0                      Ok lar... Joking wif u oni...         29   \n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155   \n",
       "3       0  U dun say so early hor... U c already then say...         49   \n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61   \n",
       "\n",
       "   num_words  num_sentences  \n",
       "0         24              2  \n",
       "1          8              2  \n",
       "2         37              2  \n",
       "3         13              1  \n",
       "4         15              1  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "50f457aa-200f-49d8-82a3-bda2131e4799",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "import string\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "ps = PorterStemmer()\n",
    "\n",
    "\n",
    "def transform_text(text):\n",
    "    text = text.lower()\n",
    "    text = nltk.word_tokenize(text)\n",
    "\n",
    "    y = []\n",
    "    for i in text:\n",
    "        if i.isalnum():\n",
    "            y.append(i)\n",
    "    text = y[:]\n",
    "    y.clear()\n",
    "\n",
    "    for i in text:\n",
    "        if i not in stopwords.words('english') and i not in string.punctuation:\n",
    "            y.append(i)\n",
    "    text = y[:]\n",
    "    y.clear()\n",
    "\n",
    "    for i in text:\n",
    "        y.append(ps.stem(i))\n",
    "\n",
    "    return \" \".join(y) #joining the elements of the array using \" \"(space)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "755ed57c-49cb-45a6-b0bc-be490a95481e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "gon na home soon want talk stuff anymor tonight k cri enough today\n"
     ]
    }
   ],
   "source": [
    "print(df['text'][10])\n",
    "print(transform_text(df['text'][10]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4f345fee-b8f8-48c9-bbe8-85a92af5b907",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['transformed_text'] = df['text'].apply(transform_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "33093b0d-ee11-4054-b795-a246a9d121e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>text</th>\n",
       "      <th>num_chars</th>\n",
       "      <th>num_words</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>0</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
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       "      <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>0</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "      <td>29</td>\n",
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       "      <td>2</td>\n",
       "      <td>ok lar joke wif u oni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</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>0</td>\n",
       "      <td>U dun say so early hor... U c already then say...</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",
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       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</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": [
       "   target                                               text  num_chars  \\\n",
       "0       0  Go until jurong point, crazy.. Available only ...        111   \n",
       "1       0                      Ok lar... Joking wif u oni...         29   \n",
       "2       1  Free entry in 2 a wkly comp to win FA Cup fina...        155   \n",
       "3       0  U dun say so early hor... U c already then say...         49   \n",
       "4       0  Nah I don't think he goes to usf, he lives aro...         61   \n",
       "\n",
       "   num_words  num_sentences                                   transformed_text  \n",
       "0         24              2  go jurong point crazi avail bugi n great world...  \n",
       "1          8              2                              ok lar joke wif u oni  \n",
       "2         37              2  free entri 2 wkli comp win fa cup final tkt 21...  \n",
       "3         13              1                u dun say earli hor u c alreadi say  \n",
       "4         15              1               nah think goe usf live around though  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "82a21dca-e88c-446a-a725-b4dcea91d92e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "wc = WordCloud(width=500, height=500, min_font_size=10, background_color='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "50046f86-327c-4ba7-b1bf-b354cd28f4a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "spam_wc = wc.generate(df[df['target'] == 1]['transformed_text'].str.cat(sep=\" \"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9fd13690-7bc7-499b-ba61-a887200c9b08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21eb1b94910>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "plt.imshow(spam_wc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9415536a-0f51-4634-8ac0-b534b7d09d30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21eb1b716d0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ham_wc = wc.generate(df[df['target'] == 0]['text'].str.cat(sep=\" \"))\n",
    "plt.figure(figsize=(14,6))\n",
    "plt.imshow(spam_wc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ffbfa0f-267f-49c1-b25b-a3211dc115f9",
   "metadata": {},
   "source": [
    "calaculating top ham and spam words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f3c9e464-c7dd-4b46-99f8-93a12adc5203",
   "metadata": {},
   "outputs": [],
   "source": [
    "spam_corpus = []\n",
    "\n",
    "for msg in df[df['target'] == 1]['transformed_text'].tolist():\n",
    "    for word in msg.split():\n",
    "        spam_corpus.append(word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "9d6d909b-6abf-4893-b8a7-e6cda4612542",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       " 'stop',\n",
       " 'messag',\n",
       " 'repli',\n",
       " 'stop',\n",
       " 'custom',\n",
       " 'servic',\n",
       " '08717205546',\n",
       " 'thank',\n",
       " 'rington',\n",
       " 'order',\n",
       " 'refer',\n",
       " 't91',\n",
       " 'charg',\n",
       " 'gbp',\n",
       " '4',\n",
       " 'per',\n",
       " 'week',\n",
       " 'unsubscrib',\n",
       " 'anytim',\n",
       " 'call',\n",
       " 'custom',\n",
       " 'servic',\n",
       " '09057039994',\n",
       " 'doubl',\n",
       " 'min',\n",
       " 'txt',\n",
       " '4',\n",
       " '6month',\n",
       " 'free',\n",
       " 'bluetooth',\n",
       " 'orang',\n",
       " 'avail',\n",
       " 'soni',\n",
       " 'nokia',\n",
       " 'motorola',\n",
       " 'phone',\n",
       " 'call',\n",
       " 'mobileupd8',\n",
       " '08000839402',\n",
       " '4mth',\n",
       " 'half',\n",
       " 'price',\n",
       " 'orang',\n",
       " 'line',\n",
       " 'rental',\n",
       " 'latest',\n",
       " 'camera',\n",
       " 'phone',\n",
       " '4',\n",
       " 'free',\n",
       " 'phone',\n",
       " '11mth',\n",
       " 'call',\n",
       " 'mobilesdirect',\n",
       " 'free',\n",
       " '08000938767',\n",
       " 'updat',\n",
       " 'or2stoptxt',\n",
       " 'free',\n",
       " 'rington',\n",
       " 'text',\n",
       " 'first',\n",
       " '87131',\n",
       " 'poli',\n",
       " 'text',\n",
       " 'get',\n",
       " '87131',\n",
       " 'true',\n",
       " 'tone',\n",
       " 'help',\n",
       " '0845',\n",
       " '2814032',\n",
       " '16',\n",
       " '1st',\n",
       " 'free',\n",
       " 'tone',\n",
       " 'txt',\n",
       " 'stop',\n",
       " '100',\n",
       " 'date',\n",
       " 'servic',\n",
       " 'cal',\n",
       " 'l',\n",
       " '09064012103',\n",
       " 'box334sk38ch',\n",
       " 'free',\n",
       " 'entri',\n",
       " 'weekli',\n",
       " 'competit',\n",
       " 'text',\n",
       " 'word',\n",
       " 'win',\n",
       " '80086',\n",
       " '18',\n",
       " 'c',\n",
       " 'send',\n",
       " 'logo',\n",
       " '2',\n",
       " 'ur',\n",
       " 'lover',\n",
       " '2',\n",
       " 'name',\n",
       " 'join',\n",
       " 'heart',\n",
       " 'txt',\n",
       " 'love',\n",
       " 'name1',\n",
       " 'name2',\n",
       " 'mobno',\n",
       " 'eg',\n",
       " 'love',\n",
       " 'adam',\n",
       " 'eve',\n",
       " '07123456789',\n",
       " '87077',\n",
       " 'yahoo',\n",
       " 'pobox36504w45wq',\n",
       " 'txtno',\n",
       " '4',\n",
       " 'ad',\n",
       " '150p',\n",
       " 'someon',\n",
       " 'contact',\n",
       " 'date',\n",
       " 'servic',\n",
       " 'enter',\n",
       " 'phone',\n",
       " 'fanci',\n",
       " 'find',\n",
       " 'call',\n",
       " 'landlin',\n",
       " '09111032124',\n",
       " 'pobox12n146tf150p',\n",
       " 'urgent',\n",
       " 'mobil',\n",
       " 'number',\n",
       " 'award',\n",
       " 'prize',\n",
       " 'guarante',\n",
       " 'call',\n",
       " '09058094455',\n",
       " 'land',\n",
       " 'line',\n",
       " 'claim',\n",
       " 'valid',\n",
       " '12hr',\n",
       " 'congrat',\n",
       " 'nokia',\n",
       " '3650',\n",
       " 'video',\n",
       " 'camera',\n",
       " ...]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spam_corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "8aa4d01c-621e-4fde-85fb-fc77da28b33f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "\n",
    "df_spam_top30 = pd.DataFrame(Counter(spam_corpus).most_common(30))\n",
    "sns.barplot(x=df_spam_top30[0], y=df_spam_top30[1])\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d8fd5bde-f638-46c0-bc42-6ae902444631",
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_corpus = []\n",
    "\n",
    "for msg in df[df['target'] == 0]['transformed_text'].tolist():\n",
    "    for word in msg.split():\n",
    "        ham_corpus.append(word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "e616ac3c-12c1-4c18-b6c3-8847a6732cfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_spam_top30 = pd.DataFrame(Counter(ham_corpus).most_common(30))\n",
    "sns.barplot(x=df_spam_top30[0], y=df_spam_top30[1])\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "627adbec-acc5-4cba-bc88-6fae9e62f870",
   "metadata": {},
   "source": [
    "# Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "fb1baaf1-44f4-45cd-a447-82a5609410c6",
   "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": 108,
   "id": "766b9931-e0e4-4303-b60b-75960a63f662",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = tfidf.fit_transform(df['transformed_text']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "5d431795-3169-4aca-b7fa-01ac931ee72d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5169, 3000)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "00de95e0-e2ee-4333-813f-70ad7ca143dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['target'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "a7bacaf7-9c80-443f-a00d-ab622533d900",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "bed20c9d-7ac5-4ab8-83ca-d8786c627cce",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "ce85ad53-e8c2-4fe4-9f18-cfd021c5ace3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB, BernoulliNB, MultinomialNB\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, precision_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "bbc661d3-6a58-408a-b979-4b71fadb2d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "gnb = GaussianNB()\n",
    "bnb = BernoulliNB()\n",
    "mnb = MultinomialNB()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "d67bda18-77df-44cd-a4dd-69b1f71e34e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8694390715667312\n",
      "[[788 108]\n",
      " [ 27 111]]\n",
      "0.5068493150684932\n"
     ]
    }
   ],
   "source": [
    "gnb.fit(X_train, y_train)\n",
    "ypred1 = gnb.predict(X_test)\n",
    "print(accuracy_score(y_test, ypred1))\n",
    "print(confusion_matrix(y_test, ypred1))\n",
    "print(precision_score(y_test, ypred1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "64868e6f-78b7-40fe-8884-33cd5ff8d4e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9709864603481625\n",
      "[[896   0]\n",
      " [ 30 108]]\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "mnb.fit(X_train, y_train)\n",
    "ypred2 = mnb.predict(X_test)\n",
    "print(accuracy_score(y_test, ypred2))\n",
    "print(confusion_matrix(y_test, ypred2))\n",
    "print(precision_score(y_test, ypred2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "53e1eb12-35d1-4b9f-957d-56d7464fc227",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9835589941972921\n",
      "[[895   1]\n",
      " [ 16 122]]\n",
      "0.991869918699187\n"
     ]
    }
   ],
   "source": [
    "bnb.fit(X_train, y_train)\n",
    "ypred3 = bnb.predict(X_test)\n",
    "print(accuracy_score(y_test, ypred3))\n",
    "print(confusion_matrix(y_test, ypred3))\n",
    "print(precision_score(y_test, ypred3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "7817605b-e01f-4f94-8bca-7114ec713a92",
   "metadata": {},
   "outputs": [],
   "source": [
    "#priority of precision is higher than accuracy in this usecase as we don't want false positives"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb75e4c-aa8c-4b8d-a467-6e220aac457f",
   "metadata": {},
   "source": [
    "# Model Improvement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "21796955-afab-472c-8a1f-828646f6fb6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#changing the max_features of tfidf(most common) max_features reps most used words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "bdfda151-3aa3-466b-b03e-a30e3697476b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#multiple attempts were made to increase the accuracy of multinomial but didn't worked out(check the video)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "566abdda-b1d1-4335-8acf-e5a2f82bc75a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#using multinomial as the final model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "a63e3d90-c034-4d91-b87d-abbded5f21b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle \n",
    "pickle.dump(tfidf, open('vectorizer.pkl', 'wb'))\n",
    "pickle.dump(mnb, open('model.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72e2a839-d11d-460a-bbc1-6d1148bcfb6c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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