Analysis_whatsapp_chat.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "172aea74",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "\n",
    "def date_time(s):\n",
    "        pattern = '^([0-9]+)(\\/)([0-9]+)(\\/)([0-9]+), ([0-9]+):([0-9]+)[ ]?(AM|PM|am|pm)? -'\n",
    "        result = re.match(pattern, s)\n",
    "        if result:\n",
    "            return True\n",
    "        else:\n",
    "            pattern = '\\d{1,2}/\\d{1,2}/\\d{2,4},\\s\\d{1,2}:\\d{2}\\s-\\s'\n",
    "            result = re.match(pattern, s)\n",
    "            if result:\n",
    "                return True\n",
    "            else:\n",
    "                return False\n",
    "\n",
    "def getDatapoint(line):\n",
    "    splitline = line.split(' - ')\n",
    "    dateTime = splitline[0]\n",
    "    date, time = dateTime.split(\", \")\n",
    "    message = \" \".join(splitline[1:])\n",
    "    splitmessage = message.split(\": \")\n",
    "    if splitmessage[1:]:\n",
    "        author = splitmessage[0]\n",
    "        message = \" \".join(splitmessage[1:])\n",
    "    else:\n",
    "        author = 'group_notification'\n",
    "        message = splitmessage[0]\n",
    "    return date, time, author, message\n",
    "\n",
    "data = []\n",
    "conversation = 'WhatsApp Chat with Civil War💪💪.txt'\n",
    "with open(conversation, encoding=\"utf-8\") as fp:\n",
    "    fp.readline()\n",
    "    messageBuffer = []\n",
    "    date, time, user = None, None, None\n",
    "    while True:\n",
    "        line = fp.readline()\n",
    "        if not line:\n",
    "               break\n",
    "        line = line.strip()\n",
    "        if date_time(line):\n",
    "            if len(messageBuffer) > 0:\n",
    "                data.append([date, time, user, ' '.join(messageBuffer)])\n",
    "            messageBuffer.clear()\n",
    "            date, time, user, message = getDatapoint(line)\n",
    "            messageBuffer.append(message)\n",
    "        else:\n",
    "            messageBuffer.append(line)\n",
    "\n",
    "df = pd.DataFrame(data, columns=[\"date\", 'time', 'user', 'message'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d4a235e2",
   "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>date</th>\n",
       "      <th>time</th>\n",
       "      <th>user</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14/12/2021</td>\n",
       "      <td>1:47 am</td>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14/12/2021</td>\n",
       "      <td>1:47 am</td>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14/12/2021</td>\n",
       "      <td>1:47 am</td>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14/12/2021</td>\n",
       "      <td>2:11 am</td>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14/12/2021</td>\n",
       "      <td>2:11 am</td>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date     time                user  \\\n",
       "0  14/12/2021  1:47 am  group_notification   \n",
       "1  14/12/2021  1:47 am  group_notification   \n",
       "2  14/12/2021  1:47 am  group_notification   \n",
       "3  14/12/2021  2:11 am        Karan Dua M3   \n",
       "4  14/12/2021  2:11 am        Karan Dua M3   \n",
       "\n",
       "                                   message  \n",
       "0  Hritvik M3 created group \"Jawahar bois\"  \n",
       "1                     Hritvik M3 added you  \n",
       "2                      You're now an admin  \n",
       "3                          <Media omitted>  \n",
       "4                          <Media omitted>  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#f = open('WhatsApp Chat with Civil War💪💪.txt','r',encoding='utf-8')\n",
    "\n",
    "import datetime as dt\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "69236910",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] = pd.to_datetime(df.date, format='%d/%m/%Y')\n",
    "#df['date'] = df['date'].dt.strftime('%m-%d-%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1943dc0d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df.head()\n",
    "df['Year'] = df.date.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "46b54954",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Month_num'] = df['date'].dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a0979e10",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Month'] = df['date'].dt.month_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "166ff9f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Day'] = df.date.dt.day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3dffbd63",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['only_date'] = df['date'].dt.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "790016d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['day_name'] = df['date'].dt.day_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "465ac4e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.Time = df['time'].apply(lambda x: df.time(x, '%H:%M: %p').strftime('%I:%M:%S'))\n",
    "df['Time'] = pd.to_datetime(df.time, format='%I:%M %p')\n",
    "#df['Time'] = pd.to_datetime(time).strftime('%H:%M:%S'\n",
    "df['Hours'] = df.Time.dt.hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "eee31005",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Minute']  =df.Time.dt.minute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6a04de2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>date</th>\n",
       "      <th>time</th>\n",
       "      <th>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "      <th>Time</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>1:47 am</td>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>12</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1900-01-01 01:47:00</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>1:47 am</td>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>12</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1900-01-01 01:47:00</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date     time                user  \\\n",
       "0 2021-12-14  1:47 am  group_notification   \n",
       "1 2021-12-14  1:47 am  group_notification   \n",
       "\n",
       "                                   message  Year  Month_num     Month  Day  \\\n",
       "0  Hritvik M3 created group \"Jawahar bois\"  2021         12  December   14   \n",
       "1                     Hritvik M3 added you  2021         12  December   14   \n",
       "\n",
       "    only_date day_name                Time  Hours  Minute  \n",
       "0  2021-12-14  Tuesday 1900-01-01 01:47:00      1      47  \n",
       "1  2021-12-14  Tuesday 1900-01-01 01:47:00      1      47  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1cd92d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature = df[['user','message','Year','Month','Day','Hours','Minute','Month_num','only_date','day_name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0e5fb87c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 user                                  message  Year  \\\n",
       "0  group_notification  Hritvik M3 created group \"Jawahar bois\"  2021   \n",
       "1  group_notification                     Hritvik M3 added you  2021   \n",
       "2  group_notification                      You're now an admin  2021   \n",
       "3        Karan Dua M3                          <Media omitted>  2021   \n",
       "4        Karan Dua M3                          <Media omitted>  2021   \n",
       "\n",
       "      Month  Day  Hours  Minute  Month_num   only_date day_name  \n",
       "0  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "1  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "2  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "3  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "4  December   14      2      11         12  2021-12-14  Tuesday  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "213b487b",
   "metadata": {},
   "outputs": [],
   "source": [
    "words = []\n",
    "for message in feature['message']:\n",
    "    words.extend(message.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71686a40",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5ccba793",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_media_msg = feature[feature['message'] == '<Media omitted>'].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "64d6e7f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: urlextract in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (1.6.0)\n",
      "Requirement already satisfied: filelock in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from urlextract) (3.0.12)\n",
      "Requirement already satisfied: platformdirs in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from urlextract) (2.5.2)\n",
      "Requirement already satisfied: idna in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from urlextract) (2.10)\n",
      "Requirement already satisfied: uritools in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from urlextract) (4.0.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You are using pip version 21.3.1; however, version 22.1.2 is available.\n",
      "You should consider upgrading via the 'c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\python.exe -m pip install --upgrade pip' command.\n"
     ]
    }
   ],
   "source": [
    "pip install urlextract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2e412ca6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from urlextract import URLExtract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a81e0c77",
   "metadata": {},
   "outputs": [],
   "source": [
    "extractor = URLExtract()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "aa1cac54",
   "metadata": {},
   "outputs": [],
   "source": [
    "links = []\n",
    "for message in feature['message']:\n",
    "    links.extend(extractor.find_urls(message))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2a46bac7",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = feature.user.value_counts().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e54845e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0c05626b",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = x.index\n",
    "count = x.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "684e9010",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,8))\n",
    "plt.bar(names,count)\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f444f438",
   "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>Name</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>22.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>12.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mohit M4 (CE)</td>\n",
       "      <td>12.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hritvik M3</td>\n",
       "      <td>11.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kesav M4</td>\n",
       "      <td>10.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Avnesh Iitr</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Karan M3</td>\n",
       "      <td>6.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Myank M4</td>\n",
       "      <td>5.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jasmin M3</td>\n",
       "      <td>4.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hardik Aseri Jio</td>\n",
       "      <td>4.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Deepanshu M2</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>0.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Diskant M3</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Name  Percent\n",
       "0              Dheeraj    22.59\n",
       "1         Karan Dua M3    12.47\n",
       "2        Mohit M4 (CE)    12.28\n",
       "3           Hritvik M3    11.27\n",
       "4             Kesav M4    10.30\n",
       "5          Avnesh Iitr     8.33\n",
       "6             Karan M3     6.76\n",
       "7             Myank M4     5.06\n",
       "8            Jasmin M3     4.09\n",
       "9     Hardik Aseri Jio     4.09\n",
       "10        Deepanshu M2     1.20\n",
       "11  group_notification     0.97\n",
       "12          Diskant M3     0.60"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round((feature.user.value_counts()/feature.shape[0])*100,2).reset_index().rename(columns ={'index':'Name','user':'Percent'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "eb5ac73b",
   "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>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 user                                  message  Year  \\\n",
       "0  group_notification  Hritvik M3 created group \"Jawahar bois\"  2021   \n",
       "1  group_notification                     Hritvik M3 added you  2021   \n",
       "2  group_notification                      You're now an admin  2021   \n",
       "3        Karan Dua M3                          <Media omitted>  2021   \n",
       "4        Karan Dua M3                          <Media omitted>  2021   \n",
       "\n",
       "      Month  Day  Hours  Minute  Month_num   only_date day_name  \n",
       "0  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "1  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "2  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "3  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "4  December   14      2      11         12  2021-12-14  Tuesday  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "667f7d9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp  = feature[feature['user'] != 'group_notification' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f687f7b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_temp = temp[temp['message'] != '<Media omitted>']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9bbec784",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open('hinglish.txt','r')\n",
    "stop_words = f.read()\n",
    "stop_word = stop_words.split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b9c257f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "words = []\n",
    "for message in new_temp['message']:\n",
    "    for word in message.lower().split():\n",
    "        if word not in stop_word:\n",
    "            words.append(word)\n",
    "    #words.extend(message.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e2acd922",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'roof',\n",
       " 'click',\n",
       " 'pic',\n",
       " 'share',\n",
       " 'dena',\n",
       " 'dua',\n",
       " 'bhej',\n",
       " 'photo',\n",
       " 'saale',\n",
       " '@919461517537',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'jasmin',\n",
       " 'photo',\n",
       " 'bhej',\n",
       " 'dena',\n",
       " 'avneesh',\n",
       " 'reh',\n",
       " 'gya',\n",
       " 'special',\n",
       " 'lagata',\n",
       " 'ruk',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'beth',\n",
       " 'yaaro',\n",
       " 'train',\n",
       " 'bdiya',\n",
       " 'gand',\n",
       " 'mara',\n",
       " 'hame',\n",
       " 'bta',\n",
       " 'bhaiyo',\n",
       " '2-3',\n",
       " 'dino',\n",
       " 'bahar',\n",
       " 'jana',\n",
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       " 'high',\n",
       " 'probability',\n",
       " '😂',\n",
       " 'dheeraj',\n",
       " 'fass',\n",
       " 'hass',\n",
       " 'ku',\n",
       " 'lodu',\n",
       " 'single',\n",
       " 'rahega',\n",
       " 'isliye',\n",
       " '😂',\n",
       " 'ku',\n",
       " 'meena',\n",
       " 'dheeraj',\n",
       " 'jagah',\n",
       " 'soyega',\n",
       " 'mna',\n",
       " 'lodu',\n",
       " 'sone',\n",
       " 'reached',\n",
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       " 'aane',\n",
       " 'jugaad',\n",
       " 'liyo',\n",
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       " '@919694454385',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
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       " 'ghatiya',\n",
       " 'ah',\n",
       " 'khakar',\n",
       " 'chomu',\n",
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       " 'dekhna',\n",
       " 'lag',\n",
       " '@919461517537',\n",
       " '😂😂😂😂😂',\n",
       " 'bhej',\n",
       " 'roorkee',\n",
       " 'tereko',\n",
       " 'entry',\n",
       " 'dilwayenge',\n",
       " '🫂',\n",
       " 'aa',\n",
       " 'jaunga',\n",
       " '🤘',\n",
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       " 'm4',\n",
       " '👊🏻',\n",
       " '@919694454385',\n",
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       " 'issue',\n",
       " 'set',\n",
       " 'karan',\n",
       " 'puch',\n",
       " 'aree',\n",
       " 'free',\n",
       " 'kare😂',\n",
       " 'pahunch',\n",
       " 'kya?',\n",
       " 'bhatinda',\n",
       " 'pahuchna',\n",
       " 'train',\n",
       " 'jaldi',\n",
       " 'kha',\n",
       " 'ana',\n",
       " 'dudh',\n",
       " 'varna',\n",
       " '100%',\n",
       " 'pure',\n",
       " 'water',\n",
       " 'mix',\n",
       " 'hoke',\n",
       " 'milega',\n",
       " 'hmmm',\n",
       " 'ha',\n",
       " 'aa',\n",
       " 'clg',\n",
       " 'saale',\n",
       " 'jaldi',\n",
       " 'aaja',\n",
       " 'week',\n",
       " 'tou',\n",
       " 'lagega',\n",
       " 'prem',\n",
       " 'aa',\n",
       " 'paunga',\n",
       " 'aa',\n",
       " '26',\n",
       " 'gate',\n",
       " 'band',\n",
       " 'tou',\n",
       " 'jugaad',\n",
       " 'lenge',\n",
       " 'hope',\n",
       " 'gand',\n",
       " 'mara',\n",
       " 'ham',\n",
       " 'jante',\n",
       " 'hmko',\n",
       " 'meena',\n",
       " 'diwar',\n",
       " 'jugaad',\n",
       " 'special',\n",
       " 'bolega',\n",
       " 'aaunga',\n",
       " 'gm',\n",
       " 'saale',\n",
       " '😂',\n",
       " 'hat',\n",
       " 'bheja',\n",
       " 'cllg',\n",
       " 'walo',\n",
       " 'mail',\n",
       " 'dal',\n",
       " 'dinga',\n",
       " 'message',\n",
       " 'deleted',\n",
       " '😂😂',\n",
       " 'gulab',\n",
       " 'jamun',\n",
       " 'chamach',\n",
       " 'haath',\n",
       " 'kha',\n",
       " 'gulab',\n",
       " 'jamun',\n",
       " 'chamch',\n",
       " 'khtm👽👽',\n",
       " 'ajj',\n",
       " 'dinner',\n",
       " 'nan,',\n",
       " 'paneer,',\n",
       " 'fruit',\n",
       " 'raita,papad,',\n",
       " 'gulab',\n",
       " 'jamun,',\n",
       " 'dal',\n",
       " 'makhni,',\n",
       " 'aalu',\n",
       " 'dam',\n",
       " 'mjja',\n",
       " 'aa',\n",
       " 'gya',\n",
       " '@919772881641',\n",
       " ',@919461517537',\n",
       " 'week',\n",
       " 'manu',\n",
       " 'guess',\n",
       " 'library',\n",
       " 'meena',\n",
       " 'weak',\n",
       " 'decide',\n",
       " 'bed',\n",
       " 'tou',\n",
       " 'soya',\n",
       " '😂',\n",
       " 'bhadiya',\n",
       " 'maje',\n",
       " 'purra',\n",
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       " 'bs',\n",
       " 'aa',\n",
       " 'h?',\n",
       " 'aaega',\n",
       " 'saale',\n",
       " '@919772881641',\n",
       " 'jaaldi',\n",
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       " 'jarurat.',\n",
       " '😂',\n",
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       " '🤧',\n",
       " 'fass',\n",
       " 'yaar',\n",
       " 'enjoy',\n",
       " 'home',\n",
       " '😂😂',\n",
       " '😂',\n",
       " 'aa',\n",
       " 'aaja',\n",
       " 'humko',\n",
       " 'nikal',\n",
       " '😥',\n",
       " 'haye',\n",
       " 'haye',\n",
       " 'happy',\n",
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       " 'boys',\n",
       " '💟💟🎉🎉',\n",
       " '++',\n",
       " '🔥🔥🔥',\n",
       " '++',\n",
       " 'bhaje',\n",
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       " 'ge',\n",
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       " 'din',\n",
       " 'pakda',\n",
       " 'eski',\n",
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       " 'jaana',\n",
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       " 'bcc',\n",
       " '😂',\n",
       " 'majak',\n",
       " 'saala',\n",
       " 'dikkat',\n",
       " 'aa',\n",
       " 'aana',\n",
       " 'denga',\n",
       " 'wapas',\n",
       " 'bhejega',\n",
       " 'bhej',\n",
       " 'kh',\n",
       " 'dena',\n",
       " 'tikkat',\n",
       " '😅',\n",
       " 'hor',\n",
       " 'mayank',\n",
       " 'bhadiya',\n",
       " 'esko',\n",
       " 'aana',\n",
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       " 'pakka',\n",
       " 'lena',\n",
       " '@919461517537',\n",
       " 'chutiya',\n",
       " 'aa',\n",
       " 'lene',\n",
       " 'chalenge',\n",
       " '@919772881641',\n",
       " '😂',\n",
       " 'ha',\n",
       " 'bula',\n",
       " 'lena',\n",
       " '😂',\n",
       " 'kitte',\n",
       " 'baje',\n",
       " 'aana',\n",
       " '@919772881641',\n",
       " 'jaada',\n",
       " 'chances',\n",
       " 'pakde',\n",
       " 'jaane',\n",
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       " 'aaega',\n",
       " 'rhega',\n",
       " 'acc',\n",
       " 'jayda',\n",
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       " 'call',\n",
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       " 'deleted',\n",
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       " 'utho',\n",
       " '9.30',\n",
       " 'nikalo',\n",
       " '6am',\n",
       " 'khulta',\n",
       " 'century',\n",
       " 'gate',\n",
       " '@917023261804',\n",
       " 'bhal',\n",
       " 'chance',\n",
       " 'sambhal',\n",
       " 'lena',\n",
       " 'beg',\n",
       " 'aana',\n",
       " 'ruk',\n",
       " 'khana',\n",
       " 'kha',\n",
       " 'gate',\n",
       " 'pahuch',\n",
       " 'aaja',\n",
       " 'aagaya',\n",
       " 'ander',\n",
       " 'phir',\n",
       " 'bahar',\n",
       " 'baitha',\n",
       " '@919772881641',\n",
       " 'aa',\n",
       " '🫂🫂',\n",
       " 'chalo',\n",
       " 'bhadiya',\n",
       " 'bar',\n",
       " 'bar',\n",
       " 'dp',\n",
       " 'change',\n",
       " 'pat',\n",
       " '@919461517537',\n",
       " 'saala',\n",
       " 'change',\n",
       " 'lodu',\n",
       " 'baat',\n",
       " 'esa',\n",
       " 'saari',\n",
       " 'aa',\n",
       " '🙂🙂',\n",
       " '@917023261804',\n",
       " '🥶😏',\n",
       " 'khane',\n",
       " 'aaj??',\n",
       " 'class',\n",
       " 'link',\n",
       " 'bhejna',\n",
       " \"today's\",\n",
       " 'schedule',\n",
       " ':',\n",
       " '1.',\n",
       " 'basic',\n",
       " 'manufacturing',\n",
       " 'processes',\n",
       " '(min-102)',\n",
       " 'timings',\n",
       " '9:00',\n",
       " '10:00',\n",
       " 'teams',\n",
       " 'link',\n",
       " ':',\n",
       " 'https://teams.microsoft.com/l/channel/19%3avruwqdkx2jo5pnhmvv4pz0selstelk95_m4_zlrd2341%40thread.tacv2/general?groupid=57c11647-60f2-4b27-a19e-c11bf8c508cb&tenantid=38f62926-7559-4aef-84ae-cb5e172406fb',\n",
       " '2.',\n",
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       " 'water',\n",
       " 'engineering',\n",
       " '(cen-202)',\n",
       " 'timings',\n",
       " ':',\n",
       " '10',\n",
       " '-11',\n",
       " 'teams',\n",
       " 'link',\n",
       " ':',\n",
       " '*m1-m4*-',\n",
       " 'https://teams.microsoft.com/l/team/19%3a-zbjst1jhbqpaab_nc2pxfhdm72qgfhw7vbtyhpcqdu1%40thread.tacv2/conversations?groupid=e68bf56f-5ed9-41a0-ad96-a06d66b81bc4&tenantid=38f62926-7559-4aef-84ae-cb5e172406fb',\n",
       " '*m5-m8*',\n",
       " 'team',\n",
       " 'code-',\n",
       " 'lc131yu',\n",
       " '3.',\n",
       " 'structutal',\n",
       " 'analysis',\n",
       " '(',\n",
       " 'cen-206)',\n",
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       " '4.',\n",
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       " '(cen-208)',\n",
       " 'timings',\n",
       " ':',\n",
       " '12',\n",
       " 'pm',\n",
       " 'team',\n",
       " 'code',\n",
       " ':',\n",
       " 'fn4w9p5',\n",
       " 'class',\n",
       " 'link',\n",
       " 'bhej',\n",
       " 'request',\n",
       " 'accept',\n",
       " 'sir',\n",
       " 'https://teams.microsoft.com/l/channel/19%3avruwqdkx2jo5pnhmvv4pz0selstelk95_m4_zlrd2341%40thread.tacv2/general?groupid=57c11647-60f2-4b27-a19e-c11bf8c508cb&tenantid=38f62926-7559-4aef-84ae-cb5e172406fb',\n",
       " 'class',\n",
       " 'start',\n",
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       " '👍',\n",
       " '204',\n",
       " 'chl',\n",
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       " '@919478728000',\n",
       " '@919461517537',\n",
       " '@919950965459',\n",
       " '@916280264969',\n",
       " '@917023261804',\n",
       " 'aa',\n",
       " 'gya',\n",
       " 'monday',\n",
       " 'cws',\n",
       " '35😂😂',\n",
       " 'link',\n",
       " 'bhej',\n",
       " 'invited',\n",
       " 'teams',\n",
       " 'meeting!',\n",
       " 'channel',\n",
       " 'meeting',\n",
       " 'https://teams.microsoft.com/l/meetup-join/19%3acolpcqd-k7e9722cc2ya7qdw6kzmgbewwidvp4pgg0m1%40thread.tacv2/1641270423596?context=%7b%22tid%22%3a%2238f62926-7559-4aef-84ae-cb5e172406fb%22%2c%22oid%22%3a%22afb3a226-f21b-474f-afe7-8a0ed1a71a9d%22%7d',\n",
       " 'tap',\n",
       " 'link',\n",
       " 'paste',\n",
       " 'browser',\n",
       " 'join.',\n",
       " 'bakchodi',\n",
       " 'profs',\n",
       " 'acad',\n",
       " 'tt',\n",
       " 'pasand',\n",
       " 'nui',\n",
       " 'aarha',\n",
       " 'sir',\n",
       " 'hope.de',\n",
       " 'hao',\n",
       " 'virus',\n",
       " 'bo,',\n",
       " '😂',\n",
       " 'highway',\n",
       " 'engineering',\n",
       " 'attendance',\n",
       " 'leta',\n",
       " 'hai??',\n",
       " 'data',\n",
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       " 'aa',\n",
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       " 'hogaya',\n",
       " 'jawahar',\n",
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       " ',',\n",
       " 'f',\n",
       " 'block',\n",
       " 'confirmed',\n",
       " 'case',\n",
       " 'dhyaan',\n",
       " 'rehnaa',\n",
       " 'covid',\n",
       " 'class',\n",
       " 'ku',\n",
       " 'uthaya',\n",
       " 'सोते',\n",
       " 'हैं',\n",
       " 'class',\n",
       " 'leave',\n",
       " 'class',\n",
       " '😂',\n",
       " 'mujhse',\n",
       " 'remove',\n",
       " 'metting',\n",
       " ',',\n",
       " 'majak',\n",
       " 'meeting',\n",
       " 'chutiya',\n",
       " 'aa',\n",
       " 'rukk',\n",
       " 'jane',\n",
       " 'bsdk',\n",
       " 'kaushik',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'chutiya',\n",
       " 'bna',\n",
       " 'saala',\n",
       " 'safai',\n",
       " 'pass',\n",
       " 'nail',\n",
       " 'cutter',\n",
       " 'kya?',\n",
       " 'room',\n",
       " 'friend',\n",
       " 'aman',\n",
       " 'borkar',\n",
       " 'beeen',\n",
       " 'tested',\n",
       " 'positive',\n",
       " 'f-block',\n",
       " 'room',\n",
       " 'mate',\n",
       " 'bhuvnesh',\n",
       " 'dheeraj',\n",
       " 'lene',\n",
       " 'tughe',\n",
       " 'clg',\n",
       " 'leke',\n",
       " 'tb',\n",
       " 'gt/gpt',\n",
       " 'bnde',\n",
       " 'unme',\n",
       " 'bhuvnesh',\n",
       " 'uski',\n",
       " 'report',\n",
       " 'negative',\n",
       " 'aayi',\n",
       " 'aman',\n",
       " 'bataya',\n",
       " 'dheeraj',\n",
       " 'janta',\n",
       " '(for',\n",
       " 'records)',\n",
       " 'dheeraj',\n",
       " '+',\n",
       " '❤️❤️',\n",
       " '+1',\n",
       " 'janta',\n",
       " 'sbko',\n",
       " 'janta',\n",
       " 'photoshop',\n",
       " 'cec',\n",
       " 'quarantine',\n",
       " 'positive',\n",
       " 'khosla',\n",
       " 'me😎👽',\n",
       " 'https://iitroorkee.webex.com/iitroorkee/j.php?mtid=mee53f404f8f677ce04946f2af961087d',\n",
       " 'subject',\n",
       " 'tutorial',\n",
       " 'mila',\n",
       " 'hritvik',\n",
       " 'nikala',\n",
       " 'nikal',\n",
       " 'jaarha',\n",
       " 'jisko',\n",
       " 'jana',\n",
       " 'chala',\n",
       " 'kausik',\n",
       " 'okk',\n",
       " '@919115293895',\n",
       " 'khana',\n",
       " 'khane',\n",
       " 'chaloge',\n",
       " '@jo',\n",
       " 'campus',\n",
       " 'jao',\n",
       " 'man',\n",
       " '@919772881641',\n",
       " '❤️❤️',\n",
       " 'gaand',\n",
       " 'mara',\n",
       " '15',\n",
       " 'min',\n",
       " '😂😂😂',\n",
       " 'jao',\n",
       " 'jisko',\n",
       " 'jaanah',\n",
       " 'gaand',\n",
       " 'fatjayegi',\n",
       " 'phir',\n",
       " 'jaunga',\n",
       " 'ha',\n",
       " 'loduchand',\n",
       " 'bath',\n",
       " 'baith*',\n",
       " 'koina',\n",
       " 'almari',\n",
       " 'dena',\n",
       " 'lunch',\n",
       " '🙋🏼\\u200d♂️',\n",
       " '+1',\n",
       " 'movie',\n",
       " 'plan',\n",
       " '@jo',\n",
       " 'campus',\n",
       " 'konsi',\n",
       " 'purani',\n",
       " 'comedy',\n",
       " 'puspa',\n",
       " 'dekhni',\n",
       " 'https://youtu.be/_o61acnmrcu',\n",
       " 'dekhna',\n",
       " '🔥🔥',\n",
       " 'class',\n",
       " 'start',\n",
       " 'sir',\n",
       " 'busy',\n",
       " 'show',\n",
       " 'uth',\n",
       " 'gaaya',\n",
       " 'gyi',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'clear',\n",
       " 'bhej🤡🤡',\n",
       " 'printer',\n",
       " 'kharab',\n",
       " '🤦🏼\\u200d♂️🤦🏼\\u200d♂️',\n",
       " '😂',\n",
       " 'whaan',\n",
       " 'kr',\n",
       " 'leta😂😂',\n",
       " 'change',\n",
       " 'mile',\n",
       " 'roj',\n",
       " 'gulabjamun',\n",
       " 'krdiya',\n",
       " 'jaae',\n",
       " 'unlimited😋😋',\n",
       " '@919694454385',\n",
       " '@919115293895',\n",
       " 'jane',\n",
       " 'messe',\n",
       " 'menu',\n",
       " 'pav',\n",
       " 'bhaji',\n",
       " 'burger',\n",
       " 'add',\n",
       " 'gya.',\n",
       " 'mja',\n",
       " 'aa',\n",
       " 'gya',\n",
       " '++🤩🤩',\n",
       " 'back😎😎😌😌😏😏',\n",
       " 'structural',\n",
       " 'class',\n",
       " 'link',\n",
       " 'invited',\n",
       " 'teams',\n",
       " 'meeting!',\n",
       " 'lecture',\n",
       " 'class:',\n",
       " 'ii',\n",
       " 'https://teams.microsoft.com/l/meetup-join/19%3afgzx5_qaql1xwfq6ucolftkeii_5cnpdvkonvvwe3is1%40thread.tacv2/1641960585320?context=%7b%22tid%22%3a%2238f62926-7559-4aef-84ae-cb5e172406fb%22%2c%22oid%22%3a%222f901c76-0e6a-47e3-8ba4-d0c17a53f556%22%7d',\n",
       " 'tap',\n",
       " 'link',\n",
       " 'paste',\n",
       " 'browser',\n",
       " 'join.',\n",
       " 'mail',\n",
       " 'ha',\n",
       " 'class',\n",
       " 'link',\n",
       " 'teams',\n",
       " 'share',\n",
       " 'hai😂',\n",
       " '......',\n",
       " 'hai🤦🏼\\u200d♂️🤦🏼\\u200d♂️',\n",
       " 'mail',\n",
       " 'timing',\n",
       " 'mail',\n",
       " 'link',\n",
       " 'mail',\n",
       " 'webex',\n",
       " 'meet',\n",
       " 'class',\n",
       " 'teams',\n",
       " 'na🤔',\n",
       " 'teams',\n",
       " 'join',\n",
       " 'krta',\n",
       " 'tha🤦🏼\\u200d♂️🤦🏼\\u200d♂️😂😂',\n",
       " 'link',\n",
       " 'bhej',\n",
       " 'webex',\n",
       " 'record',\n",
       " 'lena',\n",
       " 'yaar',\n",
       " 'webex',\n",
       " 'ko.koi',\n",
       " 'link',\n",
       " 'record',\n",
       " 'karegee',\n",
       " 'rukk',\n",
       " 'https://iitroorkee.webex.com/iitroorkee/j.php?mtid=mee53f404f8f677ce04946f2af961087d',\n",
       " 'link',\n",
       " 'bhej',\n",
       " 'saale',\n",
       " 'purana',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'chl',\n",
       " 'class',\n",
       " 'chapo',\n",
       " 'dede🥳🥳',\n",
       " 'karle',\n",
       " 'paise',\n",
       " 'aagaye',\n",
       " 'tou',\n",
       " 'muje',\n",
       " 'chaopo',\n",
       " 'dena',\n",
       " 'kisika',\n",
       " 'cen',\n",
       " '208',\n",
       " 'tut',\n",
       " 'deadline',\n",
       " 'kb',\n",
       " 'start',\n",
       " 'karle',\n",
       " 'bhej',\n",
       " 'dena',\n",
       " '😂',\n",
       " 'structure',\n",
       " 'leacture',\n",
       " 'record',\n",
       " '@919115293895',\n",
       " ',@916280264969',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'wastewater',\n",
       " 'structural',\n",
       " 'link',\n",
       " 'daal',\n",
       " 'deta',\n",
       " 'https://drive.google.com/drive/folders/1wx-8gvm3xkznz_rdh4wsg7dnoir2ghf-?usp=sharing',\n",
       " 'structural',\n",
       " 'https://drive.google.com/drive/folders/1k7ggtwpkboid4ewsweztzueoef7k12is?usp=sharing',\n",
       " 'waste',\n",
       " 'water',\n",
       " '@919115293895',\n",
       " '🫂🫂',\n",
       " '🫂🫂🫂🫂🫂+1',\n",
       " '++🫂🫂',\n",
       " '@917023261804',\n",
       " 'macha',\n",
       " 'class',\n",
       " '🔥🔥🔥',\n",
       " 'शानदार',\n",
       " 'team',\n",
       " 'website',\n",
       " 'bnani',\n",
       " 'case',\n",
       " 'study',\n",
       " 'topic',\n",
       " 'krlete',\n",
       " 'kb',\n",
       " 'program',\n",
       " 'hai🥜🥜',\n",
       " 'kb',\n",
       " 'mail',\n",
       " 'muze',\n",
       " 'hua🥲',\n",
       " 'forward',\n",
       " 'krde',\n",
       " 'idhr',\n",
       " 'https://dare2compete.com/o/8bethgm?lb=xigkucy',\n",
       " 'happy',\n",
       " 'lohri',\n",
       " 'yaaro',\n",
       " '++',\n",
       " 'krte',\n",
       " 'yaaro',\n",
       " 'happy',\n",
       " 'lohri',\n",
       " '💥',\n",
       " '+1',\n",
       " 'happy',\n",
       " 'makar',\n",
       " 'sankranti',\n",
       " '🎉🎉🎇',\n",
       " 'friends',\n",
       " '++',\n",
       " '+)2)',\n",
       " '+1',\n",
       " '*urgent',\n",
       " 'requirement*',\n",
       " 'frontend-',\n",
       " 'react',\n",
       " 'js',\n",
       " 'backend-',\n",
       " 'nodejs',\n",
       " 'mobile',\n",
       " 'app-',\n",
       " 'flutter',\n",
       " 'paid',\n",
       " 'internship/',\n",
       " 'freelance',\n",
       " 'projects',\n",
       " 'contact-7509467222',\n",
       " 'canteen',\n",
       " 'tou',\n",
       " 'coffee',\n",
       " 'la',\n",
       " 'plz',\n",
       " 'hat',\n",
       " 'saalr',\n",
       " 'paas',\n",
       " 'gel',\n",
       " 'pen',\n",
       " '@919772881641',\n",
       " '@919478728000',\n",
       " '@919950965459',\n",
       " '@917023261804',\n",
       " 'ball',\n",
       " 'pen',\n",
       " 'gel',\n",
       " 'pen',\n",
       " 'assignment',\n",
       " 'neatness',\n",
       " '#extramarksforgoodhandwriting',\n",
       " 'kanteen',\n",
       " 'chalna',\n",
       " 'aaja',\n",
       " 'sach',\n",
       " 'yep',\n",
       " 'atta',\n",
       " 'ruk',\n",
       " 'pass',\n",
       " 'blank',\n",
       " 'register',\n",
       " 'hai🎀🎀',\n",
       " 'subah',\n",
       " 'aas',\n",
       " 'pass',\n",
       " 'jagha',\n",
       " 'dena',\n",
       " 'gate',\n",
       " 'kholke',\n",
       " 'sone',\n",
       " '++',\n",
       " 'krega',\n",
       " 'itti',\n",
       " 'jldi',\n",
       " 'uthke',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'slow',\n",
       " 'internet',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'restart',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'laptop',\n",
       " 'restart',\n",
       " 'karliya',\n",
       " 'antivirus',\n",
       " 'delete',\n",
       " 'karde',\n",
       " 'discord',\n",
       " 'aaja',\n",
       " 'stream',\n",
       " 'class',\n",
       " 'start',\n",
       " 'badhiya',\n",
       " 'yaar',\n",
       " '😎😎😎',\n",
       " 'class',\n",
       " 'shuru',\n",
       " 'bta',\n",
       " 'dena',\n",
       " 'class',\n",
       " 'link',\n",
       " 'bhejo',\n",
       " 'yr',\n",
       " 'record',\n",
       " 'dena',\n",
       " 'plz',\n",
       " 'https://iitroorkee.webex.com/iitroorkee/j.php?mtid=mee53f404f8f677ce04946f2af961087d',\n",
       " '🫂🫂🫂🫂❤️',\n",
       " '👍🏻',\n",
       " 'link',\n",
       " 'class',\n",
       " 'lodu',\n",
       " 'soja',\n",
       " 'class',\n",
       " 'start',\n",
       " 'krdu',\n",
       " 'bs',\n",
       " 'quiz',\n",
       " 'koi🥶🥶',\n",
       " 'okk😌',\n",
       " '😂',\n",
       " '😂',\n",
       " 'highway',\n",
       " 'assignment',\n",
       " 'nahi.bhai',\n",
       " 'recording',\n",
       " 'upload',\n",
       " '@916280264969',\n",
       " '@919115293895',\n",
       " 'soo',\n",
       " '@919115293895',\n",
       " 'hope',\n",
       " 'recording',\n",
       " 'uploaded',\n",
       " '🫂🫂',\n",
       " 'धन्यवाद',\n",
       " 'भ्राताश्री',\n",
       " 'maze',\n",
       " '++❤️❤️',\n",
       " 'wastewater',\n",
       " 'recording',\n",
       " 'video',\n",
       " 'naam',\n",
       " 'change',\n",
       " ',',\n",
       " 'pahela',\n",
       " 'lecture',\n",
       " 'thai',\n",
       " 'lecture',\n",
       " '👍👍',\n",
       " 'sir',\n",
       " 'class',\n",
       " 'kyo',\n",
       " 'leave',\n",
       " 'krdi',\n",
       " 'aa',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'message',\n",
       " 'deleted',\n",
       " 'class',\n",
       " ...]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9499e0c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3115f994",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
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       "      <th>1</th>\n",
       "      <td>deleted</td>\n",
       "      <td>90</td>\n",
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       "      <th>2</th>\n",
       "      <td>class</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>aa</td>\n",
       "      <td>38</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>😂</td>\n",
       "      <td>35</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>dena</td>\n",
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       "      <th>6</th>\n",
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       "      <td>27</td>\n",
       "    </tr>\n",
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       "      <th>8</th>\n",
       "      <td>tou</td>\n",
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       "    </tr>\n",
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       "      <th>9</th>\n",
       "      <td>link</td>\n",
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       "      <td>bhej</td>\n",
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       "      <td>mail</td>\n",
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       "      <td>+1</td>\n",
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       "      <td>/</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>gm</td>\n",
       "      <td>16</td>\n",
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       "      <th>18</th>\n",
       "      <td>dheeraj</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>:</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                0   1\n",
       "0         message  92\n",
       "1         deleted  90\n",
       "2           class  48\n",
       "3              aa  38\n",
       "4               😂  35\n",
       "5            dena  32\n",
       "6              ++  30\n",
       "7   @917023261804  27\n",
       "8             tou  27\n",
       "9            link  26\n",
       "10           bhej  24\n",
       "11             ha  20\n",
       "12  @919772881641  19\n",
       "13          happy  19\n",
       "14           mail  18\n",
       "15             +1  17\n",
       "16              /  17\n",
       "17             gm  16\n",
       "18        dheeraj  15\n",
       "19              :  15"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(Counter(words).most_common(20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "63704639",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: emoji in c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (1.7.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You are using pip version 21.3.1; however, version 22.1.2 is available.\n",
      "You should consider upgrading via the 'c:\\users\\dheeraj chouhan\\appdata\\local\\programs\\python\\python39\\python.exe -m pip install --upgrade pip' command.\n"
     ]
    }
   ],
   "source": [
    "pip install emoji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "77958cc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import emoji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ec63fa8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "emojis = []\n",
    "for message in feature['message']:\n",
    "    emojis.extend([c for c in message if c in emoji.UNICODE_EMOJI['en']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4aee6f82",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>63</th>\n",
       "      <td>🍬</td>\n",
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       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>☹</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>🤑</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>😔</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>🫣</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    0   1\n",
       "0   😂  97\n",
       "1   🫂  56\n",
       "2   🔥  43\n",
       "3   ❤  21\n",
       "4   🎉  17\n",
       ".. ..  ..\n",
       "63  🍬   1\n",
       "64  ☹   1\n",
       "65  🤑   1\n",
       "66  😔   1\n",
       "67  🫣   1\n",
       "\n",
       "[68 rows x 2 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(Counter(emojis).most_common(len(Counter(emojis))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "af5aecfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "        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>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Hame polibazi nahi karni</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>M bhi nhi karna chata par phone aaya tha</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2171</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Tou tu kar</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2172</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>@917023261804 5k me se 3k ki hame chapo de diyo</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2173</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Jayda nahi chahiye hame</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2174 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    user                                          message  \\\n",
       "0     group_notification          Hritvik M3 created group \"Jawahar bois\"   \n",
       "1     group_notification                             Hritvik M3 added you   \n",
       "2     group_notification                              You're now an admin   \n",
       "3           Karan Dua M3                                  <Media omitted>   \n",
       "4           Karan Dua M3                                  <Media omitted>   \n",
       "...                  ...                                              ...   \n",
       "2169             Dheeraj                         Hame polibazi nahi karni   \n",
       "2170        Karan Dua M3         M bhi nhi karna chata par phone aaya tha   \n",
       "2171             Dheeraj                                       Tou tu kar   \n",
       "2172             Dheeraj  @917023261804 5k me se 3k ki hame chapo de diyo   \n",
       "2173             Dheeraj                          Jayda nahi chahiye hame   \n",
       "\n",
       "      Year     Month  Day  Hours  Minute  Month_num   only_date day_name  \n",
       "0     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "1     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "2     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "3     2021  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "4     2021  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "...    ...       ...  ...    ...     ...        ...         ...      ...  \n",
       "2169  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2170  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2171  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2172  2022      June    3     16      56          6  2022-06-03   Friday  \n",
       "2173  2022      June    3     16      57          6  2022-06-03   Friday  \n",
       "\n",
       "[2174 rows x 10 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9cec43b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "Timeline = feature.groupby(['Year','Month_num','Month']).count()['message'].reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8f617564",
   "metadata": {},
   "outputs": [],
   "source": [
    "time = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "84d345b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(Timeline.shape[0]):\n",
    "    time.append(Timeline['Month'][i]+ '-' + str(Timeline['Year'][i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8c3af0c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "Timeline['Time'] = time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b2cf921e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>Month</th>\n",
       "      <th>message</th>\n",
       "      <th>Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021</td>\n",
       "      <td>12</td>\n",
       "      <td>December</td>\n",
       "      <td>295</td>\n",
       "      <td>December-2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022</td>\n",
       "      <td>1</td>\n",
       "      <td>January</td>\n",
       "      <td>496</td>\n",
       "      <td>January-2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022</td>\n",
       "      <td>2</td>\n",
       "      <td>February</td>\n",
       "      <td>478</td>\n",
       "      <td>February-2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022</td>\n",
       "      <td>3</td>\n",
       "      <td>March</td>\n",
       "      <td>335</td>\n",
       "      <td>March-2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022</td>\n",
       "      <td>4</td>\n",
       "      <td>April</td>\n",
       "      <td>169</td>\n",
       "      <td>April-2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2022</td>\n",
       "      <td>5</td>\n",
       "      <td>May</td>\n",
       "      <td>360</td>\n",
       "      <td>May-2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022</td>\n",
       "      <td>6</td>\n",
       "      <td>June</td>\n",
       "      <td>41</td>\n",
       "      <td>June-2022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  Month_num     Month  message           Time\n",
       "0  2021         12  December      295  December-2021\n",
       "1  2022          1   January      496   January-2022\n",
       "2  2022          2  February      478  February-2022\n",
       "3  2022          3     March      335     March-2022\n",
       "4  2022          4     April      169     April-2022\n",
       "5  2022          5       May      360       May-2022\n",
       "6  2022          6      June       41      June-2022"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Timeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "e2e9d279",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(Timeline['Time'],Timeline['message'])\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "dfddb4e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_timeline = feature.groupby('only_date').count()['message'].reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d38c36ea",
   "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>only_date</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-12-15</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-12-17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-12-19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2022-05-29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2022-05-30</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2022-06-01</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2022-06-02</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>141 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      only_date  message\n",
       "0    2021-12-14       29\n",
       "1    2021-12-15       14\n",
       "2    2021-12-16        1\n",
       "3    2021-12-17        2\n",
       "4    2021-12-19        2\n",
       "..          ...      ...\n",
       "136  2022-05-29        2\n",
       "137  2022-05-30       16\n",
       "138  2022-06-01        6\n",
       "139  2022-06-02       25\n",
       "140  2022-06-03       10\n",
       "\n",
       "[141 rows x 2 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_timeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "2cf1827e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,8))\n",
    "plt.plot(daily_timeline['only_date'],daily_timeline['message'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9ba2152e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday       636\n",
       "Thursday     347\n",
       "Friday       339\n",
       "Wednesday    256\n",
       "Saturday     223\n",
       "Tuesday      206\n",
       "Sunday       167\n",
       "Name: day_name, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature['day_name'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "79e200ee",
   "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>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Hame polibazi nahi karni</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>M bhi nhi karna chata par phone aaya tha</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2171</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Tou tu kar</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2172</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>@917023261804 5k me se 3k ki hame chapo de diyo</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2173</th>\n",
       "      <td>Dheeraj</td>\n",
       "      <td>Jayda nahi chahiye hame</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>6</td>\n",
       "      <td>2022-06-03</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2174 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    user                                          message  \\\n",
       "0     group_notification          Hritvik M3 created group \"Jawahar bois\"   \n",
       "1     group_notification                             Hritvik M3 added you   \n",
       "2     group_notification                              You're now an admin   \n",
       "3           Karan Dua M3                                  <Media omitted>   \n",
       "4           Karan Dua M3                                  <Media omitted>   \n",
       "...                  ...                                              ...   \n",
       "2169             Dheeraj                         Hame polibazi nahi karni   \n",
       "2170        Karan Dua M3         M bhi nhi karna chata par phone aaya tha   \n",
       "2171             Dheeraj                                       Tou tu kar   \n",
       "2172             Dheeraj  @917023261804 5k me se 3k ki hame chapo de diyo   \n",
       "2173             Dheeraj                          Jayda nahi chahiye hame   \n",
       "\n",
       "      Year     Month  Day  Hours  Minute  Month_num   only_date day_name  \n",
       "0     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "1     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "2     2021  December   14      1      47         12  2021-12-14  Tuesday  \n",
       "3     2021  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "4     2021  December   14      2      11         12  2021-12-14  Tuesday  \n",
       "...    ...       ...  ...    ...     ...        ...         ...      ...  \n",
       "2169  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2170  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2171  2022      June    3     11      39          6  2022-06-03   Friday  \n",
       "2172  2022      June    3     16      56          6  2022-06-03   Friday  \n",
       "2173  2022      June    3     16      57          6  2022-06-03   Friday  \n",
       "\n",
       "[2174 rows x 10 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "20cfbfae",
   "metadata": {},
   "outputs": [],
   "source": [
    "period = []\n",
    "for hour in feature[['day_name','Hours']]['Hours']:\n",
    "    if hour == 23:\n",
    "        period.append(str(hour) + '-' + str('00'))\n",
    "    elif hour == 0:\n",
    "        period.append(str(hour) + '-' + str(hour +1))\n",
    "    else:\n",
    "        period.append(str(hour) + '-' + str(hour +1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f3c81652",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DHEERA~1\\AppData\\Local\\Temp/ipykernel_17344/1481854584.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  feature['Period']  = period\n"
     ]
    }
   ],
   "source": [
    "feature['Period']  = period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "af1adb56",
   "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>user</th>\n",
       "      <th>message</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hours</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Month_num</th>\n",
       "      <th>only_date</th>\n",
       "      <th>day_name</th>\n",
       "      <th>Period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 created group \"Jawahar bois\"</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>Hritvik M3 added you</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>group_notification</td>\n",
       "      <td>You're now an admin</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>2-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Karan Dua M3</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "      <td>2021</td>\n",
       "      <td>December</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-12-14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>2-3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 user                                  message  Year  \\\n",
       "0  group_notification  Hritvik M3 created group \"Jawahar bois\"  2021   \n",
       "1  group_notification                     Hritvik M3 added you  2021   \n",
       "2  group_notification                      You're now an admin  2021   \n",
       "3        Karan Dua M3                          <Media omitted>  2021   \n",
       "4        Karan Dua M3                          <Media omitted>  2021   \n",
       "\n",
       "      Month  Day  Hours  Minute  Month_num   only_date day_name Period  \n",
       "0  December   14      1      47         12  2021-12-14  Tuesday    1-2  \n",
       "1  December   14      1      47         12  2021-12-14  Tuesday    1-2  \n",
       "2  December   14      1      47         12  2021-12-14  Tuesday    1-2  \n",
       "3  December   14      2      11         12  2021-12-14  Tuesday    2-3  \n",
       "4  December   14      2      11         12  2021-12-14  Tuesday    2-3  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "341af354",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'matplotlib.pyplot' has no attribute 'ythick'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32mC:\\Users\\DHEERA~1\\AppData\\Local\\Temp/ipykernel_17344/3614984389.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpivot_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'day_name'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Period'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'message'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maggfunc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'count'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mythick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrotation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'horizontal'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: module 'matplotlib.pyplot' has no attribute 'ythick'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.heatmap(feature.pivot_table(index = 'day_name',columns = 'Period', values = 'message',aggfunc='count').fillna(0))\n",
    "plt.ythick(rotation = 'horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bb54e52",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}