final🔥done_whatsapp.ipynb

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   "id": "13707334-7aa2-4cb9-ace5-fdba1494a376",
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   "outputs": [],
   "source": [
    "# Import libraries to be used\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.gridspec import GridSpec\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from datetime import *\n",
    "import datetime as dt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import regex\n",
    "import emoji\n",
    "from wordcloud import WordCloud , STOPWORDS , ImageColorGenerator\n",
    "from nltk import *\n",
    "from plotly import express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b0d2f1c0-0e90-4f60-9775-8c60d0544da0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_time(s):\n",
    "    pattern = '^([0-9]+)(\\/)([0-9]+)(\\/)([0-9]+), ([0-9]+):([0-9]+)[ ]?(AM|PM|am|pm)? -'\n",
    "    result = regex.match(pattern, s)\n",
    "    if result:\n",
    "        return True\n",
    "    return False\n",
    "\n",
    "def find_author(s):\n",
    "    s = s.split(\":\")\n",
    "    if len(s)==2:\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",
    "    if find_author(message):\n",
    "        splitmessage = message.split(\": \")\n",
    "        author = splitmessage[0]\n",
    "        message = \" \".join(splitmessage[1:])\n",
    "    else:\n",
    "        author= None\n",
    "    return date, time, author, message"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "abe9280a-49a3-42fb-9b57-39ee791160be",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "conversation = 'AnkitGondha.txt'\n",
    "with open(conversation, encoding=\"utf-8\") as fp:\n",
    "    fp.readline()\n",
    "    messageBuffer = []\n",
    "    date, time, author = 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, author, ' '.join(messageBuffer)])\n",
    "            messageBuffer.clear()\n",
    "            date, time, author, message = getDatapoint(line)\n",
    "            messageBuffer.append(message)\n",
    "        else:\n",
    "            messageBuffer.append(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0cac5ebb-9379-4fba-9242-96a2c6b129c1",
   "metadata": {},
   "outputs": [
    {
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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>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Author</th>\n",
       "      <th>Message</th>\n",
       "      <th>Letters</th>\n",
       "      <th>Words</th>\n",
       "      <th>Url_Count</th>\n",
       "      <th>Media_Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:04 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
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       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:04 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:04 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:04 PM</td>\n",
       "      <td>JitanshuRaut{∆}</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:05 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1:50 PM</td>\n",
       "      <td>JitanshuRaut{∆}</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1:55 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Same</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11:51 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>tutorial 6 and 7 j krvana 6e n?</td>\n",
       "      <td>31</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11:51 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>For quiz</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>264</th>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>7:18 AM</td>\n",
       "      <td>JitanshuRaut{∆}</td>\n",
       "      <td>ha</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "<p>265 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "          Date        Day      Time           Author  \\\n",
       "0   2022-08-30    Tuesday   5:04 PM     Ankit Gondha   \n",
       "1   2022-08-30    Tuesday   5:04 PM     Ankit Gondha   \n",
       "2   2022-08-30    Tuesday   5:04 PM     Ankit Gondha   \n",
       "3   2022-08-30    Tuesday   5:04 PM  JitanshuRaut{∆}   \n",
       "4   2022-08-30    Tuesday   5:05 PM     Ankit Gondha   \n",
       "..         ...        ...       ...              ...   \n",
       "260 2022-11-29    Tuesday   1:50 PM  JitanshuRaut{∆}   \n",
       "261 2022-11-29    Tuesday   1:55 PM     Ankit Gondha   \n",
       "262 2022-11-29    Tuesday  11:51 PM     Ankit Gondha   \n",
       "263 2022-11-29    Tuesday  11:51 PM     Ankit Gondha   \n",
       "264 2022-11-30  Wednesday   7:18 AM  JitanshuRaut{∆}   \n",
       "\n",
       "                             Message  Letters  Words  Url_Count  Media_Count  \n",
       "0           Waiting for this message       24      4          0            0  \n",
       "1           Waiting for this message       24      4          0            0  \n",
       "2           Waiting for this message       24      4          0            0  \n",
       "3           Waiting for this message       24      4          0            0  \n",
       "4           Waiting for this message       24      4          0            0  \n",
       "..                               ...      ...    ...        ...          ...  \n",
       "260                               No        2      1          0            0  \n",
       "261                             Same        4      1          0            0  \n",
       "262  tutorial 6 and 7 j krvana 6e n?       31      8          0            0  \n",
       "263                         For quiz        8      2          0            0  \n",
       "264                               ha        2      1          0            0  \n",
       "\n",
       "[265 rows x 9 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data, columns=[\"Date\", 'Time', 'Author', 'Message'])\n",
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "\n",
    "weeks = {\n",
    "0 : 'Monday',\n",
    "1 : 'Tuesday',\n",
    "2 : 'Wednesday',\n",
    "3 : 'Thrusday',\n",
    "4 : 'Friday',\n",
    "5 : 'Saturday',\n",
    "6 : 'Sunday'\n",
    "}\n",
    "\n",
    "df['Day'] = df['Date'].dt.weekday.map(weeks)\n",
    "### Rearranging the columns for better understanding\n",
    "df = df[['Date','Day','Time','Author','Message']]\n",
    "### Changing the datatype of column \"Day\".\n",
    "df['Day'] = df['Day'].astype('category')\n",
    "### Looking newborn dataset.\n",
    "df.head()\n",
    "### Counting number of letters in each message\n",
    "df['Letters'] = df['Message'].apply(lambda s : len(s))\n",
    "### Counting number of word's in each message\n",
    "df['Words'] = df['Message'].apply(lambda s : len(s.split(' ')))\n",
    "### Function to count number of links in dataset, it will add extra column and store information in it.\n",
    "URLPATTERN = r'(https?://S+)'\n",
    "df['Url_Count'] = df.Message.apply(lambda x: re.findall(URLPATTERN, x)).str.len()\n",
    "links = np.sum(df.Url_Count)\n",
    "### Function to count number of media in chat.\n",
    "MEDIAPATTERN = r'<Media omitted>'\n",
    "df['Media_Count'] = df.Message.apply(lambda x : re.findall(MEDIAPATTERN, x)).str.len()\n",
    "media = np.sum(df.Media_Count)\n",
    "### Looking updated dataset\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4c07b9fd-b50f-41de-aa69-9695d3b8a66e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--> Stats of Ankit Gondha <-- \n",
      "Total Message Sent :  147\n",
      "Average Words per Message :  7.520\n",
      "Total Media Message Sent :  30\n",
      "Total Links Sent :  0\n",
      "\n",
      "----------------------------------------------------------n\n",
      "--> Stats of JitanshuRaut{∆} <-- \n",
      "Total Message Sent :  78\n",
      "Average Words per Message :  7.600\n",
      "Total Media Message Sent :  22\n",
      "Total Links Sent :  0\n",
      "\n",
      "----------------------------------------------------------n\n",
      "--> Stats of None <-- \n",
      "Total Message Sent :  0\n",
      "Average Words per Message :  nan\n",
      "Total Media Message Sent :  0\n",
      "Total Links Sent :  0\n",
      "\n",
      "----------------------------------------------------------n\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lenovo\\AppData\\Local\\Temp\\ipykernel_15960\\1123352220.py:10: RuntimeWarning: invalid value encountered in longlong_scalars\n",
      "  words_per_message = (np.sum(req_df['Words']))/req_df.shape[0]\n"
     ]
    }
   ],
   "source": [
    "l = df.Author.unique()\n",
    "for i in range(len(l)):\n",
    "  ### Filtering out messages of particular user\n",
    "  req_df = df[df[\"Author\"] == l[i]]\n",
    "  ### req_df will contain messages of only one particular user\n",
    "  print(f'--> Stats of {l[i]} <-- ')\n",
    "  ### shape will print number of rows which indirectly means the number of messages\n",
    "  print('Total Message Sent : ', req_df.shape[0])\n",
    "  ### Word_Count contains of total words in one message. Sum of all words/ Total Messages will yield words per message\n",
    "  words_per_message = (np.sum(req_df['Words']))/req_df.shape[0]\n",
    "  w_p_m = (\"%.3f\" % round(words_per_message, 2))  \n",
    "  print('Average Words per Message : ', w_p_m)\n",
    "  ### media conists of media messages\n",
    "  media = sum(req_df[\"Media_Count\"])\n",
    "  print('Total Media Message Sent : ', media)\n",
    "  ### links consist of total links\n",
    "  links = sum(req_df[\"Url_Count\"])   \n",
    "  print('Total Links Sent : ', links)   \n",
    "  print()\n",
    "  print('----------------------------------------------------------n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5082c71f-53f0-41de-8842-96af56cb0a75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ankit Gondha   ->   147\n",
      "JitanshuRaut{∆}   ->   78\n",
      "None   ->   0\n"
     ]
    }
   ],
   "source": [
    "### Creates a list of unique Authors\n",
    "l = df.Author.unique()\n",
    "for i in range(len(l)):\n",
    "  ### Filtering out messages of particular user\n",
    "  req_df = df[df[\"Author\"] == l[i]]\n",
    "  ### req_df will contain messages of only one particular user\n",
    "  print(l[i],'  ->  ',req_df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2bc9d957-83d7-461b-be22-da98ac25c662",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tuesday   ->   71\n",
      "Thrusday   ->   33\n",
      "Sunday   ->   56\n",
      "Friday   ->   19\n",
      "Saturday   ->   44\n",
      "Monday   ->   31\n",
      "Wednesday   ->   11\n"
     ]
    }
   ],
   "source": [
    "l = df.Day.unique()\n",
    "for i in range(len(l)):\n",
    "  ### Filtering out messages of particular user\n",
    "  req_df = df[df[\"Day\"] == l[i]]\n",
    "  ### req_df will contain messages of only one particular user\n",
    "  print(l[i],'  ->  ',req_df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5ee41e92-6a5d-48b4-be50-9e0c3687396f",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Mostly Active day in the Group\n",
    "plt.figure(figsize=(8,5))\n",
    "active_day = df['Day'].value_counts()\n",
    "### Top 10 peoples that are mostly active in our Group is : \n",
    "a_d = active_day.head(10)\n",
    "a_d.plot.bar()\n",
    "plt.xlabel('Day',fontdict={'fontsize': 12,'fontweight': 10})\n",
    "plt.ylabel('No. of messages',fontdict={'fontsize': 12,'fontweight': 10})\n",
    "plt.title('Mostly active day of Week in the Group',fontdict={'fontsize': 18,'fontweight': 8})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c13ee2a4-e134-4353-b953-2a36862f01e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Time whenever our group is highly active\n",
    "plt.figure(figsize=(8,5))\n",
    "t = df['Time'].value_counts().head(20)\n",
    "tx = t.plot.bar()\n",
    "tx.yaxis.set_major_locator(MaxNLocator(integer=True))  #Converting y axis data to integer\n",
    "plt.xlabel('Time',fontdict={'fontsize': 12,'fontweight': 10})\n",
    "plt.ylabel('No. of messages',fontdict={'fontsize': 12,'fontweight': 10})\n",
    "plt.title('Analysis of time when Group was highly active.',fontdict={'fontsize': 18,'fontweight': 8})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "91a98b6a-e887-443a-991b-fca4f2264c79",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Year'] = df['Date'].dt.year\n",
    "df['Mon'] = df['Date'].dt.month\n",
    "months = {\n",
    "     1 : 'Jan',\n",
    "     2 : 'Feb',\n",
    "     3 : 'Mar',\n",
    "     4 : 'Apr',\n",
    "     5 : 'May',\n",
    "     6 : 'Jun',\n",
    "     7 : 'Jul',\n",
    "     8 : 'Aug',\n",
    "     9 : 'Sep',\n",
    "    10 : 'Oct',\n",
    "    11 : 'Nov',\n",
    "    12 : 'Dec'\n",
    "}\n",
    "df['Month'] = df['Mon'].map(months)\n",
    "df.drop('Mon',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8aff1bdc-8971-48b2-9c1a-b94752fcb4b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Total message per year\n",
    "### As we analyse that the group was created in mid 2019, thats why number of messages in 2019 is less.\n",
    "plt.figure(figsize=(12,6))\n",
    "active_month = df['Year'].value_counts()\n",
    "a_m = active_month\n",
    "a_m.plot.bar()\n",
    "plt.xlabel('Year',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.ylabel('No. of messages',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.title('Analysis of mostly active year.',fontdict={'fontsize': 20,'fontweight': 8})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ace49417-b5f2-4e13-8a30-a7c7215f806f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Mostly Active month \n",
    "plt.figure(figsize=(12,6))\n",
    "active_month = df['Month'].value_counts()\n",
    "a_m = active_month\n",
    "a_m.plot.bar()\n",
    "plt.xlabel('Month',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.ylabel('No. of messages',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.title('Analysis of mostly active month.',fontdict={'fontsize': 20,\n",
    "        'fontweight': 8})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8697fe98-f5e5-4dbe-baf3-100586a8ab70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "265\n"
     ]
    }
   ],
   "source": [
    "total_messages = df.shape[0]\n",
    "print(total_messages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6b14ae7a-f144-4e54-9fa6-0ffb74660534",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "52\n"
     ]
    }
   ],
   "source": [
    "media_messages = df[df[\"Message\"]=='<Media omitted>'].shape[0]\n",
    "print(media_messages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7cc8086c-b309-47d0-924d-daf05d109788",
   "metadata": {},
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chats between jitanshu and Ankit Gondha\n",
      "Total Messages:  265\n",
      "Number of Media Shared:  52\n",
      "Number of Emojis Shared ['👍', '😂', '🙃', '🎉', '🎉', '🤝', '😅', '👍', '👆', '🏻', '⚠', '⚠', '⚠', '⚠', '⚠', '⚠', '🚫', '🚫', '🚫', '😂', '😀', '🎉', '🎉', '🤯']\n",
      "Number of Links Shared 40\n"
     ]
    }
   ],
   "source": [
    "URLPATTERN = r'(https?://\\S+)'\n",
    "df['urlcount'] = df.Message.apply(lambda x: regex.findall(URLPATTERN, x)).str.len()\n",
    "links = np.sum(df.urlcount)\n",
    "\n",
    "print(\"Chats between jitanshu and Ankit Gondha\")\n",
    "print(\"Total Messages: \", total_messages)\n",
    "print(\"Number of Media Shared: \", media_messages)\n",
    "print(\"Number of Emojis Shared\", emojis)\n",
    "print(\"Number of Links Shared\", links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6918770f-78b3-4f02-a969-03f7fdc2e056",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Author</th>\n",
       "      <th>Message</th>\n",
       "      <th>Letters</th>\n",
       "      <th>Words</th>\n",
       "      <th>Url_Count</th>\n",
       "      <th>Media_Count</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>emoji</th>\n",
       "      <th>urlcount</th>\n",
       "      <th>Letter_Count</th>\n",
       "      <th>Word_Count</th>\n",
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       "      <td>2022-08-30</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>5:04 PM</td>\n",
       "      <td>Ankit Gondha</td>\n",
       "      <td>Waiting for this message</td>\n",
       "      <td>24</td>\n",
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       "      <td>Tuesday</td>\n",
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       "        Date      Day     Time           Author                   Message  \\\n",
       "0 2022-08-30  Tuesday  5:04 PM     Ankit Gondha  Waiting for this message   \n",
       "1 2022-08-30  Tuesday  5:04 PM     Ankit Gondha  Waiting for this message   \n",
       "2 2022-08-30  Tuesday  5:04 PM     Ankit Gondha  Waiting for this message   \n",
       "3 2022-08-30  Tuesday  5:04 PM  JitanshuRaut{∆}  Waiting for this message   \n",
       "4 2022-08-30  Tuesday  5:05 PM     Ankit Gondha  Waiting for this message   \n",
       "\n",
       "   Letters  Words  Url_Count  Media_Count  Year Month emoji  urlcount  \\\n",
       "0       24      4          0            0  2022   Aug    []         0   \n",
       "1       24      4          0            0  2022   Aug    []         0   \n",
       "2       24      4          0            0  2022   Aug    []         0   \n",
       "3       24      4          0            0  2022   Aug    []         0   \n",
       "4       24      4          0            0  2022   Aug    []         0   \n",
       "\n",
       "   Letter_Count  Word_Count  MessageCount  \n",
       "0            24           4             1  \n",
       "1            24           4             1  \n",
       "2            24           4             1  \n",
       "3            24           4             1  \n",
       "4            24           4             1  "
      ]
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   ],
   "source": [
    "\n",
    "media_messages_df = df[df['Message'] == '<Media omitted>']\n",
    "messages_df = df.drop(media_messages_df.index)\n",
    "messages_df['Letter_Count'] = messages_df['Message'].apply(lambda s : len(s))\n",
    "messages_df['Word_Count'] = messages_df['Message'].apply(lambda s : len(s.split(' ')))\n",
    "messages_df[\"MessageCount\"]=1\n",
    "\n",
    "\n",
    "messages_df.head()\n"
   ]
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  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ffbdfb87-099d-4f3f-b155-2514b8f94d59",
   "metadata": {},
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Emoji  Count\n",
      "0      ⚠      6\n",
      "1      🎉      4\n",
      "2      🚫      3\n",
      "3      👍      2\n",
      "4      😂      2\n",
      "5      🙃      1\n",
      "6      🤝      1\n",
      "7      😅      1\n",
      "8      👆      1\n",
      "9      🏻      1\n",
      "10     😀      1\n",
      "11     🤯      1\n"
     ]
    }
   ],
   "source": [
    "emojis = []\n",
    "for message in df['Message']:\n",
    "        emojis.extend([c for c in message if c in emoji.EMOJI_DATA])\n",
    "\n",
    "emoji_df = pd.DataFrame(Counter(emojis).most_common(len(Counter(emojis))))\n",
    "emoji_df.rename(columns = {0:'Emoji'}, inplace = True)\n",
    "emoji_df.rename(columns = {1:'Count'}, inplace = True)\n",
    "print(emoji_df)\n"
   ]
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.pie(emoji_df, values=\"Count\", names=\"Emoji\")\n",
    "fig.update_traces(textposition='inside', textinfo='percent+label')\n",
    "fig.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15f4f09d-f12b-45e3-93bf-b3982f21d857",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 18951 words in all the messages.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "text = \" \".join(review for review in df.Message)\n",
    "print (\"There are {} words in all the messages.\".format(len(text)))\n",
    "# stopwords = set(STOPWORDS)\n",
    "# Generate a word cloud image\n",
    "wordcloud = WordCloud( background_color=\"white\").generate(text)\n",
    "# Display the generated image:\n",
    "# the matplotlib way:\n",
    "plt.figure( figsize=(15,15))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f882585f-d02e-48ff-b9e7-4176fbdff193",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "mostly_active = df['Author'].value_counts()\n",
    "### Top 10 peoples that are mostly active in our Group is : \n",
    "df_first_10 = df.iloc[:11]\n",
    "m_a = mostly_active.head(11)\n",
    "bars = df_first_10[\"Author\"]\n",
    "x_pos = np.arange(len(bars))\n",
    "m_a.plot.bar()\n",
    "plt.xlabel('Authors',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.ylabel('No. of messages',fontdict={'fontsize': 14,'fontweight': 10})\n",
    "plt.title('Mostly active member of Group',fontdict={'fontsize': 20,'fontweight': 8})\n",
    "plt.xticks(x_pos, bars)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ed0aab63-9545-4f84-97b3-09bf5c212a04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "x=%{x}<br>y=%{y}<extra></extra>",
         "legendgroup": "",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "",
         "orientation": "v",
         "showlegend": false,
         "type": "scatter",
         "x": [
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",
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       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = df['Date'].value_counts() \n",
    "z1 = z.to_dict() #converts to dictionary\n",
    "df['Msg_count'] = df['Date'].map(z1)\n",
    "### Timeseries plot \n",
    "fig = px.line(x=df['Date'],y=df['Msg_count'])\n",
    "fig.update_layout(title='Analysis of number of messages using TimeSeries plot.',\n",
    "                  xaxis_title='Month',\n",
    "                  yaxis_title='No. of Messages')\n",
    "fig.update_xaxes(nticks=20)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "980f864d-f635-4f73-a84b-ff3241f41f5c",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-09-02</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-09-03</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-09-04</td>\n",
       "      <td>12</td>\n",
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       "      <th>5</th>\n",
       "      <td>2022-09-08</td>\n",
       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022-09-09</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2022-09-10</td>\n",
       "      <td>14</td>\n",
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       "      <th>8</th>\n",
       "      <td>2022-09-11</td>\n",
       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2022-09-16</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2022-09-17</td>\n",
       "      <td>4</td>\n",
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       "      <th>11</th>\n",
       "      <td>2022-09-22</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2022-09-26</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2022-09-27</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2022-09-29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2022-10-03</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2022-10-04</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2022-10-09</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2022-10-12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2022-10-13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2022-10-14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2022-10-17</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2022-10-20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2022-10-24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2022-10-26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2022-11-01</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2022-11-07</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2022-11-09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2022-11-11</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2022-11-13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2022-11-19</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2022-11-21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Count\n",
       "0  2022-08-30      5\n",
       "1  2022-09-01      7\n",
       "2  2022-09-02      2\n",
       "3  2022-09-03      3\n",
       "4  2022-09-04     12\n",
       "5  2022-09-08      9\n",
       "6  2022-09-09      5\n",
       "7  2022-09-10     14\n",
       "8  2022-09-11      9\n",
       "9  2022-09-16      1\n",
       "10 2022-09-17      4\n",
       "11 2022-09-22      0\n",
       "12 2022-09-26      0\n",
       "13 2022-09-27      8\n",
       "14 2022-09-29      2\n",
       "15 2022-10-03      2\n",
       "16 2022-10-04      4\n",
       "17 2022-10-09      2\n",
       "18 2022-10-12      1\n",
       "19 2022-10-13      4\n",
       "20 2022-10-14      4\n",
       "21 2022-10-16      4\n",
       "22 2022-10-17      4\n",
       "23 2022-10-18     11\n",
       "24 2022-10-20      2\n",
       "25 2022-10-22      3\n",
       "26 2022-10-23      3\n",
       "27 2022-10-24      2\n",
       "28 2022-10-26      2\n",
       "29 2022-11-01      6\n",
       "30 2022-11-07     17\n",
       "31 2022-11-08      7\n",
       "32 2022-11-09      1\n",
       "33 2022-11-11      4\n",
       "34 2022-11-13      3\n",
       "35 2022-11-15     13\n",
       "36 2022-11-16      5\n",
       "37 2022-11-17      1\n",
       "38 2022-11-19     11\n",
       "39 2022-11-20     11\n",
       "40 2022-11-21      1\n",
       "41 2022-11-22      8\n",
       "42 2022-11-28      2\n",
       "43 2022-11-29      5\n",
       "44 2022-11-30      1"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import *\n",
    "def daily_msgs(df, plot=False):\n",
    "    grouped = df.groupby(\"Date\", as_index=False)[\"Author\"]\n",
    "    df_ = grouped.count()\n",
    "    df_.columns = [\"Date\", \"Count\"]\n",
    "    if plot:\n",
    "        plt.figure(figsize=[10,10])\n",
    "\n",
    "        plt.title(\"Daily Message Count\", size = 16)\n",
    "        plt.bar(x=df_[\"Date\"], height=df_[\"Count\"], color = \"seagreen\")\n",
    "        plt.xticks(rotation = 90, size = 12)\n",
    "        plt.yticks(size = 12)\n",
    "\n",
    "    return df_\n",
    "daily_msgs(df, plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd966886-6537-491c-8feb-8aaa8fbd1d67",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4e6367c-836c-4aa6-9126-d4a4dd78fde3",
   "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": "3.10.5"
  },
  "vscode": {
   "interpreter": {
    "hash": "213524bb45a1aeaf737b1d8c77d7b8db5d425938d9dffc5f4bc6fe6dd3324700"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}