EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Libraries**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt \n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Dataset (Loading)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Survey from MUET FM 92.6.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Timestamp</th>\n",
       "      <th>Username</th>\n",
       "      <th>What is your Age?</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Have you heard about MUET FM 92.6? If yes then from which platform.</th>\n",
       "      <th>What do you listen on MUET FM 92.6?</th>\n",
       "      <th>What do you want to listen on MUET FM 92.6?</th>\n",
       "      <th>At What time do you listen MUET FM 92.6?</th>\n",
       "      <th>How many hours do you listen FM?</th>\n",
       "      <th>On what social media platform you are / wish to follow us?</th>\n",
       "      <th>Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?</th>\n",
       "      <th>Are you interested in the prize winning Competitions conducted by MUET FM 92.6?</th>\n",
       "      <th>Any Suggestions for MUET FM 92.6?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022/07/17 12:55:23 AM GMT+5</td>\n",
       "      <td>bakhtawarsaweda979@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks;Technology Information</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>Content Writer;Outdoor Coverage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Don't have suggestions because I just have lit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022/07/17 1:08:48 AM GMT+5</td>\n",
       "      <td>shahzadshaikh725@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>Podcast;Motivational Talks;Campus News;Interviews</td>\n",
       "      <td>Interviews of Speakers;Motivational Talks;Tech...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook;Instagram</td>\n",
       "      <td>Social Media Manager;Outdoor Coverage;Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>I'm also looking forward to work with MUET FM,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022/07/17 1:10:51 AM GMT+5</td>\n",
       "      <td>roshni24mustafa@gmail.com</td>\n",
       "      <td>26</td>\n",
       "      <td>Female</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Podcast</td>\n",
       "      <td>Motivational Talks;Technology Information;Succ...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022/07/17 1:12:26 AM GMT+5</td>\n",
       "      <td>isoomro179@gmail.com</td>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Campus News</td>\n",
       "      <td>Podcasts;Interviews of Speakers;Motivational T...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "      <td>FM 92.6 should be expanded on social platforms...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022/07/17 1:20:18 AM GMT+5</td>\n",
       "      <td>sahiljatoi744@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>RJ / Presenter;Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>We should be having podcasts and success stori...</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>2022/07/19 10:11:33 AM GMT+5</td>\n",
       "      <td>shakeelothosb@gmail.com</td>\n",
       "      <td>22</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>Jumma Special;Interviews</td>\n",
       "      <td>Interviews of Speakers;Tilawat Quran Majeed</td>\n",
       "      <td>Morning;Night</td>\n",
       "      <td>2 hours</td>\n",
       "      <td>Facebook;Twitter;YouTube</td>\n",
       "      <td>RJ / Presenter;Audio Engineer</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Students should be given opportunities to talk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>2022/07/19 12:07:00 PM GMT+5</td>\n",
       "      <td>qaboolio356@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2022/07/19 2:26:22 PM GMT+5</td>\n",
       "      <td>mshuja789@gmail.com</td>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Technology Information</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>2022/07/19 6:49:12 PM GMT+5</td>\n",
       "      <td>kumaripiryanka497@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Success Stories</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>Content Writer</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>2022/07/20 1:20:46 AM GMT+5</td>\n",
       "      <td>Sara28295@gmail.com</td>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Podcast;Campus News</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>RJ / Presenter</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Work on signal management</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>328 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Timestamp                      Username  \\\n",
       "0    2022/07/17 12:55:23 AM GMT+5  bakhtawarsaweda979@gmail.com   \n",
       "1     2022/07/17 1:08:48 AM GMT+5    shahzadshaikh725@gmail.com   \n",
       "2     2022/07/17 1:10:51 AM GMT+5     roshni24mustafa@gmail.com   \n",
       "3     2022/07/17 1:12:26 AM GMT+5          isoomro179@gmail.com   \n",
       "4     2022/07/17 1:20:18 AM GMT+5       sahiljatoi744@gmail.com   \n",
       "..                            ...                           ...   \n",
       "323  2022/07/19 10:11:33 AM GMT+5       shakeelothosb@gmail.com   \n",
       "324  2022/07/19 12:07:00 PM GMT+5         qaboolio356@gmail.com   \n",
       "325   2022/07/19 2:26:22 PM GMT+5           mshuja789@gmail.com   \n",
       "326   2022/07/19 6:49:12 PM GMT+5   kumaripiryanka497@gmail.com   \n",
       "327   2022/07/20 1:20:46 AM GMT+5           Sara28295@gmail.com   \n",
       "\n",
       "     What is your Age?  Gender  \\\n",
       "0                   21  Female   \n",
       "1                   21    Male   \n",
       "2                   26  Female   \n",
       "3                   20    Male   \n",
       "4                   21    Male   \n",
       "..                 ...     ...   \n",
       "323                 22    Male   \n",
       "324                 21    Male   \n",
       "325                 20    Male   \n",
       "326                 21  Female   \n",
       "327                 21  Female   \n",
       "\n",
       "    Have you heard about MUET FM 92.6? If yes then from which platform.  \\\n",
       "0                                                Other                    \n",
       "1                              WhatsApp;Facebook;Other                    \n",
       "2                                             Facebook                    \n",
       "3                                    WhatsApp;Facebook                    \n",
       "4                              WhatsApp;Facebook;Other                    \n",
       "..                                                 ...                    \n",
       "323                                           WhatsApp                    \n",
       "324                                           Facebook                    \n",
       "325                                           WhatsApp                    \n",
       "326                                           WhatsApp                    \n",
       "327                                  WhatsApp;Facebook                    \n",
       "\n",
       "                   What do you listen on MUET FM 92.6?  \\\n",
       "0                                                 None   \n",
       "1    Podcast;Motivational Talks;Campus News;Interviews   \n",
       "2                                              Podcast   \n",
       "3                                          Campus News   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "323                           Jumma Special;Interviews   \n",
       "324                                               None   \n",
       "325                                               None   \n",
       "326                                               None   \n",
       "327                                Podcast;Campus News   \n",
       "\n",
       "           What do you want to listen on MUET FM 92.6?  \\\n",
       "0            Motivational Talks;Technology Information   \n",
       "1    Interviews of Speakers;Motivational Talks;Tech...   \n",
       "2    Motivational Talks;Technology Information;Succ...   \n",
       "3    Podcasts;Interviews of Speakers;Motivational T...   \n",
       "4    Podcasts;Interviews of Teachers/Professors;Int...   \n",
       "..                                                 ...   \n",
       "323        Interviews of Speakers;Tilawat Quran Majeed   \n",
       "324                                 Motivational Talks   \n",
       "325                             Technology Information   \n",
       "326                                    Success Stories   \n",
       "327  Podcasts;Interviews of Teachers/Professors;Int...   \n",
       "\n",
       "    At What time do you listen MUET FM 92.6? How many hours do you listen FM?  \\\n",
       "0                                    Evening                           1 hour   \n",
       "1                                      Night                           1 hour   \n",
       "2                                      Night                           1 hour   \n",
       "3                                    Evening                          0 hours   \n",
       "4                                      Night                          0 hours   \n",
       "..                                       ...                              ...   \n",
       "323                            Morning;Night                          2 hours   \n",
       "324                                    Night                          0 hours   \n",
       "325                                    Night                          0 hours   \n",
       "326                                    Night                           1 hour   \n",
       "327                                  Evening                           1 hour   \n",
       "\n",
       "    On what social media platform you are / wish to follow us?  \\\n",
       "0                                              Twitter           \n",
       "1                                   Facebook;Instagram           \n",
       "2                                             Facebook           \n",
       "3                            Facebook;YouTube;LinkedIn           \n",
       "4                            Facebook;YouTube;LinkedIn           \n",
       "..                                                 ...           \n",
       "323                           Facebook;Twitter;YouTube           \n",
       "324                                           Facebook           \n",
       "325                                           Facebook           \n",
       "326                                            YouTube           \n",
       "327                                           Facebook           \n",
       "\n",
       "    Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?  \\\n",
       "0                      Content Writer;Outdoor Coverage                                         \n",
       "1          Social Media Manager;Outdoor Coverage;Other                                         \n",
       "2                                                Other                                         \n",
       "3                                 Social Media Manager                                         \n",
       "4                                 RJ / Presenter;Other                                         \n",
       "..                                                 ...                                         \n",
       "323                      RJ / Presenter;Audio Engineer                                         \n",
       "324                               Social Media Manager                                         \n",
       "325                                               None                                         \n",
       "326                                     Content Writer                                         \n",
       "327                                     RJ / Presenter                                         \n",
       "\n",
       "    Are you interested in the prize winning Competitions conducted by MUET FM 92.6?  \\\n",
       "0                                                  Yes                                \n",
       "1                                                  Yes                                \n",
       "2                                                  Yes                                \n",
       "3                                                  Yes                                \n",
       "4                                                  Yes                                \n",
       "..                                                 ...                                \n",
       "323                                                Yes                                \n",
       "324                                                Yes                                \n",
       "325                                                 No                                \n",
       "326                                                Yes                                \n",
       "327                                                Yes                                \n",
       "\n",
       "                     Any Suggestions for MUET FM 92.6?  \n",
       "0    Don't have suggestions because I just have lit...  \n",
       "1    I'm also looking forward to work with MUET FM,...  \n",
       "2                                                   No  \n",
       "3    FM 92.6 should be expanded on social platforms...  \n",
       "4    We should be having podcasts and success stori...  \n",
       "..                                                 ...  \n",
       "323  Students should be given opportunities to talk...  \n",
       "324                                              none   \n",
       "325                                                 No  \n",
       "326                                                 No  \n",
       "327                         Work on signal management   \n",
       "\n",
       "[328 rows x 13 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Data wrangling and visualization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Timestamp', 'Username', ' What is your Age?', 'Gender',\n",
       "       'Have you heard about MUET FM 92.6? If yes then from which platform.',\n",
       "       'What do you listen on MUET FM 92.6?',\n",
       "       'What do you want to listen on MUET FM 92.6?',\n",
       "       'At What time do you listen MUET FM 92.6?',\n",
       "       'How many hours do you listen FM?',\n",
       "       'On what social media platform you are / wish to follow us?',\n",
       "       'Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?',\n",
       "       'Are you interested in the prize winning Competitions conducted by MUET FM 92.6?',\n",
       "       'Any Suggestions for MUET FM 92.6?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>What is your Age?</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Have you heard about MUET FM 92.6? If yes then from which platform.</th>\n",
       "      <th>What do you listen on MUET FM 92.6?</th>\n",
       "      <th>What do you want to listen on MUET FM 92.6?</th>\n",
       "      <th>At What time do you listen MUET FM 92.6?</th>\n",
       "      <th>How many hours do you listen FM?</th>\n",
       "      <th>On what social media platform you are / wish to follow us?</th>\n",
       "      <th>Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?</th>\n",
       "      <th>Are you interested in the prize winning Competitions conducted by MUET FM 92.6?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks;Technology Information</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>Content Writer;Outdoor Coverage</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>Podcast;Motivational Talks;Campus News;Interviews</td>\n",
       "      <td>Interviews of Speakers;Motivational Talks;Tech...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook;Instagram</td>\n",
       "      <td>Social Media Manager;Outdoor Coverage;Other</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>Female</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Podcast</td>\n",
       "      <td>Motivational Talks;Technology Information;Succ...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Campus News</td>\n",
       "      <td>Podcasts;Interviews of Speakers;Motivational T...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>RJ / Presenter;Other</td>\n",
       "      <td>Yes</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>323</th>\n",
       "      <td>22</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>Jumma Special;Interviews</td>\n",
       "      <td>Interviews of Speakers;Tilawat Quran Majeed</td>\n",
       "      <td>Morning;Night</td>\n",
       "      <td>2 hours</td>\n",
       "      <td>Facebook;Twitter;YouTube</td>\n",
       "      <td>RJ / Presenter;Audio Engineer</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Technology Information</td>\n",
       "      <td>Night</td>\n",
       "      <td>0 hours</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Success Stories</td>\n",
       "      <td>Night</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>Content Writer</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Podcast;Campus News</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>RJ / Presenter</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>328 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     What is your Age?  Gender  \\\n",
       "0                   21  Female   \n",
       "1                   21    Male   \n",
       "2                   26  Female   \n",
       "3                   20    Male   \n",
       "4                   21    Male   \n",
       "..                 ...     ...   \n",
       "323                 22    Male   \n",
       "324                 21    Male   \n",
       "325                 20    Male   \n",
       "326                 21  Female   \n",
       "327                 21  Female   \n",
       "\n",
       "    Have you heard about MUET FM 92.6? If yes then from which platform.  \\\n",
       "0                                                Other                    \n",
       "1                              WhatsApp;Facebook;Other                    \n",
       "2                                             Facebook                    \n",
       "3                                    WhatsApp;Facebook                    \n",
       "4                              WhatsApp;Facebook;Other                    \n",
       "..                                                 ...                    \n",
       "323                                           WhatsApp                    \n",
       "324                                           Facebook                    \n",
       "325                                           WhatsApp                    \n",
       "326                                           WhatsApp                    \n",
       "327                                  WhatsApp;Facebook                    \n",
       "\n",
       "                   What do you listen on MUET FM 92.6?  \\\n",
       "0                                                 None   \n",
       "1    Podcast;Motivational Talks;Campus News;Interviews   \n",
       "2                                              Podcast   \n",
       "3                                          Campus News   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "323                           Jumma Special;Interviews   \n",
       "324                                               None   \n",
       "325                                               None   \n",
       "326                                               None   \n",
       "327                                Podcast;Campus News   \n",
       "\n",
       "           What do you want to listen on MUET FM 92.6?  \\\n",
       "0            Motivational Talks;Technology Information   \n",
       "1    Interviews of Speakers;Motivational Talks;Tech...   \n",
       "2    Motivational Talks;Technology Information;Succ...   \n",
       "3    Podcasts;Interviews of Speakers;Motivational T...   \n",
       "4    Podcasts;Interviews of Teachers/Professors;Int...   \n",
       "..                                                 ...   \n",
       "323        Interviews of Speakers;Tilawat Quran Majeed   \n",
       "324                                 Motivational Talks   \n",
       "325                             Technology Information   \n",
       "326                                    Success Stories   \n",
       "327  Podcasts;Interviews of Teachers/Professors;Int...   \n",
       "\n",
       "    At What time do you listen MUET FM 92.6? How many hours do you listen FM?  \\\n",
       "0                                    Evening                           1 hour   \n",
       "1                                      Night                           1 hour   \n",
       "2                                      Night                           1 hour   \n",
       "3                                    Evening                          0 hours   \n",
       "4                                      Night                          0 hours   \n",
       "..                                       ...                              ...   \n",
       "323                            Morning;Night                          2 hours   \n",
       "324                                    Night                          0 hours   \n",
       "325                                    Night                          0 hours   \n",
       "326                                    Night                           1 hour   \n",
       "327                                  Evening                           1 hour   \n",
       "\n",
       "    On what social media platform you are / wish to follow us?  \\\n",
       "0                                              Twitter           \n",
       "1                                   Facebook;Instagram           \n",
       "2                                             Facebook           \n",
       "3                            Facebook;YouTube;LinkedIn           \n",
       "4                            Facebook;YouTube;LinkedIn           \n",
       "..                                                 ...           \n",
       "323                           Facebook;Twitter;YouTube           \n",
       "324                                           Facebook           \n",
       "325                                           Facebook           \n",
       "326                                            YouTube           \n",
       "327                                           Facebook           \n",
       "\n",
       "    Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?  \\\n",
       "0                      Content Writer;Outdoor Coverage                                         \n",
       "1          Social Media Manager;Outdoor Coverage;Other                                         \n",
       "2                                                Other                                         \n",
       "3                                 Social Media Manager                                         \n",
       "4                                 RJ / Presenter;Other                                         \n",
       "..                                                 ...                                         \n",
       "323                      RJ / Presenter;Audio Engineer                                         \n",
       "324                               Social Media Manager                                         \n",
       "325                                               None                                         \n",
       "326                                     Content Writer                                         \n",
       "327                                     RJ / Presenter                                         \n",
       "\n",
       "    Are you interested in the prize winning Competitions conducted by MUET FM 92.6?  \n",
       "0                                                  Yes                               \n",
       "1                                                  Yes                               \n",
       "2                                                  Yes                               \n",
       "3                                                  Yes                               \n",
       "4                                                  Yes                               \n",
       "..                                                 ...                               \n",
       "323                                                Yes                               \n",
       "324                                                Yes                               \n",
       "325                                                 No                               \n",
       "326                                                Yes                               \n",
       "327                                                Yes                               \n",
       "\n",
       "[328 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop('Timestamp', axis=1)\n",
    "df = df.drop('Username', axis=1)\n",
    "df = df.drop('Any Suggestions for MUET FM 92.6?', axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename(columns={' What is your Age?':'Age'})\n",
    "df = df.rename(columns={'Have you heard about MUET FM 92.6? If yes then from which platform.':'Heard_from_plateform'})\n",
    "df = df.rename(columns={'What do you listen on MUET FM 92.6?':'Listening'})\n",
    "df = df.rename(columns={'What do you want to listen on MUET FM 92.6?':'Listening_wish'})\n",
    "df = df.rename(columns={'At What time do you listen MUET FM 92.6?':'Listening_time'})\n",
    "df = df.rename(columns={'How many hours do you listen FM?':'Duration'})\n",
    "df = df.rename(columns={'On what social media platform you are / wish to follow us?':'Plateform_from_you_wantToFollow'})\n",
    "df = df.rename(columns={'Are you interested to offer your services to MUET Campus Radio? If yes in what capacity?':'Your_Service'})\n",
    "df = df.rename(columns={'Are you interested in the prize winning Competitions conducted by MUET FM 92.6?':'Competitions?'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Heard_from_plateform</th>\n",
       "      <th>Listening</th>\n",
       "      <th>Listening_wish</th>\n",
       "      <th>Listening_time</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Plateform_from_you_wantToFollow</th>\n",
       "      <th>Your_Service</th>\n",
       "      <th>Competitions?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks;Technology Information</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>Content Writer;Outdoor Coverage</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>Podcast;Motivational Talks;Campus News;Interviews</td>\n",
       "      <td>Interviews of Speakers;Motivational Talks;Tech...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1</td>\n",
       "      <td>Facebook;Instagram</td>\n",
       "      <td>Social Media Manager;Outdoor Coverage;Other</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>Female</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Podcast</td>\n",
       "      <td>Motivational Talks;Technology Information;Succ...</td>\n",
       "      <td>Night</td>\n",
       "      <td>1</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Campus News</td>\n",
       "      <td>Podcasts;Interviews of Speakers;Motivational T...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp;Facebook;Other</td>\n",
       "      <td>None</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Night</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook;YouTube;LinkedIn</td>\n",
       "      <td>RJ / Presenter;Other</td>\n",
       "      <td>Yes</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>323</th>\n",
       "      <td>22</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>Jumma Special;Interviews</td>\n",
       "      <td>Interviews of Speakers;Tilawat Quran Majeed</td>\n",
       "      <td>Morning;Night</td>\n",
       "      <td>2</td>\n",
       "      <td>Facebook;Twitter;YouTube</td>\n",
       "      <td>RJ / Presenter;Audio Engineer</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks</td>\n",
       "      <td>Night</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Technology Information</td>\n",
       "      <td>Night</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Success Stories</td>\n",
       "      <td>Night</td>\n",
       "      <td>1</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>Content Writer</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp;Facebook</td>\n",
       "      <td>Podcast;Campus News</td>\n",
       "      <td>Podcasts;Interviews of Teachers/Professors;Int...</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>RJ / Presenter</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>328 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Age  Gender     Heard_from_plateform  \\\n",
       "0    21  Female                    Other   \n",
       "1    21    Male  WhatsApp;Facebook;Other   \n",
       "2    26  Female                 Facebook   \n",
       "3    20    Male        WhatsApp;Facebook   \n",
       "4    21    Male  WhatsApp;Facebook;Other   \n",
       "..   ..     ...                      ...   \n",
       "323  22    Male                 WhatsApp   \n",
       "324  21    Male                 Facebook   \n",
       "325  20    Male                 WhatsApp   \n",
       "326  21  Female                 WhatsApp   \n",
       "327  21  Female        WhatsApp;Facebook   \n",
       "\n",
       "                                             Listening  \\\n",
       "0                                                 None   \n",
       "1    Podcast;Motivational Talks;Campus News;Interviews   \n",
       "2                                              Podcast   \n",
       "3                                          Campus News   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "323                           Jumma Special;Interviews   \n",
       "324                                               None   \n",
       "325                                               None   \n",
       "326                                               None   \n",
       "327                                Podcast;Campus News   \n",
       "\n",
       "                                        Listening_wish Listening_time  \\\n",
       "0            Motivational Talks;Technology Information        Evening   \n",
       "1    Interviews of Speakers;Motivational Talks;Tech...          Night   \n",
       "2    Motivational Talks;Technology Information;Succ...          Night   \n",
       "3    Podcasts;Interviews of Speakers;Motivational T...        Evening   \n",
       "4    Podcasts;Interviews of Teachers/Professors;Int...          Night   \n",
       "..                                                 ...            ...   \n",
       "323        Interviews of Speakers;Tilawat Quran Majeed  Morning;Night   \n",
       "324                                 Motivational Talks          Night   \n",
       "325                             Technology Information          Night   \n",
       "326                                    Success Stories          Night   \n",
       "327  Podcasts;Interviews of Teachers/Professors;Int...        Evening   \n",
       "\n",
       "    Duration Plateform_from_you_wantToFollow  \\\n",
       "0         1                          Twitter   \n",
       "1         1               Facebook;Instagram   \n",
       "2         1                         Facebook   \n",
       "3         0        Facebook;YouTube;LinkedIn   \n",
       "4         0        Facebook;YouTube;LinkedIn   \n",
       "..       ...                             ...   \n",
       "323       2         Facebook;Twitter;YouTube   \n",
       "324       0                         Facebook   \n",
       "325       0                         Facebook   \n",
       "326       1                          YouTube   \n",
       "327       1                         Facebook   \n",
       "\n",
       "                                    Your_Service Competitions?  \n",
       "0                Content Writer;Outdoor Coverage           Yes  \n",
       "1    Social Media Manager;Outdoor Coverage;Other           Yes  \n",
       "2                                          Other           Yes  \n",
       "3                           Social Media Manager           Yes  \n",
       "4                           RJ / Presenter;Other           Yes  \n",
       "..                                           ...           ...  \n",
       "323                RJ / Presenter;Audio Engineer           Yes  \n",
       "324                         Social Media Manager           Yes  \n",
       "325                                         None            No  \n",
       "326                               Content Writer           Yes  \n",
       "327                               RJ / Presenter           Yes  \n",
       "\n",
       "[328 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Age', 'Gender', 'Heard_from_plateform', 'Listening', 'Listening_wish',\n",
       "       'Listening_time', 'Duration', 'Plateform_from_you_wantToFollow',\n",
       "       'Your_Service', 'Competitions?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 328 entries, 0 to 327\n",
      "Data columns (total 10 columns):\n",
      " #   Column                           Non-Null Count  Dtype \n",
      "---  ------                           --------------  ----- \n",
      " 0   Age                              328 non-null    object\n",
      " 1   Gender                           328 non-null    object\n",
      " 2   Heard_from_plateform             328 non-null    object\n",
      " 3   Listening                        328 non-null    object\n",
      " 4   Listening_wish                   328 non-null    object\n",
      " 5   Listening_time                   328 non-null    object\n",
      " 6   Duration                         328 non-null    object\n",
      " 7   Plateform_from_you_wantToFollow  328 non-null    object\n",
      " 8   Your_Service                     328 non-null    object\n",
      " 9   Competitions?                    328 non-null    object\n",
      "dtypes: object(10)\n",
      "memory usage: 25.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                                0\n",
       "Gender                             0\n",
       "Heard_from_plateform               0\n",
       "Listening                          0\n",
       "Listening_wish                     0\n",
       "Listening_time                     0\n",
       "Duration                           0\n",
       "Plateform_from_you_wantToFollow    0\n",
       "Your_Service                       0\n",
       "Competitions?                      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(328, 10)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Heard_from_plateform</th>\n",
       "      <th>Listening</th>\n",
       "      <th>Listening_wish</th>\n",
       "      <th>Listening_time</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Plateform_from_you_wantToFollow</th>\n",
       "      <th>Your_Service</th>\n",
       "      <th>Competitions?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>96</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Technology Information</td>\n",
       "      <td>Evening</td>\n",
       "      <td>1 hour</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>115</td>\n",
       "      <td>167</td>\n",
       "      <td>101</td>\n",
       "      <td>130</td>\n",
       "      <td>38</td>\n",
       "      <td>84</td>\n",
       "      <td>184</td>\n",
       "      <td>109</td>\n",
       "      <td>76</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Age  Gender Heard_from_plateform Listening          Listening_wish  \\\n",
       "count   328     328                  328       328                     328   \n",
       "unique   20       2                   15        27                      96   \n",
       "top      21  Female             WhatsApp      None  Technology Information   \n",
       "freq    115     167                  101       130                      38   \n",
       "\n",
       "       Listening_time Duration Plateform_from_you_wantToFollow Your_Service  \\\n",
       "count             328      328                             328          328   \n",
       "unique             12        5                              38           54   \n",
       "top           Evening   1 hour                        Facebook         None   \n",
       "freq               84      184                             109           76   \n",
       "\n",
       "       Competitions?  \n",
       "count            328  \n",
       "unique             2  \n",
       "top              Yes  \n",
       "freq             267  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3280"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                                328\n",
       "Gender                             328\n",
       "Heard_from_plateform               328\n",
       "Listening                          328\n",
       "Listening_wish                     328\n",
       "Listening_time                     328\n",
       "Duration                           328\n",
       "Plateform_from_you_wantToFollow    328\n",
       "Your_Service                       328\n",
       "Competitions?                      328\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                                20\n",
       "Gender                              2\n",
       "Heard_from_plateform               15\n",
       "Listening                          27\n",
       "Listening_wish                     96\n",
       "Listening_time                     12\n",
       "Duration                            5\n",
       "Plateform_from_you_wantToFollow    38\n",
       "Your_Service                       54\n",
       "Competitions?                       2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <td>22</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>Jumma Special;Interviews</td>\n",
       "      <td>Interviews of Speakers;Tilawat Quran Majeed</td>\n",
       "      <td>Morning;Night</td>\n",
       "      <td>2</td>\n",
       "      <td>Facebook;Twitter;YouTube</td>\n",
       "      <td>RJ / Presenter;Audio Engineer</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>21</td>\n",
       "      <td>Male</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>Motivational Talks</td>\n",
       "      <td>Night</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Social Media Manager</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
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       "      <td>Night</td>\n",
       "      <td>0</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>21</td>\n",
       "      <td>Female</td>\n",
       "      <td>WhatsApp</td>\n",
       "      <td>None</td>\n",
       "      <td>Success Stories</td>\n",
       "      <td>Night</td>\n",
       "      <td>1</td>\n",
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       "      <td>Content Writer</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>Yes</td>\n",
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       "<p>328 rows × 10 columns</p>\n",
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      ],
      "text/plain": [
       "    Age  Gender     Heard_from_plateform  \\\n",
       "0    21  Female                    Other   \n",
       "1    21    Male  WhatsApp;Facebook;Other   \n",
       "2    26  Female                 Facebook   \n",
       "3    20    Male        WhatsApp;Facebook   \n",
       "4    21    Male  WhatsApp;Facebook;Other   \n",
       "..   ..     ...                      ...   \n",
       "323  22    Male                 WhatsApp   \n",
       "324  21    Male                 Facebook   \n",
       "325  20    Male                 WhatsApp   \n",
       "326  21  Female                 WhatsApp   \n",
       "327  21  Female        WhatsApp;Facebook   \n",
       "\n",
       "                                             Listening  \\\n",
       "0                                                 None   \n",
       "1    Podcast;Motivational Talks;Campus News;Interviews   \n",
       "2                                              Podcast   \n",
       "3                                          Campus News   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "323                           Jumma Special;Interviews   \n",
       "324                                               None   \n",
       "325                                               None   \n",
       "326                                               None   \n",
       "327                                Podcast;Campus News   \n",
       "\n",
       "                                        Listening_wish Listening_time  \\\n",
       "0            Motivational Talks;Technology Information        Evening   \n",
       "1    Interviews of Speakers;Motivational Talks;Tech...          Night   \n",
       "2    Motivational Talks;Technology Information;Succ...          Night   \n",
       "3    Podcasts;Interviews of Speakers;Motivational T...        Evening   \n",
       "4    Podcasts;Interviews of Teachers/Professors;Int...          Night   \n",
       "..                                                 ...            ...   \n",
       "323        Interviews of Speakers;Tilawat Quran Majeed  Morning;Night   \n",
       "324                                 Motivational Talks          Night   \n",
       "325                             Technology Information          Night   \n",
       "326                                    Success Stories          Night   \n",
       "327  Podcasts;Interviews of Teachers/Professors;Int...        Evening   \n",
       "\n",
       "    Duration Plateform_from_you_wantToFollow  \\\n",
       "0         1                          Twitter   \n",
       "1         1               Facebook;Instagram   \n",
       "2         1                         Facebook   \n",
       "3         0        Facebook;YouTube;LinkedIn   \n",
       "4         0        Facebook;YouTube;LinkedIn   \n",
       "..       ...                             ...   \n",
       "323       2         Facebook;Twitter;YouTube   \n",
       "324       0                         Facebook   \n",
       "325       0                         Facebook   \n",
       "326       1                          YouTube   \n",
       "327       1                         Facebook   \n",
       "\n",
       "                                    Your_Service Competitions?  \n",
       "0                Content Writer;Outdoor Coverage           Yes  \n",
       "1    Social Media Manager;Outdoor Coverage;Other           Yes  \n",
       "2                                          Other           Yes  \n",
       "3                           Social Media Manager           Yes  \n",
       "4                           RJ / Presenter;Other           Yes  \n",
       "..                                           ...           ...  \n",
       "323                RJ / Presenter;Audio Engineer           Yes  \n",
       "324                         Social Media Manager           Yes  \n",
       "325                                         None            No  \n",
       "326                               Content Writer           Yes  \n",
       "327                               RJ / Presenter           Yes  \n",
       "\n",
       "[328 rows x 10 columns]"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Duration']= df['Duration'].str.replace('hours','')\n",
    "df['Duration']= df['Duration'].str.replace('hour','')\n",
    "df['Duration']= df['Duration'].str.replace('s','')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                                20\n",
       "Gender                              2\n",
       "Heard_from_plateform               15\n",
       "Listening                          27\n",
       "Listening_wish                     96\n",
       "Listening_time                     12\n",
       "Duration                            5\n",
       "Plateform_from_you_wantToFollow    38\n",
       "Your_Service                       54\n",
       "Competitions?                       2\n",
       "dtype: int64"
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Clean_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **INSIGHTS**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **RESULT**\n",
    "**WhatsApp is the platform from where people become aware of MUET FM 92.6**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
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   "source": [
    "px.bar(df.head(60), x='Listening', y='Age', color='Gender',title='Listening Category')"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **RESULT**\n",
    "**Here the maximum poeple are confused that what they want to listen and the 2nd position they want to listen CAMPUS NEWS and on 3rd is MOTIVATIONAL TALKS**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
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   "source": [
    "## **RESULT**\n",
    "**-> Around 140 females and 120 males wants that FM should start with competitions session**\n",
    "**-> and 20 females and 40 males don't want any competition**"
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    "## **RESULT**\n",
    "**There are maximum public which listen to fm at the time of evening and there age is around 20 to 22**"
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    "**There are almost public which want to listen fm from the plateform**\n",
    "**SoundCloud, Instagram, youtube and facebook**\n",
    "**very few suggested the linkedIn and Tweeter**"
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