Project 2 Investigate a dataset/investigate-a-dataset-template.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "> **Tip**: Welcome to the Investigate a Dataset project! You will find tips in quoted sections like this to help organize your approach to your investigation. Before submitting your project, it will be a good idea to go back through your report and remove these sections to make the presentation of your work as tidy as possible. First things first, you might want to double-click this Markdown cell and change the title so that it reflects your dataset and investigation.\n",
    "\n",
    "# Project: TMBD Movies dataset\n",
    "\n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#intro\">Introduction</a></li>\n",
    "<li><a href=\"#wrangling\">Data Wrangling</a></li>\n",
    "<li><a href=\"#eda\">Exploratory Data Analysis</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "> in this notebook i'm trying to explore tmdb movies dataset and gain usefull insights from it to make a business decesions that might help to understand the market of movies  the dataset of shape 10866 rows and 21 columns the main features are : ('title', 'budget', 'genres','popularity', 'production_companies', 'release_date', 'revenue', 'runtime', 'vote_average' and 'vote_count')\n",
    "> **What are we trying to know ?**\n",
    "<ul>\n",
    "    <li><a href=\"#Q1\">Q1</a></li>\n",
    "    how is the movie industry changing over Time regarding the Rate, budget and popularity ? \n",
    "    <li><a href=\"#Q2\">Q2</a></li>\n",
    "    what are the most popular genres ? and how it changes over time ?\n",
    "    <li><a href=\"#Q3\">Q3</a></li>\n",
    "    what is the biggest company in movie industry ? and how it changes over time ? \n",
    "    <li><a href=\"#Q4\">Q4</a></li>\n",
    "    comparing between revnue and budget ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from ast import literal_eval\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "> **Tip**: In this section of the report, you will load in the data, check for cleanliness, and then trim and clean your dataset for analysis. Make sure that you document your steps carefully and justify your cleaning decisions.\n",
    "\n",
    "### General Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>homepage</th>\n",
       "      <th>director</th>\n",
       "      <th>tagline</th>\n",
       "      <th>...</th>\n",
       "      <th>overview</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>http://www.jurassicworld.com/</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>The park is open.</td>\n",
       "      <td>...</td>\n",
       "      <td>Twenty-two years after the events of Jurassic ...</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+08</td>\n",
       "      <td>1.392446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>\n",
       "      <td>http://www.madmaxmovie.com/</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>What a Lovely Day.</td>\n",
       "      <td>...</td>\n",
       "      <td>An apocalyptic story set in the furthest reach...</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>5/13/15</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+08</td>\n",
       "      <td>3.481613e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>\n",
       "      <td>http://www.thedivergentseries.movie/#insurgent</td>\n",
       "      <td>Robert Schwentke</td>\n",
       "      <td>One Choice Can Destroy You</td>\n",
       "      <td>...</td>\n",
       "      <td>Beatrice Prior must confront her inner demons ...</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>\n",
       "      <td>3/18/15</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.012000e+08</td>\n",
       "      <td>2.716190e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>\n",
       "      <td>http://www.starwars.com/films/star-wars-episod...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Every generation has a story.</td>\n",
       "      <td>...</td>\n",
       "      <td>Thirty years after defeating the Galactic Empi...</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>12/15/15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.839999e+08</td>\n",
       "      <td>1.902723e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>\n",
       "      <td>http://www.furious7.com/</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>Vengeance Hits Home</td>\n",
       "      <td>...</td>\n",
       "      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>4/1/15</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.747999e+08</td>\n",
       "      <td>1.385749e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    imdb_id  popularity     budget     revenue  \\\n",
       "0  135397  tt0369610   32.985763  150000000  1513528810   \n",
       "1   76341  tt1392190   28.419936  150000000   378436354   \n",
       "2  262500  tt2908446   13.112507  110000000   295238201   \n",
       "3  140607  tt2488496   11.173104  200000000  2068178225   \n",
       "4  168259  tt2820852    9.335014  190000000  1506249360   \n",
       "\n",
       "                 original_title  \\\n",
       "0                Jurassic World   \n",
       "1            Mad Max: Fury Road   \n",
       "2                     Insurgent   \n",
       "3  Star Wars: The Force Awakens   \n",
       "4                     Furious 7   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "1  Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "2  Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "3  Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "4  Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "\n",
       "                                            homepage          director  \\\n",
       "0                      http://www.jurassicworld.com/   Colin Trevorrow   \n",
       "1                        http://www.madmaxmovie.com/     George Miller   \n",
       "2     http://www.thedivergentseries.movie/#insurgent  Robert Schwentke   \n",
       "3  http://www.starwars.com/films/star-wars-episod...       J.J. Abrams   \n",
       "4                           http://www.furious7.com/         James Wan   \n",
       "\n",
       "                         tagline  ...  \\\n",
       "0              The park is open.  ...   \n",
       "1             What a Lovely Day.  ...   \n",
       "2     One Choice Can Destroy You  ...   \n",
       "3  Every generation has a story.  ...   \n",
       "4            Vengeance Hits Home  ...   \n",
       "\n",
       "                                            overview runtime  \\\n",
       "0  Twenty-two years after the events of Jurassic ...     124   \n",
       "1  An apocalyptic story set in the furthest reach...     120   \n",
       "2  Beatrice Prior must confront her inner demons ...     119   \n",
       "3  Thirty years after defeating the Galactic Empi...     136   \n",
       "4  Deckard Shaw seeks revenge against Dominic Tor...     137   \n",
       "\n",
       "                                      genres  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller   \n",
       "1  Action|Adventure|Science Fiction|Thriller   \n",
       "2         Adventure|Science Fiction|Thriller   \n",
       "3   Action|Adventure|Science Fiction|Fantasy   \n",
       "4                      Action|Crime|Thriller   \n",
       "\n",
       "                                production_companies release_date vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...       6/9/15       5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15       6185   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...      3/18/15       2480   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot     12/15/15       5292   \n",
       "4  Universal Pictures|Original Film|Media Rights ...       4/1/15       2947   \n",
       "\n",
       "   vote_average  release_year    budget_adj   revenue_adj  \n",
       "0           6.5          2015  1.379999e+08  1.392446e+09  \n",
       "1           7.1          2015  1.379999e+08  3.481613e+08  \n",
       "2           6.3          2015  1.012000e+08  2.716190e+08  \n",
       "3           7.5          2015  1.839999e+08  1.902723e+09  \n",
       "4           7.3          2015  1.747999e+08  1.385749e+09  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#importing the data \n",
    "movies_df = pd.read_csv('tmdb-movies.csv')\n",
    "\n",
    "# explore the data\n",
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10866, 21)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the shape of the dataset\n",
    "movies_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>66064.177434</td>\n",
       "      <td>0.646441</td>\n",
       "      <td>1.462570e+07</td>\n",
       "      <td>3.982332e+07</td>\n",
       "      <td>102.070863</td>\n",
       "      <td>217.389748</td>\n",
       "      <td>5.974922</td>\n",
       "      <td>2001.322658</td>\n",
       "      <td>1.755104e+07</td>\n",
       "      <td>5.136436e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>92130.136561</td>\n",
       "      <td>1.000185</td>\n",
       "      <td>3.091321e+07</td>\n",
       "      <td>1.170035e+08</td>\n",
       "      <td>31.381405</td>\n",
       "      <td>575.619058</td>\n",
       "      <td>0.935142</td>\n",
       "      <td>12.812941</td>\n",
       "      <td>3.430616e+07</td>\n",
       "      <td>1.446325e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1960.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10596.250000</td>\n",
       "      <td>0.207583</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1995.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20669.000000</td>\n",
       "      <td>0.383856</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75610.000000</td>\n",
       "      <td>0.713817</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>2.400000e+07</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>145.750000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>2.085325e+07</td>\n",
       "      <td>3.369710e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>417859.000000</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.781506e+09</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>9767.000000</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.827124e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id    popularity        budget       revenue       runtime  \\\n",
       "count   10866.000000  10866.000000  1.086600e+04  1.086600e+04  10866.000000   \n",
       "mean    66064.177434      0.646441  1.462570e+07  3.982332e+07    102.070863   \n",
       "std     92130.136561      1.000185  3.091321e+07  1.170035e+08     31.381405   \n",
       "min         5.000000      0.000065  0.000000e+00  0.000000e+00      0.000000   \n",
       "25%     10596.250000      0.207583  0.000000e+00  0.000000e+00     90.000000   \n",
       "50%     20669.000000      0.383856  0.000000e+00  0.000000e+00     99.000000   \n",
       "75%     75610.000000      0.713817  1.500000e+07  2.400000e+07    111.000000   \n",
       "max    417859.000000     32.985763  4.250000e+08  2.781506e+09    900.000000   \n",
       "\n",
       "         vote_count  vote_average  release_year    budget_adj   revenue_adj  \n",
       "count  10866.000000  10866.000000  10866.000000  1.086600e+04  1.086600e+04  \n",
       "mean     217.389748      5.974922   2001.322658  1.755104e+07  5.136436e+07  \n",
       "std      575.619058      0.935142     12.812941  3.430616e+07  1.446325e+08  \n",
       "min       10.000000      1.500000   1960.000000  0.000000e+00  0.000000e+00  \n",
       "25%       17.000000      5.400000   1995.000000  0.000000e+00  0.000000e+00  \n",
       "50%       38.000000      6.000000   2006.000000  0.000000e+00  0.000000e+00  \n",
       "75%      145.750000      6.600000   2011.000000  2.085325e+07  3.369710e+07  \n",
       "max     9767.000000      9.200000   2015.000000  4.250000e+08  2.827124e+09  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the summary statstics of numeric columns \n",
    "movies_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10866 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   id                    10866 non-null  int64  \n",
      " 1   imdb_id               10856 non-null  object \n",
      " 2   popularity            10866 non-null  float64\n",
      " 3   budget                10866 non-null  int64  \n",
      " 4   revenue               10866 non-null  int64  \n",
      " 5   original_title        10866 non-null  object \n",
      " 6   cast                  10790 non-null  object \n",
      " 7   homepage              2936 non-null   object \n",
      " 8   director              10822 non-null  object \n",
      " 9   tagline               8042 non-null   object \n",
      " 10  keywords              9373 non-null   object \n",
      " 11  overview              10862 non-null  object \n",
      " 12  runtime               10866 non-null  int64  \n",
      " 13  genres                10843 non-null  object \n",
      " 14  production_companies  9836 non-null   object \n",
      " 15  release_date          10866 non-null  object \n",
      " 16  vote_count            10866 non-null  int64  \n",
      " 17  vote_average          10866 non-null  float64\n",
      " 18  release_year          10866 non-null  int64  \n",
      " 19  budget_adj            10866 non-null  float64\n",
      " 20  revenue_adj           10866 non-null  float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# explore the columns\n",
    "movies_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "imdb_id                   10\n",
       "popularity                 0\n",
       "budget                     0\n",
       "revenue                    0\n",
       "original_title             0\n",
       "cast                      76\n",
       "homepage                7930\n",
       "director                  44\n",
       "tagline                 2824\n",
       "keywords                1493\n",
       "overview                   4\n",
       "runtime                    0\n",
       "genres                    23\n",
       "production_companies    1030\n",
       "release_date               0\n",
       "vote_count                 0\n",
       "vote_average               0\n",
       "release_year               0\n",
       "budget_adj                 0\n",
       "revenue_adj                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count the missing values of eac column\n",
    "movies_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> it seems that homepage, tagline, keywords, and production_companies have big count of missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count the duplicate values in the dataset\n",
    "movies_df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning\n",
    "- dropping unwanted columns\n",
    "- reformate columns type\n",
    "- dealing with outliers "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Dropping N/A and unwanted columns***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      False\n",
       "imdb_id                  True\n",
       "popularity              False\n",
       "budget                  False\n",
       "revenue                 False\n",
       "original_title          False\n",
       "cast                     True\n",
       "homepage                 True\n",
       "director                 True\n",
       "tagline                  True\n",
       "keywords                 True\n",
       "overview                 True\n",
       "runtime                 False\n",
       "genres                   True\n",
       "production_companies     True\n",
       "release_date            False\n",
       "vote_count              False\n",
       "vote_average            False\n",
       "release_year            False\n",
       "budget_adj              False\n",
       "revenue_adj             False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a variables for rows and columns to compare the diffrence after droping\n",
    "row,col = movies_df.shape\n",
    "\n",
    "movies_df.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'imdb_id', 'popularity', 'budget', 'revenue', 'original_title',\n",
       "       'cast', 'homepage', 'director', 'tagline', 'keywords', 'overview',\n",
       "       'runtime', 'genres', 'production_companies', 'release_date',\n",
       "       'vote_count', 'vote_average', 'release_year', 'budget_adj',\n",
       "       'revenue_adj'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Chooes the most informative columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = movies_df[[ 'budget', 'genres',\n",
    "       'popularity','production_companies','release_date', 'revenue', 'runtime', 'original_title', 'vote_average',\n",
    "       'vote_count']]\n",
    "\n",
    "# drop the N/A\n",
    "df = data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of Dropped rows :  1039 No. of dropped Columns :  11\n"
     ]
    }
   ],
   "source": [
    "new_row, new_col = df.shape\n",
    "print(\"No. of Dropped rows : \",row-new_row,\"No. of dropped Columns : \",col-new_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>original_title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>124</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>5/13/15</td>\n",
       "      <td>378436354</td>\n",
       "      <td>120</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110000000</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>\n",
       "      <td>3/18/15</td>\n",
       "      <td>295238201</td>\n",
       "      <td>119</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>200000000</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>12/15/15</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>136</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>190000000</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>4/1/15</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>137</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                     genres  popularity  \\\n",
       "0  150000000  Action|Adventure|Science Fiction|Thriller   32.985763   \n",
       "1  150000000  Action|Adventure|Science Fiction|Thriller   28.419936   \n",
       "2  110000000         Adventure|Science Fiction|Thriller   13.112507   \n",
       "3  200000000   Action|Adventure|Science Fiction|Fantasy   11.173104   \n",
       "4  190000000                      Action|Crime|Thriller    9.335014   \n",
       "\n",
       "                                production_companies release_date     revenue  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...       6/9/15  1513528810   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15   378436354   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...      3/18/15   295238201   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot     12/15/15  2068178225   \n",
       "4  Universal Pictures|Original Film|Media Rights ...       4/1/15  1506249360   \n",
       "\n",
       "   runtime                original_title  vote_average  vote_count  \n",
       "0      124                Jurassic World           6.5        5562  \n",
       "1      120            Mad Max: Fury Road           7.1        6185  \n",
       "2      119                     Insurgent           6.3        2480  \n",
       "3      136  Star Wars: The Force Awakens           7.5        5292  \n",
       "4      137                     Furious 7           7.3        2947  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**reformating columns typs** :\n",
    "- in genres, production_copmanies we need to prepare them more\n",
    "- reformating release_date to date type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = df.copy()\n",
    "\n",
    "# function that  iterates over the list and return the first name in the first dictionary\n",
    "def name(col):\n",
    "    names = col.split('|')\n",
    "    return names[:1]\n",
    "\n",
    "# function to convert list into string \n",
    "def list_string(st):\n",
    "    string = \" \"\n",
    "    return (string.join(st))\n",
    "\n",
    "# applying the defined functions\n",
    "#get first genre and convert to string\n",
    "new_data['genres'] = new_data['genres'].apply(name)\n",
    "new_data['genres'] = new_data['genres'].apply(list_string)\n",
    "\n",
    "#get first company and convert to string\n",
    "new_data['production_companies'] = new_data['production_companies'].apply(name)\n",
    "new_data['production_companies'] = new_data['production_companies'].apply(list_string)\n",
    "\n",
    "# convert release_date column to date type\n",
    "new_data['release_date'] = pd.to_datetime(new_data['release_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "budget                           int64\n",
      "genres                          object\n",
      "popularity                     float64\n",
      "production_companies            object\n",
      "release_date            datetime64[ns]\n",
      "revenue                          int64\n",
      "runtime                          int64\n",
      "original_title                  object\n",
      "vote_average                   float64\n",
      "vote_count                       int64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>original_title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Universal Studios</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>124</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>Village Roadshow Pictures</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>378436354</td>\n",
       "      <td>120</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110000000</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>Summit Entertainment</td>\n",
       "      <td>2015-03-18</td>\n",
       "      <td>295238201</td>\n",
       "      <td>119</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>200000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>136</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>190000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>137</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget     genres  popularity       production_companies release_date  \\\n",
       "0  150000000     Action   32.985763          Universal Studios   2015-06-09   \n",
       "1  150000000     Action   28.419936  Village Roadshow Pictures   2015-05-13   \n",
       "2  110000000  Adventure   13.112507       Summit Entertainment   2015-03-18   \n",
       "3  200000000     Action   11.173104                  Lucasfilm   2015-12-15   \n",
       "4  190000000     Action    9.335014         Universal Pictures   2015-04-01   \n",
       "\n",
       "      revenue  runtime                original_title  vote_average  vote_count  \n",
       "0  1513528810      124                Jurassic World           6.5        5562  \n",
       "1   378436354      120            Mad Max: Fury Road           7.1        6185  \n",
       "2   295238201      119                     Insurgent           6.3        2480  \n",
       "3  2068178225      136  Star Wars: The Force Awakens           7.5        5292  \n",
       "4  1506249360      137                     Furious 7           7.3        2947  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(new_data.dtypes)\n",
    "new_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>original_title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6911</th>\n",
       "      <td>0</td>\n",
       "      <td>Music</td>\n",
       "      <td>0.212010</td>\n",
       "      <td>SMV Enterprises</td>\n",
       "      <td>2006-07-09</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>Pink Floyd: Pulse</td>\n",
       "      <td>8.7</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3690</th>\n",
       "      <td>0</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>0.321341</td>\n",
       "      <td>Red Bull Media House</td>\n",
       "      <td>2011-09-08</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>The Art of Flight</td>\n",
       "      <td>8.5</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget     genres  popularity  production_companies release_date  \\\n",
       "6911       0      Music    0.212010       SMV Enterprises   2006-07-09   \n",
       "3690       0  Adventure    0.321341  Red Bull Media House   2011-09-08   \n",
       "\n",
       "      revenue  runtime     original_title  vote_average  vote_count  \n",
       "6911        0      145  Pink Floyd: Pulse           8.7          23  \n",
       "3690        0       80  The Art of Flight           8.5          60  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.sort_values(by='vote_average',ascending=False).head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note** : *Pink Floyd: Pulse* is not the highst voted as the count is too small that why we need to deel with outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**dealing with ouliers**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>popularity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9.827000e+03</td>\n",
       "      <td>9827.000000</td>\n",
       "      <td>9.827000e+03</td>\n",
       "      <td>9827.000000</td>\n",
       "      <td>9827.000000</td>\n",
       "      <td>9827.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.609461e+07</td>\n",
       "      <td>0.692004</td>\n",
       "      <td>4.398487e+07</td>\n",
       "      <td>102.673858</td>\n",
       "      <td>5.967874</td>\n",
       "      <td>238.165157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.214198e+07</td>\n",
       "      <td>1.034731</td>\n",
       "      <td>1.222895e+08</td>\n",
       "      <td>28.201627</td>\n",
       "      <td>0.914524</td>\n",
       "      <td>601.519753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.230927</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.250000e+05</td>\n",
       "      <td>0.417317</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.900000e+07</td>\n",
       "      <td>0.773583</td>\n",
       "      <td>3.052564e+07</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>172.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>2.781506e+09</td>\n",
       "      <td>877.000000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>9767.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             budget   popularity       revenue      runtime  vote_average  \\\n",
       "count  9.827000e+03  9827.000000  9.827000e+03  9827.000000   9827.000000   \n",
       "mean   1.609461e+07     0.692004  4.398487e+07   102.673858      5.967874   \n",
       "std    3.214198e+07     1.034731  1.222895e+08    28.201627      0.914524   \n",
       "min    0.000000e+00     0.000188  0.000000e+00     0.000000      1.500000   \n",
       "25%    0.000000e+00     0.230927  0.000000e+00    90.000000      5.400000   \n",
       "50%    1.250000e+05     0.417317  0.000000e+00   100.000000      6.000000   \n",
       "75%    1.900000e+07     0.773583  3.052564e+07   112.000000      6.600000   \n",
       "max    4.250000e+08    32.985763  2.781506e+09   877.000000      8.700000   \n",
       "\n",
       "        vote_count  \n",
       "count  9827.000000  \n",
       "mean    238.165157  \n",
       "std     601.519753  \n",
       "min      10.000000  \n",
       "25%      18.000000  \n",
       "50%      45.000000  \n",
       "75%     172.000000  \n",
       "max    9767.000000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dealing with outliers assigned to 25% precentile with revenue of 1\n",
    "# release date also has to be less than or equal to 2020 year as the future data is not true values\n",
    "new_data = new_data[(new_data['budget']> 1000) & (new_data['vote_count']> 54) & (new_data['revenue']> 1) & (new_data['release_date']<='2020-12-31')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>popularity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.013000e+03</td>\n",
       "      <td>3013.000000</td>\n",
       "      <td>3.013000e+03</td>\n",
       "      <td>3013.000000</td>\n",
       "      <td>3013.000000</td>\n",
       "      <td>3013.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.375131e+07</td>\n",
       "      <td>1.411120</td>\n",
       "      <td>1.329609e+08</td>\n",
       "      <td>109.726187</td>\n",
       "      <td>6.243777</td>\n",
       "      <td>660.993694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.491166e+07</td>\n",
       "      <td>1.589549</td>\n",
       "      <td>1.915474e+08</td>\n",
       "      <td>18.932300</td>\n",
       "      <td>0.759769</td>\n",
       "      <td>951.632463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>7.000000e+03</td>\n",
       "      <td>0.010335</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.400000e+07</td>\n",
       "      <td>0.632875</td>\n",
       "      <td>2.601086e+07</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>143.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000e+07</td>\n",
       "      <td>0.989916</td>\n",
       "      <td>6.826786e+07</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>308.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000e+07</td>\n",
       "      <td>1.610259</td>\n",
       "      <td>1.602593e+08</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>737.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>2.781506e+09</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>9767.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             budget   popularity       revenue      runtime  vote_average  \\\n",
       "count  3.013000e+03  3013.000000  3.013000e+03  3013.000000   3013.000000   \n",
       "mean   4.375131e+07     1.411120  1.329609e+08   109.726187      6.243777   \n",
       "std    4.491166e+07     1.589549  1.915474e+08    18.932300      0.759769   \n",
       "min    7.000000e+03     0.010335  2.000000e+00    26.000000      3.300000   \n",
       "25%    1.400000e+07     0.632875  2.601086e+07    96.000000      5.700000   \n",
       "50%    3.000000e+07     0.989916  6.826786e+07   106.000000      6.300000   \n",
       "75%    6.000000e+07     1.610259  1.602593e+08   120.000000      6.800000   \n",
       "max    4.250000e+08    32.985763  2.781506e+09   202.000000      8.400000   \n",
       "\n",
       "        vote_count  \n",
       "count  3013.000000  \n",
       "mean    660.993694  \n",
       "std     951.632463  \n",
       "min      55.000000  \n",
       "25%     143.000000  \n",
       "50%     308.000000  \n",
       "75%     737.000000  \n",
       "max    9767.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
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       "      <th>vote_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4178</th>\n",
       "      <td>25000000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.192039</td>\n",
       "      <td>Castle Rock Entertainment</td>\n",
       "      <td>1994-09-10</td>\n",
       "      <td>28341469</td>\n",
       "      <td>142</td>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7269</th>\n",
       "      <td>6000000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.738034</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>1972-03-15</td>\n",
       "      <td>245066411</td>\n",
       "      <td>175</td>\n",
       "      <td>The Godfather</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        budget genres  popularity       production_companies release_date  \\\n",
       "4178  25000000  Drama    7.192039  Castle Rock Entertainment   1994-09-10   \n",
       "7269   6000000  Drama    5.738034         Paramount Pictures   1972-03-15   \n",
       "\n",
       "        revenue  runtime            original_title  vote_average  vote_count  \n",
       "4178   28341469      142  The Shawshank Redemption           8.4        5754  \n",
       "7269  245066411      175             The Godfather           8.3        3970  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.sort_values(by='vote_average',ascending=False).head(2)\n",
    "#after removing outliers ,'The Shawshank Redemption' is the toppiest movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>8000000</td>\n",
       "      <td>Animation</td>\n",
       "      <td>1.125239</td>\n",
       "      <td>Starburns Industries</td>\n",
       "      <td>2015-12-30</td>\n",
       "      <td>3759286</td>\n",
       "      <td>90</td>\n",
       "      <td>Anomalisa</td>\n",
       "      <td>6.7</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>50000000</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1.904898</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>240360392</td>\n",
       "      <td>96</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>5.7</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>135000000</td>\n",
       "      <td>Western</td>\n",
       "      <td>9.110700</td>\n",
       "      <td>Regency Enterprises</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>532950503</td>\n",
       "      <td>156</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>44000000</td>\n",
       "      <td>Crime</td>\n",
       "      <td>5.898400</td>\n",
       "      <td>Double Feature Films</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>155760117</td>\n",
       "      <td>167</td>\n",
       "      <td>The Hateful Eight</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>60000000</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2.793297</td>\n",
       "      <td>Fox 2000 Pictures</td>\n",
       "      <td>2015-12-24</td>\n",
       "      <td>101134059</td>\n",
       "      <td>124</td>\n",
       "      <td>Joy</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1001</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>9950</th>\n",
       "      <td>9000000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.291077</td>\n",
       "      <td>Cartier Productions</td>\n",
       "      <td>1971-11-03</td>\n",
       "      <td>10404330</td>\n",
       "      <td>181</td>\n",
       "      <td>Fiddler on the Roof</td>\n",
       "      <td>6.6</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9934</th>\n",
       "      <td>1800000</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.604241</td>\n",
       "      <td>D'Antoni Productions</td>\n",
       "      <td>1971-10-09</td>\n",
       "      <td>41158757</td>\n",
       "      <td>104</td>\n",
       "      <td>The French Connection</td>\n",
       "      <td>7.0</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9924</th>\n",
       "      <td>3000000</td>\n",
       "      <td>Family</td>\n",
       "      <td>2.430667</td>\n",
       "      <td>David L. Wolper Productions</td>\n",
       "      <td>1971-06-29</td>\n",
       "      <td>4000000</td>\n",
       "      <td>100</td>\n",
       "      <td>Willy Wonka &amp; the Chocolate Factory</td>\n",
       "      <td>7.2</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9928</th>\n",
       "      <td>2500000</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.861630</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>1971-05-20</td>\n",
       "      <td>12348905</td>\n",
       "      <td>98</td>\n",
       "      <td>Escape from the Planet of the Apes</td>\n",
       "      <td>6.2</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9932</th>\n",
       "      <td>777000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.627942</td>\n",
       "      <td>American Zoetrope</td>\n",
       "      <td>1971-03-11</td>\n",
       "      <td>2437000</td>\n",
       "      <td>86</td>\n",
       "      <td>THX 1138</td>\n",
       "      <td>6.1</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3013 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         budget     genres  popularity  \\\n",
       "144     8000000  Animation    1.125239   \n",
       "91     50000000     Comedy    1.904898   \n",
       "5     135000000    Western    9.110700   \n",
       "15     44000000      Crime    5.898400   \n",
       "53     60000000     Comedy    2.793297   \n",
       "...         ...        ...         ...   \n",
       "9950    9000000      Drama    0.291077   \n",
       "9934    1800000     Action    0.604241   \n",
       "9924    3000000     Family    2.430667   \n",
       "9928    2500000     Action    0.861630   \n",
       "9932     777000      Drama    0.627942   \n",
       "\n",
       "                        production_companies release_date    revenue  runtime  \\\n",
       "144                     Starburns Industries   2015-12-30    3759286       90   \n",
       "91                        Paramount Pictures   2015-12-25  240360392       96   \n",
       "5                        Regency Enterprises   2015-12-25  532950503      156   \n",
       "15                      Double Feature Films   2015-12-25  155760117      167   \n",
       "53                         Fox 2000 Pictures   2015-12-24  101134059      124   \n",
       "...                                      ...          ...        ...      ...   \n",
       "9950                     Cartier Productions   1971-11-03   10404330      181   \n",
       "9934                    D'Antoni Productions   1971-10-09   41158757      104   \n",
       "9924             David L. Wolper Productions   1971-06-29    4000000      100   \n",
       "9928  Twentieth Century Fox Film Corporation   1971-05-20   12348905       98   \n",
       "9932                       American Zoetrope   1971-03-11    2437000       86   \n",
       "\n",
       "                           original_title  vote_average  vote_count  \n",
       "144                             Anomalisa           6.7         259  \n",
       "91                           Daddy's Home           5.7         568  \n",
       "5                            The Revenant           7.2        3929  \n",
       "15                      The Hateful Eight           7.4        2389  \n",
       "53                                    Joy           6.4        1001  \n",
       "...                                   ...           ...         ...  \n",
       "9950                  Fiddler on the Roof           6.6          68  \n",
       "9934                The French Connection           7.0         201  \n",
       "9924  Willy Wonka & the Chocolate Factory           7.2         434  \n",
       "9928   Escape from the Planet of the Apes           6.2         125  \n",
       "9932                             THX 1138           6.1         125  \n",
       "\n",
       "[3013 rows x 10 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove last date as it outlier\n",
    "new_data.sort_values(by='release_date',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exploring features distribution in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data.hist(figsize=(9,15));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='Q1'></a>\n",
    "### Question 1  (how is the movie industry changing over Time regarding the Rate,buget and popularity ?)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['budget', 'genres', 'popularity', 'production_companies',\n",
       "       'release_date', 'revenue', 'runtime', 'original_title', 'vote_average',\n",
       "       'vote_count'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "time_data = new_data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "time_data.index = time_data['release_date']\n",
    "time_data.drop('release_date',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>original_title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-06-09</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Universal Studios</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>124</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-13</th>\n",
       "      <td>150000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>Village Roadshow Pictures</td>\n",
       "      <td>378436354</td>\n",
       "      <td>120</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-18</th>\n",
       "      <td>110000000</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>Summit Entertainment</td>\n",
       "      <td>295238201</td>\n",
       "      <td>119</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-15</th>\n",
       "      <td>200000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>136</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-01</th>\n",
       "      <td>190000000</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>137</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2947</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-10-06</th>\n",
       "      <td>2300000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.512719</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>35000000</td>\n",
       "      <td>121</td>\n",
       "      <td>Midnight Express</td>\n",
       "      <td>7.5</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-11-15</th>\n",
       "      <td>4000000</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.496029</td>\n",
       "      <td>Fantasy Films</td>\n",
       "      <td>30471420</td>\n",
       "      <td>132</td>\n",
       "      <td>The Lord of the Rings</td>\n",
       "      <td>6.0</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-12-19</th>\n",
       "      <td>3500000</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.409377</td>\n",
       "      <td>United Artists</td>\n",
       "      <td>24046533</td>\n",
       "      <td>115</td>\n",
       "      <td>Invasion of the Body Snatchers</td>\n",
       "      <td>6.5</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-06-09</th>\n",
       "      <td>6800000</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.236193</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>26518355</td>\n",
       "      <td>107</td>\n",
       "      <td>Damien: Omen II</td>\n",
       "      <td>6.1</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-10-14</th>\n",
       "      <td>1000000</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>0.226002</td>\n",
       "      <td>Nepenthe Productions</td>\n",
       "      <td>3713768</td>\n",
       "      <td>88</td>\n",
       "      <td>Watership Down</td>\n",
       "      <td>6.8</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3013 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 budget     genres  popularity  \\\n",
       "release_date                                     \n",
       "2015-06-09    150000000     Action   32.985763   \n",
       "2015-05-13    150000000     Action   28.419936   \n",
       "2015-03-18    110000000  Adventure   13.112507   \n",
       "2015-12-15    200000000     Action   11.173104   \n",
       "2015-04-01    190000000     Action    9.335014   \n",
       "...                 ...        ...         ...   \n",
       "1978-10-06      2300000      Drama    0.512719   \n",
       "1978-11-15      4000000      Drama    0.496029   \n",
       "1978-12-19      3500000     Horror    0.409377   \n",
       "1978-06-09      6800000     Action    0.236193   \n",
       "1978-10-14      1000000  Adventure    0.226002   \n",
       "\n",
       "                                production_companies     revenue  runtime  \\\n",
       "release_date                                                                \n",
       "2015-06-09                         Universal Studios  1513528810      124   \n",
       "2015-05-13                 Village Roadshow Pictures   378436354      120   \n",
       "2015-03-18                      Summit Entertainment   295238201      119   \n",
       "2015-12-15                                 Lucasfilm  2068178225      136   \n",
       "2015-04-01                        Universal Pictures  1506249360      137   \n",
       "...                                              ...         ...      ...   \n",
       "1978-10-06                         Columbia Pictures    35000000      121   \n",
       "1978-11-15                             Fantasy Films    30471420      132   \n",
       "1978-12-19                            United Artists    24046533      115   \n",
       "1978-06-09    Twentieth Century Fox Film Corporation    26518355      107   \n",
       "1978-10-14                      Nepenthe Productions     3713768       88   \n",
       "\n",
       "                              original_title  vote_average  vote_count  \n",
       "release_date                                                            \n",
       "2015-06-09                    Jurassic World           6.5        5562  \n",
       "2015-05-13                Mad Max: Fury Road           7.1        6185  \n",
       "2015-03-18                         Insurgent           6.3        2480  \n",
       "2015-12-15      Star Wars: The Force Awakens           7.5        5292  \n",
       "2015-04-01                         Furious 7           7.3        2947  \n",
       "...                                      ...           ...         ...  \n",
       "1978-10-06                  Midnight Express           7.5         141  \n",
       "1978-11-15             The Lord of the Rings           6.0          91  \n",
       "1978-12-19    Invasion of the Body Snatchers           6.5          87  \n",
       "1978-06-09                   Damien: Omen II           6.1          71  \n",
       "1978-10-14                    Watership Down           6.8          67  \n",
       "\n",
       "[3013 rows x 9 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'figure.figsize':(7,5)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Movie Industry money over time')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_data[['budget']].resample('Y').sum().plot()\n",
    "plt.ylabel('Million Dollar')\n",
    "plt.xlabel('Movie Industry money over time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**note**: the budget started in increasing since near 90 's\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_data[['popularity']].resample('Y').sum().plot();\n",
    "plt.title('Popularity VS Release Date');\n",
    "plt.ylabel('Popularity');\n",
    "plt.xlabel('Release Date');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**note**: the popularity  started in increasing since 1995"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'the rate')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_data[['vote_average']].resample('Y').mean().plot()\n",
    "plt.title('vote_average over time')\n",
    "plt.ylabel('the rate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**note** : as many movies being made , there are so many movies under 6 rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "but in order to spot the best era in movie indestury , we will only take the above 8.0 movie\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_data['vote_average'].resample('Y').mean().plot();\n",
    "plt.title('Average Vote VS Release Date');\n",
    "plt.ylabel('Vote Average');\n",
    "plt.xlabel('Release Date');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the 70's was the best era in movies history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data.sort_values(by=['vote_average'],ascending=False,inplace=True)\n",
    "#we sort by the Vote average to get the top movies "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='Q2'></a>\n",
    "### Question 2 ( what are the most popular genres ? )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data.head(20).groupby(['genres']).count().plot.pie(y='budget',figsize=(10,10),autopct=\"%.2f\")\n",
    "plt.title('the largest genre')\n",
    "plt.ylabel(' ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**note** : the Drama is the bigest in top  20 movie"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='Q3'></a>\n",
    "### Question 3   what is the biggest company in movie industry ?\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data.head(20).groupby(['production_companies']).count().plot.pie(y='budget',figsize=(9,12),autopct='%.2f')\n",
    "plt.title('the largest production companies');\n",
    "plt.ylabel(' ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note** : *Black Bear Pictures* is the biggest production Company"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='Q4'></a>\n",
    "### Question 4  comparing between revenue and budget .\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_df=new_data.set_index('original_title')\n",
    "top_df[['budget','revenue']].head(20).sort_values(['revenue']).plot(kind='barh',stacked=True,figsize=(10,10),grid=True);\n",
    "plt.title('the budget of the movie over the revenue of the 20 top movies');\n",
    "plt.xlabel('money per hundred million ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note** : *The Dark Night* has the biggest scale of revenue over budget  \n",
    "**Note** : The top 5 movies in revenue are:\n",
    "1. The Dark Night\n",
    "2. Inside Out\n",
    "3. Forrest Gumb\n",
    "4. Interstaller\n",
    "5. The Empire Strikes Back"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data.index = new_data[['original_title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_data['profit'] = new_data['revenue'] - new_data['budget']\n",
    "new_data.sort_values(by=['profit'],ascending=False)['profit'].head(20).plot(kind='barh',figsize=(10,10),grid=True)\n",
    "plt.title('the most profitable movies');\n",
    "plt.xlabel('million dollar');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note** :  *Avatar* have the highst profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "imdb_id                   10\n",
       "popularity                 0\n",
       "budget                     0\n",
       "revenue                    0\n",
       "original_title             0\n",
       "cast                      76\n",
       "homepage                7930\n",
       "director                  44\n",
       "tagline                 2824\n",
       "keywords                1493\n",
       "overview                   4\n",
       "runtime                    0\n",
       "genres                    23\n",
       "production_companies    1030\n",
       "release_date               0\n",
       "vote_count                 0\n",
       "vote_average               0\n",
       "release_year               0\n",
       "budget_adj                 0\n",
       "revenue_adj                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count the missing values of eac column\n",
    "movies_df.isnull().sum()  #10866"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "- one of limitations i came accross is the missing values of homepage , tageline,keywords and  production_companies columns it was about 80% , 28%, 15%, 10% respectively\n",
    "\n",
    "- the change over the time (the budget started in increasing since near 1985 ,the popularity has a great increasing in 2020 ,as many movies being made there are so many movies under 6 rate )\n",
    "​\n",
    "​\n",
    "- the **Drama** genre is the biggest in the 20 top movie \n",
    "​\n",
    "​\n",
    "- ***paramount pictures*** copmany had the biggest chunck in makeing the greatest 20 movies (***note***: paramount pictures copmany had the biggest chunck in makeing the greatest 20 movies \n",
    "​\n",
    "- ***paramount Pictures*** was domeniting the movie indesture till near 2005 \n",
    "​\n",
    "- universal picture started domeiting since 2005 till near 2020 \n",
    "​\n",
    "- columba sized the shirnking in the paramount pictures and trying to take place near 2005 ) \n",
    "​\n",
    "​\n",
    "- **Avater** Movie has the highest profit \n",
    "***\n",
    "**The top 5 movies in revenue are :**\n",
    "1. The Dark Night\n",
    "2. Inside Out\n",
    "3. Forrest Gumb\n",
    "4. Interstaller\n",
    "5. The Empire Strikes Back\n",
    "***\n"
   ]
  }
 ],
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   "language": "python",
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