Report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 2: Exploring The Movie Database (TMDb)\n",
    "\n",
    "Every year, thousands of movies get released but only a percentage of those become successful. The aim of this work is to analyze determining factors affecting movie profitability and commercial success. The paper is structured as follows. The first section will focus on investigating problems in a dataset and wrangling the data into a format to facilitate my analysis. The second section analyze the cleaned dataset and presents the results of my statistical analysis.\n",
    "\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",
    "The main objective of this project is to analyze a dataset containing information about 10,000 movies from 1960 to 2015, collected from The Movie Database (TMDb) and including all films details such as the production cost, the revenue generated, rating information, actors and directors, etc. This work also tries to find answers to the questions below:\n",
    "\n",
    "\n",
    "\n",
    "1- What kinds of properties are associated with  most and less successful movies?\n",
    "\n",
    "<ul>\n",
    "<li>Which Movie had the highest or lowest profit?</li>\n",
    "<li>Which year the movie industry** made the highest profit?</li>\n",
    "<li>Which Month the movie industry made the highest profit?</li>   \n",
    "<li>Do popular movies get higher profit? </li>\n",
    "<li>What were the most or least expensive movies?</li>   \n",
    "<li>What is the statistical relationship between budget and profit?</li>   \n",
    "<li>Do movies with highest budget get  highest rating?</li>\n",
    "<li>Which Movie had the highest or lowest revenue?</li>\n",
    "<li>Is there any statistical relationship between revenue and profit/ revenue and budget?</li>\n",
    "<li>What is the movie length most liked by the audience?</li>\n",
    "<li>Which movie was high or less rated?</li>\n",
    "<li>Do high rated movies get higher profit?</li>\n",
    "</ul>\n",
    "\n",
    "2- What are the Top 10 movies according to different features ? in particular :\n",
    "\n",
    "<li>Profit</li>\n",
    "<li>Budget </li>\n",
    "<li>Revenue</li>\n",
    "<li>Popularity </li>\n",
    "\n",
    "3- Which genres are most popular and profitable overall and overtime?\n",
    "\n",
    "<ul>\n",
    "<li>Which genres are more profitable overall?</li>\n",
    "<li>Which genres are more profitable from year to year?</li>\n",
    "<li>Which genres are more popular overall?</li>   \n",
    "<li>What is the evolution of the genres according to popularity from year to year? </li>\n",
    "</ul>\n",
    "\n",
    "\n",
    "4- What are top 10 Casts, Directors and production companies ?\n",
    "\n",
    "Before answering to this question, let's take a look more deeply at our dataset. \n",
    "\n",
    "\n",
    "\n",
    "** *Just according to our selected sample. In this present work, We will not talk about the global movie industry  because we dont have all the database*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all, it's necessary to import all the packages that could be useful for my analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all the packages needed for my analysis\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "# Data Wrangling\n",
    "\n",
    ">In this section of the report, I will load in the data, check for cleanliness, and then trim and clean my dataset for analysis, so as to be keeping only relevent data and deleting the unused one. \n",
    "\n",
    "\n",
    "## General Properties\n",
    "\n",
    "I will try to explore the dataset, in particular:\n",
    "\n",
    "<ul>\n",
    "<li>Number of samples & columns in the dataset</li>\n",
    "<li>Datatypes of the columns</li>\n",
    "<li>Number of rows with missing values in the dataset</li>   \n",
    "<li>Descriptive statistics for the dataset</li>    \n",
    "<li>Duplicate rows in the dataset</li>\n",
    "<li>Number of unique values for the dataset</li>\n",
    "<li>Number of zero values</li>\n",
    "</ul>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1- Reading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data \n",
    "df=pd.read_csv(r'C:/Users/HP/Documents/UDACITY/project2/tmdb-movies.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2- Assessing and Building Intuition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *View some lines of the dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#print first five rows of the dataset\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th>...</th>\n",
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       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
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       "      <th>vote_average</th>\n",
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       "    <tr>\n",
       "      <th>10864</th>\n",
       "      <td>21449</td>\n",
       "      <td>tt0061177</td>\n",
       "      <td>0.064317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>What's Up, Tiger Lily?</td>\n",
       "      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>WOODY ALLEN STRIKES BACK!</td>\n",
       "      <td>...</td>\n",
       "      <td>In comic Woody Allen's film debut, he took the...</td>\n",
       "      <td>80</td>\n",
       "      <td>Action|Comedy</td>\n",
       "      <td>Benedict Pictures Corp.</td>\n",
       "      <td>11/2/66</td>\n",
       "      <td>22</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10865</th>\n",
       "      <td>22293</td>\n",
       "      <td>tt0060666</td>\n",
       "      <td>0.035919</td>\n",
       "      <td>19000</td>\n",
       "      <td>0</td>\n",
       "      <td>Manos: The Hands of Fate</td>\n",
       "      <td>Harold P. Warren|Tom Neyman|John Reynolds|Dian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harold P. Warren</td>\n",
       "      <td>It's Shocking! It's Beyond Your Imagination!</td>\n",
       "      <td>...</td>\n",
       "      <td>A family gets lost on the road and stumbles up...</td>\n",
       "      <td>74</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Norm-Iris</td>\n",
       "      <td>11/15/66</td>\n",
       "      <td>15</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>127642.279154</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id    imdb_id  popularity  budget  revenue  \\\n",
       "10864  21449  tt0061177    0.064317       0        0   \n",
       "10865  22293  tt0060666    0.035919   19000        0   \n",
       "\n",
       "                 original_title  \\\n",
       "10864    What's Up, Tiger Lily?   \n",
       "10865  Manos: The Hands of Fate   \n",
       "\n",
       "                                                    cast homepage  \\\n",
       "10864  Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...      NaN   \n",
       "10865  Harold P. Warren|Tom Neyman|John Reynolds|Dian...      NaN   \n",
       "\n",
       "               director                                       tagline  ...  \\\n",
       "10864       Woody Allen                     WOODY ALLEN STRIKES BACK!  ...   \n",
       "10865  Harold P. Warren  It's Shocking! It's Beyond Your Imagination!  ...   \n",
       "\n",
       "                                                overview runtime  \\\n",
       "10864  In comic Woody Allen's film debut, he took the...      80   \n",
       "10865  A family gets lost on the road and stumbles up...      74   \n",
       "\n",
       "              genres     production_companies release_date vote_count  \\\n",
       "10864  Action|Comedy  Benedict Pictures Corp.      11/2/66         22   \n",
       "10865         Horror                Norm-Iris     11/15/66         15   \n",
       "\n",
       "       vote_average  release_year     budget_adj  revenue_adj  \n",
       "10864           5.4          1966       0.000000          0.0  \n",
       "10865           1.5          1966  127642.279154          0.0  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#print Last two rows of the dataset\n",
    "df.tail(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This movie dataset provides various parameters for each movie, including movie budget and revenue, runtime, list of movie genres, popularity and vote average/vote count, release date, release year etc... "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Number of rows and columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10866, 21)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View dimensions of dataset-Number of rows and columns\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a total of 10866 number of movies and 21 columns in the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Datatypes of columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                        int64\n",
       "imdb_id                  object\n",
       "popularity              float64\n",
       "budget                    int64\n",
       "revenue                   int64\n",
       "original_title           object\n",
       "cast                     object\n",
       "homepage                 object\n",
       "director                 object\n",
       "tagline                  object\n",
       "keywords                 object\n",
       "overview                 object\n",
       "runtime                   int64\n",
       "genres                   object\n",
       "production_companies     object\n",
       "release_date             object\n",
       "vote_count                int64\n",
       "vote_average            float64\n",
       "release_year              int64\n",
       "budget_adj              float64\n",
       "revenue_adj             float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this returns the datatypes of the columns\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can notice that column such as release_date is not using the date datatype. I will convert it in the next section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Summary of the dataframe*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": [
    "#  A concise summary of the dataframe,including the number of non-null values in each column\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on my initial observations, I have concluded:\n",
    "\n",
    "<ul>\n",
    "<li>'id', 'imdb_id' columns give us similar information, so i will delete the 'imdb_id' column from the dataframe.</li>\n",
    "    \n",
    "<li>'popularity', 'runtime', 'vote_average', 'vote_count','original_title', 'cast', 'director', 'Production companies', 'release_date', and 'release_year' columns are useful for my analysis.</li>\n",
    "    \n",
    "<li>The 'budget_adj' and 'revenue_adj' show the budget and revenue of the associated movie in terms of 2010 dollars, accounting for inflation over time. They are more useful than the non adjusted ones. So i will drop the non adjusted variables.</li> \n",
    "    \n",
    "<li>'homepage', 'tagline', 'keywords', 'overview' columns are not useful for my analysis so these columns would be deleted from the dataframe in the next data cleaning section.</li>    \n",
    "</ul>\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Missing values in the dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#As we have seen above, the dataset contain null values\n",
    "# i will count total rows in each column which contain null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8874"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any(axis=1).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a big number of null values in the dataset for the 'imdb_id', 'cast', 'homepage', 'director', 'tagline', 'keywords', 'overview', 'genres' and 'production_companies' columns. Since some of them are not useful for my analysis, i will drop them during the data cleaning section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Descriptive Statistics*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print descriptive statistics for each column of data\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it appears from the table shown above, 50% of the value in budget_adj and revenue_adj are zero value. Besides,the runtime minimum value is 0 which means that there could be a number of zero values in runtime. \n",
    "\n",
    "To validate these findings, i will count total rows in each column which contain null values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Number of zero values*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "imdb_id                    0\n",
       "popularity                 0\n",
       "budget                  5696\n",
       "revenue                 6016\n",
       "original_title             0\n",
       "cast                       0\n",
       "homepage                   0\n",
       "director                   0\n",
       "tagline                    0\n",
       "keywords                   0\n",
       "overview                   0\n",
       "runtime                   31\n",
       "genres                     0\n",
       "production_companies       0\n",
       "release_date               0\n",
       "vote_count                 0\n",
       "vote_average               0\n",
       "release_year               0\n",
       "budget_adj              5696\n",
       "revenue_adj             6016\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count total rows in each column which contain null values\n",
    "df.isin([0]).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, there are 31 zero values rows in \"runtime\", 5696 zero values rows in \"budget_adj\" and 6016 zero value rows in \"revenue_adj\". \n",
    "\n",
    "Thus, it is a huge amount of missing data for budget_adj and revenue_adj. In this case, dropping the missing rows of data is the best choice. \n",
    "\n",
    "Otherwise, if it was just few  rows, filling in it with the mean would have been a good idea, but using this technique in this situation  would create a skewed analysis.\n",
    "\n",
    "So, it is better to have less data with precise informations than large data with skewed results.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Duplicates in the dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check for duplicates in the data\n",
    "sum(df.duplicated())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>revenue_adj</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>2089</th>\n",
       "      <td>42194</td>\n",
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       "      <td>Survival is no game</td>\n",
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       "      <td>In the year of 2039, after World Wars destroy ...</td>\n",
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       "      <td>30000000</td>\n",
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       "      <td>Jon Foo|Kelly Overton|Cary-Hiroyuki Tagawa|Ian...</td>\n",
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       "      <td>Dwight H. Little</td>\n",
       "      <td>Survival is no game</td>\n",
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       "      <td>3/20/10</td>\n",
       "      <td>110</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>967000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id    imdb_id  popularity    budget  revenue original_title  \\\n",
       "2089  42194  tt0411951     0.59643  30000000   967000         TEKKEN   \n",
       "2090  42194  tt0411951     0.59643  30000000   967000         TEKKEN   \n",
       "\n",
       "                                                   cast homepage  \\\n",
       "2089  Jon Foo|Kelly Overton|Cary-Hiroyuki Tagawa|Ian...      NaN   \n",
       "2090  Jon Foo|Kelly Overton|Cary-Hiroyuki Tagawa|Ian...      NaN   \n",
       "\n",
       "              director              tagline  ...  \\\n",
       "2089  Dwight H. Little  Survival is no game  ...   \n",
       "2090  Dwight H. Little  Survival is no game  ...   \n",
       "\n",
       "                                               overview runtime  \\\n",
       "2089  In the year of 2039, after World Wars destroy ...      92   \n",
       "2090  In the year of 2039, after World Wars destroy ...      92   \n",
       "\n",
       "                                           genres    production_companies  \\\n",
       "2089  Crime|Drama|Action|Thriller|Science Fiction  Namco|Light Song Films   \n",
       "2090  Crime|Drama|Action|Thriller|Science Fiction  Namco|Light Song Films   \n",
       "\n",
       "     release_date vote_count  vote_average  release_year  budget_adj  \\\n",
       "2089      3/20/10        110           5.0          2010  30000000.0   \n",
       "2090      3/20/10        110           5.0          2010  30000000.0   \n",
       "\n",
       "      revenue_adj  \n",
       "2089     967000.0  \n",
       "2090     967000.0  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.duplicated(keep=False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is just one row duplicated that i will drop it during the data cleaning section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *Number of unique values in the dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      10865\n",
       "imdb_id                 10855\n",
       "popularity              10814\n",
       "budget                    557\n",
       "revenue                  4702\n",
       "original_title          10571\n",
       "cast                    10719\n",
       "homepage                 2896\n",
       "director                 5067\n",
       "tagline                  7997\n",
       "keywords                 8804\n",
       "overview                10847\n",
       "runtime                   247\n",
       "genres                   2039\n",
       "production_companies     7445\n",
       "release_date             5909\n",
       "vote_count               1289\n",
       "vote_average               72\n",
       "release_year               56\n",
       "budget_adj               2614\n",
       "revenue_adj              4840\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Returns the number of unique values in each column\n",
    "df.nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning (Handling missing values and duplicate data: Removing unused information)\n",
    "\n",
    "In this section, i will try to handle the problem of missing values, duplicated data  and format:\n",
    "\n",
    "<ul>\n",
    "<li>Remove duplicate rows from the dataset;</li>\n",
    "<li>Remove the unused columns that are not useful in my analysis; </li>\n",
    "<li>Remove the movies  having zero value of budget, revenue and runtime;</li>    \n",
    "<li>Changing format of release date into datetime format and budget_adj/revenue_adj format from float to int.</li>\n",
    "</ul>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop duplicates\n",
    "df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# confirm correction by rechecking for duplicates in the data\n",
    "sum(df.duplicated())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop unused columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will drop columns that aren't relevant to my questions, such as:  \"imdb_id\", \"homepage\", \"overview\", \"tagline\", \"keywords\".\n",
    "\"Budget\" and \"revenue\" will also be dropped as I will be using the adjusted ones showing the budget and revenue of the associated movie in terms of 2010 dollars, accounting for inflation over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop unused columns\n",
    "df.drop(['imdb_id','homepage','overview','tagline', 'keywords', 'budget','revenue'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</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>32.985763</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>Colin Trevorrow</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  popularity  original_title  \\\n",
       "0  135397   32.985763  Jurassic World   \n",
       "\n",
       "                                                cast         director  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...  Colin Trevorrow   \n",
       "\n",
       "   runtime                                     genres  \\\n",
       "0      124  Action|Adventure|Science Fiction|Thriller   \n",
       "\n",
       "                                production_companies release_date  vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...       6/9/15        5562   \n",
       "\n",
       "   vote_average  release_year    budget_adj   revenue_adj  \n",
       "0           6.5          2015  1.379999e+08  1.392446e+09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#confirm changes\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop rows with null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop rows with any null values \n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checks if any of columns in the data have null values - should print False\n",
    "df.isnull().sum().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop rows with zero values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As previously discussed,it is better to drop the missing rows and to have less data with precise informations than large data with skewed results.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop rows with any zero values \n",
    "df = df[(df != 0).all(1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checks if any of columns in the data have zero values - should print False\n",
    "df.isin([0]).sum().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changing data format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2015-06-09\n",
       "1   2015-05-13\n",
       "2   2015-03-18\n",
       "3   2015-12-15\n",
       "4   2015-04-01\n",
       "Name: release_date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert 'release_date' type from str to datetime \n",
    "df['release_date']=pd.to_datetime(df['release_date'])\n",
    "\n",
    "df['release_date'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3805 entries, 0 to 10848\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype         \n",
      "---  ------                --------------  -----         \n",
      " 0   id                    3805 non-null   int64         \n",
      " 1   popularity            3805 non-null   float64       \n",
      " 2   original_title        3805 non-null   object        \n",
      " 3   cast                  3805 non-null   object        \n",
      " 4   director              3805 non-null   object        \n",
      " 5   runtime               3805 non-null   int64         \n",
      " 6   genres                3805 non-null   object        \n",
      " 7   production_companies  3805 non-null   object        \n",
      " 8   release_date          3805 non-null   datetime64[ns]\n",
      " 9   vote_count            3805 non-null   int64         \n",
      " 10  vote_average          3805 non-null   float64       \n",
      " 11  release_year          3805 non-null   int64         \n",
      " 12  budget_adj            3805 non-null   float64       \n",
      " 13  revenue_adj           3805 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(4), int64(4), object(5)\n",
      "memory usage: 445.9+ KB\n"
     ]
    }
   ],
   "source": [
    "# confirm correction by rechecking info function\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After cleaning, we now have only 3805 entries of movies.\n"
     ]
    }
   ],
   "source": [
    "# Final number of movies \n",
    "rows, col = df.shape\n",
    "print('After cleaning, we now have only {} entries of movies.'.format(rows))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save progress for the next session\n",
    "df.to_csv('tmdb-movies-cleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "# Exploratory Data Analysis\n",
    "\n",
    "> Now that the dataframe is relatively clean, we are ready to explore and analyze the dataset of 3805 movies by answering to the questions already asked.\n",
    "\n",
    "## Question 1: What kinds of properties are associated with  most and less successful movies?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To answer to this question, i will first calculate the financial benefit realized by each movie, by substracting the budget adjusted(accounting for inflation overtime) from the revenue adjusted. We say that there is a profit when revenue generated from a movie exceeds the expenses, costs, and taxes involved in sustaining the activity in question and vice versa for losses.\n",
    "\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Calculate Movies profit or loss*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</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",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>2015-06-09</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",
       "      <td>1.254446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>2015-05-13</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",
       "      <td>2.101614e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  popularity      original_title  \\\n",
       "0  135397   32.985763      Jurassic World   \n",
       "1   76341   28.419936  Mad Max: Fury Road   \n",
       "\n",
       "                                                cast         director  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...  Colin Trevorrow   \n",
       "1  Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...    George Miller   \n",
       "\n",
       "   runtime                                     genres  \\\n",
       "0      124  Action|Adventure|Science Fiction|Thriller   \n",
       "1      120  Action|Adventure|Science Fiction|Thriller   \n",
       "\n",
       "                                production_companies release_date  vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...   2015-06-09        5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...   2015-05-13        6185   \n",
       "\n",
       "   vote_average  release_year    budget_adj   revenue_adj        profit  \n",
       "0           6.5          2015  1.379999e+08  1.392446e+09  1.254446e+09  \n",
       "1           7.1          2015  1.379999e+08  3.481613e+08  2.101614e+08  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate profit/ loss(losses when there are negative values) of each movie, by substracting the budget_adj from the revenue_adj of each movie\n",
    "df['profit']=df['revenue_adj']-df['budget_adj']\n",
    "\n",
    "#show dataset first two rows\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Create a function to extract the min and the max values*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So as to facilitate the answer to some questions, i will create a function that willextract the min and the max simultaneously, by using the idxmin()/idxmax() function to get the row label of the minimum/maximum value.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Create a minmax function by using idxmin()/idxmax() function to get the row label of the minimum/maximum value.\n",
    "\n",
    "def min_max(x):\n",
    "    # calculate maximum value\n",
    "    highest = df[x].idxmax()\n",
    "    highest_details = pd.DataFrame(df.loc[highest])\n",
    "    \n",
    "    # calculate minimum value\n",
    "    lowest = df[x].idxmin()\n",
    "    lowest_details = pd.DataFrame(df.loc[lowest])  \n",
    "    \n",
    "    print('Movie which has highest '+x+' : ', df['original_title'][highest])\n",
    "    print('Movie which has lowest '+x+' : ', df['original_title'][lowest])\n",
    "    \n",
    "    return pd.concat([highest_details, lowest_details], axis=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which Movie had the highest or lowest profit?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie which has highest profit :  Star Wars\n",
      "Movie which has lowest profit :  The Warrior's Way\n"
     ]
    },
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>12.0379</td>\n",
       "      <td>0.25054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>The Warrior's Way</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>Mark Hamill|Harrison Ford|Carrie Fisher|Peter ...</td>\n",
       "      <td>Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>Sngmoo Lee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>121</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>Adventure|Action|Science Fiction</td>\n",
       "      <td>Adventure|Fantasy|Action|Western|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>Lucasfilm|Twentieth Century Fox Film Corporation</td>\n",
       "      <td>Boram Entertainment Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>1977-03-20 00:00:00</td>\n",
       "      <td>2010-12-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>4428</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>7.9</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>1977</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget_adj</th>\n",
       "      <td>3.95756e+07</td>\n",
       "      <td>4.25e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_adj</th>\n",
       "      <td>2.78971e+09</td>\n",
       "      <td>1.10876e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>profit</th>\n",
       "      <td>2.75014e+09</td>\n",
       "      <td>-4.13912e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   1329  \\\n",
       "id                                                                   11   \n",
       "popularity                                                      12.0379   \n",
       "original_title                                                Star Wars   \n",
       "cast                  Mark Hamill|Harrison Ford|Carrie Fisher|Peter ...   \n",
       "director                                                   George Lucas   \n",
       "runtime                                                             121   \n",
       "genres                                 Adventure|Action|Science Fiction   \n",
       "production_companies   Lucasfilm|Twentieth Century Fox Film Corporation   \n",
       "release_date                                        1977-03-20 00:00:00   \n",
       "vote_count                                                         4428   \n",
       "vote_average                                                        7.9   \n",
       "release_year                                                       1977   \n",
       "budget_adj                                                  3.95756e+07   \n",
       "revenue_adj                                                 2.78971e+09   \n",
       "profit                                                      2.75014e+09   \n",
       "\n",
       "                                                                   2244  \n",
       "id                                                                46528  \n",
       "popularity                                                      0.25054  \n",
       "original_title                                        The Warrior's Way  \n",
       "cast                  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...  \n",
       "director                                                     Sngmoo Lee  \n",
       "runtime                                                             100  \n",
       "genres                        Adventure|Fantasy|Action|Western|Thriller  \n",
       "production_companies                           Boram Entertainment Inc.  \n",
       "release_date                                        2010-12-02 00:00:00  \n",
       "vote_count                                                           74  \n",
       "vote_average                                                        6.4  \n",
       "release_year                                                       2010  \n",
       "budget_adj                                                     4.25e+08  \n",
       "revenue_adj                                                 1.10876e+07  \n",
       "profit                                                     -4.13912e+08  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find movies that make the highest and lowest profit by using the min_max function constructed above\n",
    "min_max('profit')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to our sample, the first column shows the movie  with the highest profit and the second column shows the movie with the lowest profit.\n",
    "\n",
    "As we can see \"Star Wars\" launched in 1977 and Directed by George Lucas has the highest profit in all, making over $2.8Billion dollars . \n",
    "\n",
    "And the lowest profit movie in this dataset is \"The Warriors Way\", launched in 2010 and directed by Singmoo Lee, going in loss by more than $414 Million dollars."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which year the movie industry made the highest profit*?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The movie industry made the highest profit in 2015 .\n"
     ]
    }
   ],
   "source": [
    "#calculate Total Profits gained for all movies per year \n",
    "profit_peryear = df.groupby('release_year')['profit'].sum()\n",
    "\n",
    "ax = profit_peryear.plot(stacked=True, figsize=(10,8));\n",
    "ax.set(xlabel='release year', ylabel='total profits', title = 'Total profits gained for all movies per year')\n",
    "plt.show()\n",
    "\n",
    "max_profit= profit_peryear.idxmax()\n",
    "\n",
    "print('The movie industry made the highest profit in', max_profit,'.')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which month the movie industry made the highest profit?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "releasedate_index = df.set_index('release_date')\n",
    "\n",
    "# extract month from the release data index\n",
    "groupby_index = releasedate_index.groupby([(releasedate_index.index.month)])\n",
    "\n",
    "# Monthly data \n",
    "profit_permonth = groupby_index['profit'].sum()\n",
    "profit_permonth = pd.DataFrame(profit_permonth)\n",
    "\n",
    "#plot our data\n",
    "sns.set(rc={'figure.figsize':(10,8)}, style=\"whitegrid\")\n",
    "\n",
    "profit_permonth_bar = sns.barplot(x = profit_permonth.index, y = profit_permonth['profit'], data = profit_permonth)\n",
    "\n",
    "profit_permonth_bar.axes.set_title('Profits gained by movies per months', color=\"r\", fontsize = 18)\n",
    "\n",
    "month_list = ['January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December']\n",
    "\n",
    "#rotate the x-axis text \n",
    "profit_permonth_bar.set_xticklabels(month_list, rotation = 90, size = 14);\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can say that june and december are the months when movies have gained the highest profits. These findings show the effect of holidays and festivities on the movie profitability.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Do popular movies get higher profit?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Between profit And popularity :  0.515125116201486\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation between profit and popularity\n",
    "fig1 = sns.jointplot(x = \"profit\", y = \"popularity\", kind = \"scatter\", data = df)\n",
    "fig1.fig.suptitle('correlation between profit and popularity');\n",
    "\n",
    "data_corr = df.corr()\n",
    "print(\"Correlation Between profit And popularity : \",data_corr.loc['profit','popularity'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correlation has been used to test statistical relationships between profit and popularity. The coefficient is 0.51 so that we can conclude that there is a moderate and positive relationship between the two variables.In other terms, Popular movies could get higher profit. But To further justify this finding, causality tests should be conducted.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *What were the most or least expensive movies?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie which has highest budget_adj :  The Warrior's Way\n",
      "Movie which has lowest budget_adj :  Love, Wedding, Marriage\n"
     ]
    },
    {
     "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>2244</th>\n",
       "      <th>3581</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>46528</td>\n",
       "      <td>59296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>0.25054</td>\n",
       "      <td>0.52043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>The Warrior's Way</td>\n",
       "      <td>Love, Wedding, Marriage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...</td>\n",
       "      <td>Mandy Moore|Kellan Lutz|Jessica Szohr|Autumn F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>Sngmoo Lee</td>\n",
       "      <td>Dermot Mulroney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>Adventure|Fantasy|Action|Western|Thriller</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>Boram Entertainment Inc.</td>\n",
       "      <td>120dB Films|Scion Films|Voodoo Production Serv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>2010-12-02 00:00:00</td>\n",
       "      <td>2011-06-03 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>74</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>6.4</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>2010</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget_adj</th>\n",
       "      <td>4.25e+08</td>\n",
       "      <td>0.969398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_adj</th>\n",
       "      <td>1.10876e+07</td>\n",
       "      <td>1335.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>profit</th>\n",
       "      <td>-4.13912e+08</td>\n",
       "      <td>1334.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   2244  \\\n",
       "id                                                                46528   \n",
       "popularity                                                      0.25054   \n",
       "original_title                                        The Warrior's Way   \n",
       "cast                  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...   \n",
       "director                                                     Sngmoo Lee   \n",
       "runtime                                                             100   \n",
       "genres                        Adventure|Fantasy|Action|Western|Thriller   \n",
       "production_companies                           Boram Entertainment Inc.   \n",
       "release_date                                        2010-12-02 00:00:00   \n",
       "vote_count                                                           74   \n",
       "vote_average                                                        6.4   \n",
       "release_year                                                       2010   \n",
       "budget_adj                                                     4.25e+08   \n",
       "revenue_adj                                                 1.10876e+07   \n",
       "profit                                                     -4.13912e+08   \n",
       "\n",
       "                                                                   3581  \n",
       "id                                                                59296  \n",
       "popularity                                                      0.52043  \n",
       "original_title                                  Love, Wedding, Marriage  \n",
       "cast                  Mandy Moore|Kellan Lutz|Jessica Szohr|Autumn F...  \n",
       "director                                                Dermot Mulroney  \n",
       "runtime                                                              90  \n",
       "genres                                                   Comedy|Romance  \n",
       "production_companies  120dB Films|Scion Films|Voodoo Production Serv...  \n",
       "release_date                                        2011-06-03 00:00:00  \n",
       "vote_count                                                           55  \n",
       "vote_average                                                        5.3  \n",
       "release_year                                                       2011  \n",
       "budget_adj                                                     0.969398  \n",
       "revenue_adj                                                     1335.83  \n",
       "profit                                                          1334.86  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find movies that make the highest and lowest budget\n",
    "min_max('budget_adj')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first column shows the movie with the highest budget(adjusted) and the second column shows the movie with the lowest budget.\n",
    "\n",
    "Unfortunatly, the warrior's way which is the less profitable movie has the highest budget in all and very low popularity, spending over $425 million dollars.\n",
    "\n",
    "And the least expensive movie in this dataset is The love wedding marriage, released in 2011. And the surprise is that the profit realized is approximatively equale to the revenue."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *What is the statistical relationship between budget and profit?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Between profit And Budget :  0.4017969621360216\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Correlation between budget and profit\n",
    "\n",
    "fig2 = sns.jointplot(data = df, x = 'budget_adj', y = 'profit', kind = 'scatter')\n",
    "fig2.fig.suptitle('correlation between budget and profit');\n",
    "print(\"Correlation Between profit And Budget : \",data_corr.loc['profit','budget_adj'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The coefficient is 0.40 so that we can conclude that there is a moderate and positive relationship between the two variables.In other terms. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Do movies with highest budget get highest rating?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Between vote rating And Budget :  0.03579831836870513\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Correlation between budget and rating\n",
    "\n",
    "fig3 = sns.jointplot(data = df, x = 'budget_adj', y = 'vote_average', kind = 'scatter')\n",
    "fig3.fig.suptitle('orrelation between votes and budget');\n",
    "print(\"Correlation Between vote rating And Budget : \",data_corr.loc['vote_average','budget_adj'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no relationship between the budget and the runtime, knowing that the correlation coefficient is almost zero."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which Movie had the highest or lowest revenue?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie which has highest revenue_adj :  Avatar\n",
      "Movie which has lowest revenue_adj :  Shattered Glass\n"
     ]
    },
    {
     "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>1386</th>\n",
       "      <th>5067</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>19995</td>\n",
       "      <td>13537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>9.43277</td>\n",
       "      <td>0.462609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>Shattered Glass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>Sam Worthington|Zoe Saldana|Sigourney Weaver|S...</td>\n",
       "      <td>Hayden Christensen|Peter Sarsgaard|ChloÃ« Sevi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Billy Ray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>162</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Drama|History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>Ingenious Film Partners|Twentieth Century Fox ...</td>\n",
       "      <td>Lions Gate Films|Cruise/Wagner Productions|Bau...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>2009-12-10 00:00:00</td>\n",
       "      <td>2003-11-14 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>8458</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>7.1</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>2009</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget_adj</th>\n",
       "      <td>2.40887e+08</td>\n",
       "      <td>7.11212e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_adj</th>\n",
       "      <td>2.82712e+09</td>\n",
       "      <td>2.37071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>profit</th>\n",
       "      <td>2.58624e+09</td>\n",
       "      <td>-7.11211e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   1386  \\\n",
       "id                                                                19995   \n",
       "popularity                                                      9.43277   \n",
       "original_title                                                   Avatar   \n",
       "cast                  Sam Worthington|Zoe Saldana|Sigourney Weaver|S...   \n",
       "director                                                  James Cameron   \n",
       "runtime                                                             162   \n",
       "genres                         Action|Adventure|Fantasy|Science Fiction   \n",
       "production_companies  Ingenious Film Partners|Twentieth Century Fox ...   \n",
       "release_date                                        2009-12-10 00:00:00   \n",
       "vote_count                                                         8458   \n",
       "vote_average                                                        7.1   \n",
       "release_year                                                       2009   \n",
       "budget_adj                                                  2.40887e+08   \n",
       "revenue_adj                                                 2.82712e+09   \n",
       "profit                                                      2.58624e+09   \n",
       "\n",
       "                                                                   5067  \n",
       "id                                                                13537  \n",
       "popularity                                                     0.462609  \n",
       "original_title                                          Shattered Glass  \n",
       "cast                  Hayden Christensen|Peter Sarsgaard|ChloÃ« Sevi...  \n",
       "director                                                      Billy Ray  \n",
       "runtime                                                              94  \n",
       "genres                                                    Drama|History  \n",
       "production_companies  Lions Gate Films|Cruise/Wagner Productions|Bau...  \n",
       "release_date                                        2003-11-14 00:00:00  \n",
       "vote_count                                                           46  \n",
       "vote_average                                                        6.4  \n",
       "release_year                                                       2003  \n",
       "budget_adj                                                  7.11212e+06  \n",
       "revenue_adj                                                     2.37071  \n",
       "profit                                                     -7.11211e+06  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find movies that make the highest and lowest revenue\n",
    "min_max('revenue_adj')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first column shows the highest revenue made by a movie and the second one shows the movie with the lowest revenue . \n",
    "\n",
    "As we can see that \"Avatar\" movie Directed by James Cameron made the highest revenue in all, making over 2.83 Billion dollars. And the movie which made lowest revenue is \"Shattered Glass\" directed by Billy Ray."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Is there any statistical relationship between revenue and profit/ revenue and budget?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Between revenue And Budget :  0.5679827933798502\n",
      "Correlation Between revenue And profit :  0.9818955693291278\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation\n",
    "fig4 = sns.jointplot(x = \"budget_adj\", y = \"revenue_adj\", kind = \"scatter\", data = df)\n",
    "\n",
    "fig4.fig.suptitle('correlation between budget and revenue');\n",
    "\n",
    "\n",
    "fig5 = sns.jointplot(x = \"profit\", y = \"revenue_adj\", kind = \"scatter\", data = df)\n",
    "\n",
    "fig5.fig.suptitle('correlation between profit and revenue');\n",
    "\n",
    "print(\"Correlation Between revenue And Budget : \",data_corr.loc['revenue_adj','budget_adj'])\n",
    "print(\"Correlation Between revenue And profit : \",data_corr.loc['revenue_adj','profit'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is very apparent that there is a very high and positive correlation between profit and revenue . So companies that have larger revenues could have higher profits.\n",
    "Also, there is a positive and significative correlation between revenue and budget. It means that there is a good possibility that movies with higher expenses result in better revenues.\n",
    "To dig even deeper, causality tests should be carried out."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *What is the movie length most liked by the audience?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rutime most liked by audience 169 minutes.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rutime film most liked by audience\n",
    "run_pop=df.groupby('runtime')['popularity'].mean()\n",
    "run_pop.plot(figsize = (10,8))\n",
    "#title            \n",
    "plt.title(\"Runtime most liked by audience\",fontsize=14)            \n",
    "plt.xlabel('Runtime',fontsize = 13)\n",
    "plt.ylabel('Popularity',fontsize = 13)\n",
    "#max_value\n",
    "max_run= run_pop.idxmax()\n",
    "\n",
    "print('Rutime most liked by audience', max_run, 'minutes.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### *Which Movie is high or less rated*?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie which has highest vote_average :  The Shawshank Redemption\n",
      "Movie which has lowest vote_average :  Foodfight!\n"
     ]
    },
    {
     "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>4178</th>\n",
       "      <th>4859</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>278</td>\n",
       "      <td>116977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>7.19204</td>\n",
       "      <td>0.111351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Foodfight!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>Tim Robbins|Morgan Freeman|Bob Gunton|William ...</td>\n",
       "      <td>Charlie Sheen|Wayne Brady|Hilary Duff|Eva Long...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>Lawrence Kasanoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>142</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>Drama|Crime</td>\n",
       "      <td>Animation|Action|Comedy|Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>Castle Rock Entertainment</td>\n",
       "      <td>Threshold Entertainment|Lions Gate Family Ente...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>1994-09-10 00:00:00</td>\n",
       "      <td>2012-06-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>5754</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>8.4</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>1994</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget_adj</th>\n",
       "      <td>3.67778e+07</td>\n",
       "      <td>6.17334e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_adj</th>\n",
       "      <td>4.16935e+07</td>\n",
       "      <td>70001.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>profit</th>\n",
       "      <td>4.91567e+06</td>\n",
       "      <td>-6.16634e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   4178  \\\n",
       "id                                                                  278   \n",
       "popularity                                                      7.19204   \n",
       "original_title                                 The Shawshank Redemption   \n",
       "cast                  Tim Robbins|Morgan Freeman|Bob Gunton|William ...   \n",
       "director                                                 Frank Darabont   \n",
       "runtime                                                             142   \n",
       "genres                                                      Drama|Crime   \n",
       "production_companies                          Castle Rock Entertainment   \n",
       "release_date                                        1994-09-10 00:00:00   \n",
       "vote_count                                                         5754   \n",
       "vote_average                                                        8.4   \n",
       "release_year                                                       1994   \n",
       "budget_adj                                                  3.67778e+07   \n",
       "revenue_adj                                                 4.16935e+07   \n",
       "profit                                                      4.91567e+06   \n",
       "\n",
       "                                                                   4859  \n",
       "id                                                               116977  \n",
       "popularity                                                     0.111351  \n",
       "original_title                                               Foodfight!  \n",
       "cast                  Charlie Sheen|Wayne Brady|Hilary Duff|Eva Long...  \n",
       "director                                              Lawrence Kasanoff  \n",
       "runtime                                                              87  \n",
       "genres                                   Animation|Action|Comedy|Family  \n",
       "production_companies  Threshold Entertainment|Lions Gate Family Ente...  \n",
       "release_date                                        2012-06-15 00:00:00  \n",
       "vote_count                                                           12  \n",
       "vote_average                                                        2.2  \n",
       "release_year                                                       2012  \n",
       "budget_adj                                                  6.17334e+07  \n",
       "revenue_adj                                                     70001.9  \n",
       "profit                                                     -6.16634e+07  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find movies that make the most and less Vote\n",
    "min_max('vote_average')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, \"The Shawshank Redemption\" released in 1994 and directed by Frank Darabont, has the maximum rating (8.4), while \"Foodfight\" released in 2012 and directed by Lawrence Kasanoff , has the lowestratings (2.2)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Do high rated movies get higher profit?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Between profit And votes :  0.29019530067700927\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation\n",
    "fig6 = sns.jointplot(x = \"profit\", y = \"vote_average\", kind = \"scatter\", data = df)\n",
    "\n",
    "fig6.fig.suptitle('correlation between profit and votes');\n",
    "\n",
    "print(\"Correlation Between profit And votes : \",data_corr.loc['profit','vote_average'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the correlation test, there is a weak statistical relationship between the profit and the movie rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 2 :What are the Top 10 movies according to different features (Profit, budget, revenue, popularity, votes)?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Top Movies based on different features\n",
    "Top_revenue = df[[\"original_title\", \"revenue_adj\"]]\n",
    "Top_budget = df[['original_title','budget_adj']]\n",
    "Top_profit = df[[\"original_title\", \"profit\"]]\n",
    "Top_popularity = df[['original_title','popularity']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 most profitable movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot the top 10 most profitable movies\n",
    "sns.set(rc={'figure.figsize':(10,8)}, style=\"whitegrid\")\n",
    "ax = sns.barplot(\n",
    "    Top_profit.sort_values(by = \"profit\", ascending=False).head(10).original_title, \n",
    "    Top_profit.sort_values(by = \"profit\", ascending=False).head(10).profit)\n",
    "\n",
    "#rotate x-axis' text   \n",
    "ax.set(xlabel='Original movie title', ylabel='Profit', title = 'Top 10 most profitable movies')\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 movies based on gained revenue*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot top 10\n",
    "sns.set(rc={'figure.figsize':(10,8)}, style=\"whitegrid\")\n",
    "\n",
    "ax = sns.barplot(\n",
    "    Top_revenue.sort_values(by = \"revenue_adj\", ascending=False).head(10).original_title, \n",
    "    Top_revenue.sort_values(by = \"revenue_adj\", ascending=False).head(10).revenue_adj)\n",
    "\n",
    "#rotate x-axis' text\n",
    "plt.xticks(rotation = 90)\n",
    "ax.set(xlabel='Original movie title', ylabel='Revenue', title = 'Top 10 movies based on revenue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 most expensive movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(10,8)}, style=\"whitegrid\")\n",
    "\n",
    "ax = sns.barplot(\n",
    "    Top_budget.sort_values(by = \"budget_adj\", ascending=False).head(10).original_title, \n",
    "    Top_budget.sort_values(by = \"budget_adj\", ascending=False).head(10).budget_adj)\n",
    "\n",
    "#rotate x-axis' text\n",
    "plt.xticks(rotation = 90)\n",
    "\n",
    "ax.set(xlabel='Original movie title', ylabel='Budget', title = 'Top 10 movies based on budget')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 most popular movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(10,8)}, style=\"whitegrid\")\n",
    "\n",
    "ax = sns.barplot(\n",
    "    Top_popularity.sort_values(by = \"popularity\", ascending=False).head(10).original_title, \n",
    "    Top_popularity.sort_values(by = \"popularity\", ascending=False).head(10).popularity)\n",
    "\n",
    "#rotate x-axis' text\n",
    "plt.xticks(rotation = 90)\n",
    "ax.set(xlabel='Original movie title', ylabel='popularity ', title = 'Top 10 most popular movies ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 3:  Which genres are most popular and profitable, overall and overtime?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Number of movies produced per genre*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</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",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>2015-06-09</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",
       "      <td>1.254446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>2015-06-09</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",
       "      <td>1.254446e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  popularity  original_title  \\\n",
       "0  135397   32.985763  Jurassic World   \n",
       "0  135397   32.985763  Jurassic World   \n",
       "\n",
       "                                                cast         director  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...  Colin Trevorrow   \n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...  Colin Trevorrow   \n",
       "\n",
       "   runtime     genres                               production_companies  \\\n",
       "0      124     Action  Universal Studios|Amblin Entertainment|Legenda...   \n",
       "0      124  Adventure  Universal Studios|Amblin Entertainment|Legenda...   \n",
       "\n",
       "  release_date  vote_count  vote_average  release_year    budget_adj  \\\n",
       "0   2015-06-09        5562           6.5          2015  1.379999e+08   \n",
       "0   2015-06-09        5562           6.5          2015  1.379999e+08   \n",
       "\n",
       "    revenue_adj        profit  \n",
       "0  1.392446e+09  1.254446e+09  \n",
       "0  1.392446e+09  1.254446e+09  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# split the genres  from combined value into single genre value \n",
    "df_split = df.assign(genres = df['genres'].str.split('|')).explode('genres')\n",
    "\n",
    "df_split.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot number of occurance of each genre\n",
    "\n",
    "df_split['genres'].value_counts(ascending = False).plot(kind='bar',figsize = (10,8),color='g');\n",
    "\n",
    "plt.title('Movies by Genre, 1960-2015', size=18)\n",
    "plt.xlabel('Genres', size=12)\n",
    "plt.ylabel('Number of occurance')\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, Drama movies are the most frequent movie genre. \n",
    "The top 5 dominant movie genres all over these years (1960 - 2015) are Drama, Comedy,Thriller, Action and Adventure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which genres are more profitable  overall?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Animation</th>\n",
       "      <td>2.095299e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adventure</th>\n",
       "      <td>1.917124e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Family</th>\n",
       "      <td>1.759687e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fantasy</th>\n",
       "      <td>1.702145e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Science Fiction</th>\n",
       "      <td>1.370641e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       profit\n",
       "genres                       \n",
       "Animation        2.095299e+08\n",
       "Adventure        1.917124e+08\n",
       "Family           1.759687e+08\n",
       "Fantasy          1.702145e+08\n",
       "Science Fiction  1.370641e+08"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate profitability of each genre\n",
    "profit_and_genres_df = df_split[['original_title', 'profit', 'genres']]\n",
    "mean_profit_vs_genre_df = profit_and_genres_df.groupby(['genres']).mean()\n",
    "mean_profit_vs_genre_df = mean_profit_vs_genre_df.sort_values('profit', ascending=False)\n",
    "mean_profit_vs_genre_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot\n",
    "mean_profit_vs_genre_df['profit'].plot(stacked=False, kind='barh', figsize = (10,8),color='g');\n",
    "plt.title('Genres classification by profit', size=18)\n",
    "plt.xlabel('profit made', size=12);\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even that, \"Drama\" genres are the most frequent genre produced overall, but the most profitable one is \"Animation\".\n",
    "So the top 5 most profitable genres of movies from 1960 to 2015 are : \n",
    "Animation, Adventure, Family, Fantasy, Science Fiction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which genres are more profitable from year to year?*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this part, i will focus on the top 5 most profitable genres found in the last part to investigate which is the more profitable genre from year to year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot 5 most profitable genres over time\n",
    "\n",
    "genres_peryear_df = df_split[['original_title', 'profit', 'genres','release_year','popularity']]\n",
    "\n",
    "genre_profit_df = genres_peryear_df.groupby(['genres', 'release_year'], as_index=False)['profit'].mean()\n",
    "fig,ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "for genres in ['Animation','Adventure','Family', 'Fantasy', 'Science Fiction']:\n",
    "    ax.plot(genre_profit_df[genre_profit_df.genres==genres].release_year,\n",
    "            genre_profit_df[genre_profit_df.genres==genres].profit,label=genres)\n",
    "\n",
    "ax.set_xlabel(\"release year\")\n",
    "ax.set_ylabel(\"profit\")\n",
    "plt.title('Profit made by genres from 1960 to 2015')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most profitable Genres varies quite a lot from year to year and have known an upward in recent years. \n",
    "In 2015, Science fiction is the most profitable in 2015 followed by adventure in the second position and family in the third position.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Which genres are more popular overall?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>popularity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adventure</th>\n",
       "      <td>1.880773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Science Fiction</th>\n",
       "      <td>1.879384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fantasy</th>\n",
       "      <td>1.758474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animation</th>\n",
       "      <td>1.724374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <td>1.578319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 popularity\n",
       "genres                     \n",
       "Adventure          1.880773\n",
       "Science Fiction    1.879384\n",
       "Fantasy            1.758474\n",
       "Animation          1.724374\n",
       "Action             1.578319"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate popularity of each genre\n",
    "popular_and_genres_df = df_split[['original_title', 'popularity', 'genres']]\n",
    "mean_popular_vs_genre_df = popular_and_genres_df.groupby(['genres']).mean()\n",
    "mean_popular_vs_genre_df = mean_popular_vs_genre_df.sort_values('popularity', ascending=False)\n",
    "mean_popular_vs_genre_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot\n",
    "mean_popular_vs_genre_df['popularity'].plot(stacked=False, kind='barh', figsize = (8,8),color='g');\n",
    "plt.title('Genres classification by popularity', size=18)\n",
    "plt.xlabel('popularity', size=12);\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 5 most popular genres of movies from 1960 to 2015 are : Adventure, Science fiction, Fantasy, animation, action. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *What is the evolution of the genres according to popularity from year to year?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#top genres according to popularity from year to year\n",
    "\n",
    "genre_pop_df = genres_peryear_df.groupby(['genres', 'release_year'], as_index=False)['popularity'].mean()\n",
    "fig,ax = plt.subplots(figsize=(10,8))\n",
    "for genres in ['Animation','Adventure','Family', 'Fantasy', 'Science Fiction']:\n",
    "    ax.plot(genre_pop_df[genre_pop_df.genres==genres].release_year,\n",
    "            genre_pop_df[genre_pop_df.genres==genres].popularity,label=genres)\n",
    "\n",
    "ax.set_xlabel(\"release year\")\n",
    "ax.set_ylabel(\"popularity\")\n",
    "plt.title('Evolution of genres according to their popularity from 1960 to 2015')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same conclusion for the Most popular Genres. They varie quite a lot from year to year and have known a significant uptrend in recent years. \n",
    "\n",
    "By selected genres,Science fiction is still the most popular in 2015 followed by adventure in the second position and action in the third position.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 4: What are top 10 Casts, Directors and production companies ?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among the very frequent questions in the internet and alson the question that rises in my mind is who are the top 5 stars.In other terms, who are the actors that appeared the most in the movies from our dataset, and what are top directors and production companies. I will try to answer to these questions in this section.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#So as to facilitate the answer to some questions, i will create a function that will count value in descending order\n",
    "def extract_data(x):\n",
    "    all_data = df[x].str.cat(sep = '|')\n",
    "    all_data = pd.Series(all_data.split('|'))\n",
    "    \n",
    "#count value in descending order\n",
    "    return all_data.value_counts(ascending = False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 directors with high number of movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 actors with the most apperance in movies:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Robert De Niro        52\n",
       "Bruce Willis          46\n",
       "Samuel L. Jackson     44\n",
       "Nicolas Cage          43\n",
       "Matt Damon            36\n",
       "Johnny Depp           35\n",
       "Brad Pitt             34\n",
       "Sylvester Stallone    34\n",
       "Harrison Ford         34\n",
       "Morgan Freeman        34\n",
       "dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Top 10 actors with the most appearance in movies\n",
    "top10_act=extract_data('cast').iloc[:10]\n",
    "top10_act.plot.bar(figsize=(10,8),colormap= 'RdBu',fontsize=12);\n",
    "plt.title(\"Top 10 actors with the most appearance in movies\",fontsize=14)            \n",
    "plt.xlabel('Actors',fontsize = 13)\n",
    "plt.ylabel('Number of appearance',fontsize = 13)\n",
    "print('Top 10 actors with the most apperance in movies:')\n",
    "top10_act"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  *Top 10 directors with high number of movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top directors with high number of movies:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Steven Spielberg     28\n",
       "Clint Eastwood       24\n",
       "Ridley Scott         21\n",
       "Woody Allen          18\n",
       "Tim Burton           17\n",
       "Martin Scorsese      17\n",
       "Steven Soderbergh    17\n",
       "Robert Rodriguez     17\n",
       "Renny Harlin         15\n",
       "Oliver Stone         15\n",
       "dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q1atrwIABioyMVGRkpAYMGKDg4GC7gDRkyBBFRUXpp59+0ty5c9WqVasHaq9ly5aaNWuWVq5cqV27dmn48OF69dVXk12mIiQkRDExMXr//fd1+PBhTZ8+XX/++ec9t9W+fXtNmjRJP//8s44dO6bhw4dr06ZNKlSokIoUKaJKlSpp8ODB2r9/v7Zt26bPPvvMNscmc+bMOn78uP755x9VqlRJBQoUUP/+/bV//35t2bJFI0eOVN26dZUjR4472vXz89Mff/yh999/X4cOHdKBAwe0fv36FJchKFasmPz8/LRmzRoFBwdLksqVK6cffvjhjvliSR555BFdvnxZR44ceaAr0jJnzqzDhw/bBcyUtG/fXhEREZo9e7aOHTumb775RtOmTUs2iN6PggULqnLlyhoyZIj279+vTZs2afLkyQ+1z7sJCgrS8uXLFRkZqd27d2vKlCkPFWqjo6M1YsQIHTp0SJ9++qn27t1rm0d5t2PvXrRv316rVq3S7NmzdfToUc2ePVurVq164M/d3bRs2VJRUVEaP368jhw5oiVLlmjevHlq3bq17TWvvPKKduzYoW3btumVV15JseaUjpP7/UwAtyOMweONHj3adrVXx44dVbRoUX322Wd2r3nxxRfVqlUrffDBB+rVq5dtku79CgkJUbdu3WzriwUFBdktr3CrbNmyaebMmdq7d68aNmyoLVu2KDQ09J7b6tixo5o3b67hw4erQYMGioqK0syZM20T2seOHavs2bOrefPmeuuttxQSEqKOHTtKujm5euPGjerUqZO8vLz06aefymKxqFmzZnr77bdVvXp1ffDBBym2PWHCBMXExKhp06Zq2bKl8ubNm+IVhdLN0bFHH33U9su6fPnyslqtKYax559/XoUKFVKDBg3uOqE9Ja1atdL8+fPvWlOS0qVLa9y4cQoPD1dISIhmz56tDz/80CkL4o4aNUqZM2dW06ZN9d5776lx48b3darxfrz++usqW7asWrdurV69eqlLly4PdLo9SbVq1XT58mU1atRIy5cv19SpU+Xv7y/J8bHnSIkSJTRu3DgtWLBA9erV06JFizRx4kS98MILD1xvSvz9/fX5559rw4YNql+/vqZOnaoBAwbYLgaRbl6sUKZMGZUoUSLFRWYdHSf3+5kAbmWxptXVFQEn2LJli9q2bas9e/bcMQcFeBjXr1/Xpk2bVLVqVVsA+/HHH/XRRx9pzZo1hqsDkJowMgYALuDn56d33nlHn3zyiU6cOKEdO3bo008/tS0lAQBJCGMA4AJJp383b96sevXqqUePHqpSpYp69eplujQAqQynKQEAAAxiZAwAAMCgNDljOTExUVevXlWGDBncuh4RAADA/bJarYqLi1PmzJmTvco5TYaxq1evKioqynQZAAAA9ywgIMDuThVJ0mQYS7pMPCAg4K63LHGm3bt3e/R9xjy5f57cN4n+pXX0L+3y5L5J9M+ZYmNjFRUVleI6g2kyjCWdmvT19b3r/c+czZ1tmeDJ/fPkvkn0L62jf2mXJ/dNon/OltLUKibwAwAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwKN2FsdgbsQ/0vuDgYLe2BwAA0gcf0wW4m29GX9XyauK29lYlLnRbWwAAIO1JdyNjAAAAqQlhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAM8nFHI0uXLtXMmTNlsViUKVMmDR48WCVKlNBzzz0nf39/2+s6duyoBg0auKMkAACAVMHlYezw4cP66KOPtHjxYuXMmVPr1q1Tz549NWvWLGXPnl1Lly51dQkAAACplstPU/r6+mrkyJHKmTOnJCkoKEjnz5/X1q1b5eXlpZYtW6p+/fr65JNPlJCQ4OpyAAAAUhWXj4zlzZtXefPmlSRZrVaNGjVKNWrUkJeXlypVqqQ+ffooPj5enTt3VpYsWdS+fXtXlwQAAJBqWKxWq9UdDV27dk0DBw5UdHS0ZsyYoUcffdTu+Z9++klz587V119/7XBfMTEx2r179wPVERwcrFpeTR7ovQ9iVeJCbd++3W3tAQCA1CkoKEh+fn53bHfLBP7Tp0+ra9euKly4sL766itlzJhRS5YsUbFixVSsWDFJN0fNfHzur5yUOpXaBAcHmy7Boe3bt6eJOh+EJ/dNon9pHf1Luzy5bxL9cyZHg0gunzN25coVtWnTRrVr19aECROUMWNGSdLBgwc1efJkJSQk6MaNGwoLC1PdunVdXQ4AAECq4vKRsbCwMJ0+fVqrVq3SqlWrbNunT5+uiRMnqn79+oqPj9fLL7+sJk3cd/oQAAAgNXB5GOvSpYu6dOmS7HOjRo1ydfMAAACpGivwAwAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMOZhYm/EPtD7HvTO9Q/aHgAAuMnl96aEe/lm9FUtL/fdcH1V4kK3tQUAgCdiZAwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMaQpsTdi7/s9wcHBbmsLAID75WO6AOB++Gb0VS2vJm5pa1XiQre0AwBI3xgZAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADDILSvwL126VDNnzpTFYlGmTJk0ePBgPfvssxo9erR+/fVXJSQkqEOHDmrRooU7ygEAAEg1XB7GDh8+rI8++kiLFy9Wzpw5tW7dOvXs2VOdOnXS0aNH9f333+vq1atq1qyZihcvrpIlS7q6JAAAgFTD5acpfX19NXLkSOXMmVOSFBQUpPPnzysiIkKNGzeWj4+PsmXLppCQEC1btszV5QAAAKQqLh8Zy5s3r/LmzStJslqtGjVqlGrUqKGoqCjlypXL9jp/f38dOHDA1eUAAACkKm6ZMyZJ165d08CBAxUdHa0ZM2aoSZMmslgstuetVqu8vO5voG737t33XUdwcPB9v+dhbd++3W1t0T/ncmffHkZaqfNB0b+0zZP758l9k+ifu7gljJ0+fVpdu3ZV4cKF9dVXXyljxozKlSuXzp49a3vN2bNn5e/vf1/7DQoKkp+fn7PLdToTAcmdPLl/aaFv27dvTxN1Pij6l7Z5cv88uW8S/XOmmJiYuw4guXzO2JUrV9SmTRvVrl1bEyZMUMaMGSVJNWvW1KJFixQfH69Lly5pxYoVeumll1xdDgAAQKri8pGxsLAwnT59WqtWrdKqVats22fOnKnjx48rNDRUcXFxatasmSpUqODqcgAAAFIVl4exLl26qEuXLsk+N3jwYFc3DwAAkKqxAj8AAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABh032HMarW6og4AAIB0yWEYO3HihAYOHChJWrduncqWLasXX3xRkZGRLi8OAADA0zkMY8OHD1eGDBlktVo1atQode/eXV27dtWIESPcUR8AAIBH83H0gn379mn69Ok6evSoTp48qdatWytTpkwaO3asO+oDAADwaA5HxiwWi65cuaKff/5ZZcqUUaZMmXTixAllzpzZHfUB6UbsjdgHel9wcLBb2wMAOJfDkbHQ0FA1bNhQ//77r0aNGqX9+/era9euatq0qTvqA9IN34y+quXVxG3trUpc6La2AAApcxjG+vXrp8qVKytr1qwKCgpSdHS0Bg0apDp16rijPgAAAI92T0tbVKhQQZcuXdK3336rHDlyKDAw0NV1AQAApAsOR8aOHj2qLl26KD4+XhcuXFD58uVVv359TZo0STVq1HBHjQAAAB7rnpa2aNWqlVavXi0fHx/lz59f48eP14QJE9xRHwAAgEdzGMb27NmjVq1aSbp5ZaUk1apVS6dPn3ZtZQAAAOmAwzD21FNPadeuXXbb9u7dq1y5crmsKAAAgPTC4Zyxnj17qlOnTmrUqJFiY2M1ZcoUhYeHa9CgQe6oDwAAwKM5DGO1a9eWv7+/Fi1apAoVKig6OloTJkxQuXLl3FEfAACAR3MYxiSpZMmSKlmypKtrAQAASHdSDGM1a9bU6tWr9fzzz9sm7t9u8+bNLisMAAAgPUgxjI0ZM0aSNHnyZLcVAwAAkN6kGMaS5oRt2LBBoaGhKly4sNuKAgAASC8cLm1x5swZNW3aVI0bN9acOXP0zz//uKMuAB4m9kbsA70vODjYre09KPqXPE/uX1rpG1I/hxP4x4wZo5iYGK1evVorVqzQxIkTVb58eTVs2FB169Z1R40APIBvRl/V8mritvZWJS50W1sS/XM2T+6fu/uG1O+ebhTu5+enunXravLkyRo1apQOHjyo/v37u7o2AAAAj+dwZMxqtWrLli364YcftHLlSuXOnVvt2rVT/fr13VEfAACAR3MYxqpUqSIfHx+FhIRo7ty5Klq0qDvqAgAASBfuac5YpUqVUlxrDAAAAA/OYRh74YUXtGDBAn333XeKjo7W448/rgYNGqhdu3buqA8AAMCjOQxjM2bM0IIFC/TGG28od+7cOnHihGbNmqWYmBh17tzZHTUCAAB4LIdhbMGCBfr8889VqFAh27bnnntOHTp0IIwBAAA8JIdLW/z33396+umn7bbly5dP169fd1lRAAAA6YXDMFa2bFlNmjRJiYmJkqTExERNnjxZpUuXdnlxAAAAns7hacp33nlHr7/+usLDw5UzZ06dOXNGTz75pKZNm+aO+gAAADyawzD29NNPKyIiQtu2bdOFCxeUK1culSxZUj4+Dt8KAAAAB+5pBf5Nmzbp9OnTSkxM1MWLF7Vv3z5JUqtWrVxeIAAAgCdzGMb69u2rjRs3qkiRInYLv1osFsIYAADAQ3IYxtauXasVK1bI39/fHfUAAACkKw6vpsyTJ4+8vb3dUQsAAEC643BkbNiwYerQoYNCQkKUNWtWu+c4TQkAAPBwHIaxWbNm6ezZs/r111/l5fX/A2nMGQMAAHh4DsPYxo0btXr1aj322GPuqAcAACBdcThnLF++fEpISHBHLQAAAOmOw5GxkJAQtWnTRvXr11f27NntnuM0JQAAwMNxGMY2bNigJ598Ur/99pvdduaMAQAAPDyHYWzu3LnuqAMAACBdcjhnDAAAAK5DGAMAADAoxdOU0dHRTrsFktVq1cCBAxUQEKCOHTtKkp577jm7/Xfs2FENGjRwSnsAAABpRYphLDQ0VFu2bFG3bt302WefPXADhw4d0vDhwxUZGamAgABJ0uHDh5U9e3YtXbr0gfcLAADgCVIMYxaLRVOmTNHGjRsVFhaW7Gvu5WrKsLAwNWnSRLlz57Zt27Fjhz0x/yEAACAASURBVLy8vNSyZUtdvnxZderUUbdu3bgHJgAASHdSDGNDhgzR4sWLFR8fr4iIiDuev9elLd577z1JN1fyT5KQkKBKlSqpT58+io+PV+fOnZUlSxa1b9/+AboAAACQdqUYxurVq6d69eqpY8eOmjlzplMbbdq0qd3j119/XXPnzr3vMLZ79+77bjs4OPi+3/Owtm/f7ra26J9zeXLfJPrnTPTP+Ty5f+7sW7GAYsqcNfN9v+9BvyZXL1/V/qj9D/TeB+EJ/XO4ztjMmTN18OBBLV++XNHR0Xr88cdVr149FS9e/IEbXbJkiYoVK6ZixYpJujnB38fHYSl3CAoKkp+f3wPX4S4mfoi5kyf3z5P7JtG/tI7+pV3u7lstryZua2tV4kL6d5uYmJi7DiA5XNpi3bp1atq0qU6dOqWnnnpK0dHRatWqlVavXn1fhdzq4MGDmjx5shISEnTjxg2FhYWpbt26D7w/AACAtMrhcNTEiRM1ceJEVatWzbZt3bp1GjdunGrWrPlAjfbo0UMjRoxQ/fr1FR8fr5dffllNmrgv1QIAAKQWDsPY8ePHVaVKFbttVapUUe/eve+rodGjR9v+nylTJo0aNeq+3g8AAOCJHJ6mLFCggNasWWO3bc2aNcqfP7/LigIAAEgvHI6M9e7dW927d1elSpWUJ08enTx5Ulu2bNHUqVPdUR8AAIBHczgy9sILL+jbb79VsWLFFBsbq9KlS2vp0qWqWLGiO+oDAADwaPe0nkTRokX11ltvuboWAACAdMfhyBgAAABchzAGAABgkMMwtnz5csXExLijFgAAgHTHYRh7//335eXFABoAAIArOExZNWvW1PTp03X8+HFdu3ZN169ft/0DAADAw3F4NeWqVat05coVTZkyRRaLRdLNG3tbLBbt27fP5QUCAAB4ModhbOnSpe6oAwAAIF1yeJoyT5488vf317Fjx7R582Y98cQTiouLU548edxRHwAAgEdzODJ29OhRdenSRfHx8bpw4YLKly+v+vXra9KkSapRo4Y7agQAAPBYDkfGhg8frlatWmn16tXy8fFR/vz5NX78eE2YMMEd9QEAAHg0h2Fsz549atWqlSTZJvDXqlVLp0+fdm1lAAAA6YDDMPbUU09p165ddtv27t2rXLlyuawoAACA9MLhnLGePXuqU6dOatSokWJjYzVlyhSFh4dr0KBB7qgPAADAozkMY7Vr15a/v78WLVqkChUqKDo6WhMmTFC5cuXcUR8AAIBHcxjGJKlkyZJ66qmndPbsWeXJk0ePPfaYq+sCAABIFxyGsb///lu9e/fWn3/+qYwZM+rGjRuqVq2aRo0apRw5crijRgAAAI/lcAL/sGHDVLRoUW3ZskU7duzQpk2blD17dg0fPtwd9QEAAHg0hyNjf/75pzZs2KAMGTJIknLkyKFhw4apatWqLi8OAADA0zkcGQsICLhjaYuoqCjlzp3bZUUBAACkFymOjI0dO1aS9Nhjj+mNN95Q/fr1lSdPHp07d07Lli3jVkgAAABOkGIY+/fffyVJjzzyiOrUqaPY2FgdOXJEkghiAAAATpJiGBs1apQ76wAAAEiXHE7gP3PmjL766iudPn1aiYmJds9NmjTJZYUBAACkBw7D2JtvvilfX1+VL19eXl4O5/sDAADgPjgMY1FRUdqyZYt8fX3dUQ8AAEC64nCoq1y5ctq3b587agEAAEh3HI6M9ezZU+3atVOZMmWUNWtWu+eYMwYAAPBwHIaxYcOGqUSJEipVqpS8vb3dURMAAEC64TCMHTlyRNu2bSOIAQAAuIDDOWPPPfecIiMj3VELAABAuuNwZOzxxx+3zRnLli2bLBaL7TnmjAEAADwch2EsV65c6ty5sztqAQAASHcchrEePXq4ow4AAIB0yWEYa9Omjd2pyVt99dVXTi8IAAAgPXEYxl5++WW7x//++6+WL1+uRo0auawoAACA9MJhGGvVqtUd20JDQ/XWW2+pa9euLikKAAAgvXigO3/nyJFDx48fd3YtAAAA6Y7DkbGwsDC7x3FxcVq9erWCgoJcVhQAAEB64TCMRURE2D329vZW4cKFWe4CAADACRyGsblz57qjDgAAgHQpxTC2bt06h2+uVq2aU4sBAABIb1IMY8OHD0/xTX///bckad++fc6vCAAAIB1JMYytWbPmjm1nzpzRoEGDFBsbq/fff9+lhQEAAKQH97y0xYoVK9SgQQNlyZJFy5cvV/Xq1V1ZFwAAQLrgcAL/pUuX9N5772njxo0aMmSIQkND3VEXAABAunDXkbFff/1VISEhunTpkpYvX04QAwAAcLK7TuBfsGCBXnvtNbVp00ZXrlzRX3/9ZfeaIkWKuLxAAAAAT5ZiGPvmm28kSeHh4Vq4cKGsVqvd8xaLhaspAQAAHlKKYWz//v3urAMAACBdeqAbhQMAAMA5CGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGOSWMGa1WjVgwADNnDlTkpSQkKAPPvhAL7/8smrVqqVvvvnGHWUAAACkOi4PY4cOHVK7du30008/2bbNnz9fR48e1ffff69vv/1Wc+bMUWRkpKtLAQAASHVcHsbCwsLUpEkTvfzyy7ZtP//8sxo3biwfHx9ly5ZNISEhWrZsmatLAQAASHV8XN3Ae++9J0nauHGjbdvff/+tXLly2R77+/vrwIEDri4FAAAg1XF5GEuO1WqVxWKxe+zldf+DdLt3777v9wQHB9/3ex7W9u3b3dYW/XMuT+6bRP+cif45nyf3z5P7JtG/+2UkjOXKlUtnz561PT579qz8/f3vez9BQUHy8/NzZmkuYeJAcSdP7p8n902if2kd/Uu7PLlvEv27XUxMzF0HkIwsbVGzZk0tWrRI8fHxunTpklasWKGXXnrJRCkAAABGGRkZa9GihY4fP67Q0FDFxcWpWbNmqlChgolSAAAAjHJbGBs9evT/N+rjo8GDB7uraQAAgFSLFfgBAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAzyMdn46NGjFRERoWzZskmSChYsqIkTJ5osCQAAwK2MhrEdO3Zo/PjxKlu2rMkyAAAAjDEWxmJjY7V3717NmDFDJ06cUIECBTRo0CDlzp3bVEkAAABuZ2zO2JkzZ/T888/r7bff1rJly1SqVCl1795dVqvVVEkAAABuZ2xkLF++fPriiy9sjzt27KipU6fq5MmTypcv3z3tY/fu3ffdbnBw8H2/52Ft377dbW3RP+fy5L5J9M+Z6J/zeXL/PLlvEv27X8bC2P79+7V//341bNjQts1qtSpDhgz3vI+goCD5+fm5ojynMnGguJMn98+T+ybRv7SO/qVdntw3if7dLiYm5q4DSMZOU3p5eemDDz7QiRMnJEnz5s1TYGCg/P39TZUEAADgdsZGxgICAjRkyBB169ZNCQkJ8vf31/jx402VAwAAYITRpS1CQ0MVGhpqsgQAAACjWIEfAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgo2Fs7dq1ql+/vurUqaM333xTV65cMVkOAACA2xkLYxcuXNCgQYM0ZcoU/fTTT8qXL5/GjRtnqhwAAAAjjIWxDRs2qESJEipQoIAkqUWLFlq+fLmsVqupkgAAANzOx1TD0dHR8vf3tz329/fXlStXdPXqVWXJkuWu700KbLGxsQ/Udo5c2R7ofQ8iJibGbW0loX/O4cl9k+ifK9A/5/Hk/nly3yT6l5ykvJLSgJPFamgoatq0afr77781fPhwSVJ8fLyKFy+uHTt26JFHHrnrey9fvqyoqCh3lAkAAOAUAQEBypo16x3bjY2M5cqVSzt37rQ9PnPmjLJly+YwiElS5syZFRAQoAwZMshisbiyTAAAgIditVoVFxenzJkzJ/u8sTBWuXJljRkzRkePHlWBAgU0f/581axZ857e6+XllWyyBAAASI0yZsyY4nPGTlNK0rp16/Txxx8rLi5OTz/9tMaMGaPs2bObKgcAAMDtjIYxAACA9I4V+AEAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAuNmNGzd04MABWa1WXb9+3XQ5AAwztuhratemTRu71f0tFosyZcqkokWLqkuXLg7vn5la1ahR4653LVi9erUbq3GNN954QzNmzLDb1rRpU4WHhxuqyLnOnz+v+fPn6+LFi3bbhwwZYqgi59u6dav+++8/u/u41a5d22BFzvPnn3+qR48e8vHx0fz58xUaGqrPPvtMZcuWNV2aUxw+fFizZs3SP//8Y/f9mzZtmsGqnKN169YaOXKkChQoYNvWqFEjfffdd+aKcqLr168rIiLijs/e66+/brAq54qIiNC+ffvUtWtXrV69WvXq1TNdkiTCWIqKFCmi48ePq3nz5vLy8tJ3330nX19f3bhxQ8OGDdO4ceNMl/hAJk+eLEmaN2+eMmTIoGbNmsnb21uLFy9WXFyc4eoezptvvqkjR47oxIkTql+/vm17fHy8fH19DVbmXP369VPGjBn17LPPeuTtwIYMGaL169crf/78tm0Wi8VjwtjYsWM1e/Zs9e3bV/7+/ho7dqw++OADLVq0yHRpTtG3b18FBwerVq1aHnd8Hjx4UB06dNDYsWNVrlw5SSnf+Dkt6t+/v06dOqWAgACP+95J0vTp07Vx40ZFR0erffv2+uSTT3Ts2DH973//M12aZEWyGjdubI2Li7M9jouLszZp0sRqtVqtISEhpspymtdee+2Oba+++qqBSpznxIkT1t9++81aq1Yt65YtW2z/tm3bZr148aLp8pzm5ZdfNl2CS9WoUcN6+fJl02W4TKNGjaxWq9UaGhpq23br/9O6evXqmS7BZUJDQ62RkZHWatWqWb///nur1Wq1NmzY0HBVzlOrVi2733uepkGDBtaYmBjb5+2///5LNT9PGRlLweXLl+3+4klMTNS1a9ck3bw3Zlp36dIlXbhwQY899pikmzdqv3LliuGqHk7evHmVN29etW/fXhUqVLB7bvr06ercubOhypwrd+7cunbtmh555BHTpbhErly50uw0gHvh4+Oj//77zzbycPjwYcMVOVfu3Ll14sQJ5cuXz3QpTmexWFSiRAnNmTNHnTt31unTpz1q1N3f3990CS7l4+Nj9/169NFH5eOTOmJQ6qgiFapevbo6dOighg0bymq1atmyZXrxxRe1bNkyPfHEE6bLe2jt2rVT/fr1VblyZSUmJmrTpk3q16+f6bIeyjfffKMbN25o9uzZiomJsW2Pi4vT/PnzPSaM5cyZUw0bNlSFChXsbjzrKXPGypYtq169eql69ep2/fOU05TdunVT69atdf78efXu3VsbN27UiBEjTJf10Lp27SpJOnfunF577TWVKFHC7hedJ8wZS/oDPX/+/Jo3b546d+6sqKgow1U5T0BAgNq2basqVarYffY8Zc5Yrly5tHbtWlksFsXGxmrmzJnKkyeP6bIkcW/KFCUmJio8PFzr16+Xj4+PqlWrpsaNG2vTpk0qUqSInnrqKdMlPrT9+/dr8+bNslgsqlSpkgICAkyX9FAWLlyoP/74Q2vWrFGNGjVs2729vVW1alWP+WX+ySefJLu9R48ebq7ENdq0aXPHNovFoq+++spANa5x7Ngxbdy4UYmJiapYsaIKFy5suqSH5mgSe6NGjdxUietERkaqZMmStsfXrl3T119/7TF/6A0aNCjZ7aNGjXJzJa5x5swZ9e/fX7///rskqVSpUho3blyqCGSEsRS0a9dOc+bMMV2GS/3www9av3694uPjVblyZTVs2NB0SU7x888/66WXXjJdhkvduHFDx44dU9GiRRUTE6NMmTKZLsnp4uPjZbValSFDBtOlOF3SabxffvlFe/fuVdu2bZU1a1bTZTnF6dOn7R5bLBZlzJhROXLkMFSR8yQmJmrWrFk6ePCg3n33XYWFhemNN96Qt7e36dJwH65fv66EhIRUNR2C05QpuHz5skfPy5k5c6aWLVumRo0ayWq16ssvv9Tp06fVvXt306U9tIoVK2rYsGG2oPnCCy9o8ODBqeqD9zB27typ//3vfx67NMI///yjAQMG6LffflNCQoLKly+vjz76yCNGoyXpvffek3TzD753331XVapU0TvvvKMpU6YYrsw5WrRoobNnzypLliyyWCy6fPmyvL29lSNHDk2aNClNH6djx47VhQsXtGvXLlmtVv366686d+5cmp8i8NZbb2nSpEl2V6Hfavny5W6uyDVS87JAjIyloFWrVvrrr78UGBhoF8g8Yd6DJNWvX1/ffPONLaBcvnxZTZs21Y8//mi4sof37rvvKiEhQW3atFFCQoLmzZunhIQEjRkzxnRpTtGyZUuNGDFCffv21ZIlS7Ru3TpNnjzZY5ZGeOutt1S0aFG1bdtWCQkJmjt3rvbt26fPPvvMdGlO0bhxY3377beaPn26rl69qj59+qhx48ZavHix6dKcYtCgQXruuedsI+0//fSTNm7cqObNm2vo0KFauHCh4QofXGhoqL777js1btxYS5YsUWxsrEJDQ9P8z83du3crKChIW7duTfb52y+ISqtef/31ZJcFSg1TPBgZS8Frr71mugSXu3WkKGvWrKnmqpKHtXPnTi1btsz2eOTIkQoJCTFYkXPduHFDRYoUsT2uVq2aJkyYYLAi5zp69KgmTZpke/zmm2961PfParXKy8tLGzdutE16v3HjhuGqnGf//v12c4zq1Kmjzz//XM8++2yaX8vQx8fH7mp6X19fj/i5abFYtGfPHmXOnNl0KS4VHR2daoNz2j+KXKRRo0aKjo7WgQMHVLlyZZ05c0a5c+c2XZbT5MmTR3PmzFHLli0lSWFhYR7Tv4SEBCUmJtp+aCYmJnrUnA5PXxohPj5eMTEx8vPzk3RzfocnLUD59NNPq1OnTjp58qQqVKigPn36qFixYqbLcpr4+HhFRUXZLgiKiopSYmKiYmJiFB8fb7i6hxMQEKCwsDAlJCTo8OHDmj17tkd873r27CnpZii7/WSZxWLxiDuzSKl7WSBOU6Zg3bp1Gjp0qLy8vDR//nzVqVNHH330kcdMDD9z5oz69u2rP/74Q1arVaVLl9a4ceM8IpCNHDlSZ8+eVYsWLSTdXPLiiSeesM3VSevWrFmjCRMm6Pz586pYsaJtaYQ6deqYLs0pPv30U23YsEGNGzeWxWLRokWLVLFiRb355pumS3OKa9euadWqVQoODlbevHn1zTffqGHDhh5zEca6devUv39/FS1aVFarVUePHtW4ceO0YcMGZciQQW+//bbpEh/YlStX9OGHH2rt2rVKSEhQ5cqVNWTIEI+4OEHy/IufBg0apO3bt6fKZYEIYylo0qSJPv30U3Xu3FlLlizRvn37NGDAALvTX54gaaFXT5ncLt38y/yzzz7T+vXrlZCQoKpVq6pbt262kRZP4IlLI9xq0aJF+vXXX5WYmKgqVaqoSZMmpktyqsjISO3du1eNGzfWnj17VKZMGdMlOc2ePXuUJ08ebdu2Td7e3ipbtqyyZcumK1eueNTPGU8UEhKiFStWmC7DZVLzskCcpkxBQkKCcubMaXv8zDPPeNSpkvPnz2vQoEHavHmzR16xlj9/fi1cuFDnzp3TihUrPGJ5hD179tg9LlWqlKSb84327Nmj4sWLmyjL6SZOnKi3335br776qm3byJEjU8Vfr86wePFizZw5UzExMapVq5a6d++uXr16qWnTpqZLc4q+ffvqxx9/vGOExROC2MiRI5Pd7inHZkBAgD777DOVK1fO7lSep/xs6dGjh65evao9e/YoPj5eJUuWTDXHJWEsBZkyZdLp06dtAWzbtm0eNbLy/vvvq1SpUvr4449tV6wNGzbMI65YGzZsmK5du6YGDRrIy8tL27dv18mTJ9P8D8ykeR3J8YR5HZMnT9alS5f0ww8/2N2aKy4uThs2bEjz378kc+fO1YIFC9S6dWs9/vjjWrx4sd544w2PCWOBgYFavny5goOD7X6hZ8+e3WBVznFrH+Li4vTLL794zJWG0s2Ln3bu3Gl3xasn/GxJEhkZqe7du+uJJ55QQkKCzpw5o2nTpqWK5VYIYyno27evOnTooHPnzqlZs2Y6evSox6wDJHn2FWt//vmnvv/+e0nS448/rkmTJik0NNRwVQ9vzZo1pktwqVKlSmnXrl3y8vKy+6Xn7e2tcePGGazMuby8vOz+Gs+VK5dHXWCyevVqRURE2G2zWCzat2+foYqc5/bTWZ06dVK3bt0MVeN8nv4zZsyYMRo3bpyef/55SdLmzZs1evRohYeHG66MMJaiMmXKKDw8XDt27FBiYqJKlSplu6m2J/DkK9bi4uIUGxtruyFsWr+CK0lKp0iSpPWRo2rVqqlatWqSUsccDlfJnj279u3bZ/u8LVu2TNmyZTNclfPs2rXLdAlukyVLFp09e9Z0GU5z4cIFLVu2TFevXpXValViYqKOHTumjz/+2HRpTnH16lVbEJNuLhD+4YcfGqzo/xHG7mLnzp367bff5OPjoyxZsnhUGKtbt67at29vd8Wap1yN9+KLL6pjx44KDQ2VxWLR999/b/sln5Z5wmmeexEREeHRYeydd97RW2+9pePHj6ty5cry8/PT1KlTTZflNImJifryyy918OBBDRkyxKNuGXTrH0RWq1V79uxRoUKFDFbkXG+//bYyZsyov/76S5UqVdKmTZsUHBxsuiynsVgsOnXqlO1elCdPnkw1xyVXU6Zg2rRpWrZsmerUqaPExERFRESobdu2atWqlenSnGbx4sVav3697Yq11157zSNGxxISEhQWFqbNmzfLx8dHFStWVPPmze0Wa/Qkf//9t77++mv169fPdClO0bNnT2XLlu2OScSecqN36eYxevToUSUkJKhgwYIecYFJktGjR9tuGRQeHq5u3bqpWLFiaX7kVrrzarzHHntMDRo0SDWTwB/WSy+9pJ9//lnDhg1T8+bNlSNHDnXv3t1j7u6R1LeKFSvKYrFow4YNGjp0aKoYiGBkLAXff/+9wsPDbR+yDh06qGXLlh4Txnr37q3atWtr1KhRHrO+URJvb2+1bdtWbdu21cWLF5UtWzaPCJm327lzp2bPnq1Vq1apdOnSpstxmosXL+rixYs6duyYbZvFYvGYMHb+/Hnt3LlTNWvW1Lhx47Rr1y4NGjTIIxYPlW7Ow0m6ZVDWrFk1a9Ysj5izKXn26XNJeuKJJyRJBQoUUFRUlBo0aOAx0zykm2GzYMGC2rJlixITE9WlS5dUsywQYSwFfn5+dreGyJYtm0ddTfniiy8qIiJCI0eOVJkyZVS7dm1Vr149Tf+Fd+XKFQ0bNkxNmzZVhQoV1Lt3b0VERCh37tyaOXOm8ufPb7rEh5Y0Sjtnzhzt3r1bvr6+mjFjht08iLRu7ty5pktwqYEDB6py5cravHmz1q9fr/bt22vkyJH6+uuvTZfmFJ56yyDp5hIPiYmJdtsyZsyogIAAffjhh6nmF/uDevzxxzVjxgyVLl1aU6ZMUZYsWTzqVl1vvPGGZsyYYfd9atq0KRP4U6OVK1dKkgoWLKju3burSZMm8vb21pIlSxQUFGS4Oudp0KCBGjRooLi4OEVERGj8+PEaPHiwIiMjTZf2wMaMGaPMmTOrSJEiWrdunTZv3qzVq1crKipKY8aMSfPzcmbMmKGwsDBlyZJFDRs21JQpU9S8eXOPCmKS56/ldPHiRbVv315jxoxRvXr11LhxY4WFhZkuy2k89ZZBktS2bVtlzpxZbdq0kZeXlxYuXKjDhw+rWrVqGjZsWJr/Q2LEiBFasWKFypUrp6CgIE2ePFl9+/Y1XdZDe/PNN3XkyBGdOHFC9evXt22Pj4+3XehlGmHsNrd/mL788kvb///55x93l+My1xNNtAAAIABJREFUW7du1caNG7Vp0yadPXtWzz//vCpXrmy6rIfyf+3de1zM+f4H8NfMlBVtuWySdVuXWKEVNpEKqaWLUkpWrbWu2y5ZIpRc2qgkl7UIZy/ZKKeL9oTWtdKmFf1ccmstsaWk3Eb3mfn90WPmNCnnHDN85/vxfj4e+3hoZh965cHMez6X9/v//u//kJKSAoFAgIyMDIwfPx5GRkYwMjJCWFgY1/FUtnHjRjg7O2PevHmKQ8Msbr+y3suprq4OdXV1yMzMxIYNG1BVVYXKykquY6nNypUrERoaivLycnh5eSlGBrEgJycHiYmJiq9nzpwJd3d3hISEtNjdnU86duwIHx8fAIC/vz8z51CXLl2KoqIiBAUFISgoSPG4SCRCnz59OEz2b1SMNcH3Tzb/LR8fHxgYGGD+/Pnw8PBgYhtBJBIpipO8vDzMnDlT8RwL91QOHTqE/fv3Y8qUKfjggw/g6ur6wpYJC1jv5TRu3DhYWFjgww8/xMCBA+Ho6AhHR0euY6mNrq6uxrQLULeqqio8ePBAMZ3lwYMHqKmpAdBwKYOvGq8WNefXX399Q0lej65du6Jr1644evSoYgtd084T023KJubNm/fS53fu3PmGkrxeDx48QGZmJs6cOYNLly7B2NgYlpaWvL6gMHnyZPz000+orKzE2LFjcfr0aRgYGKC0tBSzZ89mZq7o8+fPkZycjLi4OBQUFMDFxQWzZs3i/XmVl7G3t0daWhrXMdQiPz8fHTt2hKGhIQQCAa5fv87MNh7QsIPw7bffIisrC9ra2rCyskJAQAD09PS4jqayxMREREZGwtLSElKpFNnZ2Vi+fDlu376NBw8eYO3atVxHfCV//PEHgIYPrUFBQS8cFeD7ynRz54mPHDmC999/X2POE1Mx1kRSUtJLn3d1dX1DSd6MiooKnD59Gnv27EFZWRnOnTvHdaRXlpiYiO+//x4ymQxDhgzBxo0bcfLkSURGRmL69Onw8vLiOqLa5ebmYv/+/Th+/DguXrzIdRy1aK6XU/v27ZkY1QUAEyZMwJEjR7iO8drMnz8fxsbGcHd3h0QiQVxcHO7fv4/NmzdzHU0tbt26hczMTGhpacHS0hI9e/bE33//jc6dOzOxw+Dq6vof3wf5JigoCEKhEAsXLsTly5cREBCAxMRE3Lx5E3FxcRpxnpiKsZcoKSnBjRs3YGlpidLSUnTp0oXrSGqzZcsWZGZmoqSkBGPGjIGtrS1GjhzJ+35Hly9fRllZGaysrKClpYWEhAQIhULmiuimKioqmGlKzHovJz8/P4wbN47J2Y1Aw+WgpqvQTk5OvN7qys7OhoWFheKCV1OstF0B2CzGnJycFOeJ161bh7q6OsUq5sSJE3H48GGOE9KZsRalp6cjODgYQqEQBw4cgIODAyIiImBra8t1NLV49uwZAgICMHToUMWe+ZMnT3g/lmXQoEFKX7u5uXGU5M1ipRADlM+MsVRkyrE8uxEAOnXqhHv37qFbt24AGj7UGhgYcJxKNampqbCwsGj2TDFLPfBYxYfzxFSMteC7775DfHw85syZg06dOiE2NhbLli1jphg7f/78CzecPv30U8WAbULetIcPH2Lr1q3o1KkT3Nzc8MUXX+D27dt4//338d133zFzrorV2Y3y87YVFRVwcXHByJEjIRQKkZOTg379+nGcTjXyrfNPPvmE1+dqW5Kfn6/4dXV1Na5evapUpJiYmHARS22EQiGePXuGyspK3LhxA+bm5gCA0tJSjdkNomKsBRKJRHFjBgA+/PBDjbl1oYrPPvsMly9fRk1NDczMzBSPS6XSF1aViGb6+uuv4eXlhZEjR3IdRa0CAwNhZGSEwsJCeHl5wcPDA97e3jh16hS+/fZbZm46S6VS7N27FxkZGaivr8eoUaMwb9483p83ammkjI2NzZsN8hrt37+fyWLs66+/Vvq68eq0QCDAiRMn3nQktZo+fTpcXV0hk8kwYcIEGBgYKJ0n1gR0ZqwFn376KSIiIuDr64ukpCTk5uYiPDxcIzr1qkIsFuPx48dYsWIF1q9fr3hcS0sLBgYGTMxvfPToEdq3b891jNcmJSUF8fHxKCsrg4eHB9zc3Jg4b+Tg4IDU1FTU1dVh9OjROHv2rOI5vp85aiwiIgLXr1+Hl5cXpFIp4uLi0KtXL6xcuZLraGrx2Wef4aeffuI6xmvxNsxNZZWmnyfm90ex12jx4sWYOXMmysrK4OnpiTt37mDbtm1cx1KZrq4udHV18fPPP0MsFkNXVxdXr17FzZs34eDgwEQx5uDgAAsLC3h5eWHYsGFcx1E7+fSEW7duISEhAe7u7hgyZAi8vb0xePBgruO9MvnKkLa2NgwNDZWe05StBHXIzMxEQkKC4meysbGBs7Mzx6nUR74d1LhYYQXrc1NZpunniakYa4GZmRni4+ORl5cHqVQKU1NTpg4Sb926FYWFhVi8eDFmzZqFPn364Ny5c/j222+5jqaykydPIjU1FeHh4aiqqsLUqVMxadIkZm7jAQ1bXYWFhbhz5w4kEgk6duyI1atXw8bGBgsWLOA63itp/EGg6YcClhbwZTKZUnHZqlUrpopNHR0djBkzBv369VMqyFjo0cjKVjnRPLRN2cTbcoVZPg8vLi4ORUVFWLlyJdzc3JCQkMB1NLXKycnBihUrFIeKFyxYwPstzKioKCQmJqJbt26YNm0a7O3toa2tjcrKSowZMwY5OTlcR3wlw4YNU6xk5ubmKq1qnj9/ntc98Brz9/dH+/btMX36dAgEAuzbtw8PHz5EZGQk19HUoqW2CJqyHfQqli9f/tLnGx/5IORV0MpYE2/TFWYdHR38/vvv8PT0BADU1tZynEh9MjIycPDgQZw/fx5OTk6YPHky0tPT8eWXX2L//v1cx1NJRUUFdu/e/cLtwjZt2vD6Db3xmammh8FbOhzOR8HBwQgJCcHUqVMhk8lgaWmpNC+P71xdXZnr0di3b18AwIULF1BcXAxnZ2eIRCIcPnxY0cKDBTExMXB1dWVqF6Gx48ePa2xHBFoZe0t98cUX6NatG3777TecOHEC27dvx7Vr17B3716uo6lszJgxaNeuHaZNmwYnJye0bt1a8dy4ceN4ezOouLj4pc/z/Q3vbXLu3DkMHz4cjx8/Rm5ursa+QbyKpj0a7e3tmenR6OXlhX/84x/Q0dEBANTU1MDHxwdxcXEcJ1OPwMBAnDp1CjY2Npg6dSpzN+zll4Q0Ea2MtaCsrAwhISE4c+YMRCIRxo4di+XLl/O+KapcWFgY4uPjsWvXLujo6EAgECAsLIzrWGoRGRmp1LajMb4WYkDDC4lAIIBMJkN1dTXatGkDLS0tPH36FB07dsSZM2e4jkj+C1FRUbhw4QJiYmJQXV2N6Oho3Lx5E19++SXX0dSC5R6N5eXlaNWqleJrgUCAR48ecZhIvUJCQiAWi/Hrr79izZo1kMlk8PLygpOTE9555x2u46nM2NgYO3bseOE2rCb0UaOVsRZ88cUXGDBgADw8PBTz1YqKirB161auo70WMpkMhYWF6NmzJ9dRVPb8+XNERkbi1q1b2LJlCzZt2oRly5ahbdu2XEdTi1WrVsHc3BwODg4AGgrM48eP07kVnnB0dERSUpLi0H5tbS0mT57MTMPlyZMnIzExES4uLkhOTgYATJo0CYcOHeI4meqCg4Nx9+5dODo6QiaT4dChQzAxMUFAQADX0dTq0aNHOHToEGJiYqCvr49Hjx4hKCgIY8eO5TqaSprLryl91GhlrAUlJSVKW3bLli3DxIkTOUykXvv370dERASqqqoUj3Xo0AFZWVkcplKPkJAQdOrUCeXl5XjnnXcgFouxatUqXp+nauzKlSuKuWpAw9Zr03mORHPV1dUp3Z7U1tZmoqG0nI6ODoqLixU/U25uLhOrKkDDwOlffvkFx44dg0AgwIQJEzB16lSuY6lNdnY24uLikJ2dDXt7e2zfvh39+/fH3bt3MW3aNN4XYydPnuQ6QouoGGtBly5dcPfuXXTv3h0A8ODBA6WO/Hy3e/du/PDDD9ixYwf8/Pxw6tQplJSUcB1LLa5du4b169cjPT0dOjo62LhxIxwdHbmOpTZSqRQ5OTmKkR4ZGRlMvZmXlZUhKSkJjx8/Vnp86dKlHCVSLzMzMyxevBju7u4QCARITk6Gqakp17HUhtUejUBDLzxbW1u8++67kEgk+Pjjj5nozSi3Zs0aeHl5Yd26dXj33XcVj3fv3h0eHh4cJlMPTd41oWKsBUKhEC4uLrC0tIRIJEJ2djY6d+6smL/G95457dq1g6mpKT788EOUl5dj/vz5zKz8NX1xlEgkTL1gBgYGws/PD9ra2pBKpQCA7du3c5xKfebPn4/OnTszdUutsaCgIGzduhXr16+HlpYWLCwslMbP8B3LPRozMzPh7++PoUOHQiKRIDw8HOvXr2fiPByAFwbYN8bX/oWNafKuCRVjLfjkk0/wySefKL62srLiMI36aWlp4cmTJ+jRowcuXbqEUaNGQSKRcB1LLYYPH46IiAhUV1cjMzMTv/zyi2IViQXDhg3DqVOncPPmTQgEAhgbG/N+rmFjdXV1TG+7tmnThrkzRgBe6AMnPyB969Yt3Lp1C8OHD+cillpt2bIF+/btQ58+fQAABQUF8Pf3Z6YYO378OEJDQ/HkyRPIZDLIZDIIBAJcuHCB62hqocm7Juy8gquZvEGhTCbD1atX0b17d6VlW77z8PDA3LlzsXPnTri4uODYsWPo1asX17HUYsmSJYiOjsa7776LqKgojB49mpmbagBQWVmJ8PBwpUHTK1euZKY3kImJCW7evAljY2Ouo6iVvMi0tbXFoEGDEBkZiV9++QUmJibYvHkzOnbsyHVElcjPMVZVVaG4uBh9+/aFSCTCzZs30bt3byYO8NfV1SkKMaCh/xgrH2KBhrmpAQEBGDBgAFNHH+Q0edeEirEmSktL4efnh3nz5sHS0hLe3t4oKCiAlpYWdu/ejYEDB3IdUS3c3d0xceJEtGnTBnFxcbh8+TJGjx7NdSy10NbWhq+vL3x9fbmO8lqsX78eEokE27dvh0QiQWxsLNatW8dMaxIzMzO4uLjAwMBAacVPE248qWLTpk24ffs2PD09kZubi9jYWOzevRs3btzAhg0bEBERwXVElcgHufv5+SE8PFzRXiY/P5/3xzrkWrdujcuXLyv6b12+fFnRc4wFenp6TDU2b0qTd02oGGtiw4YNsLa2xscff4y0tDTcv38f6enpuHv3LjZs2IAff/yR64gq+e233xT/2Orq6gAAhoaGMDQ0xPfff8/rFSQnJ6eXPi9/s+C7ixcvIiUlRfF1SEiIos0FC/bu3YuNGzcqLs+w4syZM0hISECrVq0QExMDW1tbDB06FEOHDsXPP//MdTy1uX37tlKfPxMTE6XB2nzm7++PefPmoUePHhAIBPjrr7+wZcsWrmOpjampKdLT02Ftbc11lNdCk3dNqBhr4s8//0RUVBSAhmu+tra2aNOmDfr374+ysjKO06lux44dimJsxowZSnPkjh07pjF/MV8FSyNlXkYikUAqlSqW16VSKUQiEcep1EdPT4+ZyySNiUQiRcPQvLw8TJkyRek5VrRu3RqJiYmYNGkSZDIZDh48CD09Pa5jqcWwYcOQmpqKixcvQiqV4qOPPuL9rNvG0tPTsW/fPmhra0NbW5u5M2Nnz57V2F0TKsaaaPyimJeXh4ULFyq+rq+v5yKSWjXu8du03y/f+/927dqV6whvhIWFBfz8/ODl5QWgoWecpiy1q8OIESMQFhYGOzs7pW7nmtAlW1W1tbWoqqrClStXsHHjRgDAkydPFLdiWRAaGoolS5YgMDAQADBw4ECNuK2mqqysLOjp6WHQoEGKlaPr168zMe9Wju87P//Jtm3bEBwcDHd3d7i5ucHQ0JDrSApUjDXRunVrlJSUQCwW486dO/j4448BNNwIYuEAf+NDmU0PaPL9wGbTcUFt27aFSCRiblxQQEAAvv/+e2zatAlSqRSWlpa8XtFsSr6dnJaWpnhMU7pkq8LR0RE+Pj6QSqUwNzdH165dkZeXh02bNv3HLXY+6d27N5KSklBeXg4AvL+YADSMjzty5Aiqq6uxbt062NjYICwsDPv374ezszPX8dTm/fffxx9//KG4Tdn4cRbEx8fj1q1bSExMhIeHB/r3748pU6ZoxG1YKsaamDdvHlxcXFBfXw9vb2/o6+sjMTERmzZtwqpVq7iOR14iLy8PQMvjglihpaWFL774Aubm5pBIJBg8eDAzHc4Bze6SrYpZs2aha9euKCsrU9zWPn/+PMzNzTF//nyO06nPw4cPsXz5cmRnZ0MikSgOTWvSKsT/6tixY0hJSUFZWRm+/fZb/Pjjj3j69Cl+/vlnDB06lOt4ahMYGIiMjAz06NFD8ZhAIGDqUH/v3r3h7+8Pe3t7hISE4JtvvsGlS5e4jkXFWFM2NjZISUnBo0eP0K9fPwANDVIjIyOZ2Ap6+vQpjh07BplMhmfPnuG3335TPPfs2TMOk6kP6+OCLl26hC+//BLvvfceJBIJSktLsXPnzhaHo/PF7t27MXv2bISEhDT7vHzbi88a9y4EGgo01qxbtw6mpqaIjIyERCJBTEwMVq9ejR07dnAd7ZW1bdsWenp60NPTQ35+Puzt7REUFKQ01ooF2dnZOHz4MDNtcpoqLy9HSkoKkpKSIJFI4O7ujl27dnEdCwAVY83q1KmT0ugjvs/jaqxLly6Km1tGRkaIiYlRPGdkZMRVLLVifVxQWFgYNm7ciBEjRgBoeAHdsGED4uPjOU6mGvkxgHbt2nGchKjizp07SjcMFyxYwPvbvo17UbVr1w6rVq1iqtGynJGREbOFGADY2dnBzs4Oq1atwrBhw7iOo4S9v03kpRoXX6xqblwQSytjz58/VxRiQMOB/tDQUA4TqUdcXBymTp3K1Gigt1F9fT1qamoUW+dVVVVMfRhq06YNk4UY0NDjb9GiRRgzZgxat26teJyVbcr09HSNLTbZ/BtF3mqNxwUBQL9+/Zh68RQIBCgqKlIcqv3777+ZaI3A99u8pMHEiRMxY8YMTJ48GQKBAAkJCbC3t+c6lkpKSkoU2+eNfy3HwhY68O9ztwcPHlQ8xsKZsYULF2LLli2KG+hNaUIPSnbeochbT37maN26dc1+EmflBdPX1xeenp6wsLCAQCDAmTNnEBwczHUsldXU1ODq1astFmUstLYAGlaKjh49+sKNtc8//5zDVOrj6+uLzp07IzMzE1KpFJMnT4a7uzvXsVTy6aefNvtr1rC6czJ79mwAmt2LkoqxFvz111/YvXs3Hj9+rPSCycpYDxbJzxyx1ISxMbFYDF1dXdja2qJXr144e/YspFIp5s6di969e3MdT2X37t3D119/3WwxxkJrC7mlS5eiqKgIxsbGTG3fNebm5gZXV1dcu3YN3bt35/3P+bZsnZeVlWHlypUoLCxEbGwsli5dig0bNsDAwIDraCoRCATIz89H27ZtuY7SIoGM9gaa5eHhgcGDB78wMFV+JZ3vNm/eDD8/P6XHQkJCmFk9aiorKwujRo3iOoZKBg0ahKFDh8LGxgbW1tb44IMPuI6kVi4uLkhOTuY6xmtnZ2eHw4cPM7V1Drx8rm90dLRiniPRXF999RWsrKywb98+JCQkYPPmzSgoKEB0dDTX0VTyskt4mvJBj61XAzWqqqpisjDZunUrnj59isOHD0MsFiser6urw5kzZ3j9M+fn52PdunVo164dQkND0aFDBxQXFyM0NBQZGRka0UtGFenp6Th79iyys7Oxb98+CIVCWFtbw8bGBh9//DFz1+xZ1blzZ64jvBasz/V9GxQVFcHDwwOxsbHQ1taGv78/Ew2J+dC7kIqxFvTo0QMPHjxQanHBAlNTU1y+fBlCoVCphYBIJFKMZ+Gr1atXY8KECSguLsaOHTtgbm6OgIAAmJqa4tChQ1zHU1mHDh0wceJExdzGoqIi/P7774iIiEBhYaHi8C1fadpV89fF2NgYPj4+GD16tNKNNb6fGWN9ru/bQCAQKI3mEovFzIzqKi0tRXR0NM6fPw+BQAAzMzPMnj1bYz4cUTHWAqlUCkdHR5iYmCh1N+f7mTFra2tYW1vDysoKgwcP5jqOWj179gwzZ86ERCKBvb09jhw5gjVr1vC+x1FT9+7dw8mTJ5GVlYWrV6/CxMQEHh4eXMdSGZ9XZf8Xz58/R48ePXD37l2uo6gV63N9gYYmvXv27FF6zMPDg/c9/uTs7OywZMkSPHv2DAcOHMDBgwcxYcIErmOp7P79+/D09IS9vT0WLlyI2tpa5OTkwN3dHXFxcRox7omKsRaMHz8e48eP5zrGa6Orq4vly5czdUFBR0cHQMObQk1NDaKjozFgwACOU6lPVFQUTp48iefPn2P06NGYNm0aLCwsmBqF9DZYv3491xFeC5bn+i5YsAC3b9/GvXv3lLbt6uvrlYbZ8928efOQnJwMqVSK33//HZ6enkx80Nu8eTO++eYbuLi4KB6zt7eHiYkJNm/ejIiICA7TNaBirAWurq4oKSnBjRs3YGlpidLSUnTp0oXrWGoTEBCAwYMHY/jw4by/6STXuKhs3749U4UYAOzatQtjx47FnDlz8NFHH3Edh/yP5L2OWjqDowm9jlTB8lxf+Q3YoKAgpfYIIpEIffr04TCZ+rm4uCgVLSxcfrp69SrCwsJeeNzNzU1jLidQMdaC9PR0BAcHQygU4sCBA3BwcEBERIRGTHdXBxYvKEilUqXeTU37OPF9zM7Ro0dx6tQpREZG4s6dOxg1ahRsbGxgaWmpsV2lyb/xodeRKlie69u1a1d07doVgwYNUqz4seTKlSsICQlh9vLTy5pGaMrKJhVjLfjuu+8QHx+POXPmoFOnToiNjcWyZcuYKcZYvKBw8+ZNjBgxQvEPr/EbgEAgwLVr17iKphY9e/bE559/js8//xxPnz5FRkYGjh07hvXr16NXr1744YcfuI5IXmLgwIEAgOTk5BfGVy1YsICJN3mW5/oCQEFBAWQyGTO7CXJr1qxh+vKTSCRCaWkpDA0NlR4vLS2lYkzTSSQSpReVDz/8kKl/gCxeULh+/TrXEd6Y4uJiVFRUoLa2Ftra2kqDjIlmCg4ORmlpKc6fP4+KigrF4/X19bh37x6Hych/y8DAAA4ODjA1NVVqIMr3XQbWLz9NnToVK1aswJYtWxS7COXl5Vi6dCmmTZvGcboGVIy1QEdHB8XFxYoCLDc3l6mD0qxfUGBRTEwMcnJycO7cOejr68PKygru7u4wNzdXapFANJO7uzsKCgpw48YNpVmNIpGIzgDyxJAhQzBkyBCuY6gd65efvLy8cPfuXYwePRp9+vRBfX097ty5Ax8fH7i5uXEdDwB14G/RhQsXsGLFCpSVlaFPnz64c+cOtm3bxvutBPlIncePHzf7PN/PVbFs1qxZsLKygpWVFXr27Ml1HPKKAgMDXxg0TfijuroahYWF6Nu3L2pqahSFDJ81nn7h7OyMlJQUjhO9HqWlpbh48SKAhp6bTbctuUQrYy0wMzNDfHw88vLyIJVKYWpqig4dOnAdS2Xe3t5ISkrCiBEjIBAIlA42snCuimVN+xsRfpK/GbCK5bm+Fy9ehK+vL7S0tHDgwAFMmjQJO3bsgJmZGdfRVML65Sc5Q0ND2NnZcR2jWbQy1gIPDw94enpi4sSJTHzyIYRohvnz56OmpgZmZmZK54743oFfjuW5vtOmTcPatWuxZMkSJCcnIz09HVu3bkVCQgLX0VTSv3//Fz6cy9GH9DeDVsZa8NVXXyEpKQmRkZGwtbXFlClTmBh0+59u3LHyhkCIppKvMhQVFXGc5PVgsW2OXHV1tVJfMWtra8UIKD57my4/aSoqxlogP5vz9OlT/Prrr1i1ahVkMpliX52vbt68yXUEQt5qrHbgl2OxbY6clpYWnjx5oljx++uvvzhORFhBxdhL1NfX4+zZszhz5gzKy8sVA5r5rLk3gtraWo3ptUII6/Ly8hAdHY3KykrIZDJIpVL8/fffOH36NNfR1ILFtjly8+fPx/Tp01FWVoZvvvkGWVlZWLt2LdexCAPozFgLQkJCkJqaiv79+2PKlCmwtbVlomCpra1FUFAQbG1tFa0t5s6diw4dOmDdunXQ0qL6nJDXycHBAZMmTUJaWhqmTp2KEydOoHv37lixYgXX0dQiKSmp2cdZODMGAIWFhcjKyoJUKoWFhQV69+7NdSTCAHrnbUHbtm0RHx+Pbt26cR1FrbZu3QqxWKx0+2ft2rVYs2YNtm3bhkWLFnGYjhD2CQQCzJkzB48ePUKvXr3g5OSkMb2O1IH1ub719fWQSqXQ0tKiD69EbahtdwsWLVqE/Px8REVFoaqqCv/617+4jqQWp0+fRmRkJDp27Kh4zNDQEOHh4Th+/DiHyQh5O8hvUHbv3h0FBQVo3bo1UxMU0tPTMXXqVKxZswbl5eVwcHBg5rUlISEBPj4+uHz5MnJzc/Hpp58iLS2N61iEAVTWtyA6OhpZWVkoKSnBjBkz8N1336GwsBC+vr5cR1OJtrZ2s93adXV1mdiGJUTTDRo0CH5+fli4cCHmzp2LO3fuMLXCwvJc3x9//BFJSUmKywnFxcWYO3eu0kQFQl4FOx/H1Cw1NRW7d++Gjo4O2rdvj/j4eCZWx4RCIcRi8QuPi8Vi1NfXc5CIkLfLypUrMWPGDHzwwQdYsWIFpFIpIiMjuY6lNizP9dXW1lb62bp06QJtbW0OExFWsPNxTM20tLSUVor09PSY+PTq6OiIwMBAhIaGok2bNgCAyspKBAYGamxnYkJY0HgEWc+ePfH48WN89NFHzM2lZHGub35+PgCgX79+WLt2LTw9PSESiZCYmMj77vtEM/C/unhNjIyMcPr0aQgEAtTW1mJ+ZC/FAAAJnUlEQVTv3r14//33uY6lss8++wzBwcEYNWoU+vbtC6lUilu3bsHJyYn3W7CEaDL5CDI5VkeRLV68GDNnzkRZWRk8PT0Vc3357Ouvv1b6unEbEoFAwGyTW/LmUGuLFpSWlmLp0qU4d+4cgIahopGRkczcCioqKkJ+fj6EQiEGDx7MZINGQjRJQEAA8vLyMHbsWLi5uSl1cmfN06dPmZvrS8jrRMVYC0pLS2FoaIiqqipIJBLo6urizz//ZPoFlBDyelVVVeG3335DcnIyKisr4ezsDCcnJ+jp6XEdTW1YnutbWVmJ8PBwZGRkoL6+HqNGjcLKlSuhq6vLdTTCc1SMNSE/1+Hj44OYmBjIZDIIBALU1dVh+vTpOHr0KMcJCSEsKCkpwaFDh3DkyBH07NkTmzdv5jqSWmRkZCApKQk5OTlMzfUFgKCgIEgkEnh7e0MikSA2NhYSiQRhYWFcRyM8R2fGmli8eDGysrIAAObm5orHtbS06PoyIURtKioqUFFRgUePHin1/eM7Vuf6AsDFixeRkpKi+DokJAQODg4cJiKsoGKsib179wIAli9fzvxAX0LIm3X//n2kpKTg0KFDEIlEcHZ2Rnx8PAwNDbmOplYszvUFGtp2SKVSRZNeqVQKkUjEcSrCAtqmbIZMJkN9fT20tbUhFovx+++/o1+/fujRowfX0QghPOXt7Y3bt29j4sSJcHFxwYABA7iO9FqwOtcXaPjZHjx4AC8vLwDA/v378d5772HVqlUcJyN8R8VYE3/++SfmzJmDoKAgWFhYKIbbisVibNiwAaNGjeI4ISGEj/r374933nkHQqHwhRYXAoEAFy5c4DCd+kRFRcHd3Z25ub5Aw4rf999/j8zMTEgkEowePRq+vr7MFJuEO1SMNTFnzhw4OjrC2dkZCQkJ2LNnD1JTU1FaWopFixbhwIEDXEckhPBQUVHRS59noY+h3NGjR3Ht2jXMmzcPJ06cgKOjI9eRXpusrCz6kE5URmfGmrh//z6cnZ0BADk5ORg3bhyEQiGMjIyaHSNECCH/DZaKrZdhca7vlStXEBISgnbt2iE0NBQdOnRAcXExQkNDkZGRgUuXLnEdkfAczaZsQn4wEwDy8vIwfPhwxdc1NTVcRCKEEN5gca7vmjVrYGdnh65du2LHjh04fvw4nJ2dUVVVhUOHDnEdjzCAVsaa0NfXx/Xr1yEWi1FWVqYoxi5cuMDcjSdCCFE3Fuf6Pnv2DDNnzoREIoG9vT2OHDmCNWvWUFsLojb8/hfyGnzzzTeYMWMGxGIxlixZgjZt2mDv3r3YuXMntm/fznU8QgjRaCzO9ZVPEhCJRKipqUF0dDSzt2EJN+gAfzNqa2tRXV2tGFFy4cIFdOjQAT179uQ2GCGEaDgW5/q6uLgomtY6OzsrNX4lRB1oZawZrVq1UlpmNzMz4zANIYTwy08//fTCXF8+k0qlePLkCeRrF41/DQDt2rXjKhphBK2MEUIIURnLc3379+8PgUCA5t4uBQIBrl27xkEqwhJaGSOEEKIyluf6Xr9+nesIhHG0MkYIIURtaK4vIf87KsYIIYSoBc31JeTVUNNXQgghKvvzzz8xbtw4nDlzBtXV1ZgyZQqioqIwffp0xfYlIaR5VIwRQghRWXh4OPz8/DBmzBikpqYCaOjGHx8fj23btnGcjhDNRsUYIYQQldFcX0JeHRVjhBBCVEZzfQl5ddTaghBCiMpori8hr46KMUIIISqjub6EvDpqbUEIIUQtaK4vIa+GijFCCCGEEA7RAX5CCCGEEA5RMUYIIf+Fe/fucR2BEMIoOsBPCOGNfv36oXXr1hAKhZDJZNDV1cXYsWOxePFi6OvrAwBmzZqF8ePHw9PTU23fd9++ffjjjz+wdetWtf2ehBAiR8UYIYRXDh48CGNjYwANjUZXr16NOXPmYP/+/RAKhdizZ4/av+ejR4/U/nsSQogcbVMSQnjLyMgImzZtQkFBAU6fPg0A8Pb2xr59+wAAY8eORVBQEMzNzREcHAwAiI2NhZ2dHczNzeHr64uysjLF75eWlgYHBwcMGTIE7u7uuHLlCtLS0rBr1y4cP34c7u7uAIArV65g+vTpGDp0KD755BMkJiYqfo+m37O4uBg+Pj4YNmwYbG1tER4eDro3RQhpjIoxQgivtW3bFmZmZjh//nyzzxcXFyM9PR3+/v44cuQIoqOjsX37dmRkZKBbt25YtGgRAKCgoAD+/v5YtmwZzp8/D1dXV3z11VewtbXF3LlzYWtri3/+85+oqKjAjBkzYG9vj7NnzyIsLAxhYWFIT09v9ntGRUXB2NgYf/zxB/bt24fU1FRkZ2e/kT8bQgg/0DYlIYT39PX18ezZs2afs7e3R+vWrQEA//znPzFjxgz07dsXQEOj0qFDh+L27ds4cuQIRo8eDSsrKwCAl5cXBgwY8MIq1okTJ2BkZARvb28AgKmpKTw8PJCcnAxra+sXvue7776Lc+fOIS0tDaNGjcKpU6eURgcRQgi9IhBCeO/x48fo0qVLs8+99957il/fv38fmzdvxrBhwzBs2DCMHDkSAoEAxcXFePjwITp37qz4f4VCIYYMGQItLeXPrBUVFS98ry5duqCkpKTZ7+nv74+RI0di06ZNGDFiBL788ks8fPhQpZ+XEMIWKsYIIbwmFotx4cIFmJiYNPu8QCBQ/NrAwACBgYHIzc1V/JeUlIThw4fD0NAQpaWliv9XJpMhPDwcFRUVSr+fkZERioqKlB77+++/lQqwxt/zxo0bmD17No4dO4ajR4/i+fPndCuTEKKEijFCCG/du3cPixcvxsCBA2Fpafkf/39XV1f88MMPKCwshFQqRUxMDDw8PFBVVYUJEyYgKysL2dnZkEqliI2NxdGjR6Gvr49WrVpBLBYDAKytrfHw4UPExMSgrq4OFy9exMGDB+Hk5NTs99yxYwc2btyImpoadOzYESKRCO3bt1frnwMhhN/ozBghhFemTJkCoVAIgUCAdu3aYfz48Vi4cKHSalRLJk2ahMePH2P27Nl4+PAhevXqhV27dkFfXx/6+vrYtGkTQkNDUVRUhH79+mHnzp0QiUSwsbFBTEwM7O3tkZaWhj179iA0NBRRUVHo0KEDFi9eDDs7u2a/5+rVqxEUFKQoFseMGYO5c+eq9c+EEMJvNJuSEEIIIYRDtE1JCCGEEMIhKsYIIYQQQjhExRghhBBCCIeoGCOEEEII4RAVY4QQQgghHKJijBBCCCGEQ1SMEUIIIYRwiIoxQgghhBAOUTFGCCGEEMKh/wf4jqpRQhM9ZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Top 10 directors\n",
    "top10_direct=extract_data('director').iloc[:10]\n",
    "top10_direct.plot.bar(figsize=(10,8),colormap= 'viridis',fontsize=12);\n",
    "plt.title(\"Top 10 directors with the high number of movies\",fontsize=14)            \n",
    "plt.xlabel('Directors',fontsize = 13)\n",
    "plt.ylabel('Number of movies',fontsize = 13)\n",
    "\n",
    "print('Top directors with high number of movies:')\n",
    "top10_direct"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Top 10 production companies with high number of movies*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 production companies with high nuber of movies:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Universal Pictures                        329\n",
       "Warner Bros.                              324\n",
       "Paramount Pictures                        270\n",
       "Twentieth Century Fox Film Corporation    201\n",
       "Columbia Pictures                         178\n",
       "New Line Cinema                           152\n",
       "Walt Disney Pictures                      117\n",
       "Touchstone Pictures                       116\n",
       "Metro-Goldwyn-Mayer (MGM)                 109\n",
       "Relativity Media                          102\n",
       "dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Top 10 production companies\n",
    "top10_direct=extract_data('production_companies').iloc[:10]\n",
    "extract_data('production_companies').iloc[:10].plot.bar(figsize=(10,8),colormap= 'tab20c',fontsize=12);\n",
    "plt.title(\"Top 10 production companies with high number of movies\",fontsize=14)            \n",
    "plt.xlabel('Production companies',fontsize = 13)\n",
    "plt.ylabel('Number of movies',fontsize = 13)\n",
    "print('Top 10 production companies with high nuber of movies:')\n",
    "top10_direct"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "Throughout this data analysis, I found that:\n",
    "\n",
    "<ul>\n",
    "<li>'Star Wars' 'Avatar', and 'Titanic' are the most profitable movies, while the top movies based on revenue gained are 'Avatar', 'Star Wars' and ‘Titanic'. Even though these films are top 3 in term of money earned, but according to popularity it's not the same thing and they are not even in the top 5.</li>\n",
    "<li>We can say that June and December are the months when movies have gained the highest profits. These findings show the effect of holidays and festivities on the movie profitability.</li>\n",
    "<li>In term of correlation, i found that there is a very high and positive correlation between profit and revenue. So, companies that have larger revenues could have higher profits. Also, there is a positive and significative correlation between revenue and budget. It means that there is a good possibility that movies with higher expenses result in better revenues. To dig even deeper, causality tests should be carried out.\n",
    "In the other hand, there is a weak statistical relationship between the profit and the movie rating and no relationship between the budget and the runtime.</li>   \n",
    "<li>The top 5 dominant movie genres all over these years (1960 - 2015) are Drama, Comedy, Thriller, Action and Adventure. But this finding doesn’t mean that they are the most profitable genres (the top 5 profitable are Animation, Adventure, Family, Fantasy, Science Fiction) and the most popular (Adventure, Science fiction, Fantasy, animation, action). When I dig a little deeper, I find that these genres according to profit and popularity varie quite a lot from year to year and have known a significant uptrend in recent years. </li>\n",
    "<li>Finally, searching for the top actors we found Robert De Niro, Bruce Willis and Samuel L. Jackson, the top directors: Steven Spielberg Clint Eastwood, Ridley Scott and the \n",
    "top production companies: Universal Pictures, Warner Bros and Paramount Pictures.</li>   \n",
    "\n",
    "</ul>\n",
    "\n",
    "Limitations...\n",
    "\n",
    "This is just an attempt to analyze a small sample of movie. The film industry has thousands and thousands more.\n",
    "Unfortunately, there were so much missing data, that I couldn’t do this analysis to a very large sample. So these findings may differ if the sample were larger.\n",
    "\n",
    "\n"
   ]
  }
 ],
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