Investigate a Dataset - [TMDb movie] (2).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "# Project: Investigate a Dataset - [TMDb movie]\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",
    "This data set contains information\n",
    "about 10,000 movies collected from\n",
    "The Movie Database (TMDb),\n",
    "including user ratings and revenue.\n",
    "● Certain columns, like ‘cast’\n",
    "and ‘genres’, contain multiple\n",
    "values separated by pipe (|)\n",
    "characters.\n",
    "● There are some odd characters\n",
    "in the ‘cast’ column.\n",
    "● The final two columns ending\n",
    "with “_adj” show the budget and\n",
    "revenue of the associated movie\n",
    "in terms of 2010 dollars,\n",
    "accounting for inflation over\n",
    "time. \n",
    "\n",
    "what about using data analysis skills to know some intersting insights about movies, so let's start the analysis.\n",
    "\n",
    "\n",
    "### Question(s) for Analysis\n",
    "1. what is the Average runtime movies from year to year?\n",
    "2. Are there a correlation between popularity and vote_aveage?\n",
    "3. what are the top 10 movies in popularity?\n",
    "4. How did the amount of produced films changed over time? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that you plan to use.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "#changing numbers appearing format\n",
    "#https://stackoverflow.com/questions/38689125/how-to-get-rid-of-pandas-converting-large-numbers-in-excel-sheet-to-exponential\n",
    "pd.options.display.float_format = '{:.2f}'.format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "\n",
    "\n",
    "### General Properties\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>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>32.99</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>6.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.28</td>\n",
       "      <td>1392445892.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.42</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>7.10</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.28</td>\n",
       "      <td>348161292.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.11</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>6.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>101199955.47</td>\n",
       "      <td>271619025.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.17</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>7.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>183999919.04</td>\n",
       "      <td>1902723129.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.34</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>7.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>174799923.09</td>\n",
       "      <td>1385748801.47</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       32.99  150000000  1513528810   \n",
       "1   76341  tt1392190       28.42  150000000   378436354   \n",
       "2  262500  tt2908446       13.11  110000000   295238201   \n",
       "3  140607  tt2488496       11.17  200000000  2068178225   \n",
       "4  168259  tt2820852        9.34  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          6.50          2015 137999939.28 1392445892.52  \n",
       "1          7.10          2015 137999939.28  348161292.49  \n",
       "2          6.30          2015 101199955.47  271619025.41  \n",
       "3          7.50          2015 183999919.04 1902723129.80  \n",
       "4          7.30          2015 174799923.09 1385748801.47  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load your data and print out a few lines. Perform operations to inspect data\n",
    "#   types and look for instances of missing or possibly errant data.\n",
    "df = pd.read_csv('tmdb-movies.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10866, 21)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "      <td>10866.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>66064.18</td>\n",
       "      <td>0.65</td>\n",
       "      <td>14625701.09</td>\n",
       "      <td>39823319.79</td>\n",
       "      <td>102.07</td>\n",
       "      <td>217.39</td>\n",
       "      <td>5.97</td>\n",
       "      <td>2001.32</td>\n",
       "      <td>17551039.82</td>\n",
       "      <td>51364363.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>92130.14</td>\n",
       "      <td>1.00</td>\n",
       "      <td>30913213.83</td>\n",
       "      <td>117003486.58</td>\n",
       "      <td>31.38</td>\n",
       "      <td>575.62</td>\n",
       "      <td>0.94</td>\n",
       "      <td>12.81</td>\n",
       "      <td>34306155.72</td>\n",
       "      <td>144632485.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1960.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10596.25</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>5.40</td>\n",
       "      <td>1995.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20669.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>99.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2006.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75610.00</td>\n",
       "      <td>0.71</td>\n",
       "      <td>15000000.00</td>\n",
       "      <td>24000000.00</td>\n",
       "      <td>111.00</td>\n",
       "      <td>145.75</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2011.00</td>\n",
       "      <td>20853251.08</td>\n",
       "      <td>33697095.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>417859.00</td>\n",
       "      <td>32.99</td>\n",
       "      <td>425000000.00</td>\n",
       "      <td>2781505847.00</td>\n",
       "      <td>900.00</td>\n",
       "      <td>9767.00</td>\n",
       "      <td>9.20</td>\n",
       "      <td>2015.00</td>\n",
       "      <td>425000000.00</td>\n",
       "      <td>2827123750.41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  popularity       budget       revenue  runtime  vote_count  \\\n",
       "count  10866.00    10866.00     10866.00      10866.00 10866.00    10866.00   \n",
       "mean   66064.18        0.65  14625701.09   39823319.79   102.07      217.39   \n",
       "std    92130.14        1.00  30913213.83  117003486.58    31.38      575.62   \n",
       "min        5.00        0.00         0.00          0.00     0.00       10.00   \n",
       "25%    10596.25        0.21         0.00          0.00    90.00       17.00   \n",
       "50%    20669.00        0.38         0.00          0.00    99.00       38.00   \n",
       "75%    75610.00        0.71  15000000.00   24000000.00   111.00      145.75   \n",
       "max   417859.00       32.99 425000000.00 2781505847.00   900.00     9767.00   \n",
       "\n",
       "       vote_average  release_year   budget_adj   revenue_adj  \n",
       "count      10866.00      10866.00     10866.00      10866.00  \n",
       "mean           5.97       2001.32  17551039.82   51364363.25  \n",
       "std            0.94         12.81  34306155.72  144632485.04  \n",
       "min            1.50       1960.00         0.00          0.00  \n",
       "25%            5.40       1995.00         0.00          0.00  \n",
       "50%            6.00       2006.00         0.00          0.00  \n",
       "75%            6.60       2011.00  20853251.08   33697095.72  \n",
       "max            9.20       2015.00 425000000.00 2827123750.41  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
      "id                      10866 non-null int64\n",
      "imdb_id                 10856 non-null object\n",
      "popularity              10866 non-null float64\n",
      "budget                  10866 non-null int64\n",
      "revenue                 10866 non-null int64\n",
      "original_title          10866 non-null object\n",
      "cast                    10790 non-null object\n",
      "homepage                2936 non-null object\n",
      "director                10822 non-null object\n",
      "tagline                 8042 non-null object\n",
      "keywords                9373 non-null object\n",
      "overview                10862 non-null object\n",
      "runtime                 10866 non-null int64\n",
      "genres                  10843 non-null object\n",
      "production_companies    9836 non-null object\n",
      "release_date            10866 non-null object\n",
      "vote_count              10866 non-null int64\n",
      "vote_average            10866 non-null float64\n",
      "release_year            10866 non-null int64\n",
      "budget_adj              10866 non-null float64\n",
      "revenue_adj             10866 non-null float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#calculating null values in each column\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e8143c6a0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#take a general look at all columns of the data\n",
    "df.hist(figsize=(16,8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "### Frist impression\n",
    "there are rows contain several values, which are seperated by an \"|\",need to be cleaned . \n",
    "From the exploration above i found out that the data has null values in some columns and 0 values in others which kind a weird thing to have 0 values in such a column like how the run time for a movie equal zero or budget...etc,so we need to clean this up and drop unneeded columns.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Data Cleaning\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#replace 0 values with NAN\n",
    "#sorce:https://stackoverflow.com/questions/49575897/cant-replace-0-to-nan-in-python-using-pandas\n",
    "df['revenue'].replace(0, np.NAN, inplace=True)\n",
    "df['revenue_adj'].replace(0, np.NAN, inplace=True)\n",
    "df['budget'].replace(0, np.NAN, inplace=True)\n",
    "df['budget_adj'].replace(0, np.NAN, inplace=True)\n",
    "df['runtime'].replace(0, np.NAN, inplace=True)\n",
    "\n",
    "df.dropna(axis=0, inplace=True)"
   ]
  },
  {
   "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>cast_1</th>\n",
       "      <th>cast_2</th>\n",
       "      <th>cast_3</th>\n",
       "      <th>cast_4</th>\n",
       "      <th>cast_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chris Pratt</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Irrfan Khan</td>\n",
       "      <td>Vincent D'Onofrio</td>\n",
       "      <td>Nick Robinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Charlize Theron</td>\n",
       "      <td>Hugh Keays-Byrne</td>\n",
       "      <td>Nicholas Hoult</td>\n",
       "      <td>Josh Helman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shailene Woodley</td>\n",
       "      <td>Theo James</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>Ansel Elgort</td>\n",
       "      <td>Miles Teller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>Carrie Fisher</td>\n",
       "      <td>Adam Driver</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Vin Diesel</td>\n",
       "      <td>Paul Walker</td>\n",
       "      <td>Jason Statham</td>\n",
       "      <td>Michelle Rodriguez</td>\n",
       "      <td>Dwayne Johnson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             cast_1               cast_2            cast_3  \\\n",
       "0       Chris Pratt  Bryce Dallas Howard       Irrfan Khan   \n",
       "1         Tom Hardy      Charlize Theron  Hugh Keays-Byrne   \n",
       "2  Shailene Woodley           Theo James      Kate Winslet   \n",
       "3     Harrison Ford          Mark Hamill     Carrie Fisher   \n",
       "4        Vin Diesel          Paul Walker     Jason Statham   \n",
       "\n",
       "               cast_4          cast_5  \n",
       "0   Vincent D'Onofrio   Nick Robinson  \n",
       "1      Nicholas Hoult     Josh Helman  \n",
       "2        Ansel Elgort    Miles Teller  \n",
       "3         Adam Driver    Daisy Ridley  \n",
       "4  Michelle Rodriguez  Dwayne Johnson  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Seperating columns that have several values\n",
    "#source: https://apassionatechie.wordpress.com/2018/02/24/how-do-i-split-a-string-into-several-columns-in-a-dataframe-with-pandas-python/\n",
    "\n",
    "df_cast = (df['cast'].str.split('|', expand=True).rename(columns=lambda x: f\"cast_{x+1}\"))\n",
    "df_director = (df['director'].str.split('|', expand=True).rename(columns=lambda x: f\"director_{x+1}\"))\n",
    "df_genres = (df['genres'].str.split('|', expand=True).rename(columns=lambda x: f\"genres_{x+1}\"))\n",
    "df_keywords = (df['keywords'].str.split('|', expand=True).rename(columns=lambda x: f\"keywords_{x+1}\"))\n",
    "df_prod = (df['production_companies'].str.split('|', expand=True).rename(columns=lambda x: f\"production_comp_{x+1}\"))\n",
    "\n",
    "df_cast.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Join the seperated columns and drop unneeded columns \n",
    "\n",
    "df = df.join([df_cast, df_director,df_genres,df_keywords, df_prod])\n",
    "df = df.drop(['cast', 'director', 'keywords', 'production_companies', 'imdb_id', 'homepage', 'release_date', 'overview' , 'tagline'], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for duplicates\n",
    "df.duplicated().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                     int64\n",
       "popularity           float64\n",
       "budget               float64\n",
       "revenue              float64\n",
       "original_title        object\n",
       "runtime              float64\n",
       "genres                object\n",
       "vote_count             int64\n",
       "vote_average         float64\n",
       "release_year           int64\n",
       "budget_adj           float64\n",
       "revenue_adj          float64\n",
       "cast_1                object\n",
       "cast_2                object\n",
       "cast_3                object\n",
       "cast_4                object\n",
       "cast_5                object\n",
       "director_1            object\n",
       "director_2            object\n",
       "director_3            object\n",
       "director_4            object\n",
       "director_5            object\n",
       "director_6            object\n",
       "genres_1              object\n",
       "genres_2              object\n",
       "genres_3              object\n",
       "genres_4              object\n",
       "genres_5              object\n",
       "keywords_1            object\n",
       "keywords_2            object\n",
       "keywords_3            object\n",
       "keywords_4            object\n",
       "keywords_5            object\n",
       "production_comp_1     object\n",
       "production_comp_2     object\n",
       "production_comp_3     object\n",
       "production_comp_4     object\n",
       "production_comp_5     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#chicking the data type if it appropriate or not\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>original_title</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>...</th>\n",
       "      <th>keywords_1</th>\n",
       "      <th>keywords_2</th>\n",
       "      <th>keywords_3</th>\n",
       "      <th>keywords_4</th>\n",
       "      <th>keywords_5</th>\n",
       "      <th>production_comp_1</th>\n",
       "      <th>production_comp_2</th>\n",
       "      <th>production_comp_3</th>\n",
       "      <th>production_comp_4</th>\n",
       "      <th>production_comp_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>32.99</td>\n",
       "      <td>150000000.00</td>\n",
       "      <td>1513528810.00</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>monster</td>\n",
       "      <td>dna</td>\n",
       "      <td>tyrannosaurus rex</td>\n",
       "      <td>velociraptor</td>\n",
       "      <td>island</td>\n",
       "      <td>Universal Studios</td>\n",
       "      <td>Amblin Entertainment</td>\n",
       "      <td>Legendary Pictures</td>\n",
       "      <td>Fuji Television Network</td>\n",
       "      <td>Dentsu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>28.42</td>\n",
       "      <td>150000000.00</td>\n",
       "      <td>378436354.00</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>120.00</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>future</td>\n",
       "      <td>chase</td>\n",
       "      <td>post-apocalyptic</td>\n",
       "      <td>dystopia</td>\n",
       "      <td>australia</td>\n",
       "      <td>Village Roadshow Pictures</td>\n",
       "      <td>Kennedy Miller Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>13.11</td>\n",
       "      <td>110000000.00</td>\n",
       "      <td>295238201.00</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>revolution</td>\n",
       "      <td>dystopia</td>\n",
       "      <td>sequel</td>\n",
       "      <td>dystopic future</td>\n",
       "      <td>Summit Entertainment</td>\n",
       "      <td>Mandeville Films</td>\n",
       "      <td>Red Wagon Entertainment</td>\n",
       "      <td>NeoReel</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>11.17</td>\n",
       "      <td>200000000.00</td>\n",
       "      <td>2068178225.00</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>136.00</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>android</td>\n",
       "      <td>spaceship</td>\n",
       "      <td>jedi</td>\n",
       "      <td>space opera</td>\n",
       "      <td>3d</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>Truenorth Productions</td>\n",
       "      <td>Bad Robot</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>9.34</td>\n",
       "      <td>190000000.00</td>\n",
       "      <td>1506249360.00</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>137.00</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>car race</td>\n",
       "      <td>speed</td>\n",
       "      <td>revenge</td>\n",
       "      <td>suspense</td>\n",
       "      <td>car</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Original Film</td>\n",
       "      <td>Media Rights Capital</td>\n",
       "      <td>Dentsu</td>\n",
       "      <td>One Race Films</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>281957</td>\n",
       "      <td>9.11</td>\n",
       "      <td>135000000.00</td>\n",
       "      <td>532950503.00</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>156.00</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.20</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>father-son relationship</td>\n",
       "      <td>rape</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>mountains</td>\n",
       "      <td>winter</td>\n",
       "      <td>Regency Enterprises</td>\n",
       "      <td>Appian Way</td>\n",
       "      <td>CatchPlay</td>\n",
       "      <td>Anonymous Content</td>\n",
       "      <td>New Regency Pictures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>87101</td>\n",
       "      <td>8.65</td>\n",
       "      <td>155000000.00</td>\n",
       "      <td>440603537.00</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>saving the world</td>\n",
       "      <td>artificial intelligence</td>\n",
       "      <td>cyborg</td>\n",
       "      <td>killer robot</td>\n",
       "      <td>future</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>Skydance Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>286217</td>\n",
       "      <td>7.67</td>\n",
       "      <td>108000000.00</td>\n",
       "      <td>595380321.00</td>\n",
       "      <td>The Martian</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.60</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>mars</td>\n",
       "      <td>nasa</td>\n",
       "      <td>isolation</td>\n",
       "      <td>botanist</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>Scott Free Productions</td>\n",
       "      <td>Mid Atlantic Films</td>\n",
       "      <td>International Traders</td>\n",
       "      <td>TSG Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>211672</td>\n",
       "      <td>7.40</td>\n",
       "      <td>74000000.00</td>\n",
       "      <td>1156730962.00</td>\n",
       "      <td>Minions</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Family|Animation|Adventure|Comedy</td>\n",
       "      <td>2893</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>assistant</td>\n",
       "      <td>aftercreditsstinger</td>\n",
       "      <td>duringcreditsstinger</td>\n",
       "      <td>evil mastermind</td>\n",
       "      <td>minions</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Illumination Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>150540</td>\n",
       "      <td>6.33</td>\n",
       "      <td>175000000.00</td>\n",
       "      <td>853708609.00</td>\n",
       "      <td>Inside Out</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Comedy|Animation|Family</td>\n",
       "      <td>3935</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>dream</td>\n",
       "      <td>cartoon</td>\n",
       "      <td>imaginary friend</td>\n",
       "      <td>animation</td>\n",
       "      <td>kid</td>\n",
       "      <td>Walt Disney Pictures</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>206647</td>\n",
       "      <td>6.20</td>\n",
       "      <td>245000000.00</td>\n",
       "      <td>880674609.00</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>148.00</td>\n",
       "      <td>Action|Adventure|Crime</td>\n",
       "      <td>3254</td>\n",
       "      <td>6.20</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>spy</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>secret agent</td>\n",
       "      <td>sequel</td>\n",
       "      <td>james bond</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>Danjaq</td>\n",
       "      <td>B24</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>76757</td>\n",
       "      <td>6.19</td>\n",
       "      <td>176000003.00</td>\n",
       "      <td>183987723.00</td>\n",
       "      <td>Jupiter Ascending</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Science Fiction|Fantasy|Action|Adventure</td>\n",
       "      <td>1937</td>\n",
       "      <td>5.20</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>jupiter</td>\n",
       "      <td>space</td>\n",
       "      <td>woman director</td>\n",
       "      <td>3d</td>\n",
       "      <td>interspecies romance</td>\n",
       "      <td>Village Roadshow Pictures</td>\n",
       "      <td>Dune Entertainment</td>\n",
       "      <td>Anarchos Productions</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>264660</td>\n",
       "      <td>6.12</td>\n",
       "      <td>15000000.00</td>\n",
       "      <td>36869414.00</td>\n",
       "      <td>Ex Machina</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Drama|Science Fiction</td>\n",
       "      <td>2854</td>\n",
       "      <td>7.60</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>dancing</td>\n",
       "      <td>artificial intelligence</td>\n",
       "      <td>helicopter</td>\n",
       "      <td>distrust</td>\n",
       "      <td>isolation</td>\n",
       "      <td>DNA Films</td>\n",
       "      <td>Universal Pictures International (UPI)</td>\n",
       "      <td>Film4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>257344</td>\n",
       "      <td>5.98</td>\n",
       "      <td>88000000.00</td>\n",
       "      <td>243637091.00</td>\n",
       "      <td>Pixels</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Action|Comedy|Science Fiction</td>\n",
       "      <td>1575</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>video game</td>\n",
       "      <td>nerd</td>\n",
       "      <td>alien attack</td>\n",
       "      <td>3d</td>\n",
       "      <td>pixels</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>Happy Madison Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99861</td>\n",
       "      <td>5.94</td>\n",
       "      <td>280000000.00</td>\n",
       "      <td>1405035767.00</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Action|Adventure|Science Fiction</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.40</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>marvel comic</td>\n",
       "      <td>comic</td>\n",
       "      <td>sequel</td>\n",
       "      <td>superhero</td>\n",
       "      <td>vision</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>Prime Focus</td>\n",
       "      <td>Revolution Sun Studios</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>273248</td>\n",
       "      <td>5.90</td>\n",
       "      <td>44000000.00</td>\n",
       "      <td>155760117.00</td>\n",
       "      <td>The Hateful Eight</td>\n",
       "      <td>167.00</td>\n",
       "      <td>Crime|Drama|Mystery|Western</td>\n",
       "      <td>2389</td>\n",
       "      <td>7.40</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>bounty hunter</td>\n",
       "      <td>wyoming</td>\n",
       "      <td>mountains</td>\n",
       "      <td>hangman</td>\n",
       "      <td>voice over narration</td>\n",
       "      <td>Double Feature Films</td>\n",
       "      <td>The Weinstein Company</td>\n",
       "      <td>FilmColony</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>260346</td>\n",
       "      <td>5.75</td>\n",
       "      <td>48000000.00</td>\n",
       "      <td>325771424.00</td>\n",
       "      <td>Taken 3</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Crime|Action|Thriller</td>\n",
       "      <td>1578</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>revenge</td>\n",
       "      <td>murder</td>\n",
       "      <td>on the run</td>\n",
       "      <td>fugitive</td>\n",
       "      <td>framed</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>M6 Films</td>\n",
       "      <td>Canal+</td>\n",
       "      <td>EuropaCorp</td>\n",
       "      <td>CinÃ©+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>102899</td>\n",
       "      <td>5.57</td>\n",
       "      <td>130000000.00</td>\n",
       "      <td>518602163.00</td>\n",
       "      <td>Ant-Man</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Science Fiction|Action|Adventure</td>\n",
       "      <td>3779</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>marvel comic</td>\n",
       "      <td>superhero</td>\n",
       "      <td>aftercreditsstinger</td>\n",
       "      <td>duringcreditsstinger</td>\n",
       "      <td>marvel cinematic universe</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>131634</td>\n",
       "      <td>5.48</td>\n",
       "      <td>160000000.00</td>\n",
       "      <td>650523427.00</td>\n",
       "      <td>The Hunger Games: Mockingjay - Part 2</td>\n",
       "      <td>136.00</td>\n",
       "      <td>War|Adventure|Science Fiction</td>\n",
       "      <td>2380</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>revolution</td>\n",
       "      <td>strong woman</td>\n",
       "      <td>dystopia</td>\n",
       "      <td>game of death</td>\n",
       "      <td>3d</td>\n",
       "      <td>Studio Babelsberg</td>\n",
       "      <td>StudioCanal</td>\n",
       "      <td>Lionsgate</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>Color Force</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>158852</td>\n",
       "      <td>5.46</td>\n",
       "      <td>190000000.00</td>\n",
       "      <td>209035668.00</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Action|Family|Science Fiction|Adventure|Mystery</td>\n",
       "      <td>1899</td>\n",
       "      <td>6.20</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>inventor</td>\n",
       "      <td>apocalypse</td>\n",
       "      <td>destiny</td>\n",
       "      <td>imax</td>\n",
       "      <td>dreamer</td>\n",
       "      <td>Walt Disney Pictures</td>\n",
       "      <td>Babieka</td>\n",
       "      <td>A113</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>254128</td>\n",
       "      <td>4.91</td>\n",
       "      <td>110000000.00</td>\n",
       "      <td>470490832.00</td>\n",
       "      <td>San Andreas</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Action|Drama|Thriller</td>\n",
       "      <td>2060</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>california</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>catastrophe</td>\n",
       "      <td>disaster film</td>\n",
       "      <td>3d</td>\n",
       "      <td>New Line Cinema</td>\n",
       "      <td>Village Roadshow Pictures</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Flynn Picture Company</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>216015</td>\n",
       "      <td>4.71</td>\n",
       "      <td>40000000.00</td>\n",
       "      <td>569651467.00</td>\n",
       "      <td>Fifty Shades of Grey</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>1865</td>\n",
       "      <td>5.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>billionaire</td>\n",
       "      <td>bdsm</td>\n",
       "      <td>woman director</td>\n",
       "      <td>erotic movie</td>\n",
       "      <td>Focus Features</td>\n",
       "      <td>Trigger Street Productions</td>\n",
       "      <td>Michael De Luca Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>318846</td>\n",
       "      <td>4.65</td>\n",
       "      <td>28000000.00</td>\n",
       "      <td>133346506.00</td>\n",
       "      <td>The Big Short</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>1545</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>bank</td>\n",
       "      <td>fraud</td>\n",
       "      <td>biography</td>\n",
       "      <td>wall street</td>\n",
       "      <td>finances</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>Plan B Entertainment</td>\n",
       "      <td>Regency Enterprises</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>177677</td>\n",
       "      <td>4.57</td>\n",
       "      <td>150000000.00</td>\n",
       "      <td>682330139.00</td>\n",
       "      <td>Mission: Impossible - Rogue Nation</td>\n",
       "      <td>131.00</td>\n",
       "      <td>Action</td>\n",
       "      <td>2349</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>spy</td>\n",
       "      <td>sequel</td>\n",
       "      <td>mission</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>Skydance Productions</td>\n",
       "      <td>China Movie Channel</td>\n",
       "      <td>Bad Robot</td>\n",
       "      <td>TC Productions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>207703</td>\n",
       "      <td>4.50</td>\n",
       "      <td>81000000.00</td>\n",
       "      <td>403802136.00</td>\n",
       "      <td>Kingsman: The Secret Service</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Crime|Comedy|Action|Adventure</td>\n",
       "      <td>3833</td>\n",
       "      <td>7.60</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>spy</td>\n",
       "      <td>great britain</td>\n",
       "      <td>secret organization</td>\n",
       "      <td>secret agent</td>\n",
       "      <td>marvel comic</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>Marv Films</td>\n",
       "      <td>TSG Entertainment</td>\n",
       "      <td>Cloudy Productions</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>314365</td>\n",
       "      <td>4.06</td>\n",
       "      <td>20000000.00</td>\n",
       "      <td>88346473.00</td>\n",
       "      <td>Spotlight</td>\n",
       "      <td>128.00</td>\n",
       "      <td>Drama|Thriller|History</td>\n",
       "      <td>1559</td>\n",
       "      <td>7.80</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>child abuse</td>\n",
       "      <td>journalism</td>\n",
       "      <td>judge</td>\n",
       "      <td>florida</td>\n",
       "      <td>boston</td>\n",
       "      <td>Participant Media</td>\n",
       "      <td>Open Road Films</td>\n",
       "      <td>Anonymous Content</td>\n",
       "      <td>Rocklin / Faust</td>\n",
       "      <td>Entertainment One Features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>294254</td>\n",
       "      <td>3.97</td>\n",
       "      <td>61000000.00</td>\n",
       "      <td>311256926.00</td>\n",
       "      <td>Maze Runner: The Scorch Trials</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Action|Science Fiction|Thriller</td>\n",
       "      <td>1849</td>\n",
       "      <td>6.40</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>resistance</td>\n",
       "      <td>maze</td>\n",
       "      <td>post-apocalyptic</td>\n",
       "      <td>dystopia</td>\n",
       "      <td>Gotham Group</td>\n",
       "      <td>Temple Hill Entertainment</td>\n",
       "      <td>TSG Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>198184</td>\n",
       "      <td>3.90</td>\n",
       "      <td>49000000.00</td>\n",
       "      <td>102069268.00</td>\n",
       "      <td>Chappie</td>\n",
       "      <td>120.00</td>\n",
       "      <td>Crime|Action|Science Fiction</td>\n",
       "      <td>1990</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>artificial intelligence</td>\n",
       "      <td>android</td>\n",
       "      <td>robot</td>\n",
       "      <td>near future</td>\n",
       "      <td>robot cop</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>Media Rights Capital</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>Alpha Core</td>\n",
       "      <td>Genre Films</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>257445</td>\n",
       "      <td>3.64</td>\n",
       "      <td>58000000.00</td>\n",
       "      <td>150170815.00</td>\n",
       "      <td>Goosebumps</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Adventure|Horror|Comedy</td>\n",
       "      <td>600</td>\n",
       "      <td>6.20</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>magic</td>\n",
       "      <td>fantasy</td>\n",
       "      <td>family</td>\n",
       "      <td>3d</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>Original Film</td>\n",
       "      <td>Scholastic Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>264644</td>\n",
       "      <td>3.56</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>35401758.00</td>\n",
       "      <td>Room</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Drama|Thriller</td>\n",
       "      <td>1520</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>based on novel</td>\n",
       "      <td>carpet</td>\n",
       "      <td>isolation</td>\n",
       "      <td>imprisonment</td>\n",
       "      <td>grandparents</td>\n",
       "      <td>Element Pictures</td>\n",
       "      <td>No Trace Camping</td>\n",
       "      <td>A24</td>\n",
       "      <td>Duperele Films</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9807</th>\n",
       "      <td>762</td>\n",
       "      <td>2.23</td>\n",
       "      <td>400000.00</td>\n",
       "      <td>5028948.00</td>\n",
       "      <td>Monty Python and the Holy Grail</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Adventure|Comedy|Fantasy</td>\n",
       "      <td>1097</td>\n",
       "      <td>7.60</td>\n",
       "      <td>1975</td>\n",
       "      <td>...</td>\n",
       "      <td>holy grail</td>\n",
       "      <td>monk</td>\n",
       "      <td>scotland yard</td>\n",
       "      <td>swordplay</td>\n",
       "      <td>camelot</td>\n",
       "      <td>Python (Monty) Pictures Limited</td>\n",
       "      <td>Michael White Productions</td>\n",
       "      <td>National Film Trustee Company</td>\n",
       "      <td>Twickenham Film Studios</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9808</th>\n",
       "      <td>36685</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>112892319.00</td>\n",
       "      <td>The Rocky Horror Picture Show</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy|Horror|Music|Science Fiction</td>\n",
       "      <td>332</td>\n",
       "      <td>7.10</td>\n",
       "      <td>1975</td>\n",
       "      <td>...</td>\n",
       "      <td>transvestism</td>\n",
       "      <td>transylvania</td>\n",
       "      <td>marriage proposal</td>\n",
       "      <td>time warp</td>\n",
       "      <td>castle</td>\n",
       "      <td>20th Century Fox</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9849</th>\n",
       "      <td>646</td>\n",
       "      <td>3.17</td>\n",
       "      <td>1100000.00</td>\n",
       "      <td>59600000.00</td>\n",
       "      <td>Dr. No</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Adventure|Action|Thriller</td>\n",
       "      <td>560</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1962</td>\n",
       "      <td>...</td>\n",
       "      <td>london</td>\n",
       "      <td>england</td>\n",
       "      <td>assassination</td>\n",
       "      <td>spy</td>\n",
       "      <td>casino</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9881</th>\n",
       "      <td>658</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>124900000.00</td>\n",
       "      <td>Goldfinger</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Adventure|Action|Thriller</td>\n",
       "      <td>602</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>secret organization</td>\n",
       "      <td>secret intelligence service</td>\n",
       "      <td>nuclear radiation</td>\n",
       "      <td>fort knox</td>\n",
       "      <td>aston martin</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9884</th>\n",
       "      <td>704</td>\n",
       "      <td>0.81</td>\n",
       "      <td>500000.00</td>\n",
       "      <td>1000549.00</td>\n",
       "      <td>A Hard Day's Night</td>\n",
       "      <td>88.00</td>\n",
       "      <td>Comedy|Music</td>\n",
       "      <td>92</td>\n",
       "      <td>6.90</td>\n",
       "      <td>1964</td>\n",
       "      <td>...</td>\n",
       "      <td>adolescence</td>\n",
       "      <td>culture clash</td>\n",
       "      <td>press conference</td>\n",
       "      <td>behind the scenes</td>\n",
       "      <td>police chase</td>\n",
       "      <td>Proscenium Films</td>\n",
       "      <td>Walter Shenson Films</td>\n",
       "      <td>Maljack Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9925</th>\n",
       "      <td>681</td>\n",
       "      <td>1.76</td>\n",
       "      <td>7200000.00</td>\n",
       "      <td>116000000.00</td>\n",
       "      <td>Diamonds Are Forever</td>\n",
       "      <td>120.00</td>\n",
       "      <td>Adventure|Action|Thriller|Science Fiction</td>\n",
       "      <td>331</td>\n",
       "      <td>6.20</td>\n",
       "      <td>1971</td>\n",
       "      <td>...</td>\n",
       "      <td>satellite</td>\n",
       "      <td>plastic surgery</td>\n",
       "      <td>smuggling</td>\n",
       "      <td>murder</td>\n",
       "      <td>extortion</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>Danjaq</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9927</th>\n",
       "      <td>984</td>\n",
       "      <td>0.89</td>\n",
       "      <td>4000000.00</td>\n",
       "      <td>35976000.00</td>\n",
       "      <td>Dirty Harry</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>300</td>\n",
       "      <td>7.20</td>\n",
       "      <td>1971</td>\n",
       "      <td>...</td>\n",
       "      <td>ambush</td>\n",
       "      <td>san francisco</td>\n",
       "      <td>detective</td>\n",
       "      <td>ransom</td>\n",
       "      <td>stadium</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Malpaso Company</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9932</th>\n",
       "      <td>636</td>\n",
       "      <td>0.63</td>\n",
       "      <td>777000.00</td>\n",
       "      <td>2437000.00</td>\n",
       "      <td>THX 1138</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Drama|Mystery|Science Fiction|Thriller</td>\n",
       "      <td>125</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1971</td>\n",
       "      <td>...</td>\n",
       "      <td>prison</td>\n",
       "      <td>drug addiction</td>\n",
       "      <td>hearing</td>\n",
       "      <td>totalitarian regime</td>\n",
       "      <td>phasing</td>\n",
       "      <td>American Zoetrope</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9951</th>\n",
       "      <td>25188</td>\n",
       "      <td>0.37</td>\n",
       "      <td>1300000.00</td>\n",
       "      <td>29133000.00</td>\n",
       "      <td>The Last Picture Show</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>42</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1971</td>\n",
       "      <td>...</td>\n",
       "      <td>new love</td>\n",
       "      <td>graduation</td>\n",
       "      <td>high school graduation</td>\n",
       "      <td>pool hall</td>\n",
       "      <td>graduation present</td>\n",
       "      <td>Columbia Pictures Corporation</td>\n",
       "      <td>BBS Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9981</th>\n",
       "      <td>196</td>\n",
       "      <td>2.44</td>\n",
       "      <td>40000000.00</td>\n",
       "      <td>244527583.00</td>\n",
       "      <td>Back to the Future Part III</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Adventure|Action|Comedy|Science Fiction|Family</td>\n",
       "      <td>1762</td>\n",
       "      <td>6.90</td>\n",
       "      <td>1990</td>\n",
       "      <td>...</td>\n",
       "      <td>jules verne</td>\n",
       "      <td>railroad robber</td>\n",
       "      <td>california</td>\n",
       "      <td>car race</td>\n",
       "      <td>delorean</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Amblin Entertainment</td>\n",
       "      <td>U-Drive Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9984</th>\n",
       "      <td>242</td>\n",
       "      <td>1.76</td>\n",
       "      <td>54000000.00</td>\n",
       "      <td>136766062.00</td>\n",
       "      <td>The Godfather: Part III</td>\n",
       "      <td>162.00</td>\n",
       "      <td>Drama|Action|Thriller|Crime</td>\n",
       "      <td>880</td>\n",
       "      <td>6.90</td>\n",
       "      <td>1990</td>\n",
       "      <td>...</td>\n",
       "      <td>italy</td>\n",
       "      <td>christianity</td>\n",
       "      <td>new york</td>\n",
       "      <td>assassination</td>\n",
       "      <td>italo-american</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9992</th>\n",
       "      <td>1669</td>\n",
       "      <td>1.07</td>\n",
       "      <td>30.00</td>\n",
       "      <td>200.00</td>\n",
       "      <td>The Hunt for Red October</td>\n",
       "      <td>134.00</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>615</td>\n",
       "      <td>6.90</td>\n",
       "      <td>1990</td>\n",
       "      <td>...</td>\n",
       "      <td>submarine</td>\n",
       "      <td>cold war</td>\n",
       "      <td>russian</td>\n",
       "      <td>defection</td>\n",
       "      <td>jack ryan</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>Nina Saxon Film Design</td>\n",
       "      <td>Mace Neufeld Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10094</th>\n",
       "      <td>771</td>\n",
       "      <td>0.14</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>476684675.00</td>\n",
       "      <td>Home Alone</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Comedy|Family</td>\n",
       "      <td>1393</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1990</td>\n",
       "      <td>...</td>\n",
       "      <td>holiday</td>\n",
       "      <td>burglar</td>\n",
       "      <td>home invasion</td>\n",
       "      <td>mischief</td>\n",
       "      <td>booby trap</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>Hughes Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10131</th>\n",
       "      <td>430</td>\n",
       "      <td>0.30</td>\n",
       "      <td>3000000.00</td>\n",
       "      <td>4000000.00</td>\n",
       "      <td>One, Two, Three</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Comedy|Family</td>\n",
       "      <td>30</td>\n",
       "      <td>7.50</td>\n",
       "      <td>1961</td>\n",
       "      <td>...</td>\n",
       "      <td>berlin</td>\n",
       "      <td>prison</td>\n",
       "      <td>clerk</td>\n",
       "      <td>atlanta</td>\n",
       "      <td>cold war</td>\n",
       "      <td>The Mirisch Corporation</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10222</th>\n",
       "      <td>424</td>\n",
       "      <td>2.38</td>\n",
       "      <td>22000000.00</td>\n",
       "      <td>321265768.00</td>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>195.00</td>\n",
       "      <td>Drama|History|War</td>\n",
       "      <td>2632</td>\n",
       "      <td>8.10</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>factory</td>\n",
       "      <td>concentration camp</td>\n",
       "      <td>hero</td>\n",
       "      <td>holocaust</td>\n",
       "      <td>world war ii</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Amblin Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10223</th>\n",
       "      <td>329</td>\n",
       "      <td>2.20</td>\n",
       "      <td>63000000.00</td>\n",
       "      <td>920100000.00</td>\n",
       "      <td>Jurassic Park</td>\n",
       "      <td>127.00</td>\n",
       "      <td>Adventure|Science Fiction</td>\n",
       "      <td>3169</td>\n",
       "      <td>7.40</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>exotic island</td>\n",
       "      <td>dna</td>\n",
       "      <td>paleontology</td>\n",
       "      <td>tyrannosaurus rex</td>\n",
       "      <td>triceratops</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Amblin Entertainment</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10224</th>\n",
       "      <td>9739</td>\n",
       "      <td>1.96</td>\n",
       "      <td>57000000.00</td>\n",
       "      <td>159055768.00</td>\n",
       "      <td>Demolition Man</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action|Adventure|Comedy|Science Fiction</td>\n",
       "      <td>580</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>helicopter</td>\n",
       "      <td>martial arts</td>\n",
       "      <td>crime fighter</td>\n",
       "      <td>social control</td>\n",
       "      <td>museum</td>\n",
       "      <td>Silver Pictures</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10251</th>\n",
       "      <td>10057</td>\n",
       "      <td>0.79</td>\n",
       "      <td>30000000.00</td>\n",
       "      <td>53898845.00</td>\n",
       "      <td>The Three Musketeers</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Action|Adventure|Comedy</td>\n",
       "      <td>112</td>\n",
       "      <td>5.90</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>paris</td>\n",
       "      <td>musketeer</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Walt Disney Pictures</td>\n",
       "      <td>Caravan Pictures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10255</th>\n",
       "      <td>10909</td>\n",
       "      <td>0.76</td>\n",
       "      <td>9000000.00</td>\n",
       "      <td>2395231.00</td>\n",
       "      <td>Kalifornia</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Thriller|Crime</td>\n",
       "      <td>96</td>\n",
       "      <td>6.30</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>california</td>\n",
       "      <td>journalist</td>\n",
       "      <td>journalism</td>\n",
       "      <td>photographer</td>\n",
       "      <td>highway</td>\n",
       "      <td>Propaganda Films</td>\n",
       "      <td>Kouf/Bigelow Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10317</th>\n",
       "      <td>2149</td>\n",
       "      <td>0.39</td>\n",
       "      <td>30000000.00</td>\n",
       "      <td>13273595.00</td>\n",
       "      <td>Body of Evidence</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Drama|Thriller|Romance</td>\n",
       "      <td>25</td>\n",
       "      <td>4.40</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>sex</td>\n",
       "      <td>infidelity</td>\n",
       "      <td>eroticism</td>\n",
       "      <td>nudity</td>\n",
       "      <td>seduction</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10338</th>\n",
       "      <td>8291</td>\n",
       "      <td>0.31</td>\n",
       "      <td>14000000.00</td>\n",
       "      <td>27515786.00</td>\n",
       "      <td>Poetic Justice</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>24</td>\n",
       "      <td>6.80</td>\n",
       "      <td>1993</td>\n",
       "      <td>...</td>\n",
       "      <td>loss of lover</td>\n",
       "      <td>sadness</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>road movie</td>\n",
       "      <td>None</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10401</th>\n",
       "      <td>667</td>\n",
       "      <td>1.55</td>\n",
       "      <td>9500000.00</td>\n",
       "      <td>111584787.00</td>\n",
       "      <td>You Only Live Twice</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Action|Thriller|Adventure</td>\n",
       "      <td>301</td>\n",
       "      <td>6.20</td>\n",
       "      <td>1967</td>\n",
       "      <td>...</td>\n",
       "      <td>london</td>\n",
       "      <td>japan</td>\n",
       "      <td>england</td>\n",
       "      <td>assassination</td>\n",
       "      <td>helicopter</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10438</th>\n",
       "      <td>657</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2500000.00</td>\n",
       "      <td>78898765.00</td>\n",
       "      <td>From Russia With Love</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action|Thriller|Adventure</td>\n",
       "      <td>458</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1963</td>\n",
       "      <td>...</td>\n",
       "      <td>venice</td>\n",
       "      <td>london</td>\n",
       "      <td>terror</td>\n",
       "      <td>england</td>\n",
       "      <td>assassination</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>Danjaq</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10489</th>\n",
       "      <td>6978</td>\n",
       "      <td>0.96</td>\n",
       "      <td>25000000.00</td>\n",
       "      <td>11000000.00</td>\n",
       "      <td>Big Trouble in Little China</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Adventure|Fantasy|Action|Comedy</td>\n",
       "      <td>347</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1986</td>\n",
       "      <td>...</td>\n",
       "      <td>kung fu</td>\n",
       "      <td>chinatown</td>\n",
       "      <td>magic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Twentieth Century Fox Film Corporation</td>\n",
       "      <td>TAFT Entertainment Pictures</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10594</th>\n",
       "      <td>9552</td>\n",
       "      <td>2.01</td>\n",
       "      <td>8000000.00</td>\n",
       "      <td>441306145.00</td>\n",
       "      <td>The Exorcist</td>\n",
       "      <td>122.00</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>1113</td>\n",
       "      <td>7.20</td>\n",
       "      <td>1973</td>\n",
       "      <td>...</td>\n",
       "      <td>exorcism</td>\n",
       "      <td>holy water</td>\n",
       "      <td>religion and supernatural</td>\n",
       "      <td>vomit</td>\n",
       "      <td>christian</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Hoya Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10595</th>\n",
       "      <td>253</td>\n",
       "      <td>1.55</td>\n",
       "      <td>7000000.00</td>\n",
       "      <td>161777836.00</td>\n",
       "      <td>Live and Let Die</td>\n",
       "      <td>121.00</td>\n",
       "      <td>Adventure|Action|Thriller</td>\n",
       "      <td>293</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1973</td>\n",
       "      <td>...</td>\n",
       "      <td>london</td>\n",
       "      <td>new york</td>\n",
       "      <td>bomb</td>\n",
       "      <td>england</td>\n",
       "      <td>spy</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10689</th>\n",
       "      <td>660</td>\n",
       "      <td>1.91</td>\n",
       "      <td>11000000.00</td>\n",
       "      <td>141195658.00</td>\n",
       "      <td>Thunderball</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Adventure|Action|Thriller</td>\n",
       "      <td>331</td>\n",
       "      <td>6.30</td>\n",
       "      <td>1965</td>\n",
       "      <td>...</td>\n",
       "      <td>paris</td>\n",
       "      <td>florida</td>\n",
       "      <td>fighter pilot</td>\n",
       "      <td>sanatorium</td>\n",
       "      <td>secret organization</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10724</th>\n",
       "      <td>668</td>\n",
       "      <td>1.78</td>\n",
       "      <td>7000000.00</td>\n",
       "      <td>81974493.00</td>\n",
       "      <td>On Her Majesty's Secret Service</td>\n",
       "      <td>142.00</td>\n",
       "      <td>Adventure|Action|Thriller</td>\n",
       "      <td>258</td>\n",
       "      <td>6.40</td>\n",
       "      <td>1969</td>\n",
       "      <td>...</td>\n",
       "      <td>london</td>\n",
       "      <td>suicide</td>\n",
       "      <td>england</td>\n",
       "      <td>switzerland</td>\n",
       "      <td>secret identity</td>\n",
       "      <td>Eon Productions</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>Danjaq</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10759</th>\n",
       "      <td>948</td>\n",
       "      <td>1.20</td>\n",
       "      <td>300000.00</td>\n",
       "      <td>70000000.00</td>\n",
       "      <td>Halloween</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>522</td>\n",
       "      <td>7.30</td>\n",
       "      <td>1978</td>\n",
       "      <td>...</td>\n",
       "      <td>female nudity</td>\n",
       "      <td>nudity</td>\n",
       "      <td>mask</td>\n",
       "      <td>babysitter</td>\n",
       "      <td>halloween</td>\n",
       "      <td>Compass International Pictures</td>\n",
       "      <td>Falcon International Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10760</th>\n",
       "      <td>8469</td>\n",
       "      <td>1.16</td>\n",
       "      <td>2700000.00</td>\n",
       "      <td>141000000.00</td>\n",
       "      <td>Animal House</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>230</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1978</td>\n",
       "      <td>...</td>\n",
       "      <td>female nudity</td>\n",
       "      <td>sex</td>\n",
       "      <td>nudity</td>\n",
       "      <td>collage</td>\n",
       "      <td>fraternity</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>Oregon Film Factory</td>\n",
       "      <td>Stage III Productions</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1287 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id  popularity       budget       revenue  \\\n",
       "0      135397       32.99 150000000.00 1513528810.00   \n",
       "1       76341       28.42 150000000.00  378436354.00   \n",
       "2      262500       13.11 110000000.00  295238201.00   \n",
       "3      140607       11.17 200000000.00 2068178225.00   \n",
       "4      168259        9.34 190000000.00 1506249360.00   \n",
       "5      281957        9.11 135000000.00  532950503.00   \n",
       "6       87101        8.65 155000000.00  440603537.00   \n",
       "7      286217        7.67 108000000.00  595380321.00   \n",
       "8      211672        7.40  74000000.00 1156730962.00   \n",
       "9      150540        6.33 175000000.00  853708609.00   \n",
       "10     206647        6.20 245000000.00  880674609.00   \n",
       "11      76757        6.19 176000003.00  183987723.00   \n",
       "12     264660        6.12  15000000.00   36869414.00   \n",
       "13     257344        5.98  88000000.00  243637091.00   \n",
       "14      99861        5.94 280000000.00 1405035767.00   \n",
       "15     273248        5.90  44000000.00  155760117.00   \n",
       "16     260346        5.75  48000000.00  325771424.00   \n",
       "17     102899        5.57 130000000.00  518602163.00   \n",
       "19     131634        5.48 160000000.00  650523427.00   \n",
       "20     158852        5.46 190000000.00  209035668.00   \n",
       "22     254128        4.91 110000000.00  470490832.00   \n",
       "23     216015        4.71  40000000.00  569651467.00   \n",
       "24     318846        4.65  28000000.00  133346506.00   \n",
       "25     177677        4.57 150000000.00  682330139.00   \n",
       "27     207703        4.50  81000000.00  403802136.00   \n",
       "28     314365        4.06  20000000.00   88346473.00   \n",
       "29     294254        3.97  61000000.00  311256926.00   \n",
       "31     198184        3.90  49000000.00  102069268.00   \n",
       "34     257445        3.64  58000000.00  150170815.00   \n",
       "35     264644        3.56   6000000.00   35401758.00   \n",
       "...       ...         ...          ...           ...   \n",
       "9807      762        2.23    400000.00    5028948.00   \n",
       "9808    36685        1.41   1200000.00  112892319.00   \n",
       "9849      646        3.17   1100000.00   59600000.00   \n",
       "9881      658        3.15   3500000.00  124900000.00   \n",
       "9884      704        0.81    500000.00    1000549.00   \n",
       "9925      681        1.76   7200000.00  116000000.00   \n",
       "9927      984        0.89   4000000.00   35976000.00   \n",
       "9932      636        0.63    777000.00    2437000.00   \n",
       "9951    25188        0.37   1300000.00   29133000.00   \n",
       "9981      196        2.44  40000000.00  244527583.00   \n",
       "9984      242        1.76  54000000.00  136766062.00   \n",
       "9992     1669        1.07        30.00        200.00   \n",
       "10094     771        0.14  18000000.00  476684675.00   \n",
       "10131     430        0.30   3000000.00    4000000.00   \n",
       "10222     424        2.38  22000000.00  321265768.00   \n",
       "10223     329        2.20  63000000.00  920100000.00   \n",
       "10224    9739        1.96  57000000.00  159055768.00   \n",
       "10251   10057        0.79  30000000.00   53898845.00   \n",
       "10255   10909        0.76   9000000.00    2395231.00   \n",
       "10317    2149        0.39  30000000.00   13273595.00   \n",
       "10338    8291        0.31  14000000.00   27515786.00   \n",
       "10401     667        1.55   9500000.00  111584787.00   \n",
       "10438     657        2.51   2500000.00   78898765.00   \n",
       "10489    6978        0.96  25000000.00   11000000.00   \n",
       "10594    9552        2.01   8000000.00  441306145.00   \n",
       "10595     253        1.55   7000000.00  161777836.00   \n",
       "10689     660        1.91  11000000.00  141195658.00   \n",
       "10724     668        1.78   7000000.00   81974493.00   \n",
       "10759     948        1.20    300000.00   70000000.00   \n",
       "10760    8469        1.16   2700000.00  141000000.00   \n",
       "\n",
       "                              original_title  runtime  \\\n",
       "0                             Jurassic World   124.00   \n",
       "1                         Mad Max: Fury Road   120.00   \n",
       "2                                  Insurgent   119.00   \n",
       "3               Star Wars: The Force Awakens   136.00   \n",
       "4                                  Furious 7   137.00   \n",
       "5                               The Revenant   156.00   \n",
       "6                         Terminator Genisys   125.00   \n",
       "7                                The Martian   141.00   \n",
       "8                                    Minions    91.00   \n",
       "9                                 Inside Out    94.00   \n",
       "10                                   Spectre   148.00   \n",
       "11                         Jupiter Ascending   124.00   \n",
       "12                                Ex Machina   108.00   \n",
       "13                                    Pixels   105.00   \n",
       "14                   Avengers: Age of Ultron   141.00   \n",
       "15                         The Hateful Eight   167.00   \n",
       "16                                   Taken 3   109.00   \n",
       "17                                   Ant-Man   115.00   \n",
       "19     The Hunger Games: Mockingjay - Part 2   136.00   \n",
       "20                              Tomorrowland   130.00   \n",
       "22                               San Andreas   114.00   \n",
       "23                      Fifty Shades of Grey   125.00   \n",
       "24                             The Big Short   130.00   \n",
       "25        Mission: Impossible - Rogue Nation   131.00   \n",
       "27              Kingsman: The Secret Service   130.00   \n",
       "28                                 Spotlight   128.00   \n",
       "29            Maze Runner: The Scorch Trials   132.00   \n",
       "31                                   Chappie   120.00   \n",
       "34                                Goosebumps   103.00   \n",
       "35                                      Room   117.00   \n",
       "...                                      ...      ...   \n",
       "9807         Monty Python and the Holy Grail    91.00   \n",
       "9808           The Rocky Horror Picture Show   100.00   \n",
       "9849                                  Dr. No   110.00   \n",
       "9881                              Goldfinger   110.00   \n",
       "9884                      A Hard Day's Night    88.00   \n",
       "9925                    Diamonds Are Forever   120.00   \n",
       "9927                             Dirty Harry   102.00   \n",
       "9932                                THX 1138    86.00   \n",
       "9951                   The Last Picture Show   118.00   \n",
       "9981             Back to the Future Part III   118.00   \n",
       "9984                 The Godfather: Part III   162.00   \n",
       "9992                The Hunt for Red October   134.00   \n",
       "10094                             Home Alone   103.00   \n",
       "10131                        One, Two, Three   115.00   \n",
       "10222                       Schindler's List   195.00   \n",
       "10223                          Jurassic Park   127.00   \n",
       "10224                         Demolition Man   115.00   \n",
       "10251                   The Three Musketeers   105.00   \n",
       "10255                             Kalifornia   117.00   \n",
       "10317                       Body of Evidence    99.00   \n",
       "10338                         Poetic Justice   109.00   \n",
       "10401                    You Only Live Twice   117.00   \n",
       "10438                  From Russia With Love   115.00   \n",
       "10489            Big Trouble in Little China    99.00   \n",
       "10594                           The Exorcist   122.00   \n",
       "10595                       Live and Let Die   121.00   \n",
       "10689                            Thunderball   130.00   \n",
       "10724        On Her Majesty's Secret Service   142.00   \n",
       "10759                              Halloween    91.00   \n",
       "10760                           Animal House   109.00   \n",
       "\n",
       "                                                genres  vote_count  \\\n",
       "0            Action|Adventure|Science Fiction|Thriller        5562   \n",
       "1            Action|Adventure|Science Fiction|Thriller        6185   \n",
       "2                   Adventure|Science Fiction|Thriller        2480   \n",
       "3             Action|Adventure|Science Fiction|Fantasy        5292   \n",
       "4                                Action|Crime|Thriller        2947   \n",
       "5                     Western|Drama|Adventure|Thriller        3929   \n",
       "6            Science Fiction|Action|Thriller|Adventure        2598   \n",
       "7                      Drama|Adventure|Science Fiction        4572   \n",
       "8                    Family|Animation|Adventure|Comedy        2893   \n",
       "9                              Comedy|Animation|Family        3935   \n",
       "10                              Action|Adventure|Crime        3254   \n",
       "11            Science Fiction|Fantasy|Action|Adventure        1937   \n",
       "12                               Drama|Science Fiction        2854   \n",
       "13                       Action|Comedy|Science Fiction        1575   \n",
       "14                    Action|Adventure|Science Fiction        4304   \n",
       "15                         Crime|Drama|Mystery|Western        2389   \n",
       "16                               Crime|Action|Thriller        1578   \n",
       "17                    Science Fiction|Action|Adventure        3779   \n",
       "19                       War|Adventure|Science Fiction        2380   \n",
       "20     Action|Family|Science Fiction|Adventure|Mystery        1899   \n",
       "22                               Action|Drama|Thriller        2060   \n",
       "23                                       Drama|Romance        1865   \n",
       "24                                        Comedy|Drama        1545   \n",
       "25                                              Action        2349   \n",
       "27                       Crime|Comedy|Action|Adventure        3833   \n",
       "28                              Drama|Thriller|History        1559   \n",
       "29                     Action|Science Fiction|Thriller        1849   \n",
       "31                        Crime|Action|Science Fiction        1990   \n",
       "34                             Adventure|Horror|Comedy         600   \n",
       "35                                      Drama|Thriller        1520   \n",
       "...                                                ...         ...   \n",
       "9807                          Adventure|Comedy|Fantasy        1097   \n",
       "9808               Comedy|Horror|Music|Science Fiction         332   \n",
       "9849                         Adventure|Action|Thriller         560   \n",
       "9881                         Adventure|Action|Thriller         602   \n",
       "9884                                      Comedy|Music          92   \n",
       "9925         Adventure|Action|Thriller|Science Fiction         331   \n",
       "9927                             Action|Crime|Thriller         300   \n",
       "9932            Drama|Mystery|Science Fiction|Thriller         125   \n",
       "9951                                             Drama          42   \n",
       "9981    Adventure|Action|Comedy|Science Fiction|Family        1762   \n",
       "9984                       Drama|Action|Thriller|Crime         880   \n",
       "9992                         Action|Adventure|Thriller         615   \n",
       "10094                                    Comedy|Family        1393   \n",
       "10131                                    Comedy|Family          30   \n",
       "10222                                Drama|History|War        2632   \n",
       "10223                        Adventure|Science Fiction        3169   \n",
       "10224          Action|Adventure|Comedy|Science Fiction         580   \n",
       "10251                          Action|Adventure|Comedy         112   \n",
       "10255                                   Thriller|Crime          96   \n",
       "10317                           Drama|Thriller|Romance          25   \n",
       "10338                                    Drama|Romance          24   \n",
       "10401                        Action|Thriller|Adventure         301   \n",
       "10438                        Action|Thriller|Adventure         458   \n",
       "10489                  Adventure|Fantasy|Action|Comedy         347   \n",
       "10594                            Drama|Horror|Thriller        1113   \n",
       "10595                        Adventure|Action|Thriller         293   \n",
       "10689                        Adventure|Action|Thriller         331   \n",
       "10724                        Adventure|Action|Thriller         258   \n",
       "10759                                  Horror|Thriller         522   \n",
       "10760                                           Comedy         230   \n",
       "\n",
       "       vote_average  release_year             ...              \\\n",
       "0              6.50          2015             ...               \n",
       "1              7.10          2015             ...               \n",
       "2              6.30          2015             ...               \n",
       "3              7.50          2015             ...               \n",
       "4              7.30          2015             ...               \n",
       "5              7.20          2015             ...               \n",
       "6              5.80          2015             ...               \n",
       "7              7.60          2015             ...               \n",
       "8              6.50          2015             ...               \n",
       "9              8.00          2015             ...               \n",
       "10             6.20          2015             ...               \n",
       "11             5.20          2015             ...               \n",
       "12             7.60          2015             ...               \n",
       "13             5.80          2015             ...               \n",
       "14             7.40          2015             ...               \n",
       "15             7.40          2015             ...               \n",
       "16             6.10          2015             ...               \n",
       "17             7.00          2015             ...               \n",
       "19             6.50          2015             ...               \n",
       "20             6.20          2015             ...               \n",
       "22             6.10          2015             ...               \n",
       "23             5.30          2015             ...               \n",
       "24             7.30          2015             ...               \n",
       "25             7.10          2015             ...               \n",
       "27             7.60          2015             ...               \n",
       "28             7.80          2015             ...               \n",
       "29             6.40          2015             ...               \n",
       "31             6.60          2015             ...               \n",
       "34             6.20          2015             ...               \n",
       "35             8.00          2015             ...               \n",
       "...             ...           ...             ...               \n",
       "9807           7.60          1975             ...               \n",
       "9808           7.10          1975             ...               \n",
       "9849           6.70          1962             ...               \n",
       "9881           7.00          1964             ...               \n",
       "9884           6.90          1964             ...               \n",
       "9925           6.20          1971             ...               \n",
       "9927           7.20          1971             ...               \n",
       "9932           6.10          1971             ...               \n",
       "9951           7.00          1971             ...               \n",
       "9981           6.90          1990             ...               \n",
       "9984           6.90          1990             ...               \n",
       "9992           6.90          1990             ...               \n",
       "10094          7.00          1990             ...               \n",
       "10131          7.50          1961             ...               \n",
       "10222          8.10          1993             ...               \n",
       "10223          7.40          1993             ...               \n",
       "10224          6.10          1993             ...               \n",
       "10251          5.90          1993             ...               \n",
       "10255          6.30          1993             ...               \n",
       "10317          4.40          1993             ...               \n",
       "10338          6.80          1993             ...               \n",
       "10401          6.20          1967             ...               \n",
       "10438          6.70          1963             ...               \n",
       "10489          6.70          1986             ...               \n",
       "10594          7.20          1973             ...               \n",
       "10595          6.10          1973             ...               \n",
       "10689          6.30          1965             ...               \n",
       "10724          6.40          1969             ...               \n",
       "10759          7.30          1978             ...               \n",
       "10760          6.70          1978             ...               \n",
       "\n",
       "                    keywords_1                   keywords_2  \\\n",
       "0                      monster                          dna   \n",
       "1                       future                        chase   \n",
       "2               based on novel                   revolution   \n",
       "3                      android                    spaceship   \n",
       "4                     car race                        speed   \n",
       "5      father-son relationship                         rape   \n",
       "6             saving the world      artificial intelligence   \n",
       "7               based on novel                         mars   \n",
       "8                    assistant          aftercreditsstinger   \n",
       "9                        dream                      cartoon   \n",
       "10                         spy               based on novel   \n",
       "11                     jupiter                        space   \n",
       "12                     dancing      artificial intelligence   \n",
       "13                  video game                         nerd   \n",
       "14                marvel comic                        comic   \n",
       "15               bounty hunter                      wyoming   \n",
       "16                     revenge                       murder   \n",
       "17                marvel comic                    superhero   \n",
       "19                  revolution                 strong woman   \n",
       "20                    inventor                   apocalypse   \n",
       "22                  california                   earthquake   \n",
       "23              based on novel                  billionaire   \n",
       "24                        bank                        fraud   \n",
       "25                         spy                       sequel   \n",
       "27                         spy                great britain   \n",
       "28                 child abuse                   journalism   \n",
       "29              based on novel                   resistance   \n",
       "31     artificial intelligence                      android   \n",
       "34              based on novel                        magic   \n",
       "35              based on novel                       carpet   \n",
       "...                        ...                          ...   \n",
       "9807                holy grail                         monk   \n",
       "9808              transvestism                 transylvania   \n",
       "9849                    london                      england   \n",
       "9881       secret organization  secret intelligence service   \n",
       "9884               adolescence                culture clash   \n",
       "9925                 satellite              plastic surgery   \n",
       "9927                    ambush                san francisco   \n",
       "9932                    prison               drug addiction   \n",
       "9951                  new love                   graduation   \n",
       "9981               jules verne              railroad robber   \n",
       "9984                     italy                 christianity   \n",
       "9992                 submarine                     cold war   \n",
       "10094                  holiday                      burglar   \n",
       "10131                   berlin                       prison   \n",
       "10222                  factory           concentration camp   \n",
       "10223            exotic island                          dna   \n",
       "10224               helicopter                 martial arts   \n",
       "10251                    paris                    musketeer   \n",
       "10255               california                   journalist   \n",
       "10317                      sex                   infidelity   \n",
       "10338            loss of lover                      sadness   \n",
       "10401                   london                        japan   \n",
       "10438                   venice                       london   \n",
       "10489                  kung fu                    chinatown   \n",
       "10594                 exorcism                   holy water   \n",
       "10595                   london                     new york   \n",
       "10689                    paris                      florida   \n",
       "10724                   london                      suicide   \n",
       "10759            female nudity                       nudity   \n",
       "10760            female nudity                          sex   \n",
       "\n",
       "                      keywords_3            keywords_4  \\\n",
       "0              tyrannosaurus rex          velociraptor   \n",
       "1               post-apocalyptic              dystopia   \n",
       "2                       dystopia                sequel   \n",
       "3                           jedi           space opera   \n",
       "4                        revenge              suspense   \n",
       "5                 based on novel             mountains   \n",
       "6                         cyborg          killer robot   \n",
       "7                           nasa             isolation   \n",
       "8           duringcreditsstinger       evil mastermind   \n",
       "9               imaginary friend             animation   \n",
       "10                  secret agent                sequel   \n",
       "11                woman director                    3d   \n",
       "12                    helicopter              distrust   \n",
       "13                  alien attack                    3d   \n",
       "14                        sequel             superhero   \n",
       "15                     mountains               hangman   \n",
       "16                    on the run              fugitive   \n",
       "17           aftercreditsstinger  duringcreditsstinger   \n",
       "19                      dystopia         game of death   \n",
       "20                       destiny                  imax   \n",
       "22                   catastrophe         disaster film   \n",
       "23                          bdsm        woman director   \n",
       "24                     biography           wall street   \n",
       "25                       mission                  None   \n",
       "27           secret organization          secret agent   \n",
       "28                         judge               florida   \n",
       "29                          maze      post-apocalyptic   \n",
       "31                         robot           near future   \n",
       "34                       fantasy                family   \n",
       "35                     isolation          imprisonment   \n",
       "...                          ...                   ...   \n",
       "9807               scotland yard             swordplay   \n",
       "9808           marriage proposal             time warp   \n",
       "9849               assassination                   spy   \n",
       "9881           nuclear radiation             fort knox   \n",
       "9884            press conference     behind the scenes   \n",
       "9925                   smuggling                murder   \n",
       "9927                   detective                ransom   \n",
       "9932                     hearing   totalitarian regime   \n",
       "9951      high school graduation             pool hall   \n",
       "9981                  california              car race   \n",
       "9984                    new york         assassination   \n",
       "9992                     russian             defection   \n",
       "10094              home invasion              mischief   \n",
       "10131                      clerk               atlanta   \n",
       "10222                       hero             holocaust   \n",
       "10223               paleontology     tyrannosaurus rex   \n",
       "10224              crime fighter        social control   \n",
       "10251                       None                  None   \n",
       "10255                 journalism          photographer   \n",
       "10317                  eroticism                nudity   \n",
       "10338                los angeles            road movie   \n",
       "10401                    england         assassination   \n",
       "10438                     terror               england   \n",
       "10489                      magic                  None   \n",
       "10594  religion and supernatural                 vomit   \n",
       "10595                       bomb               england   \n",
       "10689              fighter pilot            sanatorium   \n",
       "10724                    england           switzerland   \n",
       "10759                       mask            babysitter   \n",
       "10760                     nudity               collage   \n",
       "\n",
       "                      keywords_5                       production_comp_1  \\\n",
       "0                         island                       Universal Studios   \n",
       "1                      australia               Village Roadshow Pictures   \n",
       "2                dystopic future                    Summit Entertainment   \n",
       "3                             3d                               Lucasfilm   \n",
       "4                            car                      Universal Pictures   \n",
       "5                         winter                     Regency Enterprises   \n",
       "6                         future                      Paramount Pictures   \n",
       "7                       botanist  Twentieth Century Fox Film Corporation   \n",
       "8                        minions                      Universal Pictures   \n",
       "9                            kid                    Walt Disney Pictures   \n",
       "10                    james bond                       Columbia Pictures   \n",
       "11          interspecies romance               Village Roadshow Pictures   \n",
       "12                     isolation                               DNA Films   \n",
       "13                        pixels                       Columbia Pictures   \n",
       "14                        vision                          Marvel Studios   \n",
       "15          voice over narration                    Double Feature Films   \n",
       "16                        framed  Twentieth Century Fox Film Corporation   \n",
       "17     marvel cinematic universe                          Marvel Studios   \n",
       "19                            3d                       Studio Babelsberg   \n",
       "20                       dreamer                    Walt Disney Pictures   \n",
       "22                            3d                         New Line Cinema   \n",
       "23                  erotic movie                          Focus Features   \n",
       "24                      finances                      Paramount Pictures   \n",
       "25                          None                      Paramount Pictures   \n",
       "27                  marvel comic  Twentieth Century Fox Film Corporation   \n",
       "28                        boston                       Participant Media   \n",
       "29                      dystopia                            Gotham Group   \n",
       "31                     robot cop                       Columbia Pictures   \n",
       "34                            3d                       Columbia Pictures   \n",
       "35                  grandparents                        Element Pictures   \n",
       "...                          ...                                     ...   \n",
       "9807                     camelot         Python (Monty) Pictures Limited   \n",
       "9808                      castle                        20th Century Fox   \n",
       "9849                      casino                         Eon Productions   \n",
       "9881                aston martin                         Eon Productions   \n",
       "9884                police chase                        Proscenium Films   \n",
       "9925                   extortion                         Eon Productions   \n",
       "9927                     stadium                            Warner Bros.   \n",
       "9932                     phasing                       American Zoetrope   \n",
       "9951          graduation present           Columbia Pictures Corporation   \n",
       "9981                    delorean                      Universal Pictures   \n",
       "9984              italo-american                      Paramount Pictures   \n",
       "9992                   jack ryan                      Paramount Pictures   \n",
       "10094                 booby trap  Twentieth Century Fox Film Corporation   \n",
       "10131                   cold war                 The Mirisch Corporation   \n",
       "10222               world war ii                      Universal Pictures   \n",
       "10223                triceratops                      Universal Pictures   \n",
       "10224                     museum                         Silver Pictures   \n",
       "10251                       None                    Walt Disney Pictures   \n",
       "10255                    highway                        Propaganda Films   \n",
       "10317                  seduction               Metro-Goldwyn-Mayer (MGM)   \n",
       "10338                       None                       Columbia Pictures   \n",
       "10401                 helicopter                         Eon Productions   \n",
       "10438              assassination                         Eon Productions   \n",
       "10489                       None  Twentieth Century Fox Film Corporation   \n",
       "10594                  christian                            Warner Bros.   \n",
       "10595                        spy                         Eon Productions   \n",
       "10689        secret organization                         Eon Productions   \n",
       "10724            secret identity                         Eon Productions   \n",
       "10759                  halloween          Compass International Pictures   \n",
       "10760                 fraternity                      Universal Pictures   \n",
       "\n",
       "                            production_comp_2  \\\n",
       "0                        Amblin Entertainment   \n",
       "1                  Kennedy Miller Productions   \n",
       "2                            Mandeville Films   \n",
       "3                       Truenorth Productions   \n",
       "4                               Original Film   \n",
       "5                                  Appian Way   \n",
       "6                        Skydance Productions   \n",
       "7                      Scott Free Productions   \n",
       "8                  Illumination Entertainment   \n",
       "9                     Pixar Animation Studios   \n",
       "10                                     Danjaq   \n",
       "11                         Dune Entertainment   \n",
       "12     Universal Pictures International (UPI)   \n",
       "13                  Happy Madison Productions   \n",
       "14                                Prime Focus   \n",
       "15                      The Weinstein Company   \n",
       "16                                   M6 Films   \n",
       "17                                       None   \n",
       "19                                StudioCanal   \n",
       "20                                    Babieka   \n",
       "22                  Village Roadshow Pictures   \n",
       "23                 Trigger Street Productions   \n",
       "24                       Plan B Entertainment   \n",
       "25                       Skydance Productions   \n",
       "27                                 Marv Films   \n",
       "28                            Open Road Films   \n",
       "29                  Temple Hill Entertainment   \n",
       "31                       Media Rights Capital   \n",
       "34                              Original Film   \n",
       "35                           No Trace Camping   \n",
       "...                                       ...   \n",
       "9807                Michael White Productions   \n",
       "9808                                     None   \n",
       "9849                Metro-Goldwyn-Mayer (MGM)   \n",
       "9881                Metro-Goldwyn-Mayer (MGM)   \n",
       "9884                     Walter Shenson Films   \n",
       "9925                Metro-Goldwyn-Mayer (MGM)   \n",
       "9927                          Malpaso Company   \n",
       "9932                             Warner Bros.   \n",
       "9951                          BBS Productions   \n",
       "9981                     Amblin Entertainment   \n",
       "9984                                     None   \n",
       "9992                   Nina Saxon Film Design   \n",
       "10094                    Hughes Entertainment   \n",
       "10131                                    None   \n",
       "10222                    Amblin Entertainment   \n",
       "10223                    Amblin Entertainment   \n",
       "10224                            Warner Bros.   \n",
       "10251                        Caravan Pictures   \n",
       "10255                Kouf/Bigelow Productions   \n",
       "10317                                    None   \n",
       "10338                                    None   \n",
       "10401                                    None   \n",
       "10438               Metro-Goldwyn-Mayer (MGM)   \n",
       "10489             TAFT Entertainment Pictures   \n",
       "10594                        Hoya Productions   \n",
       "10595               Metro-Goldwyn-Mayer (MGM)   \n",
       "10689               Metro-Goldwyn-Mayer (MGM)   \n",
       "10724               Metro-Goldwyn-Mayer (MGM)   \n",
       "10759        Falcon International Productions   \n",
       "10760                     Oregon Film Factory   \n",
       "\n",
       "                         production_comp_3  \\\n",
       "0                       Legendary Pictures   \n",
       "1                                     None   \n",
       "2                  Red Wagon Entertainment   \n",
       "3                                Bad Robot   \n",
       "4                     Media Rights Capital   \n",
       "5                                CatchPlay   \n",
       "6                                     None   \n",
       "7                       Mid Atlantic Films   \n",
       "8                                     None   \n",
       "9      Walt Disney Studios Motion Pictures   \n",
       "10                                     B24   \n",
       "11                    Anarchos Productions   \n",
       "12                                   Film4   \n",
       "13                                    None   \n",
       "14                  Revolution Sun Studios   \n",
       "15                              FilmColony   \n",
       "16                                  Canal+   \n",
       "17                                    None   \n",
       "19                               Lionsgate   \n",
       "20                                    A113   \n",
       "22                            Warner Bros.   \n",
       "23             Michael De Luca Productions   \n",
       "24                     Regency Enterprises   \n",
       "25                     China Movie Channel   \n",
       "27                       TSG Entertainment   \n",
       "28                       Anonymous Content   \n",
       "29                       TSG Entertainment   \n",
       "31       Sony Pictures Entertainment (SPE)   \n",
       "34                Scholastic Entertainment   \n",
       "35                                     A24   \n",
       "...                                    ...   \n",
       "9807         National Film Trustee Company   \n",
       "9808                                  None   \n",
       "9849                                  None   \n",
       "9881                                  None   \n",
       "9884                   Maljack Productions   \n",
       "9925                                Danjaq   \n",
       "9927                                  None   \n",
       "9932                                  None   \n",
       "9951                                  None   \n",
       "9981                   U-Drive Productions   \n",
       "9984                                  None   \n",
       "9992              Mace Neufeld Productions   \n",
       "10094                                 None   \n",
       "10131                                 None   \n",
       "10222                                 None   \n",
       "10223                                 None   \n",
       "10224                                 None   \n",
       "10251                                 None   \n",
       "10255                                 None   \n",
       "10317                                 None   \n",
       "10338                                 None   \n",
       "10401                                 None   \n",
       "10438                               Danjaq   \n",
       "10489                                 None   \n",
       "10594                                 None   \n",
       "10595                                 None   \n",
       "10689                                 None   \n",
       "10724                               Danjaq   \n",
       "10759                                 None   \n",
       "10760                Stage III Productions   \n",
       "\n",
       "                         production_comp_4           production_comp_5  \n",
       "0                  Fuji Television Network                      Dentsu  \n",
       "1                                     None                        None  \n",
       "2                                  NeoReel                        None  \n",
       "3                                     None                        None  \n",
       "4                                   Dentsu              One Race Films  \n",
       "5                        Anonymous Content        New Regency Pictures  \n",
       "6                                     None                        None  \n",
       "7                    International Traders           TSG Entertainment  \n",
       "8                                     None                        None  \n",
       "9                                     None                        None  \n",
       "10                                    None                        None  \n",
       "11                            Warner Bros.                        None  \n",
       "12                                    None                        None  \n",
       "13                                    None                        None  \n",
       "14                                    None                        None  \n",
       "15                                    None                        None  \n",
       "16                              EuropaCorp                      CinÃ©+  \n",
       "17                                    None                        None  \n",
       "19     Walt Disney Studios Motion Pictures                 Color Force  \n",
       "20                                    None                        None  \n",
       "22                   Flynn Picture Company                        None  \n",
       "23                                    None                        None  \n",
       "24                                    None                        None  \n",
       "25                               Bad Robot              TC Productions  \n",
       "27                      Cloudy Productions                        None  \n",
       "28                         Rocklin / Faust  Entertainment One Features  \n",
       "29                                    None                        None  \n",
       "31                              Alpha Core                 Genre Films  \n",
       "34                                    None                        None  \n",
       "35                          Duperele Films                        None  \n",
       "...                                    ...                         ...  \n",
       "9807               Twickenham Film Studios                        None  \n",
       "9808                                  None                        None  \n",
       "9849                                  None                        None  \n",
       "9881                                  None                        None  \n",
       "9884                                  None                        None  \n",
       "9925                                  None                        None  \n",
       "9927                                  None                        None  \n",
       "9932                                  None                        None  \n",
       "9951                                  None                        None  \n",
       "9981                                  None                        None  \n",
       "9984                                  None                        None  \n",
       "9992                                  None                        None  \n",
       "10094                                 None                        None  \n",
       "10131                                 None                        None  \n",
       "10222                                 None                        None  \n",
       "10223                                 None                        None  \n",
       "10224                                 None                        None  \n",
       "10251                                 None                        None  \n",
       "10255                                 None                        None  \n",
       "10317                                 None                        None  \n",
       "10338                                 None                        None  \n",
       "10401                                 None                        None  \n",
       "10438                                 None                        None  \n",
       "10489                                 None                        None  \n",
       "10594                                 None                        None  \n",
       "10595                                 None                        None  \n",
       "10689                                 None                        None  \n",
       "10724                                 None                        None  \n",
       "10759                                 None                        None  \n",
       "10760                                 None                        None  \n",
       "\n",
       "[1287 rows x 38 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the data looks prepared for the analysis, no duplicates have been found, no nanull values, columns containing multiple values have been seperated and data types look ready for analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "### Research Question 1 (Average runtime movies from year to year?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e80f0d128>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating a plot of the mean of rlease year vs runtime\n",
    "df.groupby('release_year').mean()['runtime'].plot(figsize=(10,6),color='y');\n",
    "plt.xlabel('release_year')\n",
    "plt.ylabel('runtime');\n",
    "min_av=df.groupby('release_year').mean()['runtime'].min()\n",
    "max_av=df.groupby('release_year').mean()['runtime'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the chart indicate that the average runtime movies is about 130.00 m ,the minimum Average runtime movies is 91.0,but maximum is 175.0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(91.0, 175.0)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#calcuating the min and max run time\n",
    "min_av=df.groupby('release_year').mean()['runtime'].min()\n",
    "max_av=df.groupby('release_year').mean()['runtime'].max()\n",
    "min_av,max_av\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 2 (Are there a correlation between popularity and vote_aveage?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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",
       "      <th>vote_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0.36</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              popularity  vote_average\n",
       "popularity          1.00          0.36\n",
       "vote_average        0.36          1.00"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop_vote=df[['popularity','vote_average']]\n",
    "pop_vote.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 3 (what are the top 10 movies in popularity?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>original_title</th>\n",
       "      <th>popularity</th>\n",
       "      <th>genres</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>32.99</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>28.42</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>24.95</td>\n",
       "      <td>Adventure|Drama|Science Fiction</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>14.31</td>\n",
       "      <td>Action|Science Fiction|Adventure</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Insurgent</td>\n",
       "      <td>13.11</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Captain America: The Winter Soldier</td>\n",
       "      <td>12.97</td>\n",
       "      <td>Action|Adventure|Science Fiction</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>12.04</td>\n",
       "      <td>Adventure|Action|Science Fiction</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>John Wick</td>\n",
       "      <td>11.42</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>11.17</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>The Hunger Games: Mockingjay - Part 1</td>\n",
       "      <td>10.74</td>\n",
       "      <td>Science Fiction|Adventure|Thriller</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           original_title  popularity  \\\n",
       "1                          Jurassic World       32.99   \n",
       "2                      Mad Max: Fury Road       28.42   \n",
       "3                            Interstellar       24.95   \n",
       "4                 Guardians of the Galaxy       14.31   \n",
       "5                               Insurgent       13.11   \n",
       "6     Captain America: The Winter Soldier       12.97   \n",
       "7                               Star Wars       12.04   \n",
       "8                               John Wick       11.42   \n",
       "9            Star Wars: The Force Awakens       11.17   \n",
       "10  The Hunger Games: Mockingjay - Part 1       10.74   \n",
       "\n",
       "                                       genres  release_year  \n",
       "1   Action|Adventure|Science Fiction|Thriller          2015  \n",
       "2   Action|Adventure|Science Fiction|Thriller          2015  \n",
       "3             Adventure|Drama|Science Fiction          2014  \n",
       "4            Action|Science Fiction|Adventure          2014  \n",
       "5          Adventure|Science Fiction|Thriller          2015  \n",
       "6            Action|Adventure|Science Fiction          2014  \n",
       "7            Adventure|Action|Science Fiction          1977  \n",
       "8                             Action|Thriller          2014  \n",
       "9    Action|Adventure|Science Fiction|Fantasy          2015  \n",
       "10         Science Fiction|Adventure|Thriller          2014  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = pd.Index(range(1, 11, 1))#setting index of movies order in the list\n",
    "top_df=df[['original_title','popularity','genres','release_year']]\n",
    "top_ten=top_df.nlargest(n=10,columns=['popularity']).set_index(index)\n",
    "top_ten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0e7c1049b0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e76f200b8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating a bar plot for top movies popularity\n",
    "top_ten.plot(x='original_title',y='popularity',kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "nice! this bar chart indicates the top 10 movies in popularity, Jurassic World in the lead..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 4 (How did the amount of produced films changed over time?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "release_year\n",
       "2006     68\n",
       "2007     92\n",
       "2008     82\n",
       "2009    116\n",
       "2010    132\n",
       "2011    156\n",
       "2012     88\n",
       "2013     65\n",
       "2014     70\n",
       "2015     93\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#calculating the number of movies in last 10 years\n",
    "movie_year=df.groupby('release_year').count()['id']\n",
    "movie_year.tail(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAHwCAYAAACSZPPAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3Xl4nGd97//PV8uMLI28aEbed8fOvjveICxJ27BlKaGUsAVKSemPUk576EJ7ToGei5aeX08phRZOKCGkJQkpJMShUJZACMS2HMeJkzixHVvyKkuWZmxLlqx1vuePGTmKkR3Z1szzPDPv13XpsvTMM8/9leJclz+67/t7m7sLAAAAAICoqgi6AAAAAAAAzgXBFgAAAAAQaQRbAAAAAECkEWwBAAAAAJFGsAUAAAAARBrBFgAAAAAQaQRbAADOguV83cwOm9nGAOu41sy2BzU+AABhQLAFABSEmT2WD33xoGsZi5l9wMx+eQ6PeK2kX5c0191XTFBZZ8zdf+Hu5wc1PgAAYUCwBQBMODNbKOlaSS7ppkCLKZwFkna7e0/QhUSVmVUFOHZlUGMDACYewRYAUAjvl7RB0t2Sbh/9gpndbWb/YmY/MLNjZvaEmc00s3/Mz/BuM7MrR91/YX7294iZbTWzm0a99piZ/e6or18xC2tmbmYfMbOX8s/+5/wS4gslfUXS6nwNR8b6JsxstpmtNbOMme00sw/nr39I0r+Oev9nxnjvB/Lf2+fztTeb2Zr89X1mdsjMbh91/xQzu8fMOsxsj5n9DzOrMLN4/v2XjLq30cyOm9l0M3uDme0/qebv5J/TYmZ/OOq1FWa2ycy6zKzdzP7hVP8BzezD+e85k/8ZzM5f/4qZ/f1J9z5sZn88jvE/bWbfNrN/N7MuSR846TnX5OuqGnXtVjN7Jv95hZn9uZntMrO0mT1gZg2j7v0PM2szs6Nm9riZXTzqtbvN7Mtm9n0z65H0RjN7i5m9YGbdZnbAzD5xqp8HACDcCLYAgEJ4v6Rv5j9uMLMZJ73+Tkn/Q1JKUr+k9ZI257/+tqR/kCQzq5b0iKQfSZou6WOSvmlmZ7L09m2SrpF0eX7cG9z9RUkfkbTe3RPuPvUU771P0n5JsyW9Q9LfmNn17v61k97/qVO8f6WkZyUlJd0r6f58LedJeq+kL5lZIn/vFyVNkbRY0uuV+xl+0N37JT0o6bZRz32npJ+7+6HRg5lZhXI/ry2S5ki6XtJ/M7Mb8rd8QdIX3H2ypCWSHhiraDO7TtLf5seZJWlPvnblv4/fNjPL3ztN0m9Iun8c40vSzcr9N56q3N+PE9z9SUlp5ZZ4j3ivpH/Lf/6Hkm7J/3xmSzos6Z9H3fsDSUuV+7uy+eTnS3q3pM9Kqpf0S0lfk/R77l4v6RJJPx3r5wEACD+CLQBgQpnZa5VbpvuAuz8laZdygWK0h9z9KXfvk/SQpD53v8fdhyV9S9LIjO0qSQlJn3P3AXf/qaTv6ZUh79V8zt2PuPteST+TdMU4v495yu2j/TN373P3Z5SbpX3fGYzd4u5fH/V9zZP01+7e7+4/kjQg6TzLLYv9bUmfdPdud98t6f+MGutevfJ7fnf+2smukdTo7n+d/3k1S/qqpHflXx/Mj5dy92PuvuEUdb9H0l3uvjkfrD+p3Oz0Qkm/UG6J+bX5e9+hXMBvHcf4yt/7XXfPuvvxMcb+hnJhVvnZ2BtGfa+/J+kv3X1/vq5PS3rHyAyvu9+V//mNvHa5mU0Z9eyH3f2J/Nh9+Z/HRWY22d0Pu/vmU/w8AAAhR7AFAEy02yX9yN0781/fq5OWI0tqH/X58TG+HpnFnC1pn7tnR72+R7nZwPFqG/V576hnv5rZkjLu3n0OY5/8fcndx/peU5Ji+eePNdZPJU0ys5VmtkC5cP7QGOMtkDQ7v3T5SH6J9V9IGpkx/5CkZZK2mdmTZva2U9Q9e3Qt7n5MuZnUOe7uys3ejgTtd+vlmdFXG1+S9p1izBH/LunG/Ez2OyX9wt0Pjnr+Q6Oe/aKkYUkzzKzSzD6XX6bcJWl3/j2p04x9q6S3SNpjZj83s9WvUhsAIKQCa9oAACg9ZjZJuTBSaWYjgTIuaaqZXe7uW87wka2S5plZxahwO1/SjvznPZJqR90/8wye7eMYu8HM6keF2/mSDpzBGOPVqdzs4QJJL5w8lrtnzewB5cJku6TvnRS4R+xTbpZ46ViDuPtLkm7LLxl+u6Rvm1lyjAZYrflaJElmVqfccuqR7/0+ST8ys88pt9z6N8cz/kgZp3lN7n7AzNbnn/k+SV8+6fv7HXd/4uT3mdn7lFvm/GvKhdopyi1VtlONnV/6fHN+yfsfKLc0e97p6gMAhBMztgCAiXSLcjNoFyk3q3iFpAuVW776/rN4XpNy4fVPzazazN4g6Ua9vN/zGUlvN7NaMztPuRnJ8WqXNNfMYmO96O77JK2T9LdmVmNml+Wff/K+zXOWX6r8gKTPmll9flb2j5WbvRxxr3LLld+jsZchS9JGSV1m9mdmNik/i3mJmV0jSWb2XjNrzP+SYKRh1vAYz7lX0gfN7ArLHdf0N5Ka8kuk5e5PS+pQbmn2D9195FmnHf8M3CPpTyVdqlfOTH9FuZ/Rgvz302hmN+dfq1duv3ZauV92/M3pBjCzmJm9x8ymuPugpC6N/bMAAEQAwRYAMJFul/R1d9/r7m0jH5K+JOk9dobHu7j7gHLHBb1ZuVnNf5H0fnfflr/l88rtU21Xbm/mmYTOn0raKqnNzDpPcc9tkhYqN4P5kKRPufuPz+R7OAMfUy7ENyvX2OheSXeNvOjuIyF/tnJNkn5FPiDfqNwvFFqU+5n9q3Kzl5L0JklbzeyYco2k3pXfa3rycx6V9D8lfUfSQeUaTb3rpNvuU2529N5R73u18cfrIeWXHZ80m/wFSWuVmy3uVq7z9sr8a/cot3z6gHKz3qfaPzza+yTtzi9d/ojye3sBANFjua0yAAAA4WFmu5TrWPyToGsBAIQfM7YAACBUzOxW5fbDcvwOAGBcaB4FAABCw8weU26P9vtO6oYNAMApsRQZAAAAABBpLEUGAAAAAEQawRYAAAAAEGmR3mObSqV84cKFQZcBAAAAACiAp556qtPdG1/tvkgH24ULF2rTpk1BlwEAAAAAKAAz2zOe+1iKDAAAAACINIItAAAAACDSCLYAAAAAgEgj2AIAAAAAIq1gwdbM7jKzQ2b2/EnXP2Zm281sq5n971HXP2lmO/Ov3VCougAAAAAApaWQXZHvlvQlSfeMXDCzN0q6WdJl7t5vZtPz1y+S9C5JF0uaLeknZrbM3YcLWB8AAAAAoAQUbMbW3R+XlDnp8u9L+py79+fvOZS/frOk+929391bJO2UtKJQtQEAAAAASkex99guk3StmTWZ2c/N7Jr89TmS9o26b3/+2q8wszvMbJOZbero6ChwuQAAAACAsCt2sK2SNE3SKkl/IukBMzNJNsa9PtYD3P1Od1/u7ssbGxsLVykAAAAAIBKKHWz3S3rQczZKykpK5a/PG3XfXEmtRa4NAAAAABBBxQ6235V0nSSZ2TJJMUmdktZKepeZxc1skaSlkjYWuTYAAAAAQAQVrCuymd0n6Q2SUma2X9KnJN0l6a78EUADkm53d5e01cwekPSCpCFJH6UjMgAAAABgPCyXK6Np+fLlvmnTpqDLAAAAAAAUgJk95e7LX+2+Yi9FBgAAAABgQhFsAQAAAACRRrAFAAAAAEQawRYAAAAAJEW5/1C5I9gCAAAAKHsPP3NAq/72UfUPcThLFBFsAQAAAJS9HzzXpvaufnUeGwi6FJwFgi0AAACAsubu2rg7I0lKH+sPuBqcDYItAAAAgLL20qFjyvTkZmrTzNhGEsEWAAAAQFlrak6f+LyDGdtIItgCAAAAKGsbWjJK1sUkMWMbVQRbAAAAAGXL3dXUnNG1S1OqjVWyxzaiCLYAAAAAylZzZ486j/Vr5eKkkomY0j3M2EYRwRYAAABA2drYkuuGvHJRg5J1cXUyYxtJBFsAAAAAZaupOa1UIq5FqTqlEjHOsY0ogi0AAACAsuTuamrJaOXiBpmZknVx9thGFMEWAAAAQFnalzmug0f7tGpRgyQpmYgp0zOgbNYDrgxnimALAAAAoCxtaMmdX7tycVKSlErENZR1dfUNBlkWzgLBFgAAAEBZamrOqKEupqXTE5JyM7aS2GcbQQRbAAAAAGWpqSWtFQtz+2ul3IytJDojRxDBFgAAAEDZOXDkuPYfPq6VixtOXBuZsU0zYxs5BFsAAAAAZWdjfn/tikWjgm1dbsY23cOMbdQQbAEAAACUnabmjCbXVOmCmZNPXGuoi8mMPbZRRLAFAAAAUHaaWjJasahBlRV24lplhamhNsZZthFEsAUAAABQVg519amls0crFyV/5bVkIsYe2wgi2AIAAAAoKxtaMpL0isZRI5J1cboiRxDBFgAAAEBZaWpOKxGv0kWzJv/Ka8lETOkeZmyjhmALAAAAoKw0tWR09YJpqqr81TiUSjBjG0UEWwAAAABlo/NYv3YeOjbmMmRJSiVi6u4bUv/QcJErw7kg2AIAAAAoG0+O7K8do3GUJCUTubNsMyxHjhSCLQAAAICy0dSS0aTqSl02d8qYryfrYpKkzm6CbZQQbAEAAACUjQ3NaV29YJqqx9hfK708Y9vZwz7bKCHYAgAAACgLR3oHtL29WysXjb2/VsrtsZXEWbYRQ7AFAAAAUBY2tmTkLq1cPPb+WinXFVmS0nRGjhSCLQAAAICy0NSSUayq4pT7ayWpNlapmuoKzrKNGIItAAAAgLKwsSWjK+dNVU115SnvMTMl6+Lq7GbGNkoItgAAAABKXlffoLa2Hj3tMuQRqURMnczYRgrBFgAAAEDJe2r3YWVdWnWaxlEjkok4e2wjhmALAAAAoORtaEmrutJ05fxpr3pvsi5GV+SIIdgCAAAAKHlNzRldPneqJsVOvb92RKo+rnRPv9y9CJVhIhBsAQAAAJS0nv4hPXfgqFaMYxmylJuxHRx2dfUNFbgyTBSCLQAAAICS9tSewxrO+rgaR0kvn2XbyT7byCDYAgAAAChpTS1pVVaYrl7w6vtrJSmZiEkS+2wjpGDB1szuMrNDZvb8GK99wszczFL5r83M/snMdprZs2Z2VaHqAgAAAFBeNrZkdMmcKUrEq8Z1f7IuN2NLZ+ToKOSM7d2S3nTyRTObJ+nXJe0ddfnNkpbmP+6Q9OUC1gUAAACgTPQNDmvLvqPjOuZnRKo+N2PLWbbRUbBg6+6PS8qM8dLnJf2ppNEtxm6WdI/nbJA01cxmFao2AAAAAOVh897DGhjOauXi8QfbhtqRpcjM2EZFUffYmtlNkg64+5aTXpojad+or/fnr431jDvMbJOZbero6ChQpQAAAABKQVNzRmbS8oXjD7ZVlRWaVltN86gIKVqwNbNaSX8p6a/GenmMa2MeGuXud7r7cndf3tjYOJElAgAAACgxTS1pXTRrsibXVJ/R+5KJOM2jIqSYM7ZLJC2StMXMdkuaK2mzmc1UboZ23qh750pqLWJtAAAAAEpM/9Cwnt57RCsXje+Yn9GSdTGCbYQULdi6+3PuPt3dF7r7QuXC7FXu3iZpraT357sjr5J01N0PFqs2AAAAAKVny76j6h86s/21I1KJuDp7WIocFYU87uc+SeslnW9m+83sQ6e5/fuSmiXtlPRVSf9foeoCAAAAUB6amtOSpBVnsL92RCrBjG2UjO8gp7Pg7re9yusLR33ukj5aqFoAAAAAlJ+NuzO6YGa9ptXFzvi9yURcR48PamAoq1hVUXvu4izwXwgAAABAyRkczuqpPYe18gzOrx0tmciF4Qxn2UYCwRYAAABAyXnuwFH1DgxrxVk0jpKkZF1ckjjyJyIItgAAAABKTlNzRpK04ixnbFP5Gds0M7aRQLAFAAAAUHKaWtJa0linxvr4Wb0/lci9L82MbSQQbAEAAACUlKHhrDbtPqyVi89uGbL08h5bOiNHA8EWAAAAQEl54WCXjvUPnXXjKElKxKsUq6pgj21EEGwBAAAAlJSNLbn9tavOYcbWzJSqi6mTGdtIINgCAAAAKCkbmjNamKzVjMk15/ScZCKudA8ztlFAsAUAAABQMrJZ15O7M2fdDXm0ZCLGHtuIINgCAAAAKBnb2rp19PigVp7l+bWjpRJxuiJHBMEWAAAAQMloaklLklYunpgZ285jA3L3c34WCotgCwAAAKBkNDVnNGfqJM2dVnvOz0rVxTUwnFV3/9AEVIZCItgCAAAAKAnuro27MxMyWytxlm2UEGwBAAAAlISXDh1TpmdAqyZgf62U64osiX22EUCwBQAAAFASNjTn9tdOREdkSUrlZ2w5yzb8CLYAAAAASsL3thzU4sY6LUie+/5aKdcVWZI6mbENPYItAAAAgMjbm+7Vxt0Z3XrVXJnZhDxzWi17bKOCYAsAAAAg8h56+oDMpFuunDNhz4xVVWjKpGqle5ixDTuCLQAAAIBIc3c9+PR+rV6c1Jypkyb02clEjBnbCCDYAgAAAIi0p/Yc1p50r95+1dwJf3aqLs4e2wgg2AIAAACItO9sPqBJ1ZV68yUzJ/zZqfqY0j3M2IYdwRYAAABAZPUNDut7z7bqzZfMVF28asKfn2TGNhIItgAAAAAi6ycvtqu7b6ggy5Cl3B7bI72DGhzOFuT5mBgEWwAAAACR9eDmA5o1pUarlyQL8vxk/izbwyxHDjWCLQAAAIBI6uju1893dOiWK+eosmJizq49Waoud5ZtJ52RQ41gCwAAACCS1m5p1XDW9fYJPLv2ZKn63IwtZ9mGG8EWAAAAQCR956n9umzuFC2dUV+wMZInZmwJtmFGsAUAAAAQOS8e7NILB7t0a4GaRo0Y2WObZilyqBFsAQAAAETOQ08fUFWF6cbLZxd0nMk1VaquNPbYhhzBFgAAAECkDA1n9dDTB/TGC6arIb9UuFDMTMm6uNIsRQ41gi0AAACASPnlzk51dPfr1qsK1zRqtGQipjTH/YQawRYAAABApDy4+YCm1lbrjRdML8p4qUSc5lEhR7AFAAAAEBndfYP64dY23XjZbMWrKosyZjIRo3lUyBFsAQAAAETG9587qP6hrN5epGXI0ssztu5etDFxZgi2AAAAACLjO5sPaHGqTlfMm1q0MZN1MfUPZdUzMFy0MXFmCLYAAAAAImFfplcbWzK69eq5MrOijfvyWbbssw0rgi0AAACASHhw8wFJ0i1XFm8ZsiSlErkjhWggFV4EWwAAAACh5+568On9Wr04qTlTJxV17FR+xraTBlKhRbAFAAAAEHqb9x7WnnSvbr16btHHTuZnbOmMHF4EWwAAAACh953NBzSpulJvumRm0cduqBsJtixFDiuCLQAAAIBQ6xsc1ve2tOpNl8xUIl5V9PHjVZWqr6lSuocZ27Ai2AIAAAAItUdfPKSuvqGinl17spGzbBFOBQu2ZnaXmR0ys+dHXfv/zWybmT1rZg+Z2dRRr33SzHaa2XYzu6FQdQEAAACIlgc379fMyTVasyQVWA2pRIxgG2KFnLG9W9KbTrr2Y0mXuPtlknZI+qQkmdlFkt4l6eL8e/7FzCoLWBsAAACACOjo7tdjOzp0y5VzVFlRvLNrT5asi9M8KsQKFmzd/XFJmZOu/cjdh/JfbpA00tLsZkn3u3u/u7dI2ilpRaFqAwAAABANa7e0ajjrgS5DlnKdkdljG15B7rH9HUk/yH8+R9K+Ua/tz18DAAAAUMYe3Lxfl86ZomUz6gOtI5mI63DvgIaGs4HWgbEFEmzN7C8lDUn65silMW7zU7z3DjPbZGabOjo6ClUiAAAAgIBta+vS1tYu3RrwbK2U22PrLh3uHQy6FIyh6MHWzG6X9DZJ73H3kfC6X9K8UbfNldQ61vvd/U53X+7uyxsbGwtbLAAAAIDAPLj5gKoqTDdePjvoUpRKxCWJBlIhVdRga2ZvkvRnkm5y995RL62V9C4zi5vZIklLJW0sZm0AAAAAwmNoOKuHnj6gN5w/Xcl8qAxSsi4mSTSQCqmCnW5sZvdJeoOklJntl/Qp5bogxyX92MwkaYO7f8Tdt5rZA5JeUG6J8kfdfbhQtQEAAAAItyd2pdXR3R+KZciSToTrdA8ztmFUsGDr7reNcflrp7n/s5I+W6h6AAAAAETHd57arymTqnXdhdODLkVSbo+tJHUyYxtKQXZFBgAAAIBf0d03qB9ubdONl89SvKoy6HIkSZNrqlVVYUqzxzaUCLYAAAAAQuUHz7Wpfyirt181N+hSTqioMDXUxWgeFVIEWwAAAACh8p3N+7U4Vacr500NupRXSCXiNI8KKYItAAAAgNDYl+lVU0tGb79qjvINZ0MjmYips4dgG0YEWwAAAACh8b1nD0qSbrkyHN2QR8vN2LIUOYwItgAAAABC4/kDR7UgWau502qDLuVXJOtiLEUOKYItAAAAgNDY1talZTPqgy5jTMlEXMcHh9U7MBR0KTgJwRYAAABAKPQNDmt3ulfnhzTYnjjLtptZ27Ah2AIAAAAIheaOHg1nXefPDGuwjUuSOnvYZxs2BFsAAAAAobC9vUuSQhtsk/kZW/bZhg/BFgAAAEAobG87pupK06JUXdCljCmZn7GlM3L4EGwBAAAAhML2ti4taUyoujKcMSVZl5+x5Szb0Ann3xgAAAAAZWdH+7HQdkSWpJrqSiXiVeroZsY2bAi2AAAAAALX3TeoA0eOh3Z/7YhUIsaMbQgRbAEAAAAEbkd7tySF9qifEclEnD22IUSwBQAAABC47W3HJIW3I/KIZF2MrsghRLAFAAAAELgd7d2qi1VqztRJQZdyWslEXGnOsQ0dgi0AAACAwG1r69LSGfWqqLCgSzmtVCKmTM+AhrMedCkYhWALAAAAIFDuru1t3aHfXytJqURcWZcO97IcOUwItgAAAAAC1XlsQId7B0O/v1aSkon8Wbbssw0Vgi0AAACAQG1vy3dEjkKwrYtLEp2RQ4ZgCwAAACBQ29ujE2xT+RnbTs6yDRWCLQAAAIBAbW/rUrIuplQiHnQpryqZYMY2jAi2AAAAAAK1vf2YlkWgcZQkTZ1UrcoKUyfBNlQItgAAAAACk826XmrvjsQyZEmqqDA11MVoHhUyBFsAAAAAgdl/+Lh6B4YjE2wlKVkXUyfBNlQItgAAAAACM9I4KipLkaXcWbbpHpYihwnBFgAAAEBgdpwItomAKxm/ZIKlyGFDsAUAAAAQmG1t3ZozdZLqa6qDLmXcknVxmkeFDMEWAAAAQGB2tHXrggjtr5WkVH1MvQPD6h0YCroU5BFsAQAAAARiYCirXR3HtCxqwbZu5CxbliOHBcEWAAAAQCBaOns0lHWdH6HGUVJuj60kpXsItmFBsAUAAAAQiJGOyFE66keSkomRGVv22YYFwRYAAABAILa3damywrS4sS7oUs5Isi43Y0sDqfAg2AIAAAAIxPa2Y1qUqlO8qjLoUs5IKj9j28ke29Ag2AIAAAAIxI727sgtQ5akSbFK1cUqaR4VIgRbAAAAAEXX0z+kvZneyDWOGpFMxJXuYSlyWBBsAQAAABTdS4eOSYpe46gRyUSMGdsQIdgCAAAAKLodbfmOyFGdsa2L0zwqRAi2AAAAAIpuW1u3aqorNK+hNuhSzkoqEaN5VIgQbAEAAAAU3Y72bi2bUa/KCgu6lLOSSsSV6elXNutBlwIRbAEAAAAEYHs+2EZVMhFT1qUjxweDLgUqYLA1s7vM7JCZPT/qWoOZ/djMXsr/OS1/3czsn8xsp5k9a2ZXFaouAAAAAMHK9Ayoo7s/svtrpVxXZElKs882FAo5Y3u3pDeddO3PJT3q7kslPZr/WpLeLGlp/uMOSV8uYF0AAAAAArR9pHFURDsiS1KqLiZJ7LMNiYIFW3d/XFLmpMs3S/pG/vNvSLpl1PV7PGeDpKlmNqtQtQEAAAAIzva2LknRDrYjM7Z0Rg6HYu+xneHuByUp/+f0/PU5kvaNum9//hoAAACAErO9/ZimTKrW9Pp40KWctVQiN2PLUuRwCEvzqLFaoY3ZXszM7jCzTWa2qaOjo8BlAQAAAJhoO9q7df7MeplFsyOyJE2tjanCpHQPS5HDoNjBtn1kiXH+z0P56/slzRt131xJrWM9wN3vdPfl7r68sbGxoMUCAAAAmFjurh1t3ZFuHCVJlRWmhjrOsg2LYgfbtZJuz39+u6SHR11/f7478ipJR0eWLAMAAAAoHa1H+9TdPxTp/bUjknVxliKHRFWhHmxm90l6g6SUme2X9ClJn5P0gJl9SNJeSb+Vv/37kt4iaaekXkkfLFRdAAAAAIKzowQ6Io9IJmI0jwqJggVbd7/tFC9dP8a9LumjhaoFAAAAQDhsywfbZdNLIdjG9ez+I0GXAYWneRQAAACAMrCjvVuzptRoSm110KWcs1QipjR7bEOBYAsAAACgaLa3dWtZxBtHjUgl4jrWP6S+weGgSyl7BFsAAAAARTE0nNXOjmMlsb9WkpJ1+bNsOfIncARbAAAAAEWxO92rgaFs5I/6GZFMxCWJzsghQLAFAAAAUBTbS6gjspTriiyJzsghQLAFAAAAUBTb27tVYdJ50xNBlzIhGvMztp00kAocwRYAAABAUexo69bCZJ1qqiuDLmVCjMzY0hk5eARbAAAAAEWxvb10OiJLUm2sSpOqK9ljGwIEWwAAAAAF1zc4rN3pnpLZXzsimYjRFTkECLYAAAAACm7noWNyL53GUSOSiTjNo0KAYAsAAACg4LblOyKX0lJkSUrVxWgeFQIEWwAAAAAFt6O9W7GqCi1M1gZdyoRKJeKR3GPb3tWnBzbt09HewaBLmRAEWwAAAAAFt72tW+c1JlRVWVoRJJmIKdMzoGzWgy7ljPxs2yH96befVcexvqBLmRCl9bcKAAAAQChtb+vWBSW2v1bK7bEdyrq6+qI187m+Oa3G+riWNJbGmcIEWwAAAAC/4vvPHdR/f2DLhMxEHu0dVFtXn5aVYLBN5c+yjVIDKXfXul1prV6clJkFXc6EINgCAAAA+BX/vmGPvrN5v7791P5zftb29lzjqPNLrHGUJCXr4pLxBGaTAAAgAElEQVQUqQZSuzp61NHdrzVLkkGXMmEItgAAAABeYWAoq817D0uS/u6/tuno8XNbZnsi2JbijG19bsY2HaFgu35XpyRpNcEWAAAAQKl6dv8R9Q1m9YfXnadM74D+8Sc7zul5O9q6VR+v0qwpNRNUYXiMzNime6KzFHndrrTmTJ2k+Q2l06GaYAsAAADgFZpaMpKkD7xmkW5bMV/3rN+jHflZ17Oxva1by2bWl8x+ztGm1VbLLDpLkbNZ14bmtFaV0P5aiWALAAAA4CQbmtM6f0a9Gupi+pPfOF+JeJU+vXar3M+8kZS7a3t7d0kuQ5akqsoKTauNReYs221t3TrcO1hS+2slgi0AAACAUQaHs3pqz2GtXNwgSZpWF9MnfmOZ1u1K6wfPt53x8w519+vo8cGSbBw1IlkXi0xX5PXNaUmltb9WItgCAAAAGGVra5d6B4a1ctHLwefdKxfowlmT9dn/fFHHB4bP6Hnb2nJLmJeVcrBNxCLTPGr9rk4tTNZq9tRJQZcyoQi2AAAAAE5oys/oXbNo2olrlRWmz9x0sQ4cOa4vP7bzjJ63o610OyKPSCXiSveEP9gODWfV1JzR6iWpoEuZcARbAAAAACc0tWS0uLFO0+tf2cF4xaIG3XzFbH3l8WbtTfeO+3nb27vVWB9XQ11soksNjVQiHomlyFtbu9TdP1Ryy5Algi0AAACAvOGs68mWzCuWIY/2yTdfqKoK0//6zxfG/cztbd26oIRna6XcHtvuviH1D53ZMu1iW7crv792McEWAAAAQIl68WBuRm9VvnHUyWZOqdEfXHeefvxCu36+o+NVnzecdb10qLuk99dK0vxk7jzYHW3HAq7k9NY3p7VsRkKN9fGgS5lwBFsAAAAAknLH/Eg65YytJH3otYu0KFWnz6zdqoGh7GmftzfTq77BbEl3RJakVfkZ0PXNnQFXcmoDQ1k92ZIpydlaiWALAAAAIK+pJaMFyVrNnFJzynviVZX6q7ddpObOHt29ruW0z9teBo2jJGnG5BotaazT+vxS3zDasv+Ijg8Ol2TjKIlgCwAAAEBSNut6cndGKxaOvQx5tDdeMF3XXzBdX/jJSzrU1XfK+3a054Lt0hmJCaszrFYvSWpjS0aDw6efxQ7K+l1pmemUy8yjjmALAAAAQDsOdetI76BWjnOp6v9820UaHHZ97gfbTnnP9rZuzW+oVW2saqLKDK01S1LqGRjWs/uPBl3KmNbt6tRFsyZram1pdqcm2AIAAABQU3NGkrRy0fhm9Bam6vS71y7Sg08f0FN7MmPes729u+SXIY8Y2Wc7sk85TPoGh7V5zxGtKcFjfkYQbAEAAACoqSWtOVMnaV5D7bjf89E3nqeZk2v0Vw9v1XDWX/Fa/9CwWjp7Sr5x1IiGupgumFmvdbvC10Bq857DGhjOluT5tSNeNdia2aPjuQYAAAAgmtxdG1sy456tHVEXr9JfvPVCbW3t0v1P7n3Fa7sO9Wg462UzYyvl9tlu2n04dOfZrtuVVmWF6Zpx7J+OqlMGWzOrMbMGSSkzm2ZmDfmPhZJmF6tAAAAAAIW1q+OYOo8NaOVZNBa68bJZWrmoQX//w+060jtw4vpI46hyCrZrlqTUP5TV03uPBF3KK6xvTuvSOVNUX1MddCkFc7oZ29+T9JSkC/J/jnw8LOmfC18aAAAAgGLYcGJ/7ZkvVTUzffqmi3X0+KD+z492nLi+vb1b1ZWmRam6Casz7FYsalCFKVTH/hzrH9KWfaW9v1Y6TbB19y+4+yJJn3D3xe6+KP9xubt/qYg1AgAAACigppaMptfHtSA5/v21o104a7Let2qBvtm0Ry+0dknKdURe0phQdWX5tPWZMqlal8yZEqpg++TujIayrjUlen7tiFf9W+buXzSzNWb2bjN7/8hHMYoDAAAAUFi5/bVprVyclJmd9XP++NfP15RJ1fr02q1yd21v69ayMmkcNdrqJUk9ve+wjg+EY5/thl1pVVearl4wLehSCmo8zaP+TdLfS3qtpGvyH8sLXBcAAACAItiT7lV7V/8ZN4462ZTaav3JDRdo4+6M7t24VweOHC+r/bUjVi9OanDYtekURyAV27pdaV05f5omxSqDLqWgxnNS8nJJF7m7v+qdAAAAACKlqSW3bHbVWTSOOtlvXzNP927co8888oIklc1RP6Nds7BBVRWmdbvSunZpY6C1HO0d1NbWo/rYdUsDraMYxrPg/XlJMwtdCAAAAIDia2rOKJWIaUlj4pyfVVlh+sxNl2hgKCupvDoij6iLV+mKeVNDsc+2qSWtrKvkG0dJ4wu2KUkvmNkPzWztyEehCwMAAABQeE0tGa1Y1HBO+2tHu3rBNL1z+VylEnHNmTppQp4ZNauXJPXs/iPq6hsMtI51u9Kqqa7QFfOnBlpHMYxnKfKnC10EAAAAgOLbl+nVgSPHdcfrFk/oc//mNy9Vd9+QKiomJixHzeolSX3xpzv1ZEtG1184I7A6NjSntXxBg+JVpb2/VhpfV+Sfj/VxLoOa2R+Z2VYze97M7jOzGjNbZGZNZvaSmX3LzGLnMgYAAACA02tqyTU4WnGOjaNOVlVZoWl15fvP+avmT1OsqiLQ5cjpY/3a1tat1WWwDFkaX1fkbjPryn/0mdmwmXWd7YBmNkfSH0pa7u6XSKqU9C5Jfyfp8+6+VNJhSR862zEAAAAAvLqNLWlNra0uyyZPhVRTXamr50/TugCD7Ybm3C8tCLZ57l7v7pPzHzWSbpX0pXMct0rSJDOrklQr6aCk6yR9O//6NyTdco5jAAAAADiNppaMrlnYULZLhgtpzZKkXmzr0uGegUDGX7erU4l4lS6bMyWQ8YttPM2jXsHdv6tcCD0r7n5AuXNx9yoXaI9KekrSEXcfyt+2X9Kcsx0DAAAAwOm1He3TnnTvOZ9fi7GtXpKU+8vHKRXb+l1prVjUoKrKM458kfSqzaPM7O2jvqxQ7lzbsz7T1symSbpZ0iJJRyT9h6Q3j3HrmGOY2R2S7pCk+fPnn20ZAAAAQFl7+fza8liqWmyXzZ2q2lil1u9K602XzCrq2G1H+9Tc2aPbVpRPXhpPV+QbR30+JGm3csH0bP2apBZ375AkM3tQ0hpJU82sKj9rO1dS61hvdvc7Jd0pScuXLz/rgA0AAACUsw3NGdXXVOnCWZODLqUkxaoqtHxhQyD7bNc3d0oqn/210jiCrbt/cILH3CtplZnVSjou6XpJmyT9TNI7JN0v6XZJD0/wuAAAAADymlrSumZhgyrZX1swa5Yk9bkfbNOh7j5Nr68p2rjrd6U1ZVK1LiqjX1qMpyvyXDN7yMwOmVm7mX3HzOae7YDu3qRck6jNkp7L13CnpD+T9MdmtlNSUtLXznYMAAAAAKd2qLtPzR09E37MD15pTX7GdKRDcbGs25XWqsXl1RRsPDuJvy5praTZyjV0eiR/7ay5+6fc/QJ3v8Td3+fu/e7e7O4r3P08d/8td+8/lzEAAAAAjO3JlsOSROOoArt49hTV11Rp/a7Ooo25L9Or/YePa82SVNHGDIPxBNtGd/+6uw/lP+6W1FjgugAAAAAUSFNLWrWxSl1SJkfBBKWywrRyUVLri7jPdmSsctpfK40v2Haa2XvNrDL/8V5JwZ00DAAAAOCcNDVndPWCaaouk6NggrR6SVK7071qPXK8KOOt29WpVCKmpdMTRRkvLMbzN/l3JL1TUpty586+I38NAAAAQMRkega0vb2bY36KZGSfbTFmbd1d65vTWrU4KbPy2V8rja8r8l5JNxWhFgAAAAAFtrEl18iI/bXFcf6MejXUxbRuV1q3Xn3WPXjHpbmzR+1d/WW3v1YaR7A1s0WSPiZp4ej73Z2wCwAAAERMU0ta8aoKXTqX/bXFUFFhWrW4Qet3dcrdCzqTOnJm7poy218rjSPYSvquckfvPCIpW9hyAAAAABRSU3NGV82fpnhVZdCllI3VS1L6/nNt2pvp1YJkXcHG2bArrVlTarQgWVuwMcJqPMG2z93/qeCVAAAAACioo8cH9WJblz5+/dKgSykrq/P7mdftShcs2Gazuf21bzi/sez210rjax71BTP7lJmtNrOrRj4KXhkAAACACbVpd0bu0spF5bdUNUhLGus0vT5e0AZSOw51K9MzcCJEl5vxzNheKul9kq7Ty0uRPf81AAAAgIhoaskoVlmhK+dPDbqUsmJmWrMkqV/uTBdsn+26neV5fu2I8QTb35S02N0HCl0MAAAAgMJpak7rinlTVVPN/tpiW70kqe8+06qdh45p6Yz6CX9+bplzreZOK7/9tdL4liJvkcSvdAAAAIAIO9Y/pOdbu7RyMcf8BGHkCJ71zRO/HHk462pqSZftMmRpfMF2hqRtZvZDM1ub/3i40IUBAAAAmDibdmc0nHWt4PzaQMxrqNWcqZNOLBmeSFtbj6q7b6hslyFL41uK/KlRn5uk10q6rTDlAAAAACiEppaMqipMVy+YFnQpZWvNkqR+/GK7sllXRcXE7bMdOb+WGdvTcPefSzoq6a2S7pZ0vaSvFLYsAAAAABNpY0tGl86dotrYeOa2UAirlyR1pDd35NJEWr8rrfOmJzR9cs2EPjdKThlszWyZmf2Vmb0o6UuS9kkyd3+ju3+xaBUCAAAAOCfHB4b17P4jHPMTsJGlwhN57M/gcFZP7s5oTRkvQ5ZOP2O7TbnZ2Rvd/bX5MDtcnLIAAAAATJTNew9rcNhpHBWwWVMmaXGqbkKD7bP7j6h3YLislyFLpw+2t0pqk/QzM/uqmV2v3B5bAAAAABHS1JxWhUnL2V8buFVLkmpqyWhoODshzxtpRrWKYDs2d3/I3X9b0gWSHpP0R5JmmNmXzew3ilQfAAAAgHO0oSWjS+ZMUX1NddCllL01S5Injl6aCOt2pXXhrMmaVhebkOdF1XiaR/W4+zfd/W2S5kp6RtKfF7wyAAAAAOesb3BYz+w7ohULWYYcBiMzq+t2dZ7zs/oGh/XU3sNlv79WGt85tie4e8bd/6+7X1eoggAAAABMnGf2HdHAUFYry3ypalikEnGdP6N+QvbZPrb9kAaGsgRbnWGwBQAAABAtG1syMhMztiGyeklSm3Yf1sDQ2e+zffiZA/rD+57RolTdiW7L5YxgCwAAAJSwppa0Lpg5WVNq2V8bFquXJHV8cFhb9h854/e6uz7/4x36+P3P6Ir5U/Xg76/hbGIRbAEAAICSNTCU1VN7DmvlImZrw2TVoqTMXu5oPF59g8P6+P3P6AuPvqRbr5qrf/vQirJvGjWCYAsAAACUqOcOHFHfYFarOL82VKbUVuvi2ZPPqIFU57F+vfurG7R2S6v+5Ibz9fe/dZniVZUFrDJamLMGAAAAStSG5owk6Rr214bOmiUp3f3EbvUNDqum+vQB9aX2bn3w7ifV0d2vf3nPVXrLpbOKVGV0MGMLAAAAlKhHX2zXhbMmK5mIB10KTrJ6SVIDw7ml4qfz+I4Ovf1f1qlvMKtv/d5qQu0pEGwBAACAErQv06vNe4/oxssJQmF0zcIGVVbYaY/9+bcNe/TBu5/UnGmT9PAfvEZXzJtaxAqjhaXIAAAAQAl65NlWSdKNl80OuBKMJRGv0uVzp+T32Z7/iteGs67P/ueLuuuJFl13wXT9021XKhEnup0OM7YAAABACVr7TKuunD9V8xpqgy4Fp7B6SVJb9h/Vsf6hE9eO9Q/pjns26a4nWvTB1yzUV9+/nFA7DgRbAAAAoMS81N6tbW3duulyZmvDbM2SlIazrid355p8tR45rnd8eZ0e29Gh/3XzxfrUjRerssICrjIaiP4AAABAiXlkS6sqTHrrZeyvDbOrF0xTrLJC63el1VAb0+/es0l9A8O66wPX6PXLGoMuL1IItgAAAEAJcXet3dKq1UuSml5fE3Q5OI2a6kpdOX+qvvv0Ad2zfrdSibi++bsrtWxGfdClRQ5LkQEAAIAS8tyBo9qd7qVpVESsWZLSoe5+XTRrsr770dcQas8SM7YAAABACXlkS6uqK01vvoRlyFHwgTULNa2uWu9cPk811ZVBlxNZBFsAAACgRGSzru89e1CvX9aoKbXVQZeDcZhSW633r14YdBmRx1JkAAAAoEQ8uTujg0f7dCPdkFFmCLYAAABAiVi7pVU11RX6tQtnBF0KUFQEWwAAAKAEDA5n9YPn2/RrF85QXZwdhygvBFsAAACgBDyxs1OZngHdxDJklCGCLQAAAFAC1m5pVX1NlV5/fmPQpQBFR7AFAAAAIq5vcFg/2tquN108U/EqjoxB+SHYAgAAABH32PZDOtY/pJuuYBkyylMgwdbMpprZt81sm5m9aGarzazBzH5sZi/l/5wWRG0AAABA1Kzd0qpUIqbVi5NBlwIEIqgZ2y9I+i93v0DS5ZJelPTnkh5196WSHs1/DQAAAOA0uvsG9eiLh/TWS2epqpIFmShPRf+bb2aTJb1O0tckyd0H3P2IpJslfSN/2zck3VLs2gAAAICo+cmL7eofyupGuiGjjAXxK53Fkjokfd3MnjazfzWzOkkz3P2gJOX/nB5AbQAAAECkrH2mVXOmTtJV89nJh/IVRLCtknSVpC+7+5WSenQGy47N7A4z22Rmmzo6OgpVIwAAABB6h3sG9IuXOvW2y2eposKCLgcITBDBdr+k/e7elP/628oF3XYzmyVJ+T8PjfVmd7/T3Ze7+/LGRs7oAgAAQPn6/vMHNZR13cQyZJS5ogdbd2+TtM/Mzs9ful7SC5LWSro9f+12SQ8XuzYAAAAgSh7Z0qrFjXW6aNbkoEsBAlUV0Lgfk/RNM4tJapb0QeVC9gNm9iFJeyX9VkC1AQAAAKHXdrRPTS0Zffz6pTJjGTLKWyDB1t2fkbR8jJeuL3YtAAAAQBR979lWuYtlyICCO8cWAAAAwDl4ZEurLpkzWYsbE0GXAgSOYAsAAABEzJ50j7bsP6obL2O2FpAItgAAAEDkPLKlVZL0NpYhA5IItgAAAEDkrN3SqmsWTtOcqZOCLgUIBYItAAAAECHb2rq0o/0YTaOAUQi2AAAAQIQ8sqVVlRWmN186K+hSgNAg2AIAAAAR4e56ZMtBrVmSVCoRD7ocIDQItgAAAEBEPLPviPZmelmGDJyEYAsAAABExCNbDipWWaEbLpkZdClAqBBsAQAAgAgYzrq+92yr3nB+oybXVAddDhAqBFsAAAAgAppa0jrU3a+brmAZMnAygi0AAAAQAY9saVVdrFLXXzAj6FKA0CHYAgAAACE3MJTVD55v069fNEOTYpVBlwOEDsEWAAAACLlf7uzQkd5B3Ug3ZGBMBFsAAAAg5NY+06opk6p17dLGoEsBQolgCwAAAITY8YFh/eiFdr3l0pmKVfHPd2As/J8BAAAAhNhPtx1S78Awy5CB0yDYAgAAACE1MJTVV36+SzMmx7VyUTLocoDQqgq6AAAAAABj+7v/2qbnDhzV/33f1aqssKDLAUKLGVsAAAAghB59sV1f+2WLbl+9QDdcPDPocoBQI9gCAAAAIXPw6HF94j+26KJZk/XJt1wYdDlA6BFsAQAAgBAZGs7q4/c/o/6hrL707itVU10ZdElA6LHHFgAAAAiRL/50pza2ZPQP77xcixsTQZcDRAIztgAAAEBIrN+V1hd/+pJuvWqu3n7V3KDLASKDYAsAAACEQPpYv/7bt57WwlSd/vrmi4MuB4gUgi0AAAAQsGzW9Yn/2KLDvYP64m1Xqi7OjkHgTBBsAQAAgIB97Zct+tn2Dv2Pt16oi2dPCbocIHIItgAAAECAtuw7or/7r2264eIZet+qBUGXA0QSwRYAAAAISFffoP7gvs2aMblG//vWy2VmQZcERBKL9wEAAIAAuLs++eBzaj3Spwd+b5Wm1FYHXRIQWczYAgAAAAG4/8l9+s9nD+q//8YyXb2gIehygEgj2AIAAABFtr2tW59eu1XXLk3pI69bEnQ5QOQRbAEAAIAiOj4wrD+4d7Pqa6r1D++8QhUV7KsFzhV7bAEAAIAi+swjW7Wz45ju+Z0VaqyPB10OUBKYsQUAAACKZO2WVt3/5D79/uuX6NqljUGXA5QMgi0AAABQBHvSPfqLB5/TVfOn6o9+fVnQ5QAlhWALAAAAFNjAUFYfu+9pVZj0T7ddqepK/hkOTCT22AIAAAAF9oVHd+jZ/Uf1lfdepbnTaoMuByg5/KoIAAAAKKCjxwd19xO7dePls/WmS2YFXQ5Qkgi2AAAAQAHdt3GvegaG9ZHXLw66FKBkEWwBAACAAhkYyurrT7ToteeldPHsKUGXA5Qsgi0AAABQII9saVV7V78+/Dpma4FCCizYmlmlmT1tZt/Lf73IzJrM7CUz+5aZxYKqDQAAADhX7q6v/qJZ58+o1+uWpoIuByhpQc7YflzSi6O+/jtJn3f3pZIOS/pQIFUBAAAAE+Dxlzq1ra1bH37dYplZ0OUAJS2QYGtmcyW9VdK/5r82SddJ+nb+lm9IuiWI2gAAAICJ8NXHmzVjclw3XT476FKAkhfUjO0/SvpTSdn810lJR9x9KP/1fklzgigMAAAAOFdbW4/qlzs79YE1ixSroq0NUGhF/7/MzN4m6ZC7PzX68hi3+inef4eZbTKzTR0dHQWpEQAAADgX//qLFtXFKvXulfODLgUoC0H8+ug1km4ys92S7lduCfI/SppqZlX5e+ZKah3rze5+p7svd/fljY2NxagXAAAAGLfWI8f1yJZW/fY18zVlUnXQ5QBloejB1t0/6e5z3X2hpHdJ+qm7v0fSzyS9I3/b7ZIeLnZtAAAAwLm6e91uuaQPvmZh0KUAZSNMC/7/TNIfm9lO5fbcfi3gegAAAIAz0tU3qHub9uotl87SvIbaoMsBykbVq99SOO7+mKTH8p83S1oRZD0AAADAufjWxn061j+kD1+7KOhSgLISphlbAAAAILIGh7O664kWrVrcoMvmTg26HKCsEGwBAACACfCfzx7UwaN9uuN1i4MuBSg7BFsAAADgHLm77ny8WedNT+gNy6YHXQ5Qdgi2AAAAwDlatyutFw526cPXLlJFhQVdDlB2CLYAAADAObrz8WalEnHdfMWcoEsByhLBFgAAADgH29u69fMdHfrgaxaqproy6HKAskSwBQAAAM7BV3/RrEnVlXrPyv/X3p3HR1Xf+x9/fbPvgewJeyBhkwCyCChVWVyxVltpte5b26t17W2999fb3nv76K1d1LZqteACVqVal1rBDXfZFEQJewhJhED2hUz2zMz398cMIWACJCSZSfJ+Ph55ZHLmzDmfIV9Oznu+5/s9w31disiApWArIiIiItJFJTWNvPblAb47YxiDIkJ8XY7IgKVgKyIiIiLSRcvWFeByW248c5SvSxEZ0BRsRURERES6oLbJybMbvuLC01IZHh/h63JEBjQFWxERERGRLnhh434cjU5unqveWhFfU7AVEREREekkp8vNU2vymTkyjqnDB/u6HJEBT8FWRERERKST3thWzIHqBm75RrqvSxERFGxFRERERDrFWsuSj/eSnhDJ/HFJvi5HRFCwFRERERHplA15lWw7UMPNc9MJCDC+LkdEULAVEREREemUpZ/kER8ZwuWnD/F1KSLipWArIiIiInKS9pQ4eH9XKdfOHklYcKCvyxERLwVbEREREZGT9MQn+YQGBXDN7BG+LkVE2lCwFRERERE5CaWORl794gBXTB9KXGSIr8sRkTYUbEVERERETsKSj/Jocbu56Szd4kfE3yjYioiIiIicwFNr8nliTT5XTBvKqIRIX5cjIsdQsBUREREROY5n1hfwvyt3cMHEFH592SRflyMi7VCwFRERERHpwPOf7uMXr21nwfgk/nzlVIIDdfos4o/0P1NEREREpB0vbtzPf766lXPHJvLo908nJEinziL+Sv87RURERESO8fLnhfzslWzmZiTw2NXTCA3SPWtF/JmCrYiIiIhIG699eYCfvLSFOaPjWXrtdMKCFWpF/J2CrYiIiIiI1+tbDnL3C19yxqg4nrh2hkKtSB+hYCsiIiIiAry5tYi7XviS6SPiePK6GYSHKNSK9BUKtiIiIiIy4L2zvZgfr/iCKcMG8dQNM4gMDfJ1SSLSCQq2IiIiIjKgvbezhNue38zEIbEsu2EGUQq1In2Ogq2IiIiIDFgf7i7lR89uZlxKDM/cOJPosGBflyQiXaBgKyIiIiID0po95dz6t88ZkxTF326aSWy4Qq1IX6VgKyIiIiIDzrq95dy0fCPpCZE8d/MZDIoI8XVJInIKFGxFREREZED5NK+Cm5ZtYkR8BM/dfAaDIxVqRfo6BVsRERERGTA2FVRyw7KNpA0K47mbZxEfFerrkkSkGyjYioiIiMiA8MW+Kq5/eiPJMWGsuGUWidEKtSL9hYKtiIiIiPR7W/ZXc+2TnxEfFcKKW2aRFBPm65JEpBsp2IqIiIhIv7btwCGuefJTBkUGs+KWWaTEKtSK9DcKtiIiIiLSb+04WMPVT35KdFgwz988i7RB4b4uSUR6gIKtiIiIiHRJmaMJR2OLr8vo0O5iB1c/+SnhwYGsuGUWw+IifF2SiPQQBVsRERER6bSGZheXPLyGSx9ZS12T09flfE1uqYPvP7GB4EDDiltmMTxeoVakP1OwFREREZFOe2ptPsU1jeRX1PGL17b7upyj7C2r5cqln2KM4flbZjEyIdLXJYlID+v1YGuMGWaM+cAYs9MYs90Yc6d3eZwxZrUxZo/3++Derk1ERERETqy6vpnHP9rL/HFJ/HheBi9vLuSVzYW+LguAgvI6rlq6AWstz998BqMTo3xdkoj0Al/02DqBe62144FZwG3GmAnAfcB71toM4D3vzyIiIiLiZ/7y4V5qm5z89IJx3DFvDDNHxvHzf24jr6zWp3Xtq6jnyqUbaHFZnrt5FhnJ0T6tR0R6T68HW2ttkbV2s/exA9gJDE6WOTYAACAASURBVAEuBZZ7V1sOfKu3axMRERGR4ztY3cCydQVcPnUoY1OiCQoM4E9XTiEkKIDbn/+CxhaXT+raX+kJtQ0tLp696QzGpijUigwkPh1ja4wZCUwFPgWSrbVF4Am/QJLvKhMRERGR9vzx3RywcPfCjNZlqbHh/OE7k9lRVMP9b+7q9ZoOVjdw1RMbcDS28OxNZzAhLabXaxAR3/JZsDXGRAEvA3dZa2s68bpbjTGbjDGbysrKeq5AERERETnKnhIHL31eyDWzRzB08NGzDC+YkMyNZ45i2boC3t5e3Gs1FR9q5MqlG6iub+HZm8/gtCGxvbZvEfEfPgm2xphgPKH2OWvtK97FJcaYVO/zqUBpe6+11i6x1k631k5PTEzsnYJFREREhN+9vZvIkCBuO3dMu8//7MKxTBoSy09fyuZAdUOP11Na4wm1FbXNPHPjTLKGDurxfYqIf/LFrMgGeBLYaa19sM1T/wKu8z6+Dnitt2sTERERkfZ9/lUlq3eUcOs30omLDGl3ndCgQB6+ciout+WOFV/gdLl7rJ4yRxNXLt1AaU0jy2+cwdThuqGGyEDmix7bM4FrgHnGmC+9XxcB9wMLjTF7gIXen0VERETEx6y1/PbN3SREhXLT3FHHXXdkQiS/vuw0Pv+qiofezemReipqm7hq6QYOVjfy9A0zmTYirkf2IyJ9R1Bv79BauwYwHTw9vzdrEREREZET+2B3KZ8VVPKrb51GRMiJTx8vnTKEtbnl/OXDvcxOT+CsjIRuq2VjQSX3vriFUkcjT10/g5mjFGpFxMezIouIiIiIf3O5Lb97azcj4yP43oxhJ/26//7mREYnRnHXC19S5mg65ToaW1z8etUOFv91PRbLczefwZzR3ReYRaRvU7AVERERkQ7984sD7Cp2cO95YwkOPPlTx4iQIB65aiqOxhbuefFL3G7b5Rq27K9m0cNrWPpJPlfNHM5bd35Dlx+LyFEUbEVERESkXU1OFw+uzuG0ITFcPCm1068flxLDLy6ZwCd7yvnrx3mdfn2z082D7+zm8sfWUdvoZPmNM/n1ZZOIDO310XQi4ud0VBARERGRdj27YR8Hqhv47bezCAjoaIqU47tq5nDW5pbzh3d2M3NUHNNGnNzsxbuKa7jnhS3sKKrh8tOH8MtLJhIbHtylGkSk/1OPrYiIiIh8jaOxhUc/yOWsMac2+ZMxht9cnkVqbBh3rPiCQ/Utx13f6XLz6Ae5XPLwGkodjSy5ZhoPLp6iUCsix6VgKyIiIiJfs/TjPCrrmvnZBeNOeVux4cE8fOVUSmoa+dnL2Vjb/njbvWW1fOfx9fz+7d0snJDMO3efzXkTU055/yLS/ynYioiIiMhRSh2NPLEmn4uzUpk0NLZbtjl1+GD+/fyxvLW9mGc/3XfUc2635ck1+Vz0p0/IL6/jz1dO5dGrTicuMqRb9i0i/Z/G2IqIiIjIUR5+L5dmp5ufnDe2W7d7y9x01u6t4FcrdzBt+GAmpMWwv7Ken/xjC5/mVzJvXBL3Xz6JpJiwbt2viPR/6rEVERERkVYF5XWs+Gwf350xjFEJkd267YAAw4OLJzMoPJjbV2zmmfUFnP/Hj9l+sIbffSeLJ6+brlArIl2iYCsiIiIirR5YnUNwYAB3zs/oke0nRIXyx+9OIb+8jl+8tp0pwwbx1l1zWTx9GMZ0beZlERFdiiwiIiIiAGw7cIjXtxzk9nPH9GjP6ZwxCTy4eDLNTjdXTBvW5VsJiYgcpmArIiIi4gd2FdeQGBVKfFSoz2r47Vu7GBwRzK1np/f4vi6bOrTH9yEiA4cuRRYRERHxsWVrPTMCX/TnT9haeMgnNazNLeeTPeXcdu4YYsJ0z1gR6VsUbEVERER8xOly84vXtvHfr+9gbkYiQQEBLP7ret7eXtyrdVhr+e1bu0iLDePqWSN6dd8iIt1BwVZERETEBxyNLdy0fBPPrP+KW+aO4qnrZ/DqbXPITInmh89+zl8/2ou1tldqeWNrMdmFh7jnvLGEBQf2yj5FRLqTgq2IiIhIL9tfWc+3H1vHmtxy/u+ySfy/iycQGGBIig7jhVtncdGkVH7z5i7ue3krzU53j9bS4nLzh3d2MzY5msumDunRfYmI9BRNHiUiIiLSizbvq+LWZzbR5HSz/IaZnJWRcNTzYcGBPPy9qaQnRPLw+7nsq6zn8aunERvRM+NeX9y0n/zyOp64djqBmp1YRPoo9diKiIiI9JLXtxzke0s2EBESxKv/NudrofawgADDveeN5YErJrPpq0oue2wtBeV13VpLYVU9972czS9f286MkYOZPz6pW7cvItKb1GMrIiIi0sOstTzyfi4PrM5h+ojBLLl2OnGRISd83benDWVYXAQ/+NsmvvWXtSy5ZjozR8WdUi1Fhxp49INcXti4H4Ph6lkj+PG8MRij3loR6btMb01K0BOmT59uN23a5OsyRERERDrU5HTxHy9v5ZUvDnDZ1CHc/+1JhAZ1boKmgvI6bly+kf2V9dx/eRbfntb5e8CW1jTylw/38vyn+7BYFk8fxm3njiFtUHintyUi0luMMZ9ba6efaD312IqIiIj0kMq6Zn7wt01sLKjinoWZXe4ZHZkQyas/OpMfPfc59/5jC/nlddyzMJOAkxgTW17bxOMf7uVvG77C6bZ85/Sh3D5vDMPiIrrylkRE/JKCrYiIiEgPyC2t5cZlGymuaeThK6dyyeS0U9pebEQwy2+cyX/9cxuPfJBLfnkdDyye3OHteSrrmlnycR7L1xXQ5HRx2dSh3DF/DCPiI0+pDhERf6RgKyIiItLN1uaW86NnPyckKIC/3zqL04cP7pbtBgcG8JvLJ5GeGMlv3txFYXUDS6+dRlJ0WOs6h+pbeGJNHk+tyae+xcU3J6dxx/wMRidGdUsNIiL+SMFWREREpBut+Gwf//XPbaQnRvLkdTO6/ZJfYwy3fmM0I+IjuevvX3LZo+t48vrppA0K5+k1BTyxJg9Ho5OLJ6Vy14IMMpKju3X/IiL+SJNHiYiIiHSDQw0tPLQ6h2XrCjg7M5FHrppKdFjP3Hv2sG0HDnHT8o3UNbkIDDAcamjhvAnJ3L0wk/GpMT26bxGR3qDJo0RERER6gaOxhafXFrD0E09P6fVzRvLzi8cTFBjQ4/s+bUgsr912Fnf8/QtiwoK4c34mk4bG9vh+RUT8jYKtiIiISBfUNTlZvr6AJR/nUV3fwsIJydy9IJMJab3bU5oSG8aLP5jdq/sUEfE3CrYiIiLSLzQ5XXySU87K7IO8t6uUoYMjWJSVyiVZaQyP775xrg3NLv62oYDHP8qjsq6ZeeOSuHuBekpFRHxJwVZERET6rBaXmzW55azcUsQ7O4pxNDoZFBHMeRNSyC+v5fdv7+b3b+8ma2gsi7JSuTgrjSGDwru0r8YWF89/uo+/fLiX8tom5mYkcPfCzG6b8VhERLpOwVZERCitaWTd3grOHZdEbHjPTnYjcqqcLjcb8ipZmX2Qt7YXU13fQnRYEOdPTGFRVipnjkkg2Du+tbCqnje2FrEyu4j/e2MX//fGLk4fPohFWWlcnJVKckzYCfbm6Ql+YeN+Hv0gl5KaJuaMjuexq09nxsi4nn6rIiJykjQrsojIAGat5V9bDvKL17ZzqMETDm6Zm84NZ47s8dlcRTrD5bZsLPCE2Te3FlNR10xkSCALJySzKCuNuZkJhAYFHncbX1XUsTLbE3J3FtVgDMwYGceirFQuPC2VxOjQo9Zvdrp56fNCHnl/DwcPNTJj5GDuWTiW2aPje/KtiohIGyc7K7KCrYjIAFVR28TP/7mNN7cVM3X4IH48bwwrPtvP6h0lDIoI5pa56Vw/ZySRobq4R3zD7bZs3lfFyuwi3thaRKmjifDgQOaNT+KSrFTOGZtEWPDxw2xH9pbVsiq7iJXZB8kpqSXAwKz0eBZlpbFgQhIf7i7jz+/tobCqgSnDBnHveZmcNSYBY0w3v0sRETkeBVsREenQ29uL+c9XtuJodHLPeZncMjedwADPCfvWwkM8uHo3H+wuIy4yhB+enc41s0YSHtK1ANGeJqeLj72T/GwqqGLIoHAyU6LITI5u/YqLDOm2/Unf0uLy9JT+5cNc9lc2EBIUwLyxSVyclcr88UlEhHTvhy05JQ5WbjnIyuwi8srrWpdnDY3l7oWZnJOZqEArIuIjCrYiIvI1h+pb+J/Xt/PKFweYmBbDg4unMDYlut11N++r4qHVOXyyp5yEqFD+7ZzRXHXG8C73kHU0yc+c0fGU1DSRU+LA0ehsXT8hKpTM5CNhd2xKFBnJ0cToEul+y+ly8+oXB/jz+3vYX+npKb1uzggWTkghqheuHLDWsqOohvd3ljIuNYYF45MUaEVEfEzBVqQfamxx8eX+akKCAjQLZz+1r6KePaUOzkiP7/YT+Y9yyvjZS9mU1TZx+7ljuH3emNYJdo7ns/xKHlqdw/q8CpJjQrn93DEsnjHshOMZwRNU1udVsCq76IST/FhrKa5pJKeklj0lDnYXO8gp9Tyub3a1bjMlJozMlGgyk6IYlxrDuWMTiY8K7agEv9LY4mL93grGp8aQEnviSYu6S01jC2v3lB/179gZAQEwfUQcw+K675Y5bbnclte3HORP7+0hv7yOSUNiuWdhJueMVU+piMhAp2Ar0g80O91kF1azbm8F6/dWsHlfFU1ONwCz0+O557xMzcrZDxRW1bMqu4hVW4vILjwEQGhQAOeOTWLR5FTmjTu1Sy9rm5z8etVOVny2j4ykKB5cPKVL99tct7ech1bnsNF76fDt88bwnWlDvxaOXW7LZ/neGWu3dW2Sn7bcbsuB6gZyShzklNR6vzvILa2lyekmMMAwZ3Q8i7JSOX9iCoMi/O8S5ianixc3FfLo+7kU1zR6Ji0aEceiye1PWtQdapucvLezhNe3FPFxThnNLvcpb3Py0NjW2YTTunjLnLbcbsuqrUX88d0c9pbVMS4lmnsWZrJwQrICrYiIAAq2In2S0+Vm64FDrM/zBNlNBVU0tHh6WManxjBndDyz0+PZX1XPox/oPop9WfGhRlZt9Uxc88W+aoDW+2yOT43hvZ2lrNpaRJl3spz545NYlJXGOWMTO3Up8Ia8Cn7yjy0cqG7g1m+kc/eCzC5fSgyeXtU1ueU88E4OX+6vZlhcOD+el8G3pgwhu7D6a5P8eOo+tUl+OuJyW3YV17TeyuWrinqCAgxzMxJYlJXGwonJPr9s+fBY0Ufez+VAdQPTRwzm5rnpnjGd7UxadMFpKac0trih2cX7u0pZmX2Q93eV0uR0kxITxkWTUrloUgpJ0V3rJW5ocfHBbs92tx2oAWDaiMEsykrlokknd8uctqy1vL29mIdW72F3iYOMpCjuXpjJBRNTCAhQoBURkSMUbEX6AJfbsrOohvV7K1ifV8Fn+ZXUNnnGGGYmRzE7PZ7Zo+M5Y1Q8g4852W1odvHshq947KO9VNY1c+7YRO5emEnW0EG+eCvd7vB4zFXZReSUOBgcEUJ8VAgJUaHERYYQH9nmsXd5dwen7lbqaOTNrcWsyi5i41eVWAsTUmNYNDmViyelMiI+8qj12+v5jAoNYoE35B6v57OxxcXv3trNU2vzGRkfwQOLJzNtRPf17ltr+XB3GQ+uzmHrgUOEBgXQ5HR3a09zZ+vZdqCGldmeCYAOVDcQEhjANzITuWRyKvPHJ/fKGM3D2hsres/CTOZmHD2rrifgej7gyCura+19viQrjfMnphAbceJg3tji4sPdZazaWsR7O0uob3aREBXKxZNSWDQ5jWnDB3drWCwor2PV1iJe33KQXcUOjIGZh2+ZMymVhONcFm6t5b2dpTz0bg7bD9aQnhDJnQsyWJSV1jp5mYiISFsKtiJ+yO225JQ6WJfrCbKf5lVQ450sJz0hklmj45kzOp5Z6fHHPTlsq67JyfL1BSz5OI/q+hYWTkjmrgUZTEzr/KWmvuZ0udmQ5w1ybcZjThk2iEMNLVTUNlNe29R6OfaxIkMCiYsKIT4ylISoEG/oDW03BA+OCCEk6MTjS09VZV0zb24rYuWWIj7Nr8BtPR9aHL6cc3Ri1Eltp6N/m/bGqm7eV8VPXtxCXnkd188ZyU8vGNtjAdNay7s7S3lvZwmz0uNZMKF3A2RHNX2539N7vCq7iOKaRkKDApg3zvOBwLxxSd06w3NbXR0raq1lZ5GjNZjvq6wnONAwNyORRVmpLJyQfNR9hZudbj7ZU8bK7CJW7yihtslJXGQIF56WwsVZqZwxKr5XgmJuaW1rzbmlnt7n2aO9vc8TU1o/kLPW8lFOGQ+tzmFL4SFGxEdw5/wMvjk5jaCTGOctIiIDl4KtdJqjsYXc0lrCQwJJT4jqlZP+/s5ay96y2tYe2Q15lVTWNQMwLC6cOekJzPYG2VOdSMbR2MLTawtY+kkejkYnF56Wwl0LMjuc8bYzmp1u8svrqG92MiYp6qgT7FPV2fGY1lrqm11U1DZTUdfU+r28tpnKumYqapuoqGs+6nmnu/3jXExYEAlRocS3CcEJkUcex4QH09VscLC6gZXZRazbW4HLbUlPiGRRViqLJqeRmXxqv5OOZhe+YGIKkaFBPL02n9TYcH7/nSzmjEk4pX31dW635fN9VazccpA3thUfdWn3xZNSmTxsEKmxYac8nrM7x4paa9l64FBrMD9Q7bndzdmZiZw7Nokv9lXx9vZiahqdxIZ7fu+LJqcyOz3eZyHRWktOyZGQm19eR1CA4cwxCZydmcjK7INs3lfNkEHh3Dk/g8tOH3JSE5eJiIgo2EqH6pud5JbWHjUJy56SWg5UN7SuExRgGJkQedStNjKToxkZH6FP14/DWstXFfWtY2TX51VQ5mgCIC02jFneMbKzR8czdHDPzC56qKGFJ9fk89SafOqanSzKSuPO+RmMSTpxz6DT5aagot4zI623XewucVBQXndUOEyL9c5K29o2ohiTFHXSvYJut2XzvqpeGY9praWmwekJuccG33ZCcFV9Mx3k4E4bHhfhCbNZaYxPje6RyXDa3g/23R0l1DW7+O70Yfx80fhu/QCiP2j7Icqb24pbP2SKDg0i45hjXWZyFInRoSf8nbndlnd29NxYUWstm/dVszL7IG9sLaKkpono0CAWTkzmkqw0zhyT4HcfQlpr2X6wpvUS68KqBlJjw7h93hiumDbM7+oVERH/pmArNLa4yCuraw2vh4Ps/qp6Dv/aQwIDGJ0U1RpgM5KiaGhxHbX+vsqj109PjGw98Tt8EjgsLmLAjo8qrKpn3d4KNniDbNGhRgASo0OZne65tHj26HiGx0X06iyfVXXNLP0kj2XrCmhscfGtKUO4Y34GIxMicbst+6vq2V3sYE9pree2KiUO8srqWmdONcYTzDKSPPcPzUyOJjw4kD3e26/sLqllb1ktzc4j6w8bHPG1D0PSEyMJCw486vLQN7YWUXSo0WfjMY/H5bZU1zdTUddMTUNLl7cTHRZMZnJUr/7OG1tclDmaeuyWLP2J0+Xmi/3V7Cp2kFPsaD1OVtUf+Z0PiggmMymazJTDx8doxqZEExcZ0jpW9MHVOewoqiE9MZK7FmRy8aTUHjsWut2W3LJahsdF+P148sOsteSX15E2KLzP1CwiIv6lzwZbY8wFwJ+AQOAJa+39Ha3r78H2pmUbaemurp9OsNZza4yC8rrWnqegAMOohMijeiMyU6IZEXfiHtiGZpe3h9dBTunhk8Cje3jDggMYkxRFXGTfuJdkd7DWUlBRx/5Kz79DXGQIs9PjW3tlRydG+sXtKipqm/jrx3k8s76AFpclIymKgoo6GluOjFMdMiicjOQoxiZHk5EczdjkaMYkRZ1wHKLT5earSm8Pb3EtOaUO9ngD8uEe3gADIxMiaXa6KaxqIDjQcHZmIouy0vxiPKbIYdZaymubv/ZhYE6JA4d3LDxAQlQI0WHB5JfXtY4VvXTKkAH74Z6IiEhP6pPB1hgTCOQAC4FCYCNwpbV2R3vr+3uwXfz4+m65b2BXJEWHMjblSEgZlRDZ7Zd/1TY52XPMCWDbk7+BICk6lNneHtnMpGi/vk1FqaORJR/leS+XPPLhRkY3j5kFz5jcgoo6T4+w97JmlxvOn5jMeRNTiA3XJbLSd1hrKa5p9BznvL27RYca+ebkNC4/fYiGZ4iIiPSgvhpsZwP/ba093/vzfwBYa3/T3vr+HmxFRERERESk60422Prbx8xDgP1tfi70LhMRERERERFpl78F2/au4zyqS9kYc6sxZpMxZlNZWVkvlSUiIiIiIiL+yt+CbSEwrM3PQ4GDbVew1i6x1k631k5PTEzs1eJERERERETE//hbsN0IZBhjRhljQoDvAf/ycU0iIiIiIiLix/zqPhvWWqcx5nbgbTy3+3nKWrvdx2WJiIiIiIiIH/OrYAtgrX0DeMPXdYiIiIiIiEjf4G+XIouIiIiIiIh0ioKtiIiIiIiI9GkKtiIiIiIiItKnKdiKiIiIiIhIn6ZgKyIiIiIiIn2agq2IiIiIiIj0aQq2IiIiIiIi0qcp2IqIiIiIiEifpmArIiIiIiIifZqCrYiIiIiIiPRpCrYiIiIiIiLSpynYioiIiIiISJ9mrLW+rqHLjDFlwFe9sKsEoLwX9iMDi9qV9AS1K+kpalvSE9SupCeoXfUvI6y1iSdaqU8H295ijNlkrZ3u6zqkf1G7kp6gdiU9RW1LeoLalfQEtauBSZcii4iIiIiISJ+mYCsiIiIiIiJ9moLtyVni6wKkX1K7kp6gdiU9RW1LeoLalfQEtasBSGNsRUREREREpE9Tj62IiIiIiIj0aQMy2BpjnjLGlBpjtrVZNtkYs94Ys9UY87oxJqbNc1ne57Z7nw/zLp/m/TnXGPNnY4zxxfsR/9CZdmWM+b4x5ss2X25jzBTvc2pXcpROtq1gY8xy7/Kdxpj/aPOaC4wxu71t6z5fvBfxH51sVyHGmKe9y7cYY85p8xods6SVMWaYMeYD7/FnuzHmTu/yOGPMamPMHu/3wd7lxttuco0x2caY09ts6zrv+nuMMdf56j2J73WhXY3zHsuajDE/OWZb+lvYTw3IYAssAy44ZtkTwH3W2knAq8C/AxhjgoBngR9aaycC5wAt3tc8BtwKZHi/jt2mDCzLOMl2Za19zlo7xVo7BbgGKLDWful9jdqVHGsZJ9m2gCuAUO/yacAPjDEjjTGBwKPAhcAE4EpjzITeKF781jJOvl3dAuBdvhB4wBhz+BxCxyxpywnca60dD8wCbvMea+4D3rPWZgDveX8GzzHpcNu5FU97whgTB/wSOAOYCfzycGiRAamz7aoSuAP4Q9uN6G9h/zYgg6219mM8Db6tscDH3sergW97H58HZFtrt3hfW2GtdRljUoEYa+166xmo/AzwrZ6vXvxVJ9tVW1cCKwDUrqQ9nWxbFoj0figXDjQDNXhODHOttXnW2mbg78ClPV27+K9OtqsJeE4asdaWAtXAdB2z5FjW2iJr7WbvYwewExiC53iz3Lvaco60k0uBZ6zHBmCQt12dD6y21lZaa6vwtEd9aDJAdbZdWWtLrbUbOdIZdZj+FvZjAzLYdmAb8E3v4yuAYd7HmYA1xrxtjNlsjPmpd/kQoLDN6wu9y0Ta6qhdtfVdvMEWtSs5eR21rZeAOqAI2Af8wVpbiacd7W/zerUtaU9H7WoLcKkxJsgYMwrP1QDD0DFLjsMYMxKYCnwKJFtri8ATUoAk72odHZt0zJJ2nWS76ojaVT+mYHvEjXgua/gciMbTywEQBJwFfN/7/TJjzHygvTFEmmJajtVRuwLAGHMGUG+tPTzGTe1KTlZHbWsm4ALSgFHAvcaYdNS25OR01K6ewnMCuAn4I7AOz6WBalfSLmNMFPAycJe1tuZ4q7azzB5nuQxgnWhXHW6inWVqV/1EkK8L8BfW2l14LjvGGJMJXOx9qhD4yFpb7n3uDeB0PONuh7bZxFDgYK8VLH3CcdrVYd/jSG8teNqb2pWc0HHa1lXAW9baFqDUGLMWmI7nE+q2VwyobcnXdNSurLVO4O7D6xlj1gF7gCp0zJJjGGOC8YSP56y1r3gXlxhjUq21Rd5LjUu9ywtp/9hUiGdek7bLP+zJusW/dbJddaSj9ib9gHpsvYwxSd7vAcDPgce9T70NZBljIrxj1s4Gdngvd3AYY2Z5Z4C8FnjNB6WLHztOuzq87Ao84zuA1sto1K7khI7TtvYB87wzjUbimWRjF7ARyDDGjDLGhOD5UOVfvV+5+LOO2pX3b2Ck9/FCwGmt1d9C+RpvO3gS2GmtfbDNU/8CDs9sfB1H2sm/gGu9x6xZwCFvu3obOM8YM9g7adR53mUyAHWhXXVEfwv7sQHZY2uMWYHnU8AEY0whnln3oowxt3lXeQV4GsBaW2WMeRDPfwQLvGGtXeVd70d4ZpUMB970fskA1Zl25fUNoNBam3fMptSu5CidbFuPeh9vw3PJ1dPW2mzvdm7Hc2IYCDxlrd3ea29C/E4n21US8LYxxg0cwDOb+2E6ZklbZ+JpH1uNMYdn+/9P4H7gRWPMTXg+gLvC+9wbwEVALlAP3ABgra00xvwKz/kXwP965wuQgalT7coYk4Jn6EQM4DbG3AVMsNbW6G9h/2U8kxiKiIiIiIiI9E26FFlERERERET6NAVbERERERER6dMUbEVERERERKRPU7AVERERERGRPk3BVkRERERERPo0BVsREREf8t6/c40x5sI2yxYbY97yZV0iIiJ9iW73IyIi4mPGmNOAfwBT8dxb8UvgAmvt3lPYZpC11tlNJYqIiPg1BVsRERE/YIz5HVAHRAIOa+2vjDHXAbcBIcA64HZrrdsYswQ4HQgHXrDW/q93G4XAX4ELgD9aa//hg7ciIiLS64J8XYCIiIgA8D/AZqAZmO7txb0MmGOtdXrD7PeA54H7k6xqdQAAAS9JREFUrLWVxpgg4ANjzEvW2h3e7dRZa8/0xRsQERHxFQVbERERP2CtrTPGvADUWmubjDELgBnAJmMMeHpn93tXv9IYcxOev+NpwATgcLB9oXcrFxER8T0FWxEREf/h9n4BGOApa+1/tV3BGJMB3AnMtNZWG2OeBcLarFLXK5WKiIj4Ec2KLCIi4p/eBRYbYxIAjDHxxpjhQAzgAGqMManA+T6sUURExC+ox1ZERMQPWWu3GmP+B3jXGBMAtAA/BDbhuex4G5AHrPVdlSIiIv5BsyKLiIiIiIhIn6ZLkUVERERERKRPU7AVERERERGRPk3BVkRERERERPo0BVsRERERERHp0xRsRUREREREpE9TsBUREREREZE+TcFWRERERERE+jQFWxEREREREenT/j9HKclYalK+9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6184a37668>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating a line chart shows the amonut of movies per year\n",
    "movie_year.plot(figsize=(16,8),title='Amount of movies over years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Amount');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "form the plot we can see that the amount of movies has increased significantly from 1998 to 2015 and reached its peak in 2011. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "**Results:**\n",
    " \n",
    "The first research question \"What is the Average runtime movies from year to year?\" indicate that the average runtime movies is about 130.00 m ,the minimum and maximum Average runtime movies are respectively(91.0, 175.0).\n",
    "\n",
    "The second research question \"Are there a correlation between popularity and vote_aveage?\" indicate that there is no strong corralation between them.\n",
    "\n",
    "The third research question \"What are the top 10 movies in popularity?\" indicate that jurassic world is the most popular produced movie followed by Mad Max: Fury Road and Interstellar, movies genres concentarted in Action|Adventure|Science Fiction|Thriller, notcing that most of them produced lately. \n",
    "\n",
    " The forth research question \"How did the amount of produced films changed over time?\"  reveals that the amount of produced films significantly increased from 1998 to 2015, and reached its peak in 2011, this can be an idicator for the huge developement in cinema in the last decade and we expect it to increase more and more now respectively with the increase in audience,and movies platforms now adays. </pre>\n",
    "\n",
    "**limitations:**\n",
    "*  Most of our varialbes are categorical, which does not allow for a high level of statistical method that can be used to provide correlatios etc.\n",
    "* data outcomes cann't be generalised because some entries in the dataset have been removed due to missing data ,but can be treated as indicators.\n",
    "* considering that many inputs in our data have been removed due to missing data.\n",
    "* we can add more recent data to this data to have better insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call(['python', '-m', 'nbconvert', 'Investigate_a_Dataset.ipynb'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}