Movie_Recommendation_System_Data Story telling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import Libraries**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from ast import literal_eval"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import dataset\n",
    "movies = pd.read_csv('tmdb_5000_movies.csv')\n",
    "credits = pd.read_csv('tmdb_5000_credits.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first dataset contains the following features:-\n",
    "\n",
    "- movie_id - A unique identifier for each movie.<br>\n",
    "- cast - The name of lead and supporting actors.<br>\n",
    "- crew - The name of Director, Editor, Composer, Writer etc.<br>\n",
    "\n",
    "The second dataset has the following features:-<br>\n",
    "\n",
    "- budget - The budget in which the movie was made.<br>\n",
    "- genre - The genre of the movie, Action, Comedy ,Thriller etc.<br>\n",
    "- homepage - A link to the homepage of the movie.<br>\n",
    "- id - This is infact the movie_id as in the first dataset.<br>\n",
    "- keywords - The keywords or tags related to the movie.<br>\n",
    "- original_language - The language in which the movie was made.<br>\n",
    "- original_title - The title of the movie before translation or adaptation.<br>\n",
    "- overview - A brief description of the movie.<br>\n",
    "- popularity - A numeric quantity specifying the movie popularity.<br>\n",
    "- production_companies - The production house of the movie.<br>\n",
    "- production_countries - The country in which it was produced.<br>\n",
    "- release_date - The date on which it was released.<br>\n",
    "- revenue - The worldwide revenue generated by the movie.<br>\n",
    "- runtime - The running time of the movie in minutes.<br>\n",
    "- status - \"Released\" or \"Rumored\".<br>\n",
    "- tagline - Movie's tagline.<br>\n",
    "- title - Title of the movie.<br>\n",
    "- vote_average - average ratings the movie recieved.<br>\n",
    "- vote_count - the count of votes recieved.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
       "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
       "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be Droping the columns which is not required in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop features which are not required\n",
    "movies.drop(['homepage' , 'production_companies' , 'production_countries' , 'spoken_languages'] , axis=1 , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['budget', 'genres', 'id', 'keywords', 'original_language',\n",
       "       'original_title', 'overview', 'popularity', 'release_date', 'revenue',\n",
       "       'runtime', 'status', 'tagline', 'title', 'vote_average', 'vote_count'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres      id  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity release_date  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   2009-12-10   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   2007-05-19   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   2015-10-26   \n",
       "3  Following the death of District Attorney Harve...  112.312950   2012-07-16   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   2012-03-07   \n",
       "\n",
       "      revenue  runtime    status  \\\n",
       "0  2787965087    162.0  Released   \n",
       "1   961000000    169.0  Released   \n",
       "2   880674609    148.0  Released   \n",
       "3  1084939099    165.0  Released   \n",
       "4   284139100    132.0  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
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       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
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       "      <td>The Dark Knight Rises</td>\n",
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       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
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       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Lets Merge the two datasets.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                     title  \\\n",
       "0   19995                                    Avatar   \n",
       "1     285  Pirates of the Caribbean: At World's End   \n",
       "2  206647                                   Spectre   \n",
       "3   49026                     The Dark Knight Rises   \n",
       "4   49529                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.rename(columns={'movie_id':'id'} , inplace=True)\n",
    "credits.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['budget', 'genres', 'id', 'keywords', 'original_language',\n",
       "       'original_title', 'overview', 'popularity', 'release_date', 'revenue',\n",
       "       'runtime', 'status', 'tagline', 'title', 'vote_average', 'vote_count',\n",
       "       'tittle', 'cast', 'crew'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.columns = ['id' ,'tittle' , 'cast' , 'crew']\n",
    "movies = movies.merge(credits, on='id')\n",
    "movies.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>tittle</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres      id  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity release_date  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   2009-12-10   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   2007-05-19   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   2015-10-26   \n",
       "3  Following the death of District Attorney Harve...  112.312950   2012-07-16   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   2012-03-07   \n",
       "\n",
       "      revenue  runtime    status  \\\n",
       "0  2787965087    162.0  Released   \n",
       "1   961000000    169.0  Released   \n",
       "2   880674609    148.0  Released   \n",
       "3  1084939099    165.0  Released   \n",
       "4   284139100    132.0  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \\\n",
       "0                                    Avatar           7.2       11800   \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500   \n",
       "2                                   Spectre           6.3        4466   \n",
       "3                     The Dark Knight Rises           7.6        9106   \n",
       "4                               John Carter           6.1        2124   \n",
       "\n",
       "                                     tittle  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4803 entries, 0 to 4802\n",
      "Data columns (total 19 columns):\n",
      "budget               4803 non-null int64\n",
      "genres               4803 non-null object\n",
      "id                   4803 non-null int64\n",
      "keywords             4803 non-null object\n",
      "original_language    4803 non-null object\n",
      "original_title       4803 non-null object\n",
      "overview             4800 non-null object\n",
      "popularity           4803 non-null float64\n",
      "release_date         4802 non-null object\n",
      "revenue              4803 non-null int64\n",
      "runtime              4801 non-null float64\n",
      "status               4803 non-null object\n",
      "tagline              3959 non-null object\n",
      "title                4803 non-null object\n",
      "vote_average         4803 non-null float64\n",
      "vote_count           4803 non-null int64\n",
      "tittle               4803 non-null object\n",
      "cast                 4803 non-null object\n",
      "crew                 4803 non-null object\n",
      "dtypes: float64(3), int64(4), object(12)\n",
      "memory usage: 750.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#it shows the information of features like if it conatins any null value or what is the data type of that feature\n",
    "movies.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget                 0\n",
       "genres                 0\n",
       "id                     0\n",
       "keywords               0\n",
       "original_language      0\n",
       "original_title         0\n",
       "overview               3\n",
       "popularity             0\n",
       "release_date           1\n",
       "revenue                0\n",
       "runtime                2\n",
       "status                 0\n",
       "tagline              844\n",
       "title                  0\n",
       "vote_average           0\n",
       "vote_count             0\n",
       "tittle                 0\n",
       "cast                   0\n",
       "crew                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if feature contains any null value\n",
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop duplicate columns\n",
    "movies.drop(['tagline','tittle', 'original_title'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop the rows with nan values\n",
    "movies = movies.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget               0\n",
       "genres               0\n",
       "id                   0\n",
       "keywords             0\n",
       "original_language    0\n",
       "overview             0\n",
       "popularity           0\n",
       "release_date         0\n",
       "revenue              0\n",
       "runtime              0\n",
       "status               0\n",
       "title                0\n",
       "vote_average         0\n",
       "vote_count           0\n",
       "cast                 0\n",
       "crew                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to check if any feature contains any NaN value\n",
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-58000000.0, 98800000.0, 39200000.0)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# box plot to check outliers for budget\n",
    "movies.boxplot('budget')\n",
    "IQR = movies.budget.quantile(0.75)-movies.budget.quantile(0.25)\n",
    "lower_fence1 = movies.budget.quantile(0.25) - (IQR*1.5)\n",
    "higher_fence1 = movies.budget.quantile(0.75) + (IQR*1.5)\n",
    "lower_fence1,higher_fence1,IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-139434778.5, 232391297.5, 92956519.0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# box plot to check outliers for revenue\n",
    "movies.boxplot('revenue')\n",
    "IQR = movies.revenue.quantile(0.75)-movies.revenue.quantile(0.25)\n",
    "lower_fence = movies.revenue.quantile(0.25) - (IQR*1.5)\n",
    "higher_fence = movies.revenue.quantile(0.75) + (IQR*1.5)\n",
    "lower_fence,higher_fence,IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove outlier by the higher value of budget and revenue\n",
    "movies.loc[movies.budget >= higher_fence1 , 'budget'] = higher_fence1\n",
    "movies.loc[movies.revenue >= higher_fence , 'revenue'] = higher_fence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-139434778.5, 232391297.5, 92956519.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#check to if outlier still exist\n",
    "movies.boxplot('revenue')\n",
    "IQR = movies.revenue.quantile(0.75)-movies.revenue.quantile(0.25)\n",
    "lower_fence = movies.revenue.quantile(0.25) - (IQR*1.5)\n",
    "higher_fence = movies.revenue.quantile(0.75) + (IQR*1.5)\n",
    "lower_fence,higher_fence,IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-58000000.0, 98800000.0, 39200000.0)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#check to if outlier still exist\n",
    "movies.boxplot('budget')\n",
    "IQR = movies.budget.quantile(0.75)-movies.budget.quantile(0.25)\n",
    "lower_fence1 = movies.budget.quantile(0.25) - (IQR*1.5)\n",
    "higher_fence1 = movies.budget.quantile(0.75) + (IQR*1.5)\n",
    "lower_fence1,higher_fence1,IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ast import literal_eval\n",
    "features = ['genres' , 'cast', 'keywords' , 'crew']\n",
    "\n",
    "for feature in features:\n",
    "    movies[feature] = movies[feature].apply(literal_eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_director(x):\n",
    "    for i in x:\n",
    "        if i['job'] == 'Director':\n",
    "            return i['name']\n",
    "    return np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_list(x):\n",
    "    if isinstance(x , list):\n",
    "        names = [i['name'] for i in x]\n",
    "        if len(names) > 3:\n",
    "            names = names[:3]\n",
    "        return names\n",
    "    return []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = ['genres' , 'cast' , 'keywords']\n",
    "movies['director'] = movies['crew'].apply(get_director)\n",
    "\n",
    "for feature in features:\n",
    "    movies[feature] = movies[feature].apply(get_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.drop(columns='crew' , axis = 1 , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#def get_clean(x):\n",
    "#    if isinstance(x , list):\n",
    "#        return[str.lower(i.replace(' ' , '')) for i in x]\n",
    "#    elif isinstance(x , str):\n",
    "#        return str.lower(x.replace(' ' , ''))\n",
    "#    else:\n",
    "#        return ''\n",
    "#    \n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#features= ['genres' , 'cast' , 'keywords' , 'director']\n",
    "#\n",
    "#for feature in features:\n",
    "#    movies[feature] = movies[feature].apply(get_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#unstack genres\n",
    "s = movies.apply(lambda x : pd.Series(x['genres']) , axis = 1)\n",
    "s.columns = ['genres1' , 'genres2' , 'genres3']\n",
    "s.name = 'genres'\n",
    "movies = movies.drop('genres' , axis=1).join(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#unstack cast\n",
    "\n",
    "s = movies.apply(lambda x: pd.Series(x['cast']), axis = 1)\n",
    "s.columns = ['cast1' , 'cast2' , 'cast3']\n",
    "movies = movies.drop('cast' , axis = 1).join(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#unstack keyword\n",
    "\n",
    "s = movies.apply(lambda x: pd.Series(x['keywords']), axis = 1)\n",
    "s.columns = ['keywords1' , 'keywords2' , 'keywords3']\n",
    "movies = movies.drop('keywords' , axis = 1).join(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#no. of votes\n",
    "\n",
    "movies.vote_count\n",
    "plt.figure(figsize=(13,7))\n",
    "plt.hist(x = movies['vote_count'] , bins = 100 , normed=True)\n",
    "plt.xlabel('Number of votes', weight = 'bold' )\n",
    "plt.ylabel('Number of movies' , weight = 'bold')\n",
    "plt.title('Number of movies Vs Number of votes' , weight = 'bold')\n",
    "plt.xlim(0,5000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.Movies With Best Vote Average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QVd0xXP/tN5taX39v//NWJEmS1Gu2eds3xjqE5ZZkblXNHK6fWx81ISXZlk4F8YqRJGmSJElSL3Hr49NUVU0b6xhGU1XdCmwx1nFIkiRJy8NETWrWedaW47qMLkmSpInDrY+SJEmS1GNM1CRJkiSpx5ioSZIkSVKP8R01qXn4vju48rQ/HeswJEmSNIy9jrp4rEMYdVbUJEmSJKnHmKhJkiRJUo8xUZMkSZKkHmOipt9LsjTJvCQLk5ybZL1h+s9OcuAyzH94knvbGvOSnNnaT0qy9xDjZiR5fdfnfZIcP9J1JUmSpPHGRE3dHquqGVW1PfA4cMworHFOW2NGVf0VQFV9oKr+e4gxM4DfJ2pVdWFVfXwUYpMkSZJ6gomaBnMNsGWSaUkW9jUmOS7Jif07J7k7ySeSXN9+thzpQt2VuSS7JvlekvltninAScDBrQp3cKvMfb713zzJFUkWtD8365rzs22uO5el8idJkiSNNRM1PUWSNYDXATcv49CHqmo34PPAPw/Spy/hmpfkiH7rrgWcA7yzqnYE9gYeBT7AHypx5/Sb7/PAmVW1A3AW8Nmue88B9gTeAFiBkyRJ0rhhoqZu6yaZB8wB/gf412Uc/7WuP3cfpE/31scv97u3NXBPVd0AUFUPVdUTw6y5O/DVdv0VOolZn/+sqier6lbg2QMNTnJ0kjlJ5ix++PFhlpIkSZJWDX/htbo9VlUzuhuSPMEfJ/TrDDG+BrkeqSznuMFiWNJv7qd2rpoFzALYetqUFV1bkiRJWimsqGk4/ws8K8mGSdams41wMAd3/Xndcqx1G7BJkl0Bkkxu2zAfBiYPMuZ7wCHt+jDg2uVYV5IkSeopVtQ0pKr6XZKTgB8Ad9FJpgazdpIf0PkfAIcux1qPJzkY+FySdYHH6Lyn9h3g+LYt82P9hh0LnJHkPcC9wBFIkiRJ41yq3O2lFZfkbmBmVd031rEsr62nTakvnbDn8B0lSZI0pvY66uKxDmG5JZlbVTOH6+fWR0mSJEnqMW591EpRVdPGOgZJkiRpojBRk5rJG201rsvokiRJmjjc+ihJkiRJPcZETZIkSZJ6jImaJEmSJPUY31GTmgfvu4Ovf/m1Yx2GJEmShnHgEZeMdQijzoqaJEmSJPUYEzVJkiRJ6jEmapIkSZLUY0zUVlCSDZPMaz+/SvKLdr0oya0rOPdrk1yf5LY25zlJNluG8dOSLOz6/LUkC5K8e4gx+yXZtuvzlUlmLv9TDBnf7CR3tWe7Mcnuyzh+ryR7DHLv8CSfb9cnJjluZcQsSZIkrQoeJrKCqup+YAZ0EgLgkar6VJJpwEXLO2+S7YHPAftU1Q9b2z7ANOB/lmO+PwH2qKrNh+m6H524VyjJbGuuXlVLh+n2nqr6epJXA18Cdhjh3GsAewGPAN9boUAlSZKkHmNFbXStnuS0JLckuSzJugBJpie5JMncJNck2WaAse8FPtqXpAFU1YVVdXWbY0aS77cK2QVJNmjtuySZn+Q64G1d810GPKtVr16a5KgkN7S+5yVZr1Wn9gFObv2mt7EHtcre7Ule2tZZPcnJbY4FSd7S2vdK8p0kXwVuXobv6mpgyzbHU2Jr7bOT/FOS7wDnAMcA7+57pmVYS5IkSeppJmqjayvglKraDlgEHNDaZwHvqKpdgOOALwwwdjvgxiHmPhN4b1XtQCch+mBr/zJwbFX130a4D/CTqppRVdcA51fVrlW1I/BD4Miq+h5wIZ0q14yq+kkbu0ZV7Qa8q2udI4HFVbUrsCtwVJLnt3u7ASdU1bYASb6ZZJMhngXgz/hDYveU2Lr6vQDYu6oOAE4FPtP1TJIkSdKE4NbH0XVXVc1r13OBaUkmAXsA5ybp67f2UJMk2RC4AliPTpJ3GjC1qq5qXf6tzTelX/tXgNcNMu32ST4CTAUmAZcOEcL53c/Qrl8N7JDkwPZ5Cp3E9HHg+qq6q29wVb1+iLlPTvJ+4F7+kJANFdu5I9hOOWJJjgaOBthow3VW1rSSJEnSCjFRG11Luq6XAuvSqWIuqqoZw4y9BdgZmN/3Hlw7EGPSEGMC1Ahjmw3sV1XzkxxO532vwfQ9x1L+8G8mdKqCf5TgJdkLeHSEMUB7R20ZYluWuYdVVbPoJL9MnzZlpN+dJEmSNKrc+riKVdVDwF1JDgJIx44DdP0kcEKSF3a1rdfmWAw82PVe1puAq6pqEbA4yZ6t/bAhQpkM3JNkzX79Hm73hnMp8NY2niQvSPKMEYwbicFi62+ksUqSJEnjiona2DgMODLJfDqVs337d6iqm4F3Ame24/m/C7wQ+Grr8mY62wYX0Dl18qTWfgRwSjtM5LEhYvgH4AfA5cBtXe1nA+9JclPXYSIDOZ3OyZA3tl8B8CUGqdCO8B21kcTW338B+3uYiCRJkiaaVLnbS4LO1sdPfHCZfpWbJEmSxsCBR1wy1iEstyRzq2rY31NsRU2SJEmSeoyJmiRJkiT1GBM1SZIkSeoxHs8vNRtstNW43u8sSZKkicOKmiRJkiT1GBM1SZIkSeoxbn2Umnvvv4MvfeU1Yx2GJEmShvGWN1061iGMOitqkiRJktRjTNQkSZIkqceYqEmSJElSjzFR04gkWZpkXtfPtCQzk3x2mHHTkiwc5N7hSTYZYuxxSW5LsjDJ/CR/1dqvTDJzmHVnJzlwJM8mSZIk9RoPE9FIPVZVM/q13Q3MWYE5DwcWAr/sfyPJMcD/B+xWVQ8lmQLstwJrSZIkSeOGFTUttyR7JbmoXW+c5PIkNyb5UpKfJtmodV09yWlJbklyWZJ1W7VrJnBWq9Ct22/69wH/t6oeAqiqxVX1bwPE8EjX9YFJZnfd3jvJNUluT/KGlfjokiRJ0qgyUdNIrdu17fGCAe5/EPh2Ve0MXABs1nVvK+CUqtoOWAQcUFVfp1ONO6yqZlTVY32dk0wGJlfVT1Yw5mnAy4E/BU5Nss4KzidJkiStEm591EgNtPWx257A/gBVdUmSB7vu3VVV89r1XDoJ1FAC1PIG2uU/qupJ4I4kdwLbAPO6OyQ5Gjga4JkbmsdJkiSpN1hR08qSIe4t6bpeyjD/g6Btd3w0yRYjWLc7oeufafVP9p6S/FXVrKqaWVUzJ01eawTLSZIkSaPPRE0ry7XAnwMkeTWwwQjGPAxMHuTex4BTkqzf5ly/Vb/6+98kL0yyGq2i1+WgJKslmQ5sAfxoBDFJkiRJY86tj1pZPgR8LcnBwFXAPXQSsUlDjJlN592xx4Ddu99TA77Yxt6Q5HfA74BPDzDH8cBFwM/onCDZvd6PWizPBo6pqt8ux3NJkiRJq1yqVsarQHq6S7I2sLSqnkiyO/DFYd5p6zmbP39Kve+k/zPWYUiSJGkYb3nTpWMdwnJLMreqhvydwGBFTSvPZsB/tC2IjwNHjXE8kiRJ0rhloqaVoqruAHYa6zgkSZKkicDDRCRJkiSpx1hRk5qNN9xqXO93liRJ0sRhRU2SJEmSeoyJmiRJkiT1GLc+Ss0vH7yDE//jNWMdhiRJkoZx4p9P/NdVrKhJkiRJUo8xUZMkSZKkHmOiJkmSJEk9xkRNyyXJZ5K8q+vzpUlO7/r86SR/m+SiQcafnmTbYdaYneTA5YjtxCTHLes4SZIkqVeYqGl5fQ/YAyDJasBGwHZd9/cA1hxscFX9TVXdOqoRSpIkSeOUiZqW13dpiRqdBG0h8HCSDZKsDbwQuAmYlOTrSW5LclaSACS5MsnMdv1Iq8DdmOSKJBv3XyzJB5LckGRhklld8xyb5NYkC5Kc3TVk27bGnUmOHb2vQZIkSVr5TNS0XKrql8ATSTajk7BdB/wA2B2YCSwAHgd2At4FbAtsAbxkgOmeAdxYVTsDVwEfHKDP56tq16raHlgXeENrPx7Yqap2AI7p6r8N8BpgN+CDSQat7kmSJEm9xkRNK6KvqtaXqF3X9fl7rc/1VfXzqnoSmAdMG2CeJ4Fz2vW/A3sO0OcVSX6Q5Gbglfxhm+UC4Kwkfwk80dX/4qpaUlX3Ab8Gnj3QAyQ5OsmcJHN+89DjI3lmSZIkadSZqGlF9L2n9iI6Wx+/T6eitgedJA5gSVf/pYzsl6xX94ck6wBfAA6sqhcBpwHrtNt/CpwC7ALMTdI3/4jWrapZVTWzqmaut/5aIwhNkiRJGn0maloR36WzBfGBqlpaVQ8AU+kka9ctwzyrAX2nO/4FcG2/+31J2X1JJvX1bYeYPK+qvgP8XVt70vI8iCRJktRLRlLdkAZzM53THr/ar21SVd3XzvsYiUeB7ZLMBRYDB3ffrKpFSU5rc98N3NBurQ78e5IpQIDPtL7L+TiSJElSb0hVDd9LGkVJHqmqMa+EbTJ9Sh39sf8z1mFIkiRpGCf++aVjHcJySzK3qmYO18+tj5IkSZLUY0zUNOZ6oZomSZIk9RITNUmSJEnqMR4mIjWbbLDVuN7vLEmSpInDipokSZIk9RgTNUmSJEnqMW59lJo7Fv2E133jgLEOQ5IkScP41r7njXUIo86KmiRJkiT1GBM1SZIkSeoxJmqSJEmS1GNM1CaAJCckuSXJgiTzkrx4iL6HJ/n8IPe+mWTqMqw7LcnCdr1XkouWMe5pSa5chv53J9moX9s+SY4fYsyMJK9flrgkSZKkseZhIuNckt2BNwA7V9WSlsistTxzVdUqS2iSrJR/e1V1IXDhEF1mADOBb66M9SRJkqRVwYra+Pcc4L6qWgJQVfdV1S8Bkuya5HtJ5ie5PsnkNmaTJJckuSPJJ/sm6qtYtUrXD5Oc1ip1lyVZt/XZpc13HfC2gQJK8owkZyS5IclNSfZt7YcnOTfJfwGXAUuBB9q97VqM81plcKuRPHx3hTDJQUkWtviuTrIWcBJwcJv34GX9ciVJkqSxYKI2/l0GPC/J7Um+kOTlAC1JOQd4Z1XtCOwNPNbGzAAOBl5EJ4l53gDzbgWcUlXbAYuAvnPrvwwcW1W7DxHTCcC3q2pX4BXAyUme0e7tDry5ql5ZVT+rqje29mOAf6mqvgrYz5fxewD4APCa9rz7VNXjre2cqppRVecsx5ySJEnSKmeiNs5V1SPALsDRwL3AOUkOB7YG7qmqG1q/h6rqiTbsiqpaXFW/BW4FNh9g6ruqal67ngtMSzIFmFpVV7X2rwwS1quB45PMA64E1gE2a/cur6oHBhhzHfC+JO8FNq+qxwboM5zvArOTHAWsPpIBSY5OMifJnMcfWrIcS0qSJEkrn4naBFBVS6vqyqr6IPB2OtWvADXIkO6MZCkDv6s4UJ+h5uwW4IBWxZpRVZtV1Q/bvUcHeYavAvvQqfpdmuSVI1in/xzHAO8HngfMS7LhCMbMqqqZVTVzrfXXXtYlJUmSpFFhojbOJdm63/tcM4CfArfReRdt19Zv8ooe4FFVi4DFSfZsTYcN0vVS4B1J0tbeabi5k2wB3FlVn6VzOMgOyxpfkulV9YOq+gBwH52E7WFg8tAjJUmSpN5iojb+TQL+LcmtSRYA2wIntvezDgY+l2Q+cDmdLYgr6gjglHaYyGDbEz8MrAksaMf3f3gE8x4MLGzbJbcBzhyk34IkP28//9Tv3slJbm5rXg3MB74DbOthIpIkSRpPUjWSnWzSxDdlyw1qj08v845LSZIkrWLf2ve8sQ5huSWZW1Uzh+tnRU2SJEmSeoyJmiRJkiT1GBM1SZIkSeoxK3QKoDSRbDV1+rje7yxJkqSJw4qaJEmSJPUYEzVJkiRJ6jFufZSaOxbdw+sv+MhYhyFJkiTgm/u/f6xDGFNW1CRJkiSpx5ioSZIkSVKPMVGTJEmSpB5jojaBJTkjya+TLOzXfnKS25IsSHJBkqlDzPHuJL9NMmX0I37K2ocnqSSv6mrbv7UduKrjkSRJklYVE7WJbTbw2gHaLwe2r6odgNuBvx9ijkOBG4D9V1ZQSZblEJubWwx9DgHmr6xYJEmSpF5kojaBVdXVwAMDtF9WVU+0j98HnjvQ+CTTgUnA++lKllql6/wklyS5I8knu+4dmeT2JFcmOS3J51v77CT/lOQ7wMlt3Mbt3mpJfpxkowHCuAbYLcmaSSYBWwLzutbbJclVSeYmuTTJc1r7lUk+keT6Fs9Ll+GrkyRJksaUx/Prr4FzBrl3KPBRdONTAAAgAElEQVQ1OsnS1kmeVVW/bvdmADsBS4AfJfkcsBT4B2Bn4GHg2/xx9esFwN5VtTTJIuAw4J+BvYH5VXXfADEU8N/Aa4ApwIXA8wGSrAl8Dti3qu5NcjDwj+2ZANaoqt2SvB74YFtHkiRJ6nlW1J7GkpwAPAGcNUiXQ4Czq+pJ4HzgoK57V1TV4qr6LXArsDmwG3BVVT1QVb8Dzu0337lVtbRdnwH8Vbv+a+DLQ4R6dovlEDqJY5+tge2By5PMo1P5664Ont/+nAtMG2jiJEcnmZNkzuMPPTpECJIkSdKqY0XtaSrJm4E3AK+qqhrg/g7AVnSSIIC1gDuBU1qXJV3dl9L5t5Rhlv19JlRVP0vyv0leCbyYTnVtQFV1fZLtgceq6vYWD229W6pq90GG9sXYF99Ac88CZgFM2XLTp3wPkiRJ0liwovY0lOS1wHuBfarqN4N0OxQ4saqmtZ9NgE2TbD7E1NcDL0+yQTsw5IBhQjkd+HfgP7oqbYP5e+B9/dp+BGycZHfobIVMst0w80iSJEk9z0RtAkvyNeA6Ou+X/TzJke3W54HJtC2DSU4dYPghwAX92i5o7QOqql8AHwV+QOe9sluBxUOEeCGdw0qG2vbYN/e3quo7/doeBw4EPpFkPp1DRvYYbi5JkiSp12WAXW/ScksyqaoeaRW1C4Azqqp/wtfXdybwmarqiRMZp2y5ab3k5LeOdRiSJEkCvrn/+8c6hFGRZG5VzRyunxU1rWwntoM9FgJ3Af85UKckxwPnMfTvcJMkSZKeljxMRCtVVR03wn4fBz4+yuFIkiRJ45IVNUmSJEnqMVbUpGarqc+ZsHuhJUmSNL5YUZMkSZKkHmOiJkmSJEk9xq2PUnPHonv50/O/ONZhSJIkCbj4jU/vX5tkRU2SJEmSeoyJmiRJkiT1GBM1SZIkSeoxJmpjIMnSJPOSLExybpL1Bun3zSRTV3V8A8RxeJJK8qqutv1b24FjHNu0JAvHMgZJkiRpZTNRGxuPVdWMqtoeeBw4pvtmOlarqtdX1aKxCfEpbgYO7fp8CDB/jGKRJEmSJjQTtbF3DbBlqwz9MMkXgBuB5yW5O8lGXfdOS3JLksuSrAuQZMsk/51kfpIbk0xv7e9JckOSBUk+1NqekeTi1ndhkoNb+8eT3Nr6fmqIOHdLsmaSScCWwLy+m0leleSmJDcnOSPJ2q397iQfarHdnGSb1v7MJP/Z1vx+kh1a+4lt/JVJ7kxybNcaf9viXpjkXf0DTLJFi2HXJKsnObnrO3jLCv49SZIkSauMidoYSrIG8Do61SqArYEzq2qnqvppv+5bAadU1XbAIuCA1n5Wa98R2AO4J8mrW//dgBnALkleBrwW+GVV7diqeZckeSawP7BdVe0AfGSQcAv4b+A1wL7AhV3PsQ4wGzi4ql5E59c+dJ+nel9V7Qx8ETiutX0IuKmt+T7gzK7+27R1dgM+2JLDXYAjgBcD/wc4KslOXTFsDZwHHFFVNwBHAouraldg19b/+YM8myRJktRTRpSoJVm3/YewVo51k8wD5gD/A/xra/9pVX1/kDF3VVVfBWsuMC3JZGDTqroAoKp+W1W/AV7dfm6iU53bhk7idjOwd5JPJHlpVS0GHgJ+C5ye5I3Ab4aI+2w6Wx4PAb7W1b51i+/29vnfgJd13T+/O+52vSfwlRb3t4ENk0xp9y6uqiVVdR/wa+DZrf8FVfVoVT3S5nxp678x8A3gL7u+o1cDf9W+5x8AG7bv4I8kOTrJnCRzHl/8yBCPLkmSJK06w/7C6yR/BnwKWAt4fpIZwElVtc9oBzeBPVZVM7obkgA8OsSYJV3XS4F1gQzSN8DHqupLT7nRqUy9HvhYksuq6qQkuwGvopOAvR145UCTVtX1SbZv8d/eYu5bbyh9sS/lD//mBhpT/fp3jxlqjcXAz4CXALd0zf+Oqrp0qMCqahYwC2DKlpvXUH0lSZKkVWUkFbUT6WxBWwTQKhbTRi8kjVRVPQT8PMl+AEnWbidIXgr8dXuXjCSbJnlWkk2A31TVv9NJvndufaZU1TeBd9HZKjmUv6ezVbHbbXQqfFu2z28CrhpmnquBw1p8e9HZHvnQMP33S7JekmfQ2a55Tbv3OLAfnQraX7S2S4G3JlmzrfGCNk6SJEnqecNW1IAnqmpxV/VEveVNwJeSnAT8Djioqi5L8kLguvb39gjwl3QOADk5yZOt71uBycA32ntmAd491GJV9a0B2n6b5Ajg3Pbe3Q3AqcPEfSLw5SQL6Gy3fPMw696YZDZwfWs6vapuSjKt3X80yRuAy5M8CpxO538o3JjOl3AvnWROkiRJ6nmpGnq3V5J/Ba4AjqdzgMWxwJpVdcyQA6VxZsqWm9eenzx+rMOQJEkScPEb3zp8p3Eoydyqmjlcv5FsfXwHsB2d94a+RufwiaccjS5JkiRJWjmG3frYThE8of1IkiRJkkbZoIlakv/iD6fwPYWnPkqSJEnS6BiqovapVRaF1AO2mrrxhN0LLUmSpPFl0EStqq4CSPLOqvqX7ntJ3snwx69LkiRJkpbDSA4TGejY9MNXchySJEmSpGaod9QOBf4CeH6SC7tuTQbuH+3ApFXtxw8+wBu+ftZYhyFJkiTgogMPG+sQxtRQ76h9D7gH2Aj4dFf7w8CC0QxKkiRJkp7OhnpH7afAT4HdV104kiRJkqShtj5eW1V7JnmYPz6mP0BV1fqjHp0kSZIkPQ0NdZjIMwCqanJVrd/1M9kkbWwk2TDJvPbzqyS/aNeLkty6AvMenuTeJDcluSPJpUn2WI55Tkxy3Ej7JFknyeVJPjjMmJOS7L08ayeZmuT/jiR+SZIkqVcMlagN+suuNTaq6v6qmlFVM4BTgc+06xnAkys4/TlVtVNVbQV8HDg/yQtHOjjJUO87DtR/LeA8YG5VfWiovlX1gar672WZv8tUwERNkiRJ48pQ/3H9rCR/O9jNqvqnUYhHy2/1JKcBewC/APatqseSTAdOATYGfgMcVVW3DTVRVX0nySzgaODdSY5q12sBPwbeVFW/STIbeADYCbiRzkEzALQxbwTeWFWP9VtiDeBs4I6qOr71nwZ8C7h2gGeYDVxUVV9P8nrgn4D72ppbVNUb2rzbJrkS2Az456r6LJ2kc3qSecDlVfWeEX2bkiRJ0hgaqqK2OjCJznH8A/2ot2wFnFJV2wGLgANa+yzgHVW1C3Ac8IURzncjsE27Pr+qdq2qHYEfAkd29XsBsHdV/f99DUneDvwZsN8ASRrA3wFPVNW7RvgMffOuA3wJeF1V7Ukn+ey2DfAaYDfgg0nWBI4HftIqkSZpkiRJGheGqqjdU1UnrbJItKLuqqp57XouMC3JJDrVqXOT9PVbe4Tzpet6+yQfobONcBJwade9c6tqadfnNwE/p5Ok/W6Qua8Fdk/ygqq6fahn6DduG+DOqrqrff4anUpfn4uragmwJMmvgWcP+YRAkqP75lh3ow2H6y5JkiStEkNV1DLEPfWeJV3XS+kk4asBi/rea2s/I33vbCc61TOA2cDbq+pFwIeAdbr6Pdpv3EI6CdZzh5j7auBdwLeSbDLMM3Qb7t/kcOOfoqpmVdXMqpq51vqekSNJkqTeMFSi9qpVFoVGRVU9BNyV5CCAdOw43LgkL6dTZTqtNU0G7mlbCYf7FfE3AW8BLuyXhPWP7TzgZOCSJFOHfZiO24At2vtsAAePYMzDuFVXkiRJ48ygiVpVPbAqA9GoOQw4Msl84BZg30H6HdyO+r8deB9wQFX1VdT+AfgBcDmdZGlIVXUtnffhLk6y0RD9TgXOBy7kj6t0g/V/jM4JjpckuRb4X2DxMGPuB76bZGGSk4dbQ5IkSeoFqfIUfo0fSSZV1SPpvHR3Cp2TIz+zMuaeOn2L2vMTH14ZU0mSJGkFXXTgcBu5xqckc6tq5nD9htr6KPWio9pR+7cAU+icAilJkiRNKMv0S4qlsdaqZyulgiZJkiT1KitqkiRJktRjrKhJzZYbPHPC7oWWJEnS+GJFTZIkSZJ6jImaJEmSJPUYtz5KzY8fXMw+X/+vsQ5DkiRJwIUH/tlYhzCmrKhJkiRJUo8xUZMkSZKkHmOiJkmSJEk9xkRtDCTZP0kl2WYU15iZ5LOjOP9eSS7q1zY7yYHt+vQk2w4x/vAkm4xSbBcmeVPX59OSvGc01pIkSZJGg4na2DgUuBY4ZDQmT7JGVc2pqmNHY/6RqKq/qapbh+hyOLBMiVqS1UfY9VjgpCRTk+wBvBj452VZS5IkSRpLJmqrWJJJwEuAI+lK1FqF6qok/5Hk9iQfT3JYkuuT3Jxkeuu3cZLzktzQfl7S2k9MMivJZcCZ3RWvJJOSfLnNsyDJAa39i0nmJLklyYe6Yrk7yYeS3NjGLHPlL8mVraq3equ0LWxzvbtV3WYCZyWZl2TdJK9KclPrc0aStbti+UCSa4Hjk9zYtcZWSeb2X7uq7gZmAZ8EvgC8vap+t6zPIEmSJI0Vj+df9fYDLqmq25M8kGTnqupLPnYEXgg8ANwJnF5VuyV5J/AO4F3AvwCfqaprk2wGXNrGAOwC7FlVjyXZq2vNfwAWV9WLAJJs0NpPqKoHWqXqiiQ7VNWCdu++qto5yf8FjgP+ZoBneWmSeV2fNwMu6tdnBrBpVW3f1p5aVYuSvB04rqrmJFkHmA28qn0vZwJv5Q9VsN9W1Z5t/N5JZlTVPOCINm4gnwJ+AlxTVVcP0keSJEnqSVbUVr1DgbPb9dntc58bquqeqlpCJ8m4rLXfDExr13sDn28J0oXA+kkmt3sXVtVjA6y5N3BK34eqerBd/nmrUN0EbAd0v1N2fvtzbtfa/V1TVTP6flo8/d0JbJHkc0leCzw0QJ+tgbuq6vb2+d+Al3XdP6fr+nTgiJZcHgx8dZDYdgACbJNk0H/nSY5uVcU5jz+0eLBukiRJ0iplorYKJdkQeCVwepK7gfcABydJ67Kkq/uTXZ+f5A/Vz9WA3bsSpE2r6uF279HBlgaqXyzPp1Mpe1VV7QBcDKzT1aVv7aWsQOW1JYU7AlcCb6OTaA0U31C6n+s84HXAG4C5VXX/UybrJGZfAN4E3EGnOjdYfLOqamZVzVxr/SnDhCFJkiStGiZqq9aBwJlVtXlVTauq5wF3AXsuwxyXAW/v+5BkxnKM2QBYn04CtDjJs+kkPytdko2A1arqPDpbMHdutx4G+iqBtwHTkmzZPr8JuGqg+arqt3S2e34R+PIgy74FuKOqrgT+Fvi7JBuv4KNIkiRJq4yJ2qp1KHBBv7bzgL9YhjmOBWa2Q0FuBY4ZwZiPABu0Az3mA6+oqvl0tjzeApwBfHcZYlgWmwJXtq2as4G/b+2zgVNbe+i8b3ZukpvpVBBPHWLOs+hUCC/rfyPJs4D30qkWUlW/pPNe3ydXwrNIkiRJq0SqavheUg9Jchwwpar+YWXOO3X6VvWyT/zTypxSkiRJy+nCA/9srEMYFUnmVtXM4fp56qPGlSQXANPpvOsnSZIkTUgmahpXqmr/sY5BkiRJGm2+oyZJkiRJPcaKmtRsucGUCbsXWpIkSeOLFTVJkiRJ6jEmapIkSZLUY9z6KDU/efAR9j/v2rEOQ5IkScAFB+w51iGMKStqkiRJktRjTNQkSZIkqceYqEmSJElSjzFRkyRJkqQeY6I2ziXZMMm89vOrJL9o14uS3LqCc782yfVJbmtznpNks5UV+whjuDLJ/yRJV9t/JnmkXW+S5Ovteq8kF63K+CRJkqTRYKI2zlXV/VU1o6pmAKcCn2nXM4Anl3feJNsDnwPeXFXbtDnPAqYN0He0Tw9dBLykrTUVeE7fjar6ZVUdOMrrS5IkSauUidrEtnqS05LckuSyJOsCJJme5JIkc5Nck2SbAca+F/hoVf2wr6GqLqyqq9scVyb5aJKrgHcm2TjJeUluaD99idUzkpzR2m5Ksm9rPzzJ+S2OO5J8cojnOBs4pF2/ETi/70aSaUkW9h8w2LqSJEnSeGCiNrFtBZxSVdvRqUod0NpnAe+oql2A44AvDDB2O+DGYeafWlUvr6pPA/9Cp5q3a1vn9NbnBODbrf0VwMlJntHuzQAOBl4EHJzkeYOscwXwsiSr00nYzhkmruHW/b0kRyeZk2TOkocWjWBaSZIkafT5C68ntruqal67ngtMSzIJ2AM4t+u1r7WHmiTJhnSSpfWAWVX1qXarO2HaG9i2a871k0wGXg3sk+S41r4O0Pee2xVVtbitcSuwOfCzAUJYClxLJ6lbt6ru7lpnMIOt+8PuTlU1i07iygbTt6nhJpUkSZJWBRO1iW1J1/VSYF06VdRF7Z2zodwC7AzMr6r7gRkt6ZnU1efRruvVgN2r6rHuSdohIAdU1Y/6tb94gPiG+vd4NnABcOIwcf9+iYHWlSRJksYDtz4+zVTVQ8BdSQ6CTiKVZMcBun4SOCHJC7va1hti6suAt/d9SNKXCF4KvKPv1MYkOy1n6NcAHwO+NsL+K2tdSZIkaZUzUXt6Ogw4Msl8OpWzpxy0UVU3A+8EzmzH838XeCHw1UHmPBaYmWRB28Z4TGv/MLAmsKAd+vHh5Qm4Oj5VVfeNcMhKWVeSJEkaC6nytRwJOu+o7fXJ04fvKEmSpFF3wQF7jnUIoyLJ3KqaOVw/K2qSJEmS1GNM1CRJkiSpx3jqo9RM32DShC2xS5IkaXyxoiZJkiRJPcZETZIkSZJ6jImaJEmSJPUY31GTmjsXLeHg83881mFIkiQJOOeNW451CGPKipokSZIk9RgTNUmSJEnqMSZqkiRJktRjTNQmgCQnJLklyYIk85K8eAxiWC3JZ5MsTHJzkhuSPH9VxzGQJMck+auxjkOSJEkaKQ8TGeeS7A68Adi5qpYk2QhYawxCORjYBNihqp5M8lzg0VW1eJLVq2rpQPeq6tRVFYckSZK0MlhRG/+eA9xXVUsAquq+qvolQJJdklyVZG6SS5M8J8kLk1zfNzjJtCQLBuvf2q9M8okk1ye5PclLB4njnqp6ssXx86p6sI3/f+3dd7hcVb3/8feHBEijN+kRKVITQkB6N+IVFS5gQFAjKsoPQfQKeq3IvYpXLAgIiAhBpYQuUiNIKNJSCEnoEkAQpAgEQg3J5/fHXkeGw8xpyWHmhM/reeY5e9Ze5bvXnCfJN2vtPSdLmlRW/X5QM/bDkn4k6ZZyfkQZ90FJXyp1dpR0WU2bEyWNqWn/PUk3AftI+kJZybtT0oWSBpV6R0n6+gKb8YiIiIiIXpZEre8bD6xeEqiTJO0AIGlR4ARgb9ubAacDP7R9D7CYpLVK+9HAeY3q14zT3/YWwOHA9+vEcR7w0bL18meSNq05923bI4FNgB0kbVJz7lHbWwE3AmOBvYEtgaO7eP2v2t7W9rnARbY3tz0MuAf4XGeNJR1UksRJr816totDRkRERET0rmx97ONsz5a0GbAdsBMwTtI3gUnARsCfJQH0A54ozc4DPgH8mCpRGw2s10F9gIvKz8nA0DpxPCZpPWDn8rpW0j62rwU+Iekgqt+3lYENgGml6aXl53RgiO0XgRclvSpp6S5Mwbia440k/S+wNDAEuLqzxrZPBU4FWHbtjd2F8SIiIiIiel0StYVAuTdrAjBB0nTgM1QJ1V1ltaq9ccD5ki6qmvsBSRt3UB/gtfJzLg1+b8r2yyuBKyU9CewhaSbwdWBz289JGgsMqNPvvJrjtvf9gTd468pvbVt4631wY4E9bN9Ztkfu2OBaIiIiIiJaWrY+9nGS1pO0Tk3RcOAR4D5ghfKwESQtKmlDANsPUiVc3+XNFamG9bsYxwhJq5TjRai2OT4CLEmVTM2StBLw4W5e4iPABpIWl7QUsEsHdZcAnijbOPfv5jgRERERES0jK2p93xDghLJN8A3gb8BBtl+XtDdwfElw+gPHAXeVduOAY4H3AnShfmdWBH4jafHy/nbgRNuvSrqj9DMT+Gt3Ls72o5LOo9oq+QBwRwfVvwvcRpXcTadK3CIiIiIi+hzZuS0nAqp71D74k4ubHUZEREREAOP+c+1mh9ArJE0uD9rrULY+RkREREREtJgkahERERERES0m96hFFGstvfhCu8QeEREREX1LVtQiIiIiIiJaTBK1iIiIiIiIFpNELSIiIiIiosXkHrWI4qnn5/Cri59sdhgRERERARyy50rNDqGpsqIWERERERHRYpKoRUREREREtJgkahERERERES0midpCTtJcSVNrXkPfwbHHSFqlg/Nfk3SvpOmS7pT0c0mLvlPxRURERES0qjxMZOH3iu3h3W0kqb/tN2re97M9t5vdjAFmAI/X6f9LwChgS9vPS1oM+BowEJjT3XgjIiIiIhYmWVF7F5I0QNIZZSXrDkk7lfIxks6X9CdgvKQdJV0n6WxgeqlzgKTby+rcryX1K6+xkmaUPr8qaW9gJHBWqTuwXRjfBg62/TyA7ddt/9j2C2Wc2TXx7i1pbDkeK+nkEtdMSTtIOl3SPW112tpL+pmkKZKulbRCb81nRERERMSClkRt4TewZtvjxaXsEADbGwP7AWdKGlDObQV8xvbO5f0WwLdtbyBpfWA0sE1ZpZsL7A8MB1a1vVHp8wzbFwCTgP1tD7f9SltAkpYAhth+qIfXtAywM/BV4E/AL4ANgY0lta0eDgam2B4BXA98v15Hkg6SNEnSpNkvPNvDcCIiIiIiFqwkagu/V0qiNNz2nqVsW+D3ALbvBR4B1i3n/my7NmO5vSah2gXYDJgoaWp5vxYwE1hL0gmSdgNe6CQmAf73G+lDJZF8WNLWXbimP9k21Srfk7an254H3AUMLXXmAePK8R/KNb+N7VNtj7Q9csiSy3Zh6IiIiIiI3pdE7d1JHZx7qYP3As6sSfzWs32U7eeAYcAEqtW60zoavGxvfEnSe8v7q8sK3QxgsbZqNU0GtOvitfJzXs1x2/tG9126QXlERERERMtJovbudAPVlkUkrQusAdzXhXbXAntLWrG0XVbSmpKWBxaxfSHwXWBEqf8isESDvo4BTpa0dOlLvDUhe1LS+pIWAfas10EnFgH2LsefBG7qQR8REREREU2Rpz6+O50EnCJpOvAGMMb2a1Wu1JjtuyV9h+pBI4tQPZ3xEOAV4IxSBvDf5efYMs4rwFa196kBJwODgNskvQbMBv4K3FHOfxO4DHiUaqVtSDev8SVgQ0mTgVlU99ZFRERERPQJqm71iVi4SJptu1vJ3RprD/M3jh3fWyFFRERERDccsudKzQ6hV0iabHtkZ/Wy9TEiIiIiIqLFJFGLhVJ3V9MiIiIiIlpJ7lGLKFZcetGFdok9IiIiIvqWrKhFRERERES0mCRqERERERERLSaJWkRERERERIvJPWoRxazn3uDKcc80O4yIiIiIAD48evlmh9BUWVGLiIiIiIhoMUnUIiIiIiIiWkwStYiIiIiIiBaTRG0BkTS73fsxkk6czz7/3YekoySN6WK7HSVZ0udqyjYtZV/vYSynSdqgJ23r9PUeSedKelDS3ZKukLRuD/o5XNKgmvcPS3p3b2aOiIiIiIVCErWF13RgdM37fYE7e9qZ7c/bvnt+g5Ik4GJggu332d4A+BbQk2+aPhwY1GmtiIiIiIg+JonaO0DSmpKulTSt/FxDUj9JM1VZWtI8SduX+jdKWrtdN7OBV8r5w8pK1DRJ5zYY9u/AAEkrleRoN+DKmpiGS7q19HGxpGUkrS/p9po6QyVNK8cTJI0sx7Ml/VDSnaWPlUr5+8r7iZKObr/KWOwEzLF9SluB7am2b5Q0pMzPFEnTJX289DtY0uVlvBmSRks6DFgFuE7SdXXm/ABJt0uaKunXkvp19BlFRERERLSSJGoLzsCSFEyVNBU4uubcicDvbG8CnAUcb3sucD+wAbAtMBnYTtLiwGq2/1bbue2f2h5X3n4T2LT096UOYroA2AfYGpgCvFZz7nfAN0of04Hv274HWEzSWqXOaOC8Ov0OBm61PQy4AfhCKf8l8EvbmwOPN4hpo3Kt9bwK7Gl7BFVC97OaJPNx28NsbwRcZfv4MsZOtneq7UTS+iX2bWwPB+YC+9cbUNJBkiZJmvTCC/9qEFZERERExDsridqC84rt4W0v4Hs157YCzi7Hv6dKzABuBLYvr2NK+ebAxE7GmgacJekA4I0O6p1HlajtB5zTVihpKWBp29eXojNLDG1tPlGORwNtyWGt14HLyvFkYGg53go4vxyfTfcJ+FFZxbsGWJVqS+R0YFdJ/ydpO9uzOulnF2AzYGJJmncB1qpX0faptkfaHrnkksv1IOSIiIiIiAUviVpzuPy8EdgO2AK4Alga2JFqlaojHwF+RZWMTJZU94vLbf8TmAN8ELi2i7GNAz5RHu5h2w/UqTPHdts1zKV7X5x+V4m7nv2BFYDNSrL7JDDA9v2lzXTgGEnfa9C+jYAzaxLn9Wwf1Y0YIyIiIiKaKonaO+Nmqod5QJWM3FSOb6PaljjP9qvAVOCLVAlcXZIWAVa3fR1wJFVyN6SDsb9HtcVxbltBWZF6TtJ2pehTwPXl3INUydd3qb+a1pFbgb3K8b4N6vwFWFxS23ZJJG0uaQdgKeAp23Mk7QSsWc6vArxs+w/AT4ERpemLwBJ1xrgW2FvSiqX9spLW7Oa1REREREQ0TXdWQqLnDgNOl3QE8DTwWQDbr0l6lCrBgSpB249q5aiRfsAfyvZFAb+w/XyjyrZvbnDqM8Ap5fH2M9tiKsYBxwLv7ezC2jm8xPZfwOXA27Yo2rakPYHjJH2T6r60h0vbu4A/SZpElbTeW5ptDBwraR7VCuHBpfxU4EpJT9Tep2b7bknfAcaXxHYOcAjwSDevJyIiIiKiKfTmDraI+VOSvldKMrYvsJ/tjzc7rq5a533DffyPrml2GBEREREBfHj0wvn1uJIm2x7ZWb2sqMWCtBlwYnlS4/PAgU2OJyIiIiKiT0qiFqkLrCIAABziSURBVAuM7RuBYc2OIyIiIiKir0uiFlEstUz/hXaJPSIiIiL6ljz1MSIiIiIiosUkUYuIiIiIiGgxSdQiIiIiIiJaTO5RiyhefuYN7jjtqWaHERERERHApp9fsdkhNFVW1CIiIiIiIlpMErWIiIiIiIgWk0QtIiIiIiKixSRRi7okrSTpbEkzJU2WdIukPRdAvxMkjSzHD0uaLmlqeW3dSdvZ5edQSTPmN5aIiIiIiFaVh4nE20gScAlwpu1PlrI1gY/1wnA72X6mF/qNiIiIiOizsqIW9ewMvG77lLYC24/YPkHSAElnlJWwOyTtBNBB+UBJ50qaJmkcMLCzwSUdIWliafODTuoOlXSjpCnltXUpX1nSDWWlboak7eZnQiIiIiIi3klZUYt6NgSmNDh3CIDtjSW9Hxgvad0Oyg8GXra9iaRN6vR7naS5wGu2PyBpFLAOsAUg4FJJ29u+oUE8TwEftP2qpHWAc4CRwCeBq23/UFI/YFC9xpIOAg4CeM+yq3U2LxERERER74gkatEpSb8CtgVeBx4DTgCwfa+kR4B1y/l65dsDx5fyaZKmteu+/dbHUeV1R3k/hCpxa5SoLQqcKGk4MLeMCTAROF3SosAltqfWa2z7VOBUgA2GDncnUxERERER8Y7I1seo5y5gRNsb24cAuwArUK1y1dOoHKA7CZCAY2wPL6+1bf+2g/pfBZ4EhlGtpC1WYr6BKkn8B/B7SZ/uRgwREREREU2VRC3q+QswQNLBNWVtWwdvAPYHKFsb1wDu62L5RsAmnYx9NXCgpCGlzaqSOvpa+qWAJ2zPAz4F9Cvt1gSesv0b4LfUJJ4REREREa0uWx/jbWxb0h7ALyQdCTwNvAR8A/gjcIqk6cAbwBjbr0k6qUH5ycAZZcvjVOD2TsYeL2l94Jbq4ZPMBg6guhetnpOACyXtA1xX4gTYEThC0pzSR1bUIiIiIqLPkJ3bciKgukftrO+Mb3YYEREREQFs+vmONlX1XZIm2x7ZWb1sfYyIiIiIiGgxSdQiIiIiIiJaTO5RiygGLd9/oV1ij4iIiIi+JStqERERERERLSaJWkRERERERItJohYREREREdFico9aRDHnn3N44if/aHYYEREREQGsfOSqzQ6hqbKiFhERERER0WKSqEVERERERLSYJGoREREREREtpuUTNUmrSfqjpAckPSjpl5IW68XxdpR0WbuysZL27q0xu0LSxZKmSvqbpFnleKqkrSWdJmmDXhjz5h606S/pGUnHLOh42o1zhaSle3OMiIiIiIhmaelETZKAi4BLbK8DrAsMAX7Y1MCawPaetocDnwdutD28vG62/Xnbd/fCmFv3oNko4D7gE+XzW6BUWcT2f9h+fkH3HxERERHRClo6UQN2Bl61fQaA7bnAV4EDJQ2SNEbSRZKuKituP2lrKGk3SVMk3Snp2lI2WNLpkiZKukPSx7sbkKSHJf2fpNvLa+1SvqakayVNKz/XKOVjJR0v6WZJMxutzEm6RNJkSXdJOqibMU2QNLIczy7xTZZ0jaQtyvmZkj5W6vSTdGyZh2mSvtig39nl546ljwsk3SvprA6SsP2AXwJ/B7ZsN28/knSLpEmSRki6uqySfqmm3hE1cf2glA2VdI+kk4ApwOqlv+XL+U+X+ndK+n0p+6ik28rnfI2klbozpxERERERzdTqidqGwOTaAtsvUCUBa5ei4cBoYGNgtKTVJa0A/AbYy/YwYJ9S99vAX2xvDuwEHCtpcA/iesH2FsCJwHGl7ETgd7Y3Ac4Cjq+pvzKwLbA78OMGfR5oezNgJHCYpOV6EBfAYGBC6etF4H+BDwJ7AkeXOp8DZpV52Bz4gqT3dtLvpsDhwAbAWsA27StIGgjsAlwGnEOVtNV61PZWwI3AWGBvqmTu6NJ+FLAOsAXV57qZpO1L2/Wo5ndT24/UjLkh1ee6c/msv1JO3QRsaXtT4FzgyHoXJemgkjhO+tdL/+pkCiIiIiIi3hmtnqgJcCfl19qeZftV4G5gTap//N9g+yEA28+WuqOAb0qaCkwABgBrtOu73njty8+p+blVOd4KOLsc/54qMWtzie15ZXtio5WdwyTdCdwKrE6VsPTE68BV5Xg6cL3tOeV4aCkfBXy6zMNtwHJdGO9224/ZngdMremr1u7AdbZfBi4E9pTUr+b8pTVx3Wb7RdtPA6+W+81GldcdVCtn76+J6xHbt9YZc2fgAtvPwFs+69WAqyVNB46gSvrfxvaptkfaHrnc4J7mxhERERERC1arf+H1XcBetQWSlqRKZB4ENgNeqzk9l+qaOkrw9rJ9Xwdj/gtYpl3ZssAzNe/d4JgG5bUxvm3LoKQdgV2BrWy/LGkCVRLZE3Nst409r21s2/MktX3eAg61fXU3+q03z+3tB2wj6eHyfjmqlctr2vUxj7f2N483P7djbP+6tlNJQ4GXGsTV6LM+Afi57UvL/B7VoH1ERERERMtp9RW1a4FBkj4N1b1VwM+AsWXVppFbgB3atvNJWraUXw0c2nZ/laRN67R9AFhF0vqlzprAMKpVpDaja37eUo5vBvYtx/tTbb3rqqWA50qS9n5q7u3qJVcDB0taFEDSuj3cAvpvJYHeFljD9lDbQ4FDePv2x87iOlDSkNLnqpJW7KTNtVQPLlmutGn7rJcC/lGOP9ONGCIiIiIimq6lV9RsW9KewEmSvkuVWF4BfKuTdk+XB3JcJGkR4Cmq+7T+h+qesmklWXuYartebdvXJB0AnCFpADAH+LztWTXVFpd0W4mnLRE5DDhd0hHA08Bnu3GpVwFfkjSN6omJ9bb4LUinUW1dnFLm4Wlgj/ns8z+p7v+rXSn7I/ATSYt3pQPb40uCfEvJpWcDB1Ct4DVqc5ekHwLXS5pLtW1yDNUK2vmS/kE1n53dgxcRERER0TL05i656IqyrW9k2z1RsfAYttowX3XYFc0OIyIiIiKAlY9ctdkh9ApJk22P7Kxeq299jIiIiIiIeNdp6a2PrajcexUREREREdFrkqhFFIu+Z9GFdok9IiIiIvqWbH2MiIiIiIhoMUnUIiIiIiIiWkwStYiIiIiIiBaTe9QiijlPvsyTx01udhgRERERAax0+GbNDqGpsqIWERERERHRYpKoRUREREREtJgkahERERERES0miVohaTlJU8vrn5L+UY6fl3T3fPQ7RtLTNX1PlbTBAoh3pKTj57OPb0u6S9K0EtcHSvnhkgZ10O60tmuQNHt+YqjT91hJD5V47pX0/R72s6OkyxZkbBERERER75Q8TKSw/S9gOICko4DZtn8qaSgwv//gH2f7y/PZx1vYngRMal8uqb/tNzprL2krYHdghO3XJC0PLFZOHw78AXi5Trt+tj8/X8F37gjbF0gaANwt6Xe2H+rlMSMiIiIiWkZW1Lqmn6TflNWn8ZIGAkh6n6SrJE2WdKOk93e1w7Lic72k8yTdL+nHkvaXdLuk6ZLeV+qNlXRK6f9+SbvXtL+sHB8l6VRJ44HfSeon6VhJE8tq2RfrhLAy8Izt1wBsP2P7cUmHAasA10m6rvQ/W9LRkm4DtpI0QdLIdtezvKRbJH2kvD+iZvwflLLBki6XdKekGZJGdzJNA8rPl0r775U+Z5TrVSlfW9I1pd8pbXNXE9vmku6QtFZXPpuIiIiIiGZLotY16wC/sr0h8DywVyk/FTjU9mbA14GTGrQf3W7r48BSPgz4CrAx8ClgXdtbAKcBh9a0HwrsAHwEOKWsNLW3GfBx258EPgfMsr05sDnwBUnvbVd/PLB6Sf5OkrQDgO3jgceBnWzvVOoOBmbY/oDtm9oPLGkl4HLge7YvlzSqzNkWVKuUm0naHtgNeNz2MNsbAVc1mK9jJU0FHgPOtf1UKT/R9ual7UCqFUGAs6g+n2HA1sATNbFtDZxS5mZmndgPkjRJ0qRnX3quQTgREREREe+sJGpd85DtqeV4MjBU0hCqpOD8klT8mmqVqp5xtofXvF4p5RNtP1FWtR6kSp4AplMlZ23Osz3P9gPATKDeyt2lNf2OAj5d4roNWI4qcfo327OpkruDgKeBcZLGNIh/LnBhg3OLAtcCR9r+c834o4A7gCkl3nXKde0q6f8kbWd7VoM+j7A9HHgPsEtJtgB2knSbpOnAzsCGkpYAVrV9cbmuV223bdlcnyqZ/qjtv9cbyPaptkfaHrns4GUahBMRERER8c7KPWpd81rN8Vyq1ZxFgOdLQrEg+p1X834eb/1s3K5d+/dQtgcWolrpu7qjwW3PBSYAE0ry8xlgbJ2qr5a69bxBlbx+CLi+ZvxjbP+6fWVJmwH/ARwjabztozuIb7akCcC2kqZQrViOtP1ouY9wQBmrkSdKnU2pVgkjIiIiIvqErKj1kO0XgIck7QOgyrBeGm4fSYuUe6/WAu7rpP7VwMGSFi2xrStpcG0FSetJql1lGw48Uo5fBJboYmwGDgTeL+mbNeMfWFYdkbSqpBUlrQK8bPsPwE+BER11LKk/8AGq1ca27Z7PlH73hn9/Do9J2qO0WVxvPrHyeartoj+StGMXryciIiIioumyojZ/9gdOlvQdqi2A5wJ31qk3WtK2Ne//XzfHuY9qtWol4Eu2Xy3P0WjkNKqtk1PKAzeeBvZoV2cIcIKkpalWxf5GtQ0Squ2CV0p6ouY+tYZsz5W0L/AnSS/YPknS+sAtJc7ZwAHA2lT3n80D5gAHN+jy2DKni1Ftq7zItiX9hmr75MPAxJr6nwJ+Leno0u8+NbE9Kemj5XoOtH1bZ9cTEREREdFssuvtootWIWkscJntC5ody8Ju2OobePx//b7ZYUREREQEsNLhmzU7hF4habLtkZ3Vy9bHiIiIiIiIFpOtjy3O9phmxxAREREREe+sJGoRxaIrDVpol9gjIiIiom/J1seIiIiIiIgWk0QtIiIiIiKixSRRi4iIiIiIaDG5Ry2ieOOpF3jqxPHNDiMiIiIigBW/PKrZITRVVtQiIiIiIiJaTBK1iIiIiIiIFpNELSIiIiIiosX0WqImaTVJf5T0gKQHJf1S0mILqO+xkh6SNLW8DivlD0tafkGMUfqTpO+Ua7hf0nWSNlxQ/bcba4ykVWrez9e1SFpX0hWS/ibpHknnSVqpB/0cJenrPY2jpp+xknbsYt0xkuZJ2qSmbIakoT0Ydw9JG3S3XUREREREM/VKoiZJwEXAJbbXAdYFhgA/XIDDHGF7eHkdvwD7rXUIsDUwzPa6wDHApZIGzG/Hkvq1KxoDrFKnak/6HgBcDpxse23b6wMnAyssiP7fIY8B314A/ewBJFGLiIiIiD6lt1bUdgZetX0GgO25wFeBAyUNKismF0m6qqxW/aStoaRRkm6RNEXS+ZKG9CQASQdIur2suP1aUj9Jn5D083L+K5JmluP3SbqpTjffAA61/XK5jvHAzcD+kg5uF/cYSSc0GruUz5Z0tKTbgK1q2u4NjATOKm0GllOHlnmYLun9pe5gSadLmijpDkkfrxP3J4FbbP+prcD2dbZnlDhPrBn7sraVLkm7lfHulHRtnTn9gqQrJQ2UNFzSrZKmSbpY0jKlTt1yYBbweqnzY0l3lzo/rfsBwmXAhpLWqxNH3d+R9v1K2hr4GHBsmdf3NRgrIiIiIqKl9FaitiEwubbA9gvA34G1S9FwYDSwMTBa0uplq993gF1tjwAmAV9rMEbbP76nStq49oSk9Uvf29geDswF9gduALYr1bYD/iVpVWBb4MZ2fSwJDLb9YLtxJ5XruwD4z5ry0cC4DsYGGAzMsP0B2/9ODG1fUPrdv6wQvlJOPVPm4WSgbfvht4G/2N4c2KnMw+B2MW5Eu/nvjKQVgN8Ae9keBuzT7vyXgY8Ce5T4fgd8w/YmwHTg+6Vq3XLbX7F9s6RlgT2BDUud/20Q0jzgJ8C32sVR93ekXr+2bwYu5c3V1/afJZIOkjRJ0qR/zZ7V9QmLiIiIiOhFvfU9agLcSfm1tmcBSLobWBNYmmqb2l+r3ZMsBtzSYIwjSoJTzy7AZsDE0s9A4Cnb/5Q0RNISwOrA2cD2VEnbRd25NttPS5opaUvgAWA94K9U2yXfNnZpOxe4sIvjUBPTZN5MCkcBH6u5b2wAsAZwTzf6rWdL4AbbDwHYfrbm3KeotiLuYXuOpKWApW1fX86fCZzfqLzdOC8ArwKnSbqcauWskbOBb0t6b7s46/2OdKfff7N9KnAqwPA11q33OxsRERER8Y7rrUTtLmCv2oKyQrU68CBVIvNazem5JRYBf7a933yOL+BM2/9d59wtwGeB+6hW0Q6k2ob4X7WVbL8g6SVJa9meWXNqBNCWiIwDPgHcC1xs2+X+vEZjv1q2gXZV2xy1zU/bte1l+74O2t0F7NDg3Bu8dSW17X67Rsk1wAyqFdDVgIc6iblDtt+QtAVVMr0v8GWqrbKN6v6Magtqm4a/I13tNyIiIiKi1fXW1sdrgUGSPg3/fnDGz4Cxbfd7NXArsI2ktUu7QZLW7eH4e0tasfSzrKQ1y7kbqLYR3gDcQbV98LW21b12jgWOb7tnTNKuVNskzy7nL6J6WMV+VElbZ2N35EVgiS7Uu5rq3jWV/jetU+dsYGtJH2krKPefbQw8DAyXtIik1YEtSpVbgB3aVq/KVsI2dwBfpHqQyiplrp6T1LaN9FPA9Y3KawMr95MtZfsK4HCqBLAjY4FdefNBKHV/Rzrot6vzGhERERHRMnplRa2sLO0JnCTpu1QJ4RW0u9+oTrunJY0BzpG0eCn+DnB/N8e/W9J3gPGSFgHmUG1JfIRqFW11qm1+cyU9SrUiVs8JwDLAdElzgX8CH2+7h8z2c2Xb5ga2b+/C2B0ZC5wi6RVqHjRSx/8AxwHTSrL2MLB7u+t/RdLuwHGSjisxTAO+QrU69hDV/WMzgCmlzdOSDgIuKnE/BXywps+bynbLyyV9EPhMiXcQMJNqlZIOytssAfxR1ZMpRfWQmYZsvy7peOCXNXGO4e2/Iy826Pdc4DeqvsJh73r3qUVEREREtBrZuS0nAqp71MYfeWLnFSMiIiKi16345VHNDqFXSJpse2Rn9XrtC68jIiIiIiKiZ5KoRUREREREtJjeeupjRJ/Tf8UlF9ol9oiIiIjoW7KiFhERERER0WLyMJGIQtKLVN+vF51bHnim2UH0EZmrrstcdV3mqusyV12Xueq6zFXXZa7ebk3bK3RWKVsfI950X1eewBMgaVLmqmsyV12Xueq6zFXXZa66LnPVdZmrrstc9Vy2PkZERERERLSYJGoREREREREtJolaxJtObXYAfUjmqusyV12Xueq6zFXXZa66LnPVdZmrrstc9VAeJhIREREREdFisqIWERERERHRYpKoxbuepN0k3Sfpb5K+2ex4Wpmk0yU9JWlGs2NpZZJWl3SdpHsk3SXpK82OqVVJGiDpdkl3lrn6QbNjanWS+km6Q9JlzY6llUl6WNJ0SVMlTWp2PK1M0tKSLpB0b/lza6tmx9SKJK1Xfp/aXi9IOrzZcbUqSV8tf67PkHSOpAHNjqmvydbHeFeT1A+4H/gg8BgwEdjP9t1NDaxFSdoemA38zvZGzY6nVUlaGVjZ9hRJSwCTgT3ye/V2kgQMtj1b0qLATcBXbN/a5NBalqSvASOBJW3v3ux4WpWkh4GRtvP9TZ2QdCZwo+3TJC0GDLL9fLPjamXl3w//AD5g+5Fmx9NqJK1K9ef5BrZfkXQecIXtsc2NrG/Jilq8220B/M32TNuvA+cCH29yTC3L9g3As82Oo9XZfsL2lHL8InAPsGpzo2pNrswubxctr/wPYgOSVgM+ApzW7Fhi4SBpSWB74LcAtl9PktYluwAPJknrUH9goKT+wCDg8SbH0+ckUYt3u1WBR2veP0b+QR0LkKShwKbAbc2NpHWVrXxTgaeAP9vOXDV2HHAkMK/ZgfQBBsZLmizpoGYH08LWAp4Gzihbak+TNLjZQfUB+wLnNDuIVmX7H8BPgb8DTwCzbI9vblR9TxK1eLdTnbL8b34sEJKGABcCh9t+odnxtCrbc20PB1YDtpCUbbV1SNodeMr25GbH0kdsY3sE8GHgkLJ1O96uPzACONn2psBLQO7X7kDZHvox4Pxmx9KqJC1DtUPpvcAqwGBJBzQ3qr4niVq82z0GrF7zfjWyNB8LQLnf6kLgLNsXNTuevqBst5oA7NbkUFrVNsDHyr1X5wI7S/pDc0NqXbYfLz+fAi6m2uoeb/cY8FjNSvYFVIlbNPZhYIrtJ5sdSAvbFXjI9tO25wAXAVs3OaY+J4lavNtNBNaR9N7yP2T7Apc2Oabo48oDMn4L3GP7582Op5VJWkHS0uV4INVf7vc2N6rWZPu/ba9meyjVn1V/sZ3/oa5D0uDyIB/KNr5RQJ5WW4ftfwKPSlqvFO0C5MFHHduPbHvszN+BLSUNKn8n7kJ1v3Z0Q/9mBxDRTLbfkPRl4GqgH3C67buaHFbLknQOsCOwvKTHgO/b/m1zo2pJ2wCfAqaXe68AvmX7iibG1KpWBs4sT1BbBDjPdh47H/NrJeDi6t+H9AfOtn1Vc0NqaYcCZ5X/sJwJfLbJ8bQsSYOonhT9xWbH0sps3ybpAmAK8AZwB3Bqc6Pqe/J4/oiIiIiIiBaTrY8REREREREtJolaREREREREi0miFhERERER0WKSqEVERERERLSYJGoREREREREtJolaREREHyRpgqQPtSs7XNJJHbQZKumTPRxvT0mW9P6etI+IiO5JohYREdE3nUP1xde19qXjL+IdCvQoUaP6kt+b6ozZI+W78yIiooEkahEREX3TBcDukhaHarUMWAW4SZVjJc2QNF3S6NLmx8B2kqZK+qqkfqXeREnTJNX9El9JQ6i+yP1z1CRqksZJ+o+a92Ml7dWoX0k7SrpO0tnA9FJ2iaTJku6SdFBNX5+TdH9ZOfyNpBNL+QqSLix9T5S0zQKaz4iIltK/2QFERERE99n+l6Tbgd2AP1IlUONsW9JewHBgGLA8MFHSDcA3ga/b3h2gJEazbG9eEr6/Shpv+6F2w+0BXGX7fknPShphewpwLjAauELSYsAuwMFUCd3b+i19bQFsVDPGgbaflTSwxHkhsDjwXWAE8CLwF+DOUv+XwC9s3yRpDeBqYP0FMacREa0kiVpERETf1bb9sS1RO7CUbwucY3su8KSk64HNgRfatR8FbCJp7/J+KWAdoH2ith9wXDk+t7yfAlwJHF+Ssd2AG2y/IqlRv68Dt7dLBA+TtGc5Xr3Uew9wve1nASSdD6xb6uwKbCCprf2Skpaw/WLHUxUR0bckUYuIiOi7LgF+LmkEMLCscgGogza1BBxq++qGFaTlgJ2BjSQZ6AdY0pG2X5U0AfgQ1cpa2/1xdfuVtCPwUrv3uwJb2X659DWgk/gXKfVf6eI1RkT0SblHLSIioo+yPRuYAJzOWx8icgMwutwrtgKwPXA71TbCJWrqXQ0cLGlRAEnrShrcbpi9gd/ZXtP2UNurU624bVvOnwt8Ftiu9NfVfqFaaXuuJGnvB7Ys5bcDO0haRlJ/YK+aNuOBL7e9kTS88QxFRPRdSdQiIiL6tnOo7kU7t6bsYmAa1X1dfwGOtP3PUvaGpDslfRU4DbgbmCJpBvBr3r7bZr/SX60LefPpkeOpEsFrbL9eyrrSL8BVQH9J04D/AW4FsP0P4EfAbcA1pa9Zpc1hwMjykJK7gS91PD0REX2TbDc7hoiIiIi3kDTE9uyyonYxcLrt9gljRMRCKytqERER0YqOkjQVmEG11fKSJscTEfGOyopaREREREREi8mKWkRERERERItJohYREREREdFikqhFRERERES0mCRqERERERERLSaJWkRERERERItJohYREREREdFi/j+5mtQ0yloAewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = movies[['title' , 'vote_average' , 'vote_count']]\n",
    "data = data[data['vote_count'] >= 250]\n",
    "data = data.sort_values('vote_average' , ascending = False).nlargest(20 , columns = 'vote_average')\n",
    "plt.figure(figsize=(12,7))\n",
    "sns.barplot(x = 'vote_average' , y = 'title' , data = data)\n",
    "plt.xlabel('Vote Average')\n",
    "plt.ylabel('Title')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Movies with highest Vote Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = movies[['title' , 'vote_count']]\n",
    "data = data.sort_values('vote_count' , ascending = False).nlargest(10 , columns = 'vote_count')\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data = data , x = 'vote_count' , y = 'title')\n",
    "plt.xlabel('Vote_count' , weight = 'bold')\n",
    "plt.ylabel('title' , weight = 'bold')\n",
    "plt.title('Movies with most number of votes' , weight = 'bold')\n",
    "plt.show()\n",
    "plt.savefig('Movies with most number of votes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#no. of votes\n",
    "movies.vote_average\n",
    "plt.figure(figsize=(13,7))\n",
    "plt.hist(x = movies['vote_average'] , bins = 50)\n",
    "plt.xlabel('Number of votes_average', weight = 'bold' )\n",
    "plt.ylabel('Number of movies' , weight = 'bold')\n",
    "plt.title('Number of movies Vs Number of votes_average' , weight = 'bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Movies with most number of vote Average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = movies[['title' , 'vote_average']]\n",
    "data = data.sort_values('vote_average' , ascending = False).nlargest(10 , columns = 'vote_average')\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data = data , x = 'vote_average' , y = 'title')\n",
    "plt.xlabel('Vote_average' , weight = 'bold')\n",
    "plt.ylabel('title' , weight = 'bold')\n",
    "plt.title('Movies with most number of votes average' , weight = 'bold')\n",
    "plt.show()\n",
    "plt.savefig('Movies with most number of votes Average')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4025: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  return super(DataFrame, self).rename(**kwargs)\n"
     ]
    }
   ],
   "source": [
    "data = movies[['budget' , 'title']]\n",
    "data.rename(columns = {'original_title' : 'movie_title'} , inplace = True)\n",
    "data = data.sort_values('budget' , ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x= 'budget' , y = 'title' , data=data)\n",
    "plt.xlabel('Movie Title')\n",
    "plt.ylabel('Budget')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most Popular Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = movies[[\"popularity\" , 'title']]\n",
    "data = data.sort_values('popularity' , ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,6))\n",
    "sns.barplot(x = 'popularity' , y='title' , data =data)\n",
    "\n",
    "plt.xlabel('Movie Title')\n",
    "plt.ylabel(\"popularity\")\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'genres')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#genres\n",
    "\n",
    "data = movies[['genres1' , 'genres2' , 'genres3']].stack().value_counts().reset_index()\n",
    "data.columns = ['genres' , 'count']\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data=data , x = 'count' , y = 'genres')\n",
    "plt.title('Genres' , weight = 'bold')\n",
    "plt.xlabel('value count' , weight = 'bold')\n",
    "plt.ylabel('genres' , weight = 'bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Actor')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ekeSSJFckWZAkrf2sJB9Kck6SHyfZNcnXk1yd5N/amJlJrhhYJMmRSY5qx7OSfCfJoiQ/SrJdVzc3wj1sneT7SZYkuTTJrEHX7ZrksiRbJdm7VQAXt7aN03Ncm/fyJPPadXPb9/PVJFclOXFgTUmSJElTbyqSru8Cj07y0yT/mWTvvr6PVdWuVbUDsD69itiA+6pqL+CTwH8DfwfsAByaZLNR1lwAHF5VuwBHAv85UTczhOHu4UTg41W1E7AHcMPABUn2oHdf+1bVNS3Gv6uq2cDTgXuAA4DZwE7AM4HjkmzZptgZeCOwPbAV8LTBQSWZn2RhkoV33nXfRN+zJEmSpGFMetJVVXcBuwDzgZuBk5Mc2rr/MslFSS4HngE8se/SU9vn5cCyqrqhVcuuAR493HpJNqKX5HwlyWLgU/SqbV35s3tIsjHwqKo6BaCqfldVv23jn0AvKXxBVf1fazsP+GCSI4BNquoPwJ7ASVW1vKpuBM4Gdm3jL66q66vqfmAxMHNwUFW1oKrmVNWch2zkbk5JkiRpskz6M10AVbUcOAs4qyUnhyT5Mr0K1Jyq+nnbGrhe32X3ts/7+44HztcG/sCfJpED1z4IuL1VjTqVZD2GvoeRtvvd0MbsDPwSoKren+RbwHOBC5M8c5Q5+r+P5UzRv6skSZKkPzfpla4kj0+yTV/TbOB/eSBJuqVVp8b7NsAbgYcl2SzJg2nb+qrqTuDaJC9q6yfJTit1E8Mb8h5aDNcn2a/F8OAkG7SxtwPPA96bZG7rn1VVl1fVMcBCYDvgHGBekrWSbAHsBVzc0X1IkiRJmiBT8UzXRsDnklyZZCm955COqqrbgU/T2z74DeCS8UxaVb8H3gVcBJwGXNXXfTDw6iRLgGXAvmOY8u1Jrh/4A0hyepJHDjF2beDeUe7h5cAR7Z7PBx7RF/uNwAuAj7fX57+xvTBjCb3nub4NnAIsBZYAPwTeWlW/GsN9SJIkSZpCqaqpjmG1luRB9JKrV1TVsqmOZyxmzZxRx7xz96kOQ5IkrQYOeuV3pjoEaZWVZFFVzRlt3JT8OPKaolW9rgAuXF0SLkmSJEmTyxcurIT2+2LbT3UckiRJklZdVrokSZIkqUMmXZIkSZLUIbcXTkObbr6ND8VKkiRJk8RKlyRJkiR1yKRLkiRJkjpk0iVJkiRJHTLpkiRJkqQO+SKNaeimX1/NR0981lSHIUmSJskRB58x1SFI05qVLkmSJEnqkEmXJEmSJHXIpEuSJEmSOmTSJUmSJEkdMumSJEmSpA6ZdEmSJElSh9bYpCtJJflA3/mRSY5qx69L8ooVmHNmkismILZ1krw/ydVJrkhycZLnrOy8kiRJklY9a/LvdN0LHJDkfVV1S39HVX1yimIa8G5gS2CHqro3ycOBvac4JkmSJEkdWGMrXcAfgAXAmwZ3JDkqyZHteOsk30+yJMmlSWal57hWhbo8ybwh5piZ5EftmkuT7NHat0xyTpLF7fqnD7puA+Aw4PCquhegqm6sqv9q/Z9IsjDJsiRH91333CRXJTk3yUeTnNbaN0xyfJJLklyWZN+J+gIlSZIkrbw1udIF8HFgaZJjRxhzIvD+qjolyXr0EtEDgNnATsDmwCVJzhl03U3AX1fV75JsA5wEzAH+Bjijqt6TZC1gg0HXbQ38X1XdOUw8/1JVv27X/iDJjsBPgU8Be1XVtUlO6h8P/LCqXpVkE+DiJN+vqrv7J00yH5gPsOlm643wdUiSJEmaSGtypYuW2HweOGKo/iQbA4+qqlPa+N9V1W+BPYGTqmp5Vd0InA3sOujydYBPJ7kc+AqwfWu/BHhle37sSVX1m3GG/eIklwKXAU9s824HXFNV17Yx/UnXPsDbkiwGzgLWAx4zeNKqWlBVc6pqzkYPWXecIUmSJElaUWt00tV8GHg1sOEQfRnmmuHa+70JuJFeNWwOsC5AVZ0D7AX8AvjCEC/s+BnwmJbw/emiyeOAI4G/qqodgW/RS6JGiifAgVU1u/09pqp+PIb4JUmSJE2CNT7pqqpfA/9FL/Ea3HcncH2S/QCSPLg9c3UOMC/JWkm2oJdEXTzo8hnADVV1P/ByYK02x2OBm6rq08D/A548aM3ftvaPJlm3XbNlkpcBDwHuBu5oL9cYeKPhVcBWSWa28/5nzM4ADk+SNtfO4/h6JEmSJHVsjU+6mg/QezZrKC8HjkiyFDgfeARwCrAUWAL8EHhrVf1q0HX/CRyS5EJgW3rJEsBcYHGSy4ADgY8MsebbgZuBK9sr6L8B3FxVS+htK1wGHA+cB1BV9wB/C3wnybn0Kmx3tLneTW+r49I217vH8oVIkiRJmhypqqmOQWOQZKOquqtVtD4OXF1VH1qRuR6z1Yw68t1PndgAJUnSKuuIg8+Y6hCkNVKSRVU1Z7Rx06XStSY4rL0sYxm9rY2fmuJ4JEmSJI3Bmv7K+DVGq2qtUGVLkiRJ0tSx0iVJkiRJHTLpkiRJkqQOmXRJkiRJUod8pmsaethDt/EtRpIkSdIksdIlSZIkSR0y6ZIkSZKkDpl0SZIkSVKHTLokSZIkqUO+SGMauu72q3nlKc+e6jAkSZp2Prv/d6Y6BElTwEqXJEmSJHXIpEuSJEmSOmTSJUmSJEkdMumSJEmSpA6ZdEmSJElSh0y6JEmSJKlDa3zSleSuEfrmJjltkuNZnmRxkmVJliR5c5I1/t9BkiRJmq78na7Jd09VzQZI8jDgS8AM4J1TGpUkSZKkTkyLCkt6jktyRZLLk8zr694oyVeTXJXkxCRp11yX5Ogkl7ZrtmvtRyU5PslZSa5JckRrf3eSN/St+Z6BvuFU1U3AfODvW4xrtTgvSbI0yWvbXHOTnJPklCRXJvnkQHUsyV1JPtDi/EGSLSb0y5MkSZK0UqZF0gUcAMwGdgKeCRyXZMvWtzPwRmB7YCvgaX3X3VJVTwY+ARzZ174d8CxgN+CdSdYB/h9wCEBLiF4CnDhaYFV1Db1/h4cBrwbuqKpdgV2Bw5I8rg3dDfgH4EnArHZPABsCl7Y4z2aYilmS+UkWJln4uzvvGy0sSZIkSRNkuiRdewInVdXyqrqRXnKya+u7uKqur6r7gcXAzL7rvt4+Fw1q/1ZV3VtVtwA3AQ+vquuAW5PsDOwDXFZVt44xvrTPfYBXJFkMXARsBmzTF+c1VbUcOKndE8D9wMnt+It97X+iqhZU1ZyqmrPeQ9YdY1iSJEmSVtZ0eaYrI/Td23e8nD/9Tu4dpX1w32eAQ4FHAMePKbBkqzbHTS3Ow6vqjEFj5gI16NLB56O1S5IkSZoC06XSdQ4wrz0ztQWwF3BxB+ucAjybXhXtjFHG0mL5JPCxqqp2zevbdkWSbJtkwzZ8tySPa1sX5wHntvYHAQe147/pa5ckSZK0ClijK11J1qZXlToF2B1YQq8S9Naq+tXAyzEmSlXdl+RM4Pa2DXAo67ftg+sAfwC+AHyw9X2G3jbGS9sLPW4G9mt9FwDvp/dM1zntngDuBp6YZBFwB72ETJIkSdIqIr0Cy5opyU7Ap6tqt0la70HApcCLqurqCZx3LnBkVT1/iL67qmqj8cy3+dYz6gXH7T5R4UmSpDH67P7fmeoQJE2gJIuqas5o49bY7YVJXkfvhRNvn6T1tgd+BvxgIhMuSZIkSau3NXZ7YVV9kt7zUpO13pX0XjnfxdxnAWcN0zeuKpckSZKkybXGVrokSZIkaVVg0iVJkiRJHVpjtxdqeDM32cYHeSVJkqRJYqVLkiRJkjpk0iVJkiRJHTLpkiRJkqQOmXRJkiRJUod8kcY0dPXtN/DcU/5tqsOQJGnKnL7/26c6BEnTiJUuSZIkSeqQSZckSZIkdcikS5IkSZI6ZNIlSZIkSR0y6ZIkSZKkDpl0SZIkSVKHTLrGKcnyJIuTLElyaZI9VnK+Q5N8bJj2m9taVyY5rLW/MMnb2vF+SbYfdM0jVyYeSZIkSRPLpGv87qmq2VW1E/BPwPsGD0iy1gStdXJVzQbmAu9N8vCqOrWq3t/69wO27xt/KGDSJUmSJK1CTLpWzkOA2wCSzE1yZpIvAZe3tm8kWZRkWZL5AxcleWWSnyY5G3jaaItU1U3A/wCPHaiMtQrbC4HjWjXsH4E5wIntfP0Jv1tJkiRJ47b2VAewGlo/yWJgPWBL4Bl9fbsBO1TVte38VVX165YAXZLka8C6wNHALsAdwJnAZSMtmGQrYCvgZ7TKVlWdn+RU4LSq+mob9xzgyKpaOMQc84H5AOttMWOFblySJEnS+Jl0jd89bcsfSXYHPp9kh9Z3cV/CBXBEkv3b8aOBbYBHAGdV1c1tjpOBbYdZa16SPYF7gde2BG6Fgq6qBcACgBlbP6pWaBJJkiRJ42bStRKq6oIkmwNbtKa7B/qSzAWeCexeVb9Ncha96hjAWJOek6vq7ycoXEmSJElTwGe6VkKS7YC1gFuH6J4B3NYSru2Ap7b2i4C5STZLsg7wopUI4TfAxiOcS5IkSZpiVrrGb+CZLoAAh1TV8iG2/X0HeF2SpcBPgAsBquqGJEcBFwA3AJfSS9xWxJeBTyc5AjgIOAH4ZJJ76FXY7lnBeSVJkiRNkFT5eM90M2PrR9XTjnv9VIchSdKUOX3/t091CJLWAEkWVdWc0ca5vVCSJEmSOmTSJUmSJEkdMumSJEmSpA6ZdEmSJElSh3x74TS0zSZb+gCxJEmSNEmsdEmSJElSh0y6JEmSJKlDoyZdSR6S5MGTEYwkSZIkrWlGTLqSBPglcMjkhCNJkiRJa5YRX6RRVZXkdGAOsGByQlLXrr7tFp73tc9MdRiSJK2Ubx34mqkOQZLGZCxvL5wNzEqyH/Cr1lZVtVN3YUmSJEnSmmEsSdfW7XPz9idJkiRJGqNRk66q8g2HkiRJkrSCxvTjyEkOBZ4DFHB6VX2+y6AkSZIkaU0xatKV5O3Au/qaXpTkL6rqvd2FJUmSJElrhrFsHXwN8E1gW+DxwGnA/C6DkiRJkqQ1xViSrocC36uqn1XV1cD3gE1HuyjJ8iSLkyxLsiTJm5NMyvNhSY5KcuSgtk2S3Np+e4wkuyepJH/Rzmck+fV4Y0xyaJKPDdN3epJNVvAeZid57opcK0mSJGnVMZZnui4B3ptkt3a+b2sbzT1VNRsgycOALwEzgHeuSKArq6puT/Ir4AnAlcAewGXt87+ApwIXVdX9E7jmyiRNs+n9PtrpExSOJEmSpCkwlqrO4cDNwMva303AEeNZpKpuorcl8e/Ts1aS45JckmRpktcCJJmb5KwkX01yVZIT2/g5rWq2OMnlSaqNn5XkO0kWJflRku1GCeU8ekkW7fNDg87Pb/Me1mJbkuRrSTZo7S9KckVrP6dv3ke2OK5OcuxAY5LrkmyeZGaSHyf5dKv8fTfJ+m3Mru07uKB9J1ckWZfec3Tz2j3PS/LQJN9oYy9MsmO7/qgkx7fv7Zok4/q3kSRJktStsSRddwE7A09qf0+oqivHu1BVXdPWexjwauCOqtoV2BU4LMnj2tCdgTcC2wNbAU+rqoVVNbtVzr4D/HsbuwA4vKp2AY4E/nOUMM7ngSRrK+Ar9KpJtPbz2vHXq2rX9gPQP27xArwDeFZrf2HfvLOBefS+n3lJHj3E2tsAH6+qJwK3Awe29s8Cr6uq3YHl7bu6r611crvvk4Gjgcuqakfgn4H+N0huBzwL2A14Z5J1RvkeJEmSJE2SsSRd19JLNJZV1TJg/yT3reB6aZ/7AK9Ishi4CNiMXlICcHFVXd+2+S0GZv7x4uTFwJOBtyXZiF6i9JU2z6eALUdZ/zxgj5bgXVdVv+tNm42AXYCL27gdWuXscuBg4Il915+Q5DBgrb55f1BVd7T5rgQeO8Ta11bV4na8CJjZnvfauKrOb+1fGiH2PYEvAFTVD4HNksxofd+qqnur6hZ6lciHD744yfwkC5MsvO/O34ywjCRJkqSJNOwzXW372mx6idLcge1wwAo9p5RkK3qVnJvanIdX1RmDxswF7u1rWj4QY5In0qv27FVVy9sLL24feG5sLKrq6iSbAi8ALmjNi4BX0kuK7mptJwD7VdWS9htlc9v1r0vyFOB5wOIkA2sPGfMgg8eszwNJ6FgMNbbGun5VLaBXGWTGrJlRbHaQAAAgAElEQVQ1uF+SJElSN0aqdO1PL/ko4HX0tsF9FngxvQrUmCXZAvgk8LGqKuAM4PUD2+CSbJtkwxGunwF8GXhFVd0MUFV3AtcmeVEbkyQ7jSGcC4A38EDSdQG97Yzn943ZGLihxXdwXxyzquqiqnoHcAsw1DbCMauq24DfJHlqa3pJX/dvWhwDzhmIpSWnt7TvQJIkSdIqbKS3F34XuBs4FjiRXqJVwG3AqWOYe/227W8d4A/0tsZ9sPV9ht62wUvbK9xvBvYbYa796G3Z+3RvOLQK18HAJ9L7Aed16CVmS0aJ6zx61bqF7fwCes939Sdd/0pv2+P/ApfzQPJzXJJt6FWdftDWGnOlbRivpndfdwNnAXe09jPpbaNcDLwPOAr4bJKlwG+BQ1ZyXUmSJEmTIL3C0wgDkr2BZe15IU2wJBsNbGtM8jZgy6p6Q5drzpg1s/Y89u1dLiFJUue+deBrpjoESdNckkVVNWe0cWN5kcbR9N6WNzDxh5KcuTLB6U88r70W/grg6cC/TXVAkiRJkibOWH4ceTfgc33nS4HXdhPO9NNeB3/yVMchSZIkqRtjqXTdBByQZIP2souDWpskSZIkaRRjqXSdBPwjcCe9F2msRe/FDpIkSZKkUYwl6XoHcA/w/Hb+TeDBnUUkSZIkSWuQUd9eCJBkO2Be+3s8QFWt1W1o6sqcOXNq4cKFow+UJEmSNKyxvr1w2EpX+z2qF7e/Hej9NlUB36L3m1uSJEmSpFGMtL3wJ/SSrBuAjwMXA58HPlNVY/lxZEmSJEma9kZ7put+4Gzgh/SSMEmSJEnSOIz0yvgjgPPpPcf1NeBSepWvXZNsNgmxSZIkSdJqb9QXaSTZkt5zXfOAp9B7tmt5Va3TfXjqwiaztq6nH3PsVIchSdJK+eZBB0x1CJKmubG+SGPUH0euqhuq6iNVtQfwWOAtwKIJiFGSJEmS1nijJl39qur6qvpAVT21q4AkSZIkaU0yrqRLkiRJkjQ+Jl2SJEmS1CGTLkmSJEnqkEmXJEmSJHVo2iZdSTZLsrj9/SrJL/rO152gNZ6Z5BuD2r6YZL8VnO81ST48EbFJkiRJmhxrT3UAU6WqbgVmAyQ5Crirqv59SoOSJEmStMaZtpWukSR5a5Ir2t/hrW3rdn58kmVJPp/kWUnOT/LTJKP+KNoQ6xyd5JI27yeTpLWfm+T9SS5O8pMkewxx7QuTnJfkoUle0uZYkuTMlf8GJEmSJE2UaVvpGk6S3YCDgd2AtYCLk5wN/BZ4PPBi4CrgUuDeqtojyYHA24CDhpjyL5Ms7jt/DPDVdvyRqnpnS7a+BDwb+PZAKFW1W5IXAu9ofQMxHgQcATy3qu5I8k5gblXdmGSTYe5rPjAfYP3NNx/flyJJkiRphVnp+nNPB75WVb+tqt8A3wD2bH0/q6orq+p+4Erg+639cmDmMPOdWVWzB/6A0/v6/irJxcASYG/giX19X2+fiwbN/dfAm2kJV2s7D/h8ktcwzL9pVS2oqjlVNWfdh8wY4fYlSZIkTSSTrj+XEfru7Tu+v+/8fsZZNUyyAfAxYP+q2hE4HlhviLWWD5r7Z8AMYJu+tsOAd9JLzpYk2XQ8sUiSJEnqjknXnzsH2D/J+kk2AvYFftTBOuvTS9ZuSbIxcOAYr7sWeBFwYpIntLatqupC4F+B24BHTXSwkiRJklaMz3QNUlUXJzkJuKQ1faKqLk+y9QSvc2uSzwFXAP8LXDSOa69M8nLga0meB3woyePoVem+W1VXTGSskiRJklZcqmqqY9Ak22TW1vX0Y46d6jAkSVop3zzogKkOQdI0l2RRVY36FnO3F0qSJElSh0y6JEmSJKlDJl2SJEmS1CGTLkmSJEnqkG8vnIa23nQTHz6WJEmSJomVLkmSJEnqkEmXJEmSJHXIpEuSJEmSOmTSJUmSJEkd8kUa09D/3HYX+3/t3KkOQ5KklXLKgXtOdQiSNCZWuiRJkiSpQyZdkiRJktQhky5JkiRJ6pBJlyRJkiR1yKRLkiRJkjpk0iVJkiRJHVplkq4kleQLfedrJ7k5yWlTGdeAJHOT3JFkcfv7/lTHJEmSJGnVtyr9TtfdwA5J1q+qe4C/Bn4xngmSrF1Vf+gkup4fVdXzp3B9SZIkSauZVabS1XwbeF47filw0kBHkocm+UaSpUkuTLJjaz8qyYIk3wU+n2SDJP/Vxp2c5KIkc9rYTyRZmGRZkqP75r4uydFJLk1yeZLtxhpwkhOSfDDJmcAxSTZMcnySS5JclmTfNm6tJMe19qVJXtva5yY5u8X80yTvT3JwkotbLLPauBe0e7ksyfeTPLzv/o9PclaSa5IcsRLfvyRJkqQJtqolXV8GXpJkPWBH4KK+vqOBy6pqR+Cfgc/39e0C7FtVfwP8LXBbG/fu1jfgX6pqTpt774HErbmlqp4MfAI4cpj4nt63vfBf+tq3BZ5ZVf8A/Avww6raFfhL4LgkGwKvBu5o7bsChyV5XLt+J+ANwJOAlwPbVtVuwGeAw9uYc4GnVtXO7Xt6a9/62wHPAnYD3plkncGBJ5nfEs6F9955+zC3J0mSJGmirUrbC6mqpUlm0qtynT6oe0/gwDbuh0k2SzKj9Z3atiQOjPtIG3dFkqV9c7w4yXx6970lsD0w0P/19rkIOGCYEIfbXviVqlrejvcBXphkIHFbD3hMa98xyUGtfQawDXAfcElV3QCQ5H+A77Yxl9NL3AD+Ajg5yZbAusC1fet/q6ruBe5NchPwcOD6/gCragGwAGDTWdvVMPcnSZIkaYKtUklXcyrw78BcYLO+9gwxdiB5uHuUcbSq0pHArlV1W5IT6CVEA+5tn8sZ//cyeP0Dq+ong9YPcHhVnTGofW7f2gD3953f3xfLfwAfrKpT2zVHDRH7isYvSZIkqSOr2vZCgOOBd1XV5YPazwEOhj8mKrdU1Z1DXH8u8OI2bnt6W/YAHkIvObqjPQ/1nIkPHYAzgMNbkkWSnfvaXz+w9S/Jtm3b4VjN4IEXixwyUcFKkiRJ6tYqVxGpqutp2wMHOQr4bNsu+FuGTzz+E/hcG3cZve2Dd1TV1UkuA5YB1wDnTXTszbuBDwNLW+J1HfB8es9nzQQube03A/uNY96jgK8k+QVwIfC4kYdLkiRJWhWkas16vCfJWsA6VfW79ua/H9B7McV9UxzaKmPTWdvV3GM/M9VhSJK0Uk45cM+pDkHSNJdkUXtR34hWuUrXBNgAOLNt4wvwehMuSZIkSVNljUu6quo3wKjZpiRJkiRNhlXxRRqSJEmStMYw6ZIkSZKkDq1x2ws1ulmbbuTDx5IkSdIksdIlSZIkSR0y6ZIkSZKkDpl0SZIkSVKHTLokSZIkqUO+SGMa+vnt93HEKT+f6jAkSeKj+z96qkOQpM5Z6ZIkSZKkDpl0SZIkSVKHTLokSZIkqUMmXZIkSZLUIZMuSZIkSeqQSZckSZIkdcikS5IkSZI6tFolXUkqyRf6ztdOcnOS08Y5z9zRrklyWZLZfevcneRlff2Lkjx5hOsPTfKxYfquS7J5kplJrhhP7JIkSZJWL6tV0gXcDeyQZP12/tfAL8YzQZKx/iD0+cAe7Xgn4CcD50k2BLYCloxn7Yk2jnuRJEmSNEVWt6QL4NvA89rxS4GTBjqS7Jbk/FalOj/J41v7oUm+kuSbwHf7J0uyaxu/1aB1zuOBpGsP4JPA7Ha+G3BpVS0fbs3mkUm+k+TqJMcOcz9rJ/lckqVJvppkgxbXLknObhW1M5Js2drPSvLeJGcDb0gyK8mFSS5J8q4kd439q5QkSZLUtdUx6foy8JIk6wE7Ahf19V0F7FVVOwPvAN7b17c7cEhVPWOgIclAMrVvVV0zaJ3+StcewDnAvUk2bufnjWHN2cA84EnAvCSPHuJ+Hg8sqKodgTuBv02yDvAfwEFVtQtwPPCevms2qaq9q+oDwEeAj1TVrsAvh5h/4F7nJ1mYZOE9d/56uGGSJEmSJthqtz2tqpYmmUmvynX6oO4ZwOeSbAMUsE5f3/eqqj/beAKwANinqv4sWamq65Ksm+QRwHb0thdeAjyFXtL1H2NY8wdVdQdAkiuBxwI/H7TUz6tqIIH7InAE8B1gB+B7SQDWAm7ou+bkvuPdgf3a8ZeAfx98L+1+FrT75eFb71hDjZEkSZI08Va7pKs5lV5yMRfYrK/93cCZVbV/S8zO6uu7e9AcNwDrATszfIXoAuAg4IaqqiQXAk+jt73wwjGseW/f8XKG/r4HJ0AFBFhWVbsPE9fge5EkSZK0ilodtxdCb7vdu6rq8kHtM3jgxRqHjjLH7fSeDXtvkrnDjDkPeBO95Iv2+QrgV1V1+wqsOZTHJBlIrl4KnEuvqrbFQHuSdZI8cZjrLwQObMcvWYH1JUmSJHVotUy6qur6qvrIEF3HAu9Lch69LXmjzXMj8ALg40meMsSQ8+i9pfCCNv6GNu/5K7rmEH4MHJJkKfBQ4BNVdR+9CtsxSZYAi3ng+bLB3gi8OcnFwJbAHSsQgyRJkqSOpMrHe1Zn7W2H97Ttjy8BXlpV+450zcO33rHmHfetyQlQkqQRfHT/od4xJUmrhySLqmrOaONW12e69IBdgI+l98aN24FXTXE8kiRJkvqYdK3mqupH9H68WZIkSdIqaLV8pkuSJEmSVhcmXZIkSZLUIbcXTkOP3mRdH1yWJEmSJomVLkmSJEnqkEmXJEmSJHXIpEuSJEmSOmTSJUmSJEkd8kUa09Dtt/2Br3/1lqkOQ5IkDjho86kOQZI6Z6VLkiRJkjpk0iVJkiRJHTLpkiRJkqQOmXRJkiRJUodMuiRJkiSpQyZdkiRJktQhk65BkixPsjjJkiSXJtljguZ9fJKz2tw/TrKgtc9O8ty+cS9M8rZ2fFSSI9vxCUkOmohYJEmSJE0ef6frz91TVbMBkjwLeB+w9wTM+1HgQ1X1323uJ7X22cAc4HSAqjoVOHVlF0uydlX9YWXnkSRJkrRyrHSN7CHAbQMnSd6S5JIkS5Mc3dpmtsrVp5MsS/LdJOsPMdeWwPUDJ1V1eZJ1gXcB81oFbF6SQ5N8bKSgkuyS5Owki5KckWTL1n5WkvcmORt4w8rfviRJkqSVZdL159ZvCdBVwGeAdwMk2QfYBtiNXnVqlyR7tWu2AT5eVU8EbgcOHGLeDwE/TPLtJG9KsklV3Qe8Azi5qmZX1cmjBZdkHeA/gIOqahfgeOA9fUM2qaq9q+oDg66bn2RhkoV33HnrmL8MSZIkSSvH7YV/rn974e7A55PsAOzT/i5r4zail2z9H3BtVS1u7YuAmYMnrarPJjkDeDawL/DaJDutQHyPB3YAvpcEYC3ghr7+IRO3qloALADYetbsWoF1JUmSJK0Ak64RVNUFSTYHtgACvK+qPtU/JslM4N6+puXAUNsLqapf0qtMHZ/kCnrJ03gFWFZVuw/Tf/cKzClJkiSpI24vHEGS7ehVkm4FzgBelWSj1veoJA8bx1zPblsDSfIIYDPgF8BvgI3HEdZPgC1aFY4k6yR54jiulyRJkjSJrHT9ufWTDGwVDHBIVS0HvpvkCcAFbVvfXcDL6FW2xmIf4CNJftfO31JVv0pyJvC2tub7Rpukqu5rr47/aJIZ9P4NPwwsG2MckiRJkiZRqny8Z7rZetbsOvaY7091GJIkccBBm091CJK0wpIsqqo5o41ze6EkSZIkdcikS5IkSZI6ZNIlSZIkSR0y6ZIkSZKkDvn2wmlok03X9sFlSZIkaZJY6ZIkSZKkDpl0SZIkSVKHTLokSZIkqUMmXZIkSZLUIV+kMQ399pY/cNlnbprqMCRJYufXPGyqQ5CkzlnpkiRJkqQOmXRJkiRJUodMuiRJkiSpQyZdkiRJktQhky5JkiRJ6pBJlyRJkiR1aI1JupIsT7K47+9tQ4yZm+S0Ya6/Lsnm7fj8ca59XZIfDWpbnOSK8cwzyhonJDloouaTJEmSNDnWpN/puqeqZk/ERFW1xwpctnGSR1fVz5M8YUXWTbJWVS1fkWslSZIkrZrWmErXcJI8O8lVSc4FDuhr3yzJd5NcluRTQPr67uo7fkuSS5IsTXL0CEv9FzCvHb8UOKlvjkOTfKzv/LQkcwfWSvKuJBcBu7eq2TFJLm5/W/etsVeS85NcM1D1SvKFJPv2zX1ikheO60uSJEmS1Jk1Kelaf9D2wnlJ1gM+DbwAeDrwiL7x7wTOraqdgVOBxwyeMMk+wDbAbsBsYJckew2z/ld5IKl7AfDNMca9IXBFVT2lqs5tbXdW1W7Ax4AP943dEtgTeD7w/tb2GeCVLd4ZwB7A6UPcy/wkC5MsvO03t44xNEmSJEkra01Kuu6pqtl9fycD2wHXVtXVVf+/vTsP0qwq7zj+/TnDmiEgKIMC2hgoAqjMyAQhgqEICeCGlqAopgY3gmWBxhBC1JDRbJAYZZEkoCJKDLsgiMoWGMBQDNsAAwMGZWIAhRCWsM3gME/+eO9UXprunt5uv9Pd30/VW+8955733Ke7TnX30+fcc6uAf+lq/9bV5aq6FHh8gD5/v3ndBtza9LfdINd/DHg8ycHAUuDZYcb9AnBBv7qzut5376q/qKpWVdXdwOwm9oXAtkk2pzPDdkFVrex/kao6rarmVdW8l2+02TBDkyRJkjRWU+mersHUKM9BZ8nh31bVqcO81jnAKcCh/epX8uIEd/2u4+UD3MdVgxyv6BfbamcChwAHAx8ZZqySJEmSJsBUmukayD3ANkl+oyl/oOvctXQSFZLsD7x8gM9fBnwkyaym3ZbNjNJgLgT+rvlct2XAnCQvS7I1neWKQ3l/1/sNa2gLcAbwaYCqumsY7SVJkiRNkKk007VBksVd5R9V1TFJDgMuTfIocD3w+ub8F4CzktwKLAR+3r/Dqrq82YnwhiQATwMfAh4ZKICqego4HqBpv9qPgfuBO4EldJYqDmW9ZmONl/HiRHFAVfVwkqXARWtqK0mSJGlipXOrk9YWSZYB86rq0RF8ZkM6Cd2bqurJNbXfsW9Ofefzl48+SEmSxsncjw21gESS1m5JbqmqeWtqN9WXF055Sfahs4zy5OEkXJIkSZIm1lRaXjglVFXfCNtfyQDb3UuSJElaOzjTJUmSJEktMumSJEmSpBaZdEmSJElSi7ynaxra8BUz3S1KkiRJmiDOdEmSJElSi0y6JEmSJKlFJl2SJEmS1CKTLkmSJElqkRtpTEO/engFv/zSfb0OQ5Iktjhq216HIEmtc6ZLkiRJklpk0iVJkiRJLTLpkiRJkqQWmXRJkiRJUotMuiRJkiSpRSZdkiRJktSiaZt0JdksyeLm9cskD3aV1x3H6+yW5Pok9ya5J8lpSTYYYR+XJdlovGKSJEmSNHGm7XO6qup/gDkASRYAT1fVl8bzGkleBZwDHFRVi5K8DDgImAU819VuZlWtHCLWfcczLkmSJEkTZ9rOdA0lydFJljSvI5q6bZvy6UnuSvLtJPsm+fckP0kyb4CujgC+UVWLAKpqVVWdU1X/neSvkpya5Argm0k+luSErhh+lGSP5viBJJsk2SjJD5Pc3sRyYHP+t5IsTHJLc352698kSZIkScMybWe6BpNkV+AQYFdgBrAoyULgWWB74H3APcCtwIqq+u0k7wWOAQ7s193rgVOHuNxc4K1VtTzJx4YR3tuAZVW1fxPrxknWA04E3lVVjyY5BPhL4LB+X9dhq+u23OTVw7iUJEmSpPHgTNdL7QlcUFXPVtVTwEXAHs25+6rq7qpaBdwNXNnU3wn0jeJa36uq5SNofwewX5Ljkrylqp4EdgB2Aq5MsphO8rd1/w9W1WlVNa+q5m02a9NRhCpJkiRpNJzpeqkMcW5F1/GqrvIqBv5e3gXsAlw6SH/PdB2v5MVJ8Pr9G1fV0mYZ49uAv0/yfeCHwB1VtecQcUuSJEnqEWe6Xupa4D1JNkgyCzgAuG6UfZ0MfHT1/V7pmJ/klQO0XQbMbdr00UnWXiTJlnQ2/DgT+DLwJjozbls2yyJJsm6SnUYZryRJkqRx5kxXP80ug2cBNzVV/1RVdybZdhR9PZTkg8CJSTYDCrgGOHeA5guBB+ksVVwCLB6gzc7AcUlWAc8Dh1fVimZDjZOabeVnAv9AZ5ZNkiRJUo+lqnodgybYzlu/oS771IW9DkOSJLY4asT/05SktUaSW6pqoF3MX8TlhZIkSZLUIpMuSZIkSWqRSZckSZIktcikS5IkSZJa5O6F09A6s9fzxmVJkiRpgjjTJUmSJEktMumSJEmSpBaZdEmSJElSi0y6JEmSJKlFbqQxDf3qkad4+KRreh2GJGmKmH3kXr0OQZLWas50SZIkSVKLTLokSZIkqUUmXZIkSZLUIpMuSZIkSWqRSZckSZIktcikS5IkSZJaNKWSriRP9ysfmuSrY+zz1UnOH1tkQ/a/IMmDSRY3r+PG0FdfkiXjGZ8kSZKksfE5XV2SzKyqlf3KDwEHtnzpr1TVl0b6oSQzquqFNgKSJEmSND6m1EzXUJK8M8mNSW5LcmWS2U39giSnJbkc+HYzO3ZekkuAy7tnj5LslGRRMyN1R5LtmvrPJFnSvD7d1PUlWZrka0nuSnJ5kg1GEO/vNrHemeT0JOs19cuSHJvkeuCgJLskuT3JDcAnx/e7JkmSJGmsplrStUHXMr3FwBe7zl0P7FZVc4GzgaO7zu0CHFBVH2zKuwPzq2rvfv0fDpxYVXOAecADSXYBPgy8GdgN+HiSuU377YBTqmon4AngvYPE/Uddce+bZH3gDOD9VfUGOjOSn+hqv7yq9qiqs4FvAkdW1e5DfWOSHJbk5iQ3P/b0k0M1lSRJkjSOplrS9VxVzVn9Ao7tOrcVcFmSO4E/AXbqOndxVT3XVb6iqh4boP8bgM8m+VPgtc1n9gAurKpnqupp4LvAnk37+6tqcXN8C9A3SNxf6Yr7MmD75rM/ac5/C3hrV/tzAJJsDGxSVQub+jMH6Z+qOq2q5lXVvE1nbTxYM0mSJEnjbKolXUM5GfhqM3P0h8D6Xeee6de2fxmAqvpX4F3Ac3QSuL2BDHHNFV3HLzD8e+iG6rM7vgA1zD4lSZIk9cB0Sro2Bh5sjuePpoMkrwN+VlUnARcDbwSuBd6dZMMkvwa8B7hujLHeA/Ql2bYp/wGwsH+jqnoCeDLJHk3VIWO8riRJkqRxNp2SrgXAeUmuAx4dZR/vB5Y094v9JvDtqrqVzv1Xi4Abga9X1W1jCbSqltO5T+y8ZjnkKuCfB2n+YeCUZiON5wZpI0mSJKlHUuXqtOlm59dsX5cfdWqvw5AkTRGzj9yr1yFIUk8kuaWq5q2p3XSa6ZIkSZKkCWfSJUmSJEktMumSJEmSpBaZdEmSJElSi4b73ChNIetsvpE3PUuSJEkTxJkuSZIkSWqRSZckSZIktcjndE1DSZ4C7u11HJpyXsHoHzwuDcWxpTY4rtQGx9X089qqeuWaGnlP1/R073Ae4iaNRJKbHVdqg2NLbXBcqQ2OKw3G5YWSJEmS1CKTLkmSJElqkUnX9HRarwPQlOS4UlscW2qD40ptcFxpQG6kIUmSJEktcqZLkiRJklpk0iVJkiRJLTLpmmaS7Jfk3iT3JTmm1/FockpyepJHkizpqts0yRVJ/qN5f3kvY9Tkk2TrJFcnWZrkriSfauodWxq1JOsnWZTk9mZcfaGp3ybJjc24OifJur2OVZNPkhlJbkvy/absuNKATLqmkSQzgFOA/YEdgQ8k2bG3UWmSOgPYr1/dMcBVVbUdcFVTlkZiJfDHVbUDsBvwyeZnlGNLY7EC2LuqdgbmAPsl2Q04HvhKM64eBz7awxg1eX0KWNpVdlxpQCZd08uuwH1V9bOqeh44GzigxzFpEqqqa4HH+lUfAHyrOf4W8O4JDUqTXlX9oqpubY6fovOHzJY4tjQG1fF0U1yneRWwN3B+U++40ogl2Qp4O/D1phwcVxqESdf0siXwX13lB5o6aTzMrqpfQOePZ2DzHsejSSxJHzAXuBHHlsaoWQK2GHgEuAL4KfBEVa1smvj7UKNxAnA0sKopb4bjSoMw6ZpeMkCdzwyQtFZJMgu4APh0Vf1vr+PR5FdVL1TVHGArOqs+dhio2cRGpcksyTuAR6rqlu7qAZo6rgTAzF4HoAn1ALB1V3kr4KEexaKp5+Ekr6qqXyR5FZ3/KEsjkmQdOgnXd6rqu021Y0vjoqqeSHINnXsGN0kys5mV8PehRuotwLuSvA1YH/h1OjNfjisNyJmu6eUmYLtmZ511gYOBi3sck6aOi4H5zfF84Hs9jEWTUHM/xDeApVX15a5Tji2NWpJXJtmkOd4A2IfO/YJXAwc2zRxXGpGq+rOq2qqq+uj8PfVvVXUIjisNIlXOek4nzX9kTgBmAKdX1V/3OCRNQknOAvYCXgE8DPwFcBFwLvAa4OfAQVXVf7MNaVBJ9gCuA+7k/++R+Cyd+7ocWxqVJG+ks6HBDDr/bD63qr6Y5HV0NpTaFLgN+FBVrehdpJqskuwFHFVV73BcaTAmXZIkSZLUIpcXSpIkSVKLTLokSZIkqUUmXZIkSZLUIpMuSZIkSWqRSZckSZIktcikS5KkliSZleSEJA8kWZ7kJ0kOb+laH0yyYPUzqSRJaw+3jJckqQXNw56vBn4HuAI4D+gDtqiqj7Zwve8Dbwe2qapl492/JGn0nOmSJKkde9NJuO4G9quqr1XV54CPJ9kpyVVJnkryn0n+PB19SapJoEhyVFM+tCkvS/JMkuOTPJbkpiRbJFlAJ+ECuD/Jsgn/aiVJgzLpkiSpHbs071dU1aqu+hnAxcCbgc8BdwBfBD48zH43BDYHLgXmAR8Hzgdua84fCRwxpsglSePKpEuSpHb1X8e/PfA64HtVdRLwmaZ+/2H2twr4BHBKU+6rqiXAQ035kqq6ZAzxSpLGmUmXJEntuLl5/70k3b9vVx8PdFP1C837zKJuepsAAADUSURBVOZ9oE0xnquq5cDKpjxjiP4kSWuBmWtuIkmSRuFq4BpgL+AHSc4HtgZeA/wUOCDJEcA+TfsfAA8Dy4FdkrwPmD+C6z3evM9PsrCqrhnrFyBJGh/OdEmS1ILqbA/8TuAk4A3APwIfAhYBBwA3AX8DzAWOBc6oqueBY4B1mrofj+CSpwI/BxYAnx+XL0KSNC7cMl6SJEmSWuRMlyRJkiS1yKRLkiRJklpk0iVJkiRJLTLpkiRJkqQWmXRJkiRJUotMuiRJkiSpRSZdkiRJktSi/wONXMX+onjYTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actor with most Apperence\n",
    "\n",
    "df = movies[['cast1' , 'cast2' , 'cast3']].stack().value_counts().reset_index().head(15)\n",
    "df.columns = ['Actor' , 'value_count']\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data=df , x = 'value_count' , y = 'Actor')\n",
    "plt.title('Actor' , weight = 'bold')\n",
    "plt.xlabel('Count' , weight = 'bold')\n",
    "plt.ylabel('Actor' , weight = 'bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Director')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Dicrector with most movies\n",
    "\n",
    "df1 = movies.director.value_counts().reset_index().head(20)\n",
    "df1.columns = ['Director' , 'val_count']\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data=df1 , x = 'val_count' , y = 'Director')\n",
    "plt.title('Director With Most Movies' , weight = 'bold')\n",
    "plt.xlabel('count' , weight = 'bold')\n",
    "plt.ylabel('Director' , weight = 'bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'keywords')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#keywords\n",
    "df2 = movies[['keywords1' , 'keywords2' , 'keywords3']].stack().value_counts().reset_index().head(20)\n",
    "df2.columns = ['keywords' , 'val_count']\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(data=df2 , x = 'val_count' , y = 'keywords')\n",
    "plt.title('Most frequent keywords' , weight = 'bold')\n",
    "plt.xlabel('count' , weight = 'bold')\n",
    "plt.ylabel('keywords' , weight = 'bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}