RecoSystem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rake_nltk import Rake \n",
    "import nltk\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('IMDBfeatures.csv')\n",
    "df.index = list(range(1,251))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Plot</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>Tim Robbins, Morgan Freeman, Bob Gunton, Willi...</td>\n",
       "      <td>Two imprisoned men bond over a number of years...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Marlon Brando, Al Pacino, James Caan, Richard ...</td>\n",
       "      <td>The aging patriarch of an organized crime dyna...</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Al Pacino, Robert Duvall, Diane Keaton, Robert...</td>\n",
       "      <td>The early life and career of Vito Corleone in ...</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart, M...</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>Martin Balsam, John Fiedler, Lee J. Cobb, E.G....</td>\n",
       "      <td>A jury holdout attempts to prevent a miscarria...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Movie Name              Director  \\\n",
       "1  The Shawshank Redemption        Frank Darabont   \n",
       "2             The Godfather  Francis Ford Coppola   \n",
       "3    The Godfather: Part II  Francis Ford Coppola   \n",
       "4           The Dark Knight     Christopher Nolan   \n",
       "5              12 Angry Men          Sidney Lumet   \n",
       "\n",
       "                                                Cast  \\\n",
       "1  Tim Robbins, Morgan Freeman, Bob Gunton, Willi...   \n",
       "2  Marlon Brando, Al Pacino, James Caan, Richard ...   \n",
       "3  Al Pacino, Robert Duvall, Diane Keaton, Robert...   \n",
       "4  Christian Bale, Heath Ledger, Aaron Eckhart, M...   \n",
       "5  Martin Balsam, John Fiedler, Lee J. Cobb, E.G....   \n",
       "\n",
       "                                                Plot   Genre  \n",
       "1  Two imprisoned men bond over a number of years...   Drama  \n",
       "2  The aging patriarch of an organized crime dyna...   Crime  \n",
       "3  The early life and career of Vito Corleone in ...   Crime  \n",
       "4  When the menace known as the Joker wreaks havo...  Action  \n",
       "5  A jury holdout attempts to prevent a miscarria...   Drama  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Plot</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>Tim Robbins, Morgan Freeman, Bob Gunton, Willi...</td>\n",
       "      <td>Two imprisoned men bond over a number of years...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>Martin Balsam, John Fiedler, Lee J. Cobb, E.G....</td>\n",
       "      <td>A jury holdout attempts to prevent a miscarria...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Edward Norton, Brad Pitt, Meat Loaf, Zach Grenier</td>\n",
       "      <td>An insomniac office worker and a devil-may-car...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>Robert Zemeckis</td>\n",
       "      <td>Tom Hanks, Rebecca Williams, Sally Field, Mich...</td>\n",
       "      <td>The presidencies of Kennedy and Johnson, the e...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest</td>\n",
       "      <td>Milos Forman</td>\n",
       "      <td>Michael Berryman, Peter Brocco, Dean R. Brooks...</td>\n",
       "      <td>A criminal pleads insanity and is admitted to ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>It's a Wonderful Life</td>\n",
       "      <td>Frank Capra</td>\n",
       "      <td>James Stewart, Donna Reed, Lionel Barrymore, T...</td>\n",
       "      <td>An angel is sent from Heaven to help a despera...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>Tom Hanks, Tom Sizemore, Edward Burns, Barry P...</td>\n",
       "      <td>Following the Normandy Landings, a group of U....</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Harakiri</td>\n",
       "      <td>Masaki Kobayashi</td>\n",
       "      <td>Tatsuya Nakadai, Akira Ishihama, Shima Iwashit...</td>\n",
       "      <td>When a ronin requesting seppuku at a feudal lo...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>American History X</td>\n",
       "      <td>Tony Kaye</td>\n",
       "      <td>Edward Norton, Edward Furlong, Beverly D'Angel...</td>\n",
       "      <td>A former neo-nazi skinhead tries to prevent hi...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Whiplash</td>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>Miles Teller, J.K. Simmons, Paul Reiser, Melis...</td>\n",
       "      <td>A promising young drummer enrolls at a cut-thr...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>The Prestige</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Hugh Jackman, Christian Bale, Michael Caine, P...</td>\n",
       "      <td>After a tragic accident, two stage magicians e...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Casablanca</td>\n",
       "      <td>Michael Curtiz</td>\n",
       "      <td>Humphrey Bogart, Ingrid Bergman, Paul Henreid,...</td>\n",
       "      <td>A cynical American expatriate struggles to dec...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Cinema Paradiso</td>\n",
       "      <td>Giuseppe Tornatore</td>\n",
       "      <td>Antonella Attili, Enzo Cannavale, Isa Danieli,...</td>\n",
       "      <td>A filmmaker recalls his childhood when falling...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Apocalypse Now</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Marlon Brando, Martin Sheen, Robert Duvall, Fr...</td>\n",
       "      <td>A U.S. Army officer serving in Vietnam is task...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>The Lives of Others</td>\n",
       "      <td>Florian Henckel von Donnersmarck</td>\n",
       "      <td>Martina Gedeck, Ulrich M√ºhe, Sebastian Koch, ...</td>\n",
       "      <td>In 1984 East Berlin, an agent of the secret po...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Django Unchained</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...</td>\n",
       "      <td>With the help of a German bounty hunter, a fre...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Jack Nicholson, Shelley Duvall, Danny Lloyd, S...</td>\n",
       "      <td>A family heads to an isolated hotel for the wi...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Paths of Glory</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Kirk Douglas, Ralph Meeker, Adolphe Menjou, Ge...</td>\n",
       "      <td>After refusing to attack an enemy position, a ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Sunset Blvd.</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>William Holden, Gloria Swanson, Erich von Stro...</td>\n",
       "      <td>A screenwriter develops a dangerous relationsh...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>American Beauty</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>Kevin Spacey, Annette Bening, Thora Birch, Wes...</td>\n",
       "      <td>A sexually frustrated suburban father has a mi...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Taare Zameen Par</td>\n",
       "      <td>Aamir Khan</td>\n",
       "      <td>Darsheel Safary, Aamir Khan, Tisca Chopra</td>\n",
       "      <td>An eight-year-old boy is thought to be a lazy ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Good Will Hunting</td>\n",
       "      <td>Gus Van Sant</td>\n",
       "      <td>Matt Damon, Ben Affleck, Stellan Skarsg√•rd, J...</td>\n",
       "      <td>Will Hunting, a janitor at M.I.T., has a gift ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Requiem for a Dream</td>\n",
       "      <td>Darren Aronofsky</td>\n",
       "      <td>Ellen Burstyn, Jared Leto, Jennifer Connelly, ...</td>\n",
       "      <td>The drug-induced utopias of four Coney Island ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
       "      <td>Michel Gondry</td>\n",
       "      <td>Jim Carrey, Kate Winslet, Gerry Robert Byrne, ...</td>\n",
       "      <td>When their relationship turns sour, a couple u...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Citizen Kane</td>\n",
       "      <td>Orson Welles</td>\n",
       "      <td>Joseph Cotten, Dorothy Comingore, Agnes Mooreh...</td>\n",
       "      <td>Following the death of publishing tycoon, Char...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>The Hunt</td>\n",
       "      <td>Thomas Vinterberg</td>\n",
       "      <td>Mads Mikkelsen, Thomas Bo Larsen, Annika Wedde...</td>\n",
       "      <td>A teacher lives a lonely life, all the while s...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Full Metal Jacket</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Matthew Modine, Adam Baldwin, Vincent D'Onofri...</td>\n",
       "      <td>A pragmatic U.S. Marine observes the dehumaniz...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Bicycle Thieves</td>\n",
       "      <td>Vittorio De Sica</td>\n",
       "      <td>Lamberto Maggiorani, Enzo Staiola, Lianella Ca...</td>\n",
       "      <td>In post-war Italy, a working-class man's bicyc...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Metropolis</td>\n",
       "      <td>Fritz Lang</td>\n",
       "      <td>Alfred Abel, Gustav Fr√∂hlich, Rudolf Klein-Ro...</td>\n",
       "      <td>In a futuristic city sharply divided between t...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Ikiru</td>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>Takashi Shimura, Shin'ichi Himori, Haruo Tanak...</td>\n",
       "      <td>A bureaucrat tries to find a meaning in his li...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Warrior</td>\n",
       "      <td>Gavin O'Connor</td>\n",
       "      <td>Joel Edgerton, Tom Hardy, Nick Nolte, Jennifer...</td>\n",
       "      <td>The youngest son of an alcoholic former boxer ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Trainspotting</td>\n",
       "      <td>Danny Boyle</td>\n",
       "      <td>Ewan McGregor, Ewen Bremner, Jonny Lee Miller,...</td>\n",
       "      <td>Renton, deeply immersed in the Edinburgh drug ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Room</td>\n",
       "      <td>Lenny Abrahamson</td>\n",
       "      <td>Brie Larson, Jacob Tremblay, Sean Bridgers</td>\n",
       "      <td>Held captive for 7 years in an enclosed space,...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>The Sixth Sense</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>Bruce Willis, Haley Joel Osment, Toni Collette...</td>\n",
       "      <td>A boy who communicates with spirits seeks the ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>Victor Fleming</td>\n",
       "      <td>Thomas Mitchell, Barbara O'Neil, Vivien Leigh,...</td>\n",
       "      <td>A manipulative woman and a roguish man conduct...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Wild Strawberries</td>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>Victor Sj√∂str√∂m, Bibi Andersson, Ingrid Thul...</td>\n",
       "      <td>After living a life marked by coldness, an agi...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Gran Torino</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>Clint Eastwood, Christopher Carley, Bee Vang, ...</td>\n",
       "      <td>Disgruntled Korean War veteran Walt Kowalski (...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>The Deer Hunter</td>\n",
       "      <td>Michael Cimino</td>\n",
       "      <td>Robert De Niro, John Cazale, John Savage, Chri...</td>\n",
       "      <td>An in-depth examination of the ways in which t...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Stalker</td>\n",
       "      <td>Andrei Tarkovsky</td>\n",
       "      <td>Alisa Freyndlikh, Aleksandr Kaydanovskiy, Anat...</td>\n",
       "      <td>A guide leads two men through an area known as...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Tokyo Story</td>\n",
       "      <td>Yasujir√¥ Ozu</td>\n",
       "      <td>Chish√ª Ry√ª, Chieko Higashiyama, Setsuko Hara...</td>\n",
       "      <td>An old couple visit their children and grandch...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Gone Girl</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Ben Affleck, Rosamund Pike, Neil Patrick Harri...</td>\n",
       "      <td>With his wife's disappearance having become th...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Persona</td>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>Bibi Andersson, Liv Ullmann, Margaretha Krook,...</td>\n",
       "      <td>A nurse is put in charge of a mute actress and...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Before Sunrise</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke, Julie Delpy, Andrea Eckert, Hanno...</td>\n",
       "      <td>A young man and woman meet on a train in Europ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Network</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>Faye Dunaway, William Holden, Peter Finch, Rob...</td>\n",
       "      <td>A television network cynically exploits a dera...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Platoon</td>\n",
       "      <td>Oliver Stone</td>\n",
       "      <td>Tom Berenger, Keith David, Willem Dafoe, Fores...</td>\n",
       "      <td>A young soldier in Vietnam faces a moral crisi...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>The Red Shoes</td>\n",
       "      <td>Michael Powell</td>\n",
       "      <td>Anton Walbrook, Marius Goring, Moira Shearer</td>\n",
       "      <td>A young ballet dancer is torn between the man ...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Million Dollar Baby</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>Clint Eastwood, Hilary Swank, Morgan Freeman, ...</td>\n",
       "      <td>A determined woman works with a hardened boxin...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Hachi: A Dog's Tale</td>\n",
       "      <td>Lasse Hallstr√∂m</td>\n",
       "      <td>Richard Gere, Joan Allen, Cary-Hiroyuki Tagawa...</td>\n",
       "      <td>A college professor bonds with an abandoned do...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Amores Perros</td>\n",
       "      <td>Alejandro G. I√±√°rritu</td>\n",
       "      <td>Emilio Echevarr√≠a, Gael Garc√≠a Bernal, Goya ...</td>\n",
       "      <td>A horrific car accident connects three stories...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Ace in the Hole</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>Kirk Douglas, Jan Sterling, Robert Arthur</td>\n",
       "      <td>A frustrated former big-city journalist now st...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Rebecca</td>\n",
       "      <td>Alfred Hitchcock</td>\n",
       "      <td>Laurence Olivier, Joan Fontaine, George Sanders</td>\n",
       "      <td>A self-conscious woman juggles adjusting to he...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Rocky</td>\n",
       "      <td>John G. Avildsen</td>\n",
       "      <td>Sylvester Stallone, Talia Shire, Burt Young, C...</td>\n",
       "      <td>A small-time boxer gets a supremely rare chanc...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>The Handmaiden</td>\n",
       "      <td>Chan-wook Park</td>\n",
       "      <td>Min-hee Kim, Jung-woo Ha, Jin-woong Cho</td>\n",
       "      <td>A woman is hired as a handmaiden to a Japanese...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke, Julie Delpy, Vernon Dobtcheff</td>\n",
       "      <td>Nine years after Jesse and Celine first met, t...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>The Help</td>\n",
       "      <td>Tate Taylor</td>\n",
       "      <td>Emma Stone, Viola Davis, Bryce Dallas Howard, ...</td>\n",
       "      <td>An aspiring author during the civil rights mov...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>In the Mood for Love</td>\n",
       "      <td>Kar-Wai Wong</td>\n",
       "      <td>Maggie Cheung, Tony Chiu-Wai Leung, Ping Lam S...</td>\n",
       "      <td>Two neighbors, a woman and a man, form a stron...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Paris, Texas</td>\n",
       "      <td>Wim Wenders</td>\n",
       "      <td>Harry Dean Stanton, Sam Berry, Bernhard Wicki,...</td>\n",
       "      <td>Travis Henderson, an aimless drifter who has b...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Swades</td>\n",
       "      <td>Ashutosh Gowariker</td>\n",
       "      <td>Shah Rukh Khan, Gayatri Joshi, Kishori Ballal</td>\n",
       "      <td>A successful Indian scientist returns to an In...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>The Battle of Algiers</td>\n",
       "      <td>Gillo Pontecorvo</td>\n",
       "      <td>Jean Martin, Yacef Saadi, Brahim Hadjadj, Sami...</td>\n",
       "      <td>In the 1950s, fear and violence escalate as th...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>La leggenda del pianista sull'oceano</td>\n",
       "      <td>Giuseppe Tornatore</td>\n",
       "      <td>Tim Roth, Pruitt Taylor Vince, Mélanie Thierry</td>\n",
       "      <td>A baby boy, discovered in 1900 on an ocean lin...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Movie Name                          Director  \\\n",
       "1                 The Shawshank Redemption                    Frank Darabont   \n",
       "5                             12 Angry Men                      Sidney Lumet   \n",
       "10                              Fight Club                     David Fincher   \n",
       "12                            Forrest Gump                   Robert Zemeckis   \n",
       "18         One Flew Over the Cuckoo's Nest                      Milos Forman   \n",
       "25                   It's a Wonderful Life                       Frank Capra   \n",
       "27                     Saving Private Ryan                  Steven Spielberg   \n",
       "32                                Harakiri                  Masaki Kobayashi   \n",
       "35                      American History X                         Tony Kaye   \n",
       "46                                Whiplash                   Damien Chazelle   \n",
       "48                            The Prestige                 Christopher Nolan   \n",
       "49                              Casablanca                    Michael Curtiz   \n",
       "52                         Cinema Paradiso                Giuseppe Tornatore   \n",
       "57                          Apocalypse Now              Francis Ford Coppola   \n",
       "59                     The Lives of Others  Florian Henckel von Donnersmarck   \n",
       "60                        Django Unchained                 Quentin Tarantino   \n",
       "62                             The Shining                   Stanley Kubrick   \n",
       "63                          Paths of Glory                   Stanley Kubrick   \n",
       "66                            Sunset Blvd.                      Billy Wilder   \n",
       "74                         American Beauty                        Sam Mendes   \n",
       "81                        Taare Zameen Par                        Aamir Khan   \n",
       "86                       Good Will Hunting                      Gus Van Sant   \n",
       "89                     Requiem for a Dream                  Darren Aronofsky   \n",
       "92   Eternal Sunshine of the Spotless Mind                     Michel Gondry   \n",
       "93                            Citizen Kane                      Orson Welles   \n",
       "94                                The Hunt                 Thomas Vinterberg   \n",
       "95                       Full Metal Jacket                   Stanley Kubrick   \n",
       "101                        Bicycle Thieves                  Vittorio De Sica   \n",
       "108                             Metropolis                        Fritz Lang   \n",
       "110                                  Ikiru                    Akira Kurosawa   \n",
       "..                                     ...                               ...   \n",
       "156                                Warrior                    Gavin O'Connor   \n",
       "158                          Trainspotting                       Danny Boyle   \n",
       "159                                   Room                  Lenny Abrahamson   \n",
       "161                        The Sixth Sense                M. Night Shyamalan   \n",
       "164                     Gone with the Wind                    Victor Fleming   \n",
       "172                      Wild Strawberries                    Ingmar Bergman   \n",
       "174                            Gran Torino                    Clint Eastwood   \n",
       "177                        The Deer Hunter                    Michael Cimino   \n",
       "179                                Stalker                  Andrei Tarkovsky   \n",
       "182                            Tokyo Story                     Yasujir√¥ Ozu   \n",
       "186                              Gone Girl                     David Fincher   \n",
       "194                                Persona                    Ingmar Bergman   \n",
       "195                         Before Sunrise                 Richard Linklater   \n",
       "202                                Network                      Sidney Lumet   \n",
       "206                                Platoon                      Oliver Stone   \n",
       "207                          The Red Shoes                    Michael Powell   \n",
       "209                    Million Dollar Baby                    Clint Eastwood   \n",
       "212                    Hachi: A Dog's Tale                  Lasse Hallstr√∂m   \n",
       "220                          Amores Perros           Alejandro G. I√±√°rritu   \n",
       "224                        Ace in the Hole                      Billy Wilder   \n",
       "226                                Rebecca                  Alfred Hitchcock   \n",
       "227                                  Rocky                  John G. Avildsen   \n",
       "230                         The Handmaiden                    Chan-wook Park   \n",
       "237                          Before Sunset                 Richard Linklater   \n",
       "238                               The Help                       Tate Taylor   \n",
       "242                   In the Mood for Love                      Kar-Wai Wong   \n",
       "243                           Paris, Texas                       Wim Wenders   \n",
       "245                                 Swades                Ashutosh Gowariker   \n",
       "248                  The Battle of Algiers                  Gillo Pontecorvo   \n",
       "249   La leggenda del pianista sull'oceano                Giuseppe Tornatore   \n",
       "\n",
       "                                                  Cast  \\\n",
       "1    Tim Robbins, Morgan Freeman, Bob Gunton, Willi...   \n",
       "5    Martin Balsam, John Fiedler, Lee J. Cobb, E.G....   \n",
       "10   Edward Norton, Brad Pitt, Meat Loaf, Zach Grenier   \n",
       "12   Tom Hanks, Rebecca Williams, Sally Field, Mich...   \n",
       "18   Michael Berryman, Peter Brocco, Dean R. Brooks...   \n",
       "25   James Stewart, Donna Reed, Lionel Barrymore, T...   \n",
       "27   Tom Hanks, Tom Sizemore, Edward Burns, Barry P...   \n",
       "32   Tatsuya Nakadai, Akira Ishihama, Shima Iwashit...   \n",
       "35   Edward Norton, Edward Furlong, Beverly D'Angel...   \n",
       "46   Miles Teller, J.K. Simmons, Paul Reiser, Melis...   \n",
       "48   Hugh Jackman, Christian Bale, Michael Caine, P...   \n",
       "49   Humphrey Bogart, Ingrid Bergman, Paul Henreid,...   \n",
       "52   Antonella Attili, Enzo Cannavale, Isa Danieli,...   \n",
       "57   Marlon Brando, Martin Sheen, Robert Duvall, Fr...   \n",
       "59   Martina Gedeck, Ulrich M√ºhe, Sebastian Koch, ...   \n",
       "60   Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...   \n",
       "62   Jack Nicholson, Shelley Duvall, Danny Lloyd, S...   \n",
       "63   Kirk Douglas, Ralph Meeker, Adolphe Menjou, Ge...   \n",
       "66   William Holden, Gloria Swanson, Erich von Stro...   \n",
       "74   Kevin Spacey, Annette Bening, Thora Birch, Wes...   \n",
       "81           Darsheel Safary, Aamir Khan, Tisca Chopra   \n",
       "86   Matt Damon, Ben Affleck, Stellan Skarsg√•rd, J...   \n",
       "89   Ellen Burstyn, Jared Leto, Jennifer Connelly, ...   \n",
       "92   Jim Carrey, Kate Winslet, Gerry Robert Byrne, ...   \n",
       "93   Joseph Cotten, Dorothy Comingore, Agnes Mooreh...   \n",
       "94   Mads Mikkelsen, Thomas Bo Larsen, Annika Wedde...   \n",
       "95   Matthew Modine, Adam Baldwin, Vincent D'Onofri...   \n",
       "101  Lamberto Maggiorani, Enzo Staiola, Lianella Ca...   \n",
       "108  Alfred Abel, Gustav Fr√∂hlich, Rudolf Klein-Ro...   \n",
       "110  Takashi Shimura, Shin'ichi Himori, Haruo Tanak...   \n",
       "..                                                 ...   \n",
       "156  Joel Edgerton, Tom Hardy, Nick Nolte, Jennifer...   \n",
       "158  Ewan McGregor, Ewen Bremner, Jonny Lee Miller,...   \n",
       "159         Brie Larson, Jacob Tremblay, Sean Bridgers   \n",
       "161  Bruce Willis, Haley Joel Osment, Toni Collette...   \n",
       "164  Thomas Mitchell, Barbara O'Neil, Vivien Leigh,...   \n",
       "172  Victor Sj√∂str√∂m, Bibi Andersson, Ingrid Thul...   \n",
       "174  Clint Eastwood, Christopher Carley, Bee Vang, ...   \n",
       "177  Robert De Niro, John Cazale, John Savage, Chri...   \n",
       "179  Alisa Freyndlikh, Aleksandr Kaydanovskiy, Anat...   \n",
       "182  Chish√ª Ry√ª, Chieko Higashiyama, Setsuko Hara...   \n",
       "186  Ben Affleck, Rosamund Pike, Neil Patrick Harri...   \n",
       "194  Bibi Andersson, Liv Ullmann, Margaretha Krook,...   \n",
       "195  Ethan Hawke, Julie Delpy, Andrea Eckert, Hanno...   \n",
       "202  Faye Dunaway, William Holden, Peter Finch, Rob...   \n",
       "206  Tom Berenger, Keith David, Willem Dafoe, Fores...   \n",
       "207       Anton Walbrook, Marius Goring, Moira Shearer   \n",
       "209  Clint Eastwood, Hilary Swank, Morgan Freeman, ...   \n",
       "212  Richard Gere, Joan Allen, Cary-Hiroyuki Tagawa...   \n",
       "220  Emilio Echevarr√≠a, Gael Garc√≠a Bernal, Goya ...   \n",
       "224         Kirk Douglas, Jan Sterling, Robert Arthur    \n",
       "226    Laurence Olivier, Joan Fontaine, George Sanders   \n",
       "227  Sylvester Stallone, Talia Shire, Burt Young, C...   \n",
       "230            Min-hee Kim, Jung-woo Ha, Jin-woong Cho   \n",
       "237         Ethan Hawke, Julie Delpy, Vernon Dobtcheff   \n",
       "238  Emma Stone, Viola Davis, Bryce Dallas Howard, ...   \n",
       "242  Maggie Cheung, Tony Chiu-Wai Leung, Ping Lam S...   \n",
       "243  Harry Dean Stanton, Sam Berry, Bernhard Wicki,...   \n",
       "245      Shah Rukh Khan, Gayatri Joshi, Kishori Ballal   \n",
       "248  Jean Martin, Yacef Saadi, Brahim Hadjadj, Sami...   \n",
       "249     Tim Roth, Pruitt Taylor Vince, Mélanie Thierry   \n",
       "\n",
       "                                                  Plot  Genre  \n",
       "1    Two imprisoned men bond over a number of years...  Drama  \n",
       "5    A jury holdout attempts to prevent a miscarria...  Drama  \n",
       "10   An insomniac office worker and a devil-may-car...  Drama  \n",
       "12   The presidencies of Kennedy and Johnson, the e...  Drama  \n",
       "18   A criminal pleads insanity and is admitted to ...  Drama  \n",
       "25   An angel is sent from Heaven to help a despera...  Drama  \n",
       "27   Following the Normandy Landings, a group of U....  Drama  \n",
       "32   When a ronin requesting seppuku at a feudal lo...  Drama  \n",
       "35   A former neo-nazi skinhead tries to prevent hi...  Drama  \n",
       "46   A promising young drummer enrolls at a cut-thr...  Drama  \n",
       "48   After a tragic accident, two stage magicians e...  Drama  \n",
       "49   A cynical American expatriate struggles to dec...  Drama  \n",
       "52   A filmmaker recalls his childhood when falling...  Drama  \n",
       "57   A U.S. Army officer serving in Vietnam is task...  Drama  \n",
       "59   In 1984 East Berlin, an agent of the secret po...  Drama  \n",
       "60   With the help of a German bounty hunter, a fre...  Drama  \n",
       "62   A family heads to an isolated hotel for the wi...  Drama  \n",
       "63   After refusing to attack an enemy position, a ...  Drama  \n",
       "66   A screenwriter develops a dangerous relationsh...  Drama  \n",
       "74   A sexually frustrated suburban father has a mi...  Drama  \n",
       "81   An eight-year-old boy is thought to be a lazy ...  Drama  \n",
       "86   Will Hunting, a janitor at M.I.T., has a gift ...  Drama  \n",
       "89   The drug-induced utopias of four Coney Island ...  Drama  \n",
       "92   When their relationship turns sour, a couple u...  Drama  \n",
       "93   Following the death of publishing tycoon, Char...  Drama  \n",
       "94   A teacher lives a lonely life, all the while s...  Drama  \n",
       "95   A pragmatic U.S. Marine observes the dehumaniz...  Drama  \n",
       "101  In post-war Italy, a working-class man's bicyc...  Drama  \n",
       "108  In a futuristic city sharply divided between t...  Drama  \n",
       "110  A bureaucrat tries to find a meaning in his li...  Drama  \n",
       "..                                                 ...    ...  \n",
       "156  The youngest son of an alcoholic former boxer ...  Drama  \n",
       "158  Renton, deeply immersed in the Edinburgh drug ...  Drama  \n",
       "159  Held captive for 7 years in an enclosed space,...  Drama  \n",
       "161  A boy who communicates with spirits seeks the ...  Drama  \n",
       "164  A manipulative woman and a roguish man conduct...  Drama  \n",
       "172  After living a life marked by coldness, an agi...  Drama  \n",
       "174  Disgruntled Korean War veteran Walt Kowalski (...  Drama  \n",
       "177  An in-depth examination of the ways in which t...  Drama  \n",
       "179  A guide leads two men through an area known as...  Drama  \n",
       "182  An old couple visit their children and grandch...  Drama  \n",
       "186  With his wife's disappearance having become th...  Drama  \n",
       "194  A nurse is put in charge of a mute actress and...  Drama  \n",
       "195  A young man and woman meet on a train in Europ...  Drama  \n",
       "202  A television network cynically exploits a dera...  Drama  \n",
       "206  A young soldier in Vietnam faces a moral crisi...  Drama  \n",
       "207  A young ballet dancer is torn between the man ...  Drama  \n",
       "209  A determined woman works with a hardened boxin...  Drama  \n",
       "212  A college professor bonds with an abandoned do...  Drama  \n",
       "220  A horrific car accident connects three stories...  Drama  \n",
       "224  A frustrated former big-city journalist now st...  Drama  \n",
       "226  A self-conscious woman juggles adjusting to he...  Drama  \n",
       "227  A small-time boxer gets a supremely rare chanc...  Drama  \n",
       "230  A woman is hired as a handmaiden to a Japanese...  Drama  \n",
       "237  Nine years after Jesse and Celine first met, t...  Drama  \n",
       "238  An aspiring author during the civil rights mov...  Drama  \n",
       "242  Two neighbors, a woman and a man, form a stron...  Drama  \n",
       "243  Travis Henderson, an aimless drifter who has b...  Drama  \n",
       "245  A successful Indian scientist returns to an In...  Drama  \n",
       "248  In the 1950s, fear and violence escalate as th...  Drama  \n",
       "249  A baby boy, discovered in 1900 on an ocean lin...  Drama  \n",
       "\n",
       "[74 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[(df.Genre == 'Drama')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drama        74\n",
       "Action       36\n",
       "Crime        35\n",
       "Comedy       26\n",
       "Adventure    24\n",
       "Biography    22\n",
       "Animation    22\n",
       "Mystery       4\n",
       "Horror        3\n",
       "Western       3\n",
       "Film-Noir     1\n",
       "Name: Genre, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Genre'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Director'].value_counts()[0:10].plot('barh', figsize=[8,5], fontsize=15, color='#ED553B').invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import string\n",
    "df['Plot'] = df['Plot'].str.replace('[{}]'.format(string.punctuation), '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Plot</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Key_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>Tim Robbins, Morgan Freeman, Bob Gunton, Willi...</td>\n",
       "      <td>Two imprisoned men bond over a number of years...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>[years, finding, solace, acts, common, decency...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Marlon Brando, Al Pacino, James Caan, Richard ...</td>\n",
       "      <td>The aging patriarch of an organized crime dyna...</td>\n",
       "      <td>Crime</td>\n",
       "      <td>[organized, crime, dynasty, transfers, control...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Al Pacino, Robert Duvall, Diane Keaton, Robert...</td>\n",
       "      <td>The early life and career of Vito Corleone in ...</td>\n",
       "      <td>Crime</td>\n",
       "      <td>[family, crime, syndicate, vito, corleone, gri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart, M...</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>Action</td>\n",
       "      <td>[chaos, people, gotham, batman, must, accept, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>Martin Balsam, John Fiedler, Lee J. Cobb, E.G....</td>\n",
       "      <td>A jury holdout attempts to prevent a miscarria...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>[colleagues, reconsider, justice, jury, holdou...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Movie Name              Director  \\\n",
       "1  The Shawshank Redemption        Frank Darabont   \n",
       "2             The Godfather  Francis Ford Coppola   \n",
       "3    The Godfather: Part II  Francis Ford Coppola   \n",
       "4           The Dark Knight     Christopher Nolan   \n",
       "5              12 Angry Men          Sidney Lumet   \n",
       "\n",
       "                                                Cast  \\\n",
       "1  Tim Robbins, Morgan Freeman, Bob Gunton, Willi...   \n",
       "2  Marlon Brando, Al Pacino, James Caan, Richard ...   \n",
       "3  Al Pacino, Robert Duvall, Diane Keaton, Robert...   \n",
       "4  Christian Bale, Heath Ledger, Aaron Eckhart, M...   \n",
       "5  Martin Balsam, John Fiedler, Lee J. Cobb, E.G....   \n",
       "\n",
       "                                                Plot   Genre  \\\n",
       "1  Two imprisoned men bond over a number of years...   Drama   \n",
       "2  The aging patriarch of an organized crime dyna...   Crime   \n",
       "3  The early life and career of Vito Corleone in ...   Crime   \n",
       "4  When the menace known as the Joker wreaks havo...  Action   \n",
       "5  A jury holdout attempts to prevent a miscarria...   Drama   \n",
       "\n",
       "                                           Key_words  \n",
       "1  [years, finding, solace, acts, common, decency...  \n",
       "2  [organized, crime, dynasty, transfers, control...  \n",
       "3  [family, crime, syndicate, vito, corleone, gri...  \n",
       "4  [chaos, people, gotham, batman, must, accept, ...  \n",
       "5  [colleagues, reconsider, justice, jury, holdou...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Key_words'] = ''  \n",
    "r = Rake()   # use Rake to discard stop words \n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    r.extract_keywords_from_text(row['Plot'])   # to extract key words from Plot, default in lower case\n",
    "    key_words_dict_scores = r.get_word_degrees()    # to get dictionary with key words and their scores\n",
    "    row['Key_words'] = list(key_words_dict_scores.keys())   # to assign list of key words to new column\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A baby boy discovered in 1900 on an ocean liner grows into a musical prodigy never setting foot on land'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Plot'][249]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(<function rake_nltk.rake.Rake._build_word_co_occurance_graph.<locals>.<lambda>()>,\n",
       "            {'magic': 4,\n",
       "             'crystal': 4,\n",
       "             'must': 4,\n",
       "             'race': 4,\n",
       "             'legendary': 3,\n",
       "             'floating': 3,\n",
       "             'castle': 3,\n",
       "             'young': 2,\n",
       "             'boy': 2,\n",
       "             'girl': 1,\n",
       "             'foreign': 2,\n",
       "             'agents': 2,\n",
       "             'pirates': 1,\n",
       "             'search': 1})"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to see last dictionary extracted from Plot\n",
    "key_words_dict_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1900',\n",
       " 'ocean',\n",
       " 'liner',\n",
       " 'grows',\n",
       " 'musical',\n",
       " 'prodigy',\n",
       " 'never',\n",
       " 'setting',\n",
       " 'foot',\n",
       " 'land',\n",
       " 'baby',\n",
       " 'boy',\n",
       " 'discovered']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to see last item in Key_words\n",
    "df['Key_words'][249]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Plot</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Key_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>[frankdarabont]</td>\n",
       "      <td>[timrobbins, morganfreeman, bobgunton]</td>\n",
       "      <td>Two imprisoned men bond over a number of years...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[years, finding, solace, acts, common, decency...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>[francisfordcoppola]</td>\n",
       "      <td>[marlonbrando, alpacino, jamescaan]</td>\n",
       "      <td>The aging patriarch of an organized crime dyna...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[organized, crime, dynasty, transfers, control...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>[francisfordcoppola]</td>\n",
       "      <td>[alpacino, robertduvall, dianekeaton]</td>\n",
       "      <td>The early life and career of Vito Corleone in ...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[family, crime, syndicate, vito, corleone, gri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>[christophernolan]</td>\n",
       "      <td>[christianbale, heathledger, aaroneckhart]</td>\n",
       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[chaos, people, gotham, batman, must, accept, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>[sidneylumet]</td>\n",
       "      <td>[martinbalsam, johnfiedler, leej.cobb]</td>\n",
       "      <td>A jury holdout attempts to prevent a miscarria...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[colleagues, reconsider, justice, jury, holdou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>[stevenspielberg]</td>\n",
       "      <td>[liamneeson, benkingsley, ralphfiennes]</td>\n",
       "      <td>In Germanoccupied Poland during World War II i...</td>\n",
       "      <td>[biography]</td>\n",
       "      <td>[nazis, germanoccupied, poland, jewish, workfo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>[peterjackson]</td>\n",
       "      <td>[noelappleby, aliastin, seanastin]</td>\n",
       "      <td>Gandalf and Aragorn lead the World of Men agai...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[men, frodo, gandalf, approach, mount, doom, s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>[quentintarantino]</td>\n",
       "      <td>[timroth, amandaplummer, lauralovelace]</td>\n",
       "      <td>The lives of two mob hitmen a boxer a gangster...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[two, mob, hitmen, gangster, wife, pair, lives...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The Good, the Bad and the Ugly</td>\n",
       "      <td>[sergioleone]</td>\n",
       "      <td>[eliwallach, clinteastwood, leevancleef]</td>\n",
       "      <td>A bounty hunting scam joins two men in an unea...</td>\n",
       "      <td>[western]</td>\n",
       "      <td>[fortune, gold, buried, bounty, hunting, scam,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>[davidfincher]</td>\n",
       "      <td>[edwardnorton, bradpitt, meatloaf]</td>\n",
       "      <td>An insomniac office worker and a devilmaycare ...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[devilmaycare, soapmaker, form, evolves, insom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>[peterjackson]</td>\n",
       "      <td>[alanhoward, noelappleby, seanastin]</td>\n",
       "      <td>A meek Hobbit from the Shire and eight compani...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[destroy, dark, lord, sauron, meek, hobbit, sh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>[robertzemeckis]</td>\n",
       "      <td>[tomhanks, rebeccawilliams, sallyfield]</td>\n",
       "      <td>The presidencies of Kennedy and Johnson the ev...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[history, unfold, perspective, 75, alabama, ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Inception</td>\n",
       "      <td>[christophernolan]</td>\n",
       "      <td>[leonardodicaprio, josephgordon-levitt, ellenp...</td>\n",
       "      <td>A thief who steals corporate secrets through t...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[idea, given, thief, ceo, inverse, task, dream...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>[irvinkershner]</td>\n",
       "      <td>[markhamill, harrisonford, carriefisher]</td>\n",
       "      <td>After the Rebels are brutally overpowered by t...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[pursued, brutally, overpowered, yoda, ice, pl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The Lord of the Rings: The Two Towers</td>\n",
       "      <td>[peterjackson]</td>\n",
       "      <td>[bruceallpress, seanastin, johnbach]</td>\n",
       "      <td>While Frodo and Sam edge closer to Mordor with...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[saurons, new, ally, saruman, frodo, stand, sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Matrix</td>\n",
       "      <td>[lanawachowski]</td>\n",
       "      <td>[keanureeves, laurencefishburne, carrie-annemoss]</td>\n",
       "      <td>A computer hacker learns from mysterious rebel...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[role, war, true, nature, computer, hacker, le...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joker</td>\n",
       "      <td>[toddphillips]</td>\n",
       "      <td>[joaquinphoenix,  robertdeniro,  zaziebeetz ]</td>\n",
       "      <td>In Gotham City mentallytroubled comedian Arthu...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[gotham, city, mentallytroubled, comedian, art...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest</td>\n",
       "      <td>[milosforman]</td>\n",
       "      <td>[michaelberryman, peterbrocco, deanr.brooks]</td>\n",
       "      <td>A criminal pleads insanity and is admitted to ...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[criminal, pleads, insanity, rallies, mental, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goodfellas</td>\n",
       "      <td>[martinscorsese]</td>\n",
       "      <td>[robertdeniro, rayliotta, joepesci]</td>\n",
       "      <td>The story of Henry Hill and his life in the mo...</td>\n",
       "      <td>[biography]</td>\n",
       "      <td>[relationship, henry, hill, mob, covering, ita...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>[akirakurosawa]</td>\n",
       "      <td>[toshir√¥mifune, takashishimura, keikotsushima]</td>\n",
       "      <td>A poor village under attack by bandits recruit...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[defend, bandits, recruits, seven, unemployed,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Se7en</td>\n",
       "      <td>[davidfincher]</td>\n",
       "      <td>[morganfreeman, andrewkevinwalker, kevinspacey]</td>\n",
       "      <td>Two detectives a rookie and a veteran hunt a s...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[two, detectives, serial, killer, uses, seven,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>City of God</td>\n",
       "      <td>[fernandomeirelles]</td>\n",
       "      <td>[alexandrerodrigues, leandrofirmino, phellipeh...</td>\n",
       "      <td>In the slums of Rio two kids paths diverge as ...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[one, struggles, slums, rio, two, kids, paths,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Life Is Beautiful</td>\n",
       "      <td>[robertobenigni]</td>\n",
       "      <td>[robertobenigni, nicolettabraschi, giorgiocant...</td>\n",
       "      <td>When an openminded Jewish librarian and his so...</td>\n",
       "      <td>[comedy]</td>\n",
       "      <td>[openminded, jewish, librarian, uses, camp, so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>The Silence of the Lambs</td>\n",
       "      <td>[jonathandemme]</td>\n",
       "      <td>[jodiefoster, lawrencea.bonney, kasilemmons]</td>\n",
       "      <td>A young FBI cadet must receive the help of an ...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[madman, skins, help, manipulative, cannibal, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>It's a Wonderful Life</td>\n",
       "      <td>[frankcapra]</td>\n",
       "      <td>[jamesstewart, donnareed, lionelbarrymore]</td>\n",
       "      <td>An angel is sent from Heaven to help a despera...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[life, would, heaven, angel, showing, sent, he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Star Wars: Episode IV - A New Hope</td>\n",
       "      <td>[georgelucas]</td>\n",
       "      <td>[markhamill, harrisonford, carriefisher]</td>\n",
       "      <td>Luke Skywalker joins forces with a Jedi Knight...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[two, droids, empires, worlddestroying, battle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>[stevenspielberg]</td>\n",
       "      <td>[tomhanks, tomsizemore, edwardburns]</td>\n",
       "      <td>Following the Normandy Landings a group of US ...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[paratrooper, whose, brothers, us, soldiers, g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Spirited Away</td>\n",
       "      <td>[hayaomiyazaki]</td>\n",
       "      <td>[rumihiiragi, miyuirino, marinatsuki]</td>\n",
       "      <td>During her familys move to the suburbs a sulle...</td>\n",
       "      <td>[animation]</td>\n",
       "      <td>[gods, witches, sullen, 10yearold, girl, wande...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Green Mile</td>\n",
       "      <td>[frankdarabont]</td>\n",
       "      <td>[tomhanks, davidmorse, michaelclarkeduncan]</td>\n",
       "      <td>The lives of guards on Death Row are affected ...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[mysterious, gift, one, child, murder, lives, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>L√©on: The Professional</td>\n",
       "      <td>[lucbesson]</td>\n",
       "      <td>[jeanreno, garyoldman, natalieportman]</td>\n",
       "      <td>Mathilda a 12yearold girl is reluctantly taken...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[unusual, relationship, forms, prot, √©, g, e,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
       "      <td>[davidyates]</td>\n",
       "      <td>[ralphfiennes, michaelgambon, alanrickman]</td>\n",
       "      <td>Harry Daniel Radcliffe Ron Rupert Grint and He...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[harry, daniel, radcliffe, ron, rupert, grint,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Spotlight</td>\n",
       "      <td>[tommccarthy]</td>\n",
       "      <td>[markruffalo,  michaelkeaton,  rachelmcadams]</td>\n",
       "      <td>The true story of how the Boston Globe uncover...</td>\n",
       "      <td>[biography]</td>\n",
       "      <td>[child, molestation, entire, catholic, church,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Dead Poets Society</td>\n",
       "      <td>[peterweir]</td>\n",
       "      <td>[robinwilliams,  robertseanleonard,  ethanhawke]</td>\n",
       "      <td>English teacher John Keating inspires his stud...</td>\n",
       "      <td>[comedy]</td>\n",
       "      <td>[look, feelings, poetry, different, perspectiv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Ace in the Hole</td>\n",
       "      <td>[billywilder]</td>\n",
       "      <td>[kirkdouglas,  jansterling,  robertarthur ]</td>\n",
       "      <td>A frustrated former bigcity journalist now stu...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[situation, quickly, escalates, cave, albuquer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>White Heat</td>\n",
       "      <td>[raoulwalsh]</td>\n",
       "      <td>[jamescagney,  virginiamayo,  edmondo'brien]</td>\n",
       "      <td>A psychopathic criminal with a mother complex ...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[mother, complex, makes, prison, chemical, pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Rebecca</td>\n",
       "      <td>[alfredhitchcock]</td>\n",
       "      <td>[laurenceolivier,  joanfontaine,  georgesanders]</td>\n",
       "      <td>A selfconscious woman juggles adjusting to her...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[first, wifes, spectral, presence, avoiding, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Rocky</td>\n",
       "      <td>[johng.avildsen]</td>\n",
       "      <td>[sylvesterstallone, taliashire, burtyoung]</td>\n",
       "      <td>A smalltime boxer gets a supremely rare chance...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[heavyweight, champion, fight, supremely, rare...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Monsters, Inc.</td>\n",
       "      <td>[petedocter]</td>\n",
       "      <td>[johngoodman, billycrystal, marygibbs]</td>\n",
       "      <td>In order to power the city monsters have to sc...</td>\n",
       "      <td>[animation]</td>\n",
       "      <td>[scream, however, child, gets, think, scare, c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>It Happened One Night</td>\n",
       "      <td>[frankcapra]</td>\n",
       "      <td>[clarkgable, claudettecolbert, walterconnolly]</td>\n",
       "      <td>A spoiled heiress running away from her family...</td>\n",
       "      <td>[comedy]</td>\n",
       "      <td>[actually, spoiled, heiress, running, away, he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>The Handmaiden</td>\n",
       "      <td>[chan-wookpark]</td>\n",
       "      <td>[min-heekim,  jung-wooha,  jin-woongcho]</td>\n",
       "      <td>A woman is hired as a handmaiden to a Japanese...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[plot, handmaiden, defraud, hired, japanese, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>La Haine</td>\n",
       "      <td>[mathieukassovitz]</td>\n",
       "      <td>[vincentcassel, hubertkound√©, sa√ødtaghmaoui]</td>\n",
       "      <td>24 hours in the lives of three young men in th...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[violent, riot, lives, french, suburbs, day, 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Gangs of Wasseypur</td>\n",
       "      <td>[anuragkashyap]</td>\n",
       "      <td>[manojbajpayee, richachadha, nawazuddinsiddiqui]</td>\n",
       "      <td>A clash between Sultan and Shahid Khan leads t...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[sultan, ignites, khan, shahid, leads, deadly,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Lagaan: Once Upon a Time in India</td>\n",
       "      <td>[ashutoshgowariker]</td>\n",
       "      <td>[caryelwes,  mandypatinkin,  robinwright]</td>\n",
       "      <td>The people of a small village in Victorian Ind...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[people, victorian, india, stake, ruthless, br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>The Princess Bride</td>\n",
       "      <td>[robreiner]</td>\n",
       "      <td>[caryelwes, mandypatinkin, chrissarandon]</td>\n",
       "      <td>While home sick in bed a young boys grandfathe...</td>\n",
       "      <td>[adventure]</td>\n",
       "      <td>[farmboyturnedpirate, allies, home, sick, stor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>PK</td>\n",
       "      <td>[rajkumarhirani]</td>\n",
       "      <td>[aamirkhan, anushkasharma, sanjaydutt]</td>\n",
       "      <td>An alien on Earth loses the only device he can...</td>\n",
       "      <td>[comedy]</td>\n",
       "      <td>[device, country, earth, loses, evaluate, alie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Butch Cassidy and the Sundance Kid</td>\n",
       "      <td>[georgeroyhill]</td>\n",
       "      <td>[paulnewman, robertredford, katharineross]</td>\n",
       "      <td>Wyoming early 1900s Butch Cassidy and The Sund...</td>\n",
       "      <td>[biography]</td>\n",
       "      <td>[outlaws, find, wyoming, early, 1900s, butch, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>[richardlinklater]</td>\n",
       "      <td>[ethanhawke,  juliedelpy,  vernondobtcheff]</td>\n",
       "      <td>Nine years after Jesse and Celine first met th...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[jesses, book, tour, french, leg, celine, firs...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>The Help</td>\n",
       "      <td>[tatetaylor]</td>\n",
       "      <td>[emmastone, violadavis, brycedallashoward]</td>\n",
       "      <td>An aspiring author during the civil rights mov...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[white, families, aspiring, author, book, deta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Munna Bhai M.B.B.S.</td>\n",
       "      <td>[rajkumarhirani]</td>\n",
       "      <td>[sunildutt, sanjaydutt, arshadwarsi]</td>\n",
       "      <td>A gangster sets out to fulfill his fathers dre...</td>\n",
       "      <td>[comedy]</td>\n",
       "      <td>[gangster, sets, fathers, dream, fulfill, doct...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>The Terminator</td>\n",
       "      <td>[jamescameron]</td>\n",
       "      <td>[arnoldschwarzenegger, michaelbiehn, lindahami...</td>\n",
       "      <td>In 1984 a human soldier is tasked to stop an i...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[1984, humanitys, future, salvation, executing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Akira</td>\n",
       "      <td>[katsuhiro√îtomo]</td>\n",
       "      <td>[mitsuoiwata,  nozomusasaki,  mamikoyama]</td>\n",
       "      <td>A secret military project endangers NeoTokyo w...</td>\n",
       "      <td>[animation]</td>\n",
       "      <td>[secret, military, project, endangers, neotoky...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>In the Mood for Love</td>\n",
       "      <td>[kar-waiwong]</td>\n",
       "      <td>[maggiecheung, tonychiu-waileung, pinglamsiu]</td>\n",
       "      <td>Two neighbors a woman and a man form a strong ...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[spouses, however, agree, strong, bond, suspec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Paris, Texas</td>\n",
       "      <td>[wimwenders]</td>\n",
       "      <td>[harrydeanstanton, samberry, bernhardwicki]</td>\n",
       "      <td>Travis Henderson an aimless drifter who has be...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[travis, henderson, desert, society, aimless, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Aladdin</td>\n",
       "      <td>[ronclements]</td>\n",
       "      <td>[scottweinger,  robinwilliams,  lindalarkin]</td>\n",
       "      <td>A kindhearted street urchin and a powerhungry ...</td>\n",
       "      <td>[animation]</td>\n",
       "      <td>[powerhungry, grand, vizier, vie, make, deepes...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Swades</td>\n",
       "      <td>[ashutoshgowariker]</td>\n",
       "      <td>[shahrukhkhan,  gayatrijoshi,  kishoriballal]</td>\n",
       "      <td>A successful Indian scientist returns to an In...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[nanny, america, roots, process, rediscovers, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>[jamesgunn]</td>\n",
       "      <td>[chrispratt,  vindiesel,  bradleycooper]</td>\n",
       "      <td>A group of intergalactic criminals must pull t...</td>\n",
       "      <td>[action]</td>\n",
       "      <td>[purge, stop, group, universe, plans, fanatica...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Infernal Affairs</td>\n",
       "      <td>[andrewlau]</td>\n",
       "      <td>[andylau, tonychiu-waileung, anthonychau-sangw...</td>\n",
       "      <td>A story between a mole in the police departmen...</td>\n",
       "      <td>[crime]</td>\n",
       "      <td>[cop, police, department, undercover, find, mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>The Battle of Algiers</td>\n",
       "      <td>[gillopontecorvo]</td>\n",
       "      <td>[jeanmartin, yacefsaadi, brahimhadjadj]</td>\n",
       "      <td>In the 1950s fear and violence escalate as the...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[people, independence, algiers, fight, 1950s, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>La leggenda del pianista sull'oceano</td>\n",
       "      <td>[giuseppetornatore]</td>\n",
       "      <td>[timroth,  pruitttaylorvince,  mélaniethierry]</td>\n",
       "      <td>A baby boy discovered in 1900 on an ocean line...</td>\n",
       "      <td>[drama]</td>\n",
       "      <td>[1900, ocean, liner, grows, musical, prodigy, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Castle in the Sky</td>\n",
       "      <td>[hayaomiyazaki]</td>\n",
       "      <td>[annapaquin,  jamesvanderbeek,  clorisleachman]</td>\n",
       "      <td>A young boy and a girl with a magic crystal mu...</td>\n",
       "      <td>[animation]</td>\n",
       "      <td>[magic, crystal, must, race, legendary, floati...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Movie Name              Director  \\\n",
       "1                             The Shawshank Redemption       [frankdarabont]   \n",
       "2                                        The Godfather  [francisfordcoppola]   \n",
       "3                               The Godfather: Part II  [francisfordcoppola]   \n",
       "4                                      The Dark Knight    [christophernolan]   \n",
       "5                                         12 Angry Men         [sidneylumet]   \n",
       "6                                     Schindler's List     [stevenspielberg]   \n",
       "7        The Lord of the Rings: The Return of the King        [peterjackson]   \n",
       "8                                         Pulp Fiction    [quentintarantino]   \n",
       "9                       The Good, the Bad and the Ugly         [sergioleone]   \n",
       "10                                          Fight Club        [davidfincher]   \n",
       "11   The Lord of the Rings: The Fellowship of the Ring        [peterjackson]   \n",
       "12                                        Forrest Gump      [robertzemeckis]   \n",
       "13                                           Inception    [christophernolan]   \n",
       "14      Star Wars: Episode V - The Empire Strikes Back       [irvinkershner]   \n",
       "15               The Lord of the Rings: The Two Towers        [peterjackson]   \n",
       "16                                          The Matrix       [lanawachowski]   \n",
       "17                                               Joker        [toddphillips]   \n",
       "18                     One Flew Over the Cuckoo's Nest         [milosforman]   \n",
       "19                                          Goodfellas      [martinscorsese]   \n",
       "20                                       Seven Samurai       [akirakurosawa]   \n",
       "21                                               Se7en        [davidfincher]   \n",
       "22                                         City of God   [fernandomeirelles]   \n",
       "23                                   Life Is Beautiful      [robertobenigni]   \n",
       "24                            The Silence of the Lambs       [jonathandemme]   \n",
       "25                               It's a Wonderful Life          [frankcapra]   \n",
       "26                  Star Wars: Episode IV - A New Hope         [georgelucas]   \n",
       "27                                 Saving Private Ryan     [stevenspielberg]   \n",
       "28                                       Spirited Away       [hayaomiyazaki]   \n",
       "29                                      The Green Mile       [frankdarabont]   \n",
       "30                             L√©on: The Professional           [lucbesson]   \n",
       "..                                                 ...                   ...   \n",
       "221       Harry Potter and the Deathly Hallows: Part 2          [davidyates]   \n",
       "222                                          Spotlight         [tommccarthy]   \n",
       "223                                 Dead Poets Society           [peterweir]   \n",
       "224                                    Ace in the Hole         [billywilder]   \n",
       "225                                         White Heat          [raoulwalsh]   \n",
       "226                                            Rebecca     [alfredhitchcock]   \n",
       "227                                              Rocky      [johng.avildsen]   \n",
       "228                                     Monsters, Inc.          [petedocter]   \n",
       "229                              It Happened One Night          [frankcapra]   \n",
       "230                                     The Handmaiden       [chan-wookpark]   \n",
       "231                                           La Haine    [mathieukassovitz]   \n",
       "232                                 Gangs of Wasseypur       [anuragkashyap]   \n",
       "233                  Lagaan: Once Upon a Time in India   [ashutoshgowariker]   \n",
       "234                                 The Princess Bride           [robreiner]   \n",
       "235                                                 PK      [rajkumarhirani]   \n",
       "236                 Butch Cassidy and the Sundance Kid       [georgeroyhill]   \n",
       "237                                      Before Sunset    [richardlinklater]   \n",
       "238                                           The Help          [tatetaylor]   \n",
       "239                                Munna Bhai M.B.B.S.      [rajkumarhirani]   \n",
       "240                                     The Terminator        [jamescameron]   \n",
       "241                                              Akira     [katsuhiro√îtomo]   \n",
       "242                               In the Mood for Love         [kar-waiwong]   \n",
       "243                                       Paris, Texas          [wimwenders]   \n",
       "244                                            Aladdin         [ronclements]   \n",
       "245                                             Swades   [ashutoshgowariker]   \n",
       "246                            Guardians of the Galaxy           [jamesgunn]   \n",
       "247                                   Infernal Affairs           [andrewlau]   \n",
       "248                              The Battle of Algiers     [gillopontecorvo]   \n",
       "249               La leggenda del pianista sull'oceano   [giuseppetornatore]   \n",
       "250                                  Castle in the Sky       [hayaomiyazaki]   \n",
       "\n",
       "                                                  Cast  \\\n",
       "1               [timrobbins, morganfreeman, bobgunton]   \n",
       "2                  [marlonbrando, alpacino, jamescaan]   \n",
       "3                [alpacino, robertduvall, dianekeaton]   \n",
       "4           [christianbale, heathledger, aaroneckhart]   \n",
       "5               [martinbalsam, johnfiedler, leej.cobb]   \n",
       "6              [liamneeson, benkingsley, ralphfiennes]   \n",
       "7                   [noelappleby, aliastin, seanastin]   \n",
       "8              [timroth, amandaplummer, lauralovelace]   \n",
       "9             [eliwallach, clinteastwood, leevancleef]   \n",
       "10                  [edwardnorton, bradpitt, meatloaf]   \n",
       "11                [alanhoward, noelappleby, seanastin]   \n",
       "12             [tomhanks, rebeccawilliams, sallyfield]   \n",
       "13   [leonardodicaprio, josephgordon-levitt, ellenp...   \n",
       "14            [markhamill, harrisonford, carriefisher]   \n",
       "15                [bruceallpress, seanastin, johnbach]   \n",
       "16   [keanureeves, laurencefishburne, carrie-annemoss]   \n",
       "17       [joaquinphoenix,  robertdeniro,  zaziebeetz ]   \n",
       "18        [michaelberryman, peterbrocco, deanr.brooks]   \n",
       "19                 [robertdeniro, rayliotta, joepesci]   \n",
       "20     [toshir√¥mifune, takashishimura, keikotsushima]   \n",
       "21     [morganfreeman, andrewkevinwalker, kevinspacey]   \n",
       "22   [alexandrerodrigues, leandrofirmino, phellipeh...   \n",
       "23   [robertobenigni, nicolettabraschi, giorgiocant...   \n",
       "24        [jodiefoster, lawrencea.bonney, kasilemmons]   \n",
       "25          [jamesstewart, donnareed, lionelbarrymore]   \n",
       "26            [markhamill, harrisonford, carriefisher]   \n",
       "27                [tomhanks, tomsizemore, edwardburns]   \n",
       "28               [rumihiiragi, miyuirino, marinatsuki]   \n",
       "29         [tomhanks, davidmorse, michaelclarkeduncan]   \n",
       "30              [jeanreno, garyoldman, natalieportman]   \n",
       "..                                                 ...   \n",
       "221         [ralphfiennes, michaelgambon, alanrickman]   \n",
       "222      [markruffalo,  michaelkeaton,  rachelmcadams]   \n",
       "223   [robinwilliams,  robertseanleonard,  ethanhawke]   \n",
       "224        [kirkdouglas,  jansterling,  robertarthur ]   \n",
       "225       [jamescagney,  virginiamayo,  edmondo'brien]   \n",
       "226   [laurenceolivier,  joanfontaine,  georgesanders]   \n",
       "227         [sylvesterstallone, taliashire, burtyoung]   \n",
       "228             [johngoodman, billycrystal, marygibbs]   \n",
       "229     [clarkgable, claudettecolbert, walterconnolly]   \n",
       "230           [min-heekim,  jung-wooha,  jin-woongcho]   \n",
       "231     [vincentcassel, hubertkound√©, sa√ødtaghmaoui]   \n",
       "232   [manojbajpayee, richachadha, nawazuddinsiddiqui]   \n",
       "233          [caryelwes,  mandypatinkin,  robinwright]   \n",
       "234          [caryelwes, mandypatinkin, chrissarandon]   \n",
       "235             [aamirkhan, anushkasharma, sanjaydutt]   \n",
       "236         [paulnewman, robertredford, katharineross]   \n",
       "237        [ethanhawke,  juliedelpy,  vernondobtcheff]   \n",
       "238         [emmastone, violadavis, brycedallashoward]   \n",
       "239               [sunildutt, sanjaydutt, arshadwarsi]   \n",
       "240  [arnoldschwarzenegger, michaelbiehn, lindahami...   \n",
       "241          [mitsuoiwata,  nozomusasaki,  mamikoyama]   \n",
       "242      [maggiecheung, tonychiu-waileung, pinglamsiu]   \n",
       "243        [harrydeanstanton, samberry, bernhardwicki]   \n",
       "244       [scottweinger,  robinwilliams,  lindalarkin]   \n",
       "245      [shahrukhkhan,  gayatrijoshi,  kishoriballal]   \n",
       "246           [chrispratt,  vindiesel,  bradleycooper]   \n",
       "247  [andylau, tonychiu-waileung, anthonychau-sangw...   \n",
       "248            [jeanmartin, yacefsaadi, brahimhadjadj]   \n",
       "249     [timroth,  pruitttaylorvince,  mélaniethierry]   \n",
       "250    [annapaquin,  jamesvanderbeek,  clorisleachman]   \n",
       "\n",
       "                                                  Plot        Genre  \\\n",
       "1    Two imprisoned men bond over a number of years...      [drama]   \n",
       "2    The aging patriarch of an organized crime dyna...      [crime]   \n",
       "3    The early life and career of Vito Corleone in ...      [crime]   \n",
       "4    When the menace known as the Joker wreaks havo...     [action]   \n",
       "5    A jury holdout attempts to prevent a miscarria...      [drama]   \n",
       "6    In Germanoccupied Poland during World War II i...  [biography]   \n",
       "7    Gandalf and Aragorn lead the World of Men agai...  [adventure]   \n",
       "8    The lives of two mob hitmen a boxer a gangster...      [crime]   \n",
       "9    A bounty hunting scam joins two men in an unea...    [western]   \n",
       "10   An insomniac office worker and a devilmaycare ...      [drama]   \n",
       "11   A meek Hobbit from the Shire and eight compani...  [adventure]   \n",
       "12   The presidencies of Kennedy and Johnson the ev...      [drama]   \n",
       "13   A thief who steals corporate secrets through t...     [action]   \n",
       "14   After the Rebels are brutally overpowered by t...     [action]   \n",
       "15   While Frodo and Sam edge closer to Mordor with...  [adventure]   \n",
       "16   A computer hacker learns from mysterious rebel...     [action]   \n",
       "17   In Gotham City mentallytroubled comedian Arthu...      [crime]   \n",
       "18   A criminal pleads insanity and is admitted to ...      [drama]   \n",
       "19   The story of Henry Hill and his life in the mo...  [biography]   \n",
       "20   A poor village under attack by bandits recruit...     [action]   \n",
       "21   Two detectives a rookie and a veteran hunt a s...      [crime]   \n",
       "22   In the slums of Rio two kids paths diverge as ...      [crime]   \n",
       "23   When an openminded Jewish librarian and his so...     [comedy]   \n",
       "24   A young FBI cadet must receive the help of an ...      [crime]   \n",
       "25   An angel is sent from Heaven to help a despera...      [drama]   \n",
       "26   Luke Skywalker joins forces with a Jedi Knight...     [action]   \n",
       "27   Following the Normandy Landings a group of US ...      [drama]   \n",
       "28   During her familys move to the suburbs a sulle...  [animation]   \n",
       "29   The lives of guards on Death Row are affected ...      [crime]   \n",
       "30   Mathilda a 12yearold girl is reluctantly taken...     [action]   \n",
       "..                                                 ...          ...   \n",
       "221  Harry Daniel Radcliffe Ron Rupert Grint and He...  [adventure]   \n",
       "222  The true story of how the Boston Globe uncover...  [biography]   \n",
       "223  English teacher John Keating inspires his stud...     [comedy]   \n",
       "224  A frustrated former bigcity journalist now stu...      [drama]   \n",
       "225  A psychopathic criminal with a mother complex ...     [action]   \n",
       "226  A selfconscious woman juggles adjusting to her...      [drama]   \n",
       "227  A smalltime boxer gets a supremely rare chance...      [drama]   \n",
       "228  In order to power the city monsters have to sc...  [animation]   \n",
       "229  A spoiled heiress running away from her family...     [comedy]   \n",
       "230  A woman is hired as a handmaiden to a Japanese...      [drama]   \n",
       "231  24 hours in the lives of three young men in th...      [crime]   \n",
       "232  A clash between Sultan and Shahid Khan leads t...     [action]   \n",
       "233  The people of a small village in Victorian Ind...  [adventure]   \n",
       "234  While home sick in bed a young boys grandfathe...  [adventure]   \n",
       "235  An alien on Earth loses the only device he can...     [comedy]   \n",
       "236  Wyoming early 1900s Butch Cassidy and The Sund...  [biography]   \n",
       "237  Nine years after Jesse and Celine first met th...      [drama]   \n",
       "238  An aspiring author during the civil rights mov...      [drama]   \n",
       "239  A gangster sets out to fulfill his fathers dre...     [comedy]   \n",
       "240  In 1984 a human soldier is tasked to stop an i...     [action]   \n",
       "241  A secret military project endangers NeoTokyo w...  [animation]   \n",
       "242  Two neighbors a woman and a man form a strong ...      [drama]   \n",
       "243  Travis Henderson an aimless drifter who has be...      [drama]   \n",
       "244  A kindhearted street urchin and a powerhungry ...  [animation]   \n",
       "245  A successful Indian scientist returns to an In...      [drama]   \n",
       "246  A group of intergalactic criminals must pull t...     [action]   \n",
       "247  A story between a mole in the police departmen...      [crime]   \n",
       "248  In the 1950s fear and violence escalate as the...      [drama]   \n",
       "249  A baby boy discovered in 1900 on an ocean line...      [drama]   \n",
       "250  A young boy and a girl with a magic crystal mu...  [animation]   \n",
       "\n",
       "                                             Key_words  \n",
       "1    [years, finding, solace, acts, common, decency...  \n",
       "2    [organized, crime, dynasty, transfers, control...  \n",
       "3    [family, crime, syndicate, vito, corleone, gri...  \n",
       "4    [chaos, people, gotham, batman, must, accept, ...  \n",
       "5    [colleagues, reconsider, justice, jury, holdou...  \n",
       "6    [nazis, germanoccupied, poland, jewish, workfo...  \n",
       "7    [men, frodo, gandalf, approach, mount, doom, s...  \n",
       "8    [two, mob, hitmen, gangster, wife, pair, lives...  \n",
       "9    [fortune, gold, buried, bounty, hunting, scam,...  \n",
       "10   [devilmaycare, soapmaker, form, evolves, insom...  \n",
       "11   [destroy, dark, lord, sauron, meek, hobbit, sh...  \n",
       "12   [history, unfold, perspective, 75, alabama, ma...  \n",
       "13   [idea, given, thief, ceo, inverse, task, dream...  \n",
       "14   [pursued, brutally, overpowered, yoda, ice, pl...  \n",
       "15   [saurons, new, ally, saruman, frodo, stand, sa...  \n",
       "16   [role, war, true, nature, computer, hacker, le...  \n",
       "17   [gotham, city, mentallytroubled, comedian, art...  \n",
       "18   [criminal, pleads, insanity, rallies, mental, ...  \n",
       "19   [relationship, henry, hill, mob, covering, ita...  \n",
       "20   [defend, bandits, recruits, seven, unemployed,...  \n",
       "21   [two, detectives, serial, killer, uses, seven,...  \n",
       "22   [one, struggles, slums, rio, two, kids, paths,...  \n",
       "23   [openminded, jewish, librarian, uses, camp, so...  \n",
       "24   [madman, skins, help, manipulative, cannibal, ...  \n",
       "25   [life, would, heaven, angel, showing, sent, he...  \n",
       "26   [two, droids, empires, worlddestroying, battle...  \n",
       "27   [paratrooper, whose, brothers, us, soldiers, g...  \n",
       "28   [gods, witches, sullen, 10yearold, girl, wande...  \n",
       "29   [mysterious, gift, one, child, murder, lives, ...  \n",
       "30   [unusual, relationship, forms, prot, √©, g, e,...  \n",
       "..                                                 ...  \n",
       "221  [harry, daniel, radcliffe, ron, rupert, grint,...  \n",
       "222  [child, molestation, entire, catholic, church,...  \n",
       "223  [look, feelings, poetry, different, perspectiv...  \n",
       "224  [situation, quickly, escalates, cave, albuquer...  \n",
       "225  [mother, complex, makes, prison, chemical, pla...  \n",
       "226  [first, wifes, spectral, presence, avoiding, n...  \n",
       "227  [heavyweight, champion, fight, supremely, rare...  \n",
       "228  [scream, however, child, gets, think, scare, c...  \n",
       "229  [actually, spoiled, heiress, running, away, he...  \n",
       "230  [plot, handmaiden, defraud, hired, japanese, h...  \n",
       "231  [violent, riot, lives, french, suburbs, day, 2...  \n",
       "232  [sultan, ignites, khan, shahid, leads, deadly,...  \n",
       "233  [people, victorian, india, stake, ruthless, br...  \n",
       "234  [farmboyturnedpirate, allies, home, sick, stor...  \n",
       "235  [device, country, earth, loses, evaluate, alie...  \n",
       "236  [outlaws, find, wyoming, early, 1900s, butch, ...  \n",
       "237  [jesses, book, tour, french, leg, celine, firs...  \n",
       "238  [white, families, aspiring, author, book, deta...  \n",
       "239  [gangster, sets, fathers, dream, fulfill, doct...  \n",
       "240  [1984, humanitys, future, salvation, executing...  \n",
       "241  [secret, military, project, endangers, neotoky...  \n",
       "242  [spouses, however, agree, strong, bond, suspec...  \n",
       "243  [travis, henderson, desert, society, aimless, ...  \n",
       "244  [powerhungry, grand, vizier, vie, make, deepes...  \n",
       "245  [nanny, america, roots, process, rediscovers, ...  \n",
       "246  [purge, stop, group, universe, plans, fanatica...  \n",
       "247  [cop, police, department, undercover, find, mo...  \n",
       "248  [people, independence, algiers, fight, 1950s, ...  \n",
       "249  [1900, ocean, liner, grows, musical, prodigy, ...  \n",
       "250  [magic, crystal, must, race, legendary, floati...  \n",
       "\n",
       "[250 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to extract all genre into a list, only the first three actors into a list, and all directors into a list\n",
    "df['Genre'] = df['Genre'].map(lambda x: x.split(','))\n",
    "df['Cast'] = df['Cast'].map(lambda x: x.split(',')[:3])\n",
    "df['Director'] = df['Director'].map(lambda x: x.split(','))\n",
    "\n",
    "# create unique identity names by merging first & last name into one word, convert to lowercase \n",
    "for index, row in df.iterrows():\n",
    "    row['Genre'] = [x.lower().replace(' ','') for x in row['Genre']]\n",
    "    row['Cast'] = [x.lower().replace(' ','') for x in row['Cast']]\n",
    "    row['Director'] = [x.lower().replace(' ','') for x in row['Director']]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combining column attributes to Bag of words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Bag_of_words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>drama frankdarabont timrobbins morganfreeman b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>crime francisfordcoppola marlonbrando alpacino...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>crime francisfordcoppola alpacino robertduvall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>action christophernolan christianbale heathled...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>drama sidneylumet martinbalsam johnfiedler lee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>biography stevenspielberg liamneeson benkingsl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>adventure peterjackson noelappleby aliastin se...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>crime quentintarantino timroth amandaplummer l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The Good, the Bad and the Ugly</td>\n",
       "      <td>western sergioleone eliwallach clinteastwood l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>drama davidfincher edwardnorton bradpitt meatl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>adventure peterjackson alanhoward noelappleby ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>drama robertzemeckis tomhanks rebeccawilliams ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Inception</td>\n",
       "      <td>action christophernolan leonardodicaprio josep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>action irvinkershner markhamill harrisonford c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The Lord of the Rings: The Two Towers</td>\n",
       "      <td>adventure peterjackson bruceallpress seanastin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Matrix</td>\n",
       "      <td>action lanawachowski keanureeves laurencefishb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joker</td>\n",
       "      <td>crime toddphillips joaquinphoenix  robertdenir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest</td>\n",
       "      <td>drama milosforman michaelberryman peterbrocco ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goodfellas</td>\n",
       "      <td>biography martinscorsese robertdeniro rayliott...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>action akirakurosawa toshir√¥mifune takashishi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Se7en</td>\n",
       "      <td>crime davidfincher morganfreeman andrewkevinwa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>City of God</td>\n",
       "      <td>crime fernandomeirelles alexandrerodrigues lea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Life Is Beautiful</td>\n",
       "      <td>comedy robertobenigni robertobenigni nicoletta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>The Silence of the Lambs</td>\n",
       "      <td>crime jonathandemme jodiefoster lawrencea.bonn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>It's a Wonderful Life</td>\n",
       "      <td>drama frankcapra jamesstewart donnareed lionel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Star Wars: Episode IV - A New Hope</td>\n",
       "      <td>action georgelucas markhamill harrisonford car...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>drama stevenspielberg tomhanks tomsizemore edw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Spirited Away</td>\n",
       "      <td>animation hayaomiyazaki rumihiiragi miyuirino ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Green Mile</td>\n",
       "      <td>crime frankdarabont tomhanks davidmorse michae...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>L√©on: The Professional</td>\n",
       "      <td>action lucbesson jeanreno garyoldman nataliepo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
       "      <td>adventure davidyates ralphfiennes michaelgambo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Spotlight</td>\n",
       "      <td>biography tommccarthy markruffalo  michaelkeat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Dead Poets Society</td>\n",
       "      <td>comedy peterweir robinwilliams  robertseanleon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Ace in the Hole</td>\n",
       "      <td>drama billywilder kirkdouglas  jansterling  ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>White Heat</td>\n",
       "      <td>action raoulwalsh jamescagney  virginiamayo  e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Rebecca</td>\n",
       "      <td>drama alfredhitchcock laurenceolivier  joanfon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Rocky</td>\n",
       "      <td>drama johng.avildsen sylvesterstallone taliash...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Monsters, Inc.</td>\n",
       "      <td>animation petedocter johngoodman billycrystal ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>It Happened One Night</td>\n",
       "      <td>comedy frankcapra clarkgable claudettecolbert ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>The Handmaiden</td>\n",
       "      <td>drama chan-wookpark min-heekim  jung-wooha  ji...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>La Haine</td>\n",
       "      <td>crime mathieukassovitz vincentcassel hubertkou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Gangs of Wasseypur</td>\n",
       "      <td>action anuragkashyap manojbajpayee richachadha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Lagaan: Once Upon a Time in India</td>\n",
       "      <td>adventure ashutoshgowariker caryelwes  mandypa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>The Princess Bride</td>\n",
       "      <td>adventure robreiner caryelwes mandypatinkin ch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>PK</td>\n",
       "      <td>comedy rajkumarhirani aamirkhan anushkasharma ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Butch Cassidy and the Sundance Kid</td>\n",
       "      <td>biography georgeroyhill paulnewman robertredfo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>drama richardlinklater ethanhawke  juliedelpy ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>The Help</td>\n",
       "      <td>drama tatetaylor emmastone violadavis brycedal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Munna Bhai M.B.B.S.</td>\n",
       "      <td>comedy rajkumarhirani sunildutt sanjaydutt ars...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>The Terminator</td>\n",
       "      <td>action jamescameron arnoldschwarzenegger micha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Akira</td>\n",
       "      <td>animation katsuhiro√îtomo mitsuoiwata  nozomus...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>In the Mood for Love</td>\n",
       "      <td>drama kar-waiwong maggiecheung tonychiu-waileu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Paris, Texas</td>\n",
       "      <td>drama wimwenders harrydeanstanton samberry ber...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Aladdin</td>\n",
       "      <td>animation ronclements scottweinger  robinwilli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Swades</td>\n",
       "      <td>drama ashutoshgowariker shahrukhkhan  gayatrij...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>action jamesgunn chrispratt  vindiesel  bradle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Infernal Affairs</td>\n",
       "      <td>crime andrewlau andylau tonychiu-waileung anth...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>The Battle of Algiers</td>\n",
       "      <td>drama gillopontecorvo jeanmartin yacefsaadi br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>La leggenda del pianista sull'oceano</td>\n",
       "      <td>drama giuseppetornatore timroth  pruitttaylorv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Castle in the Sky</td>\n",
       "      <td>animation hayaomiyazaki annapaquin  jamesvande...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Movie Name  \\\n",
       "1                             The Shawshank Redemption   \n",
       "2                                        The Godfather   \n",
       "3                               The Godfather: Part II   \n",
       "4                                      The Dark Knight   \n",
       "5                                         12 Angry Men   \n",
       "6                                     Schindler's List   \n",
       "7        The Lord of the Rings: The Return of the King   \n",
       "8                                         Pulp Fiction   \n",
       "9                       The Good, the Bad and the Ugly   \n",
       "10                                          Fight Club   \n",
       "11   The Lord of the Rings: The Fellowship of the Ring   \n",
       "12                                        Forrest Gump   \n",
       "13                                           Inception   \n",
       "14      Star Wars: Episode V - The Empire Strikes Back   \n",
       "15               The Lord of the Rings: The Two Towers   \n",
       "16                                          The Matrix   \n",
       "17                                               Joker   \n",
       "18                     One Flew Over the Cuckoo's Nest   \n",
       "19                                          Goodfellas   \n",
       "20                                       Seven Samurai   \n",
       "21                                               Se7en   \n",
       "22                                         City of God   \n",
       "23                                   Life Is Beautiful   \n",
       "24                            The Silence of the Lambs   \n",
       "25                               It's a Wonderful Life   \n",
       "26                  Star Wars: Episode IV - A New Hope   \n",
       "27                                 Saving Private Ryan   \n",
       "28                                       Spirited Away   \n",
       "29                                      The Green Mile   \n",
       "30                             L√©on: The Professional   \n",
       "..                                                 ...   \n",
       "221       Harry Potter and the Deathly Hallows: Part 2   \n",
       "222                                          Spotlight   \n",
       "223                                 Dead Poets Society   \n",
       "224                                    Ace in the Hole   \n",
       "225                                         White Heat   \n",
       "226                                            Rebecca   \n",
       "227                                              Rocky   \n",
       "228                                     Monsters, Inc.   \n",
       "229                              It Happened One Night   \n",
       "230                                     The Handmaiden   \n",
       "231                                           La Haine   \n",
       "232                                 Gangs of Wasseypur   \n",
       "233                  Lagaan: Once Upon a Time in India   \n",
       "234                                 The Princess Bride   \n",
       "235                                                 PK   \n",
       "236                 Butch Cassidy and the Sundance Kid   \n",
       "237                                      Before Sunset   \n",
       "238                                           The Help   \n",
       "239                                Munna Bhai M.B.B.S.   \n",
       "240                                     The Terminator   \n",
       "241                                              Akira   \n",
       "242                               In the Mood for Love   \n",
       "243                                       Paris, Texas   \n",
       "244                                            Aladdin   \n",
       "245                                             Swades   \n",
       "246                            Guardians of the Galaxy   \n",
       "247                                   Infernal Affairs   \n",
       "248                              The Battle of Algiers   \n",
       "249               La leggenda del pianista sull'oceano   \n",
       "250                                  Castle in the Sky   \n",
       "\n",
       "                                          Bag_of_words  \n",
       "1    drama frankdarabont timrobbins morganfreeman b...  \n",
       "2    crime francisfordcoppola marlonbrando alpacino...  \n",
       "3    crime francisfordcoppola alpacino robertduvall...  \n",
       "4    action christophernolan christianbale heathled...  \n",
       "5    drama sidneylumet martinbalsam johnfiedler lee...  \n",
       "6    biography stevenspielberg liamneeson benkingsl...  \n",
       "7    adventure peterjackson noelappleby aliastin se...  \n",
       "8    crime quentintarantino timroth amandaplummer l...  \n",
       "9    western sergioleone eliwallach clinteastwood l...  \n",
       "10   drama davidfincher edwardnorton bradpitt meatl...  \n",
       "11   adventure peterjackson alanhoward noelappleby ...  \n",
       "12   drama robertzemeckis tomhanks rebeccawilliams ...  \n",
       "13   action christophernolan leonardodicaprio josep...  \n",
       "14   action irvinkershner markhamill harrisonford c...  \n",
       "15   adventure peterjackson bruceallpress seanastin...  \n",
       "16   action lanawachowski keanureeves laurencefishb...  \n",
       "17   crime toddphillips joaquinphoenix  robertdenir...  \n",
       "18   drama milosforman michaelberryman peterbrocco ...  \n",
       "19   biography martinscorsese robertdeniro rayliott...  \n",
       "20   action akirakurosawa toshir√¥mifune takashishi...  \n",
       "21   crime davidfincher morganfreeman andrewkevinwa...  \n",
       "22   crime fernandomeirelles alexandrerodrigues lea...  \n",
       "23   comedy robertobenigni robertobenigni nicoletta...  \n",
       "24   crime jonathandemme jodiefoster lawrencea.bonn...  \n",
       "25   drama frankcapra jamesstewart donnareed lionel...  \n",
       "26   action georgelucas markhamill harrisonford car...  \n",
       "27   drama stevenspielberg tomhanks tomsizemore edw...  \n",
       "28   animation hayaomiyazaki rumihiiragi miyuirino ...  \n",
       "29   crime frankdarabont tomhanks davidmorse michae...  \n",
       "30   action lucbesson jeanreno garyoldman nataliepo...  \n",
       "..                                                 ...  \n",
       "221  adventure davidyates ralphfiennes michaelgambo...  \n",
       "222  biography tommccarthy markruffalo  michaelkeat...  \n",
       "223  comedy peterweir robinwilliams  robertseanleon...  \n",
       "224  drama billywilder kirkdouglas  jansterling  ro...  \n",
       "225  action raoulwalsh jamescagney  virginiamayo  e...  \n",
       "226  drama alfredhitchcock laurenceolivier  joanfon...  \n",
       "227  drama johng.avildsen sylvesterstallone taliash...  \n",
       "228  animation petedocter johngoodman billycrystal ...  \n",
       "229  comedy frankcapra clarkgable claudettecolbert ...  \n",
       "230  drama chan-wookpark min-heekim  jung-wooha  ji...  \n",
       "231  crime mathieukassovitz vincentcassel hubertkou...  \n",
       "232  action anuragkashyap manojbajpayee richachadha...  \n",
       "233  adventure ashutoshgowariker caryelwes  mandypa...  \n",
       "234  adventure robreiner caryelwes mandypatinkin ch...  \n",
       "235  comedy rajkumarhirani aamirkhan anushkasharma ...  \n",
       "236  biography georgeroyhill paulnewman robertredfo...  \n",
       "237  drama richardlinklater ethanhawke  juliedelpy ...  \n",
       "238  drama tatetaylor emmastone violadavis brycedal...  \n",
       "239  comedy rajkumarhirani sunildutt sanjaydutt ars...  \n",
       "240  action jamescameron arnoldschwarzenegger micha...  \n",
       "241  animation katsuhiro√îtomo mitsuoiwata  nozomus...  \n",
       "242  drama kar-waiwong maggiecheung tonychiu-waileu...  \n",
       "243  drama wimwenders harrydeanstanton samberry ber...  \n",
       "244  animation ronclements scottweinger  robinwilli...  \n",
       "245  drama ashutoshgowariker shahrukhkhan  gayatrij...  \n",
       "246  action jamesgunn chrispratt  vindiesel  bradle...  \n",
       "247  crime andrewlau andylau tonychiu-waileung anth...  \n",
       "248  drama gillopontecorvo jeanmartin yacefsaadi br...  \n",
       "249  drama giuseppetornatore timroth  pruitttaylorv...  \n",
       "250  animation hayaomiyazaki annapaquin  jamesvande...  \n",
       "\n",
       "[250 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Bag_of_words'] = ''\n",
    "columns = ['Genre', 'Director', 'Cast', 'Key_words']\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    words = ''\n",
    "    for col in columns:\n",
    "        words += ' '.join(row[col]) + ' '\n",
    "    row['Bag_of_words'] = words\n",
    "    \n",
    "df = df[['Movie Name','Bag_of_words']]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'drama frankdarabont timrobbins morganfreeman bobgunton years finding solace acts common decency eventual redemption two imprisoned men bond number '"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Bag_of_words'][1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Vector representation for Bag of words and the similarity matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<250x3057 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 4884 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to generate the count matrix\n",
    "count = CountVectorizer()\n",
    "count_matrix = count.fit_transform(df['Bag_of_words'])\n",
    "count_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.         0.         0.         ... 0.06085806 0.05555556 0.        ]\n",
      " [0.         1.         0.32998316 ... 0.         0.         0.        ]\n",
      " [0.         0.32998316 1.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.06085806 0.         0.         ... 1.         0.06085806 0.        ]\n",
      " [0.05555556 0.         0.         ... 0.06085806 1.         0.05407381]\n",
      " [0.         0.         0.         ... 0.         0.05407381 1.        ]]\n"
     ]
    }
   ],
   "source": [
    "cosine_sim = cosine_similarity(count_matrix, count_matrix)\n",
    "print(cosine_sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    The Shawshank Redemption\n",
       "2               The Godfather\n",
       "3      The Godfather: Part II\n",
       "4             The Dark Knight\n",
       "5                12 Angry Men\n",
       "Name: Movie Name, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to create a Series for movie titles which can be used as indices (each index is mapped to a movie title)\n",
    "indices = pd.Series(df['Movie Name'])\n",
    "indices[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recommender Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommend(title, cosine_sim = cosine_sim):\n",
    "    recommended_movies = []\n",
    "    idx = indices[indices == title].index[0]   # to get the index of the movie title matching the input movie\n",
    "    score_series = pd.Series(cosine_sim[idx]).sort_values(ascending = False)   # similarity scores in descending order\n",
    "    top_10_indices = list(score_series.iloc[1:11].index)   # to get the indices of top 10 most similar movies\n",
    "    \n",
    "    \n",
    "    for i in top_10_indices:   # to append the titles of top 10 similar movies to the recommended_movies list\n",
    "        recommended_movies.append(list(df['Movie Name'])[i])\n",
    "        \n",
    "    return recommended_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Persona',\n",
       " \"Hachi: A Dog's Tale\",\n",
       " 'The Sixth Sense',\n",
       " 'Eternal Sunshine of the Spotless Mind',\n",
       " 'Babam ve Oglum',\n",
       " 'Ikiru',\n",
       " 'Bicycle Thieves',\n",
       " 'Requiem for a Dream',\n",
       " 'Tokyo Story',\n",
       " 'Capharna√ºm']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recommend('Joker')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['The Godfather',\n",
       " '12 Angry Men',\n",
       " 'City of God',\n",
       " 'Drishyam',\n",
       " 'The 400 Blows',\n",
       " 'Andhadhun',\n",
       " 'Fargo',\n",
       " 'The Godfather: Part II',\n",
       " 'Joker',\n",
       " 'M']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recommend('Blade Runner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model has recommended similar movies. :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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