Incremental Collaborative Filtering (ICF) implementation - Example of usage.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Incremental Collaborative Filtering (ICF) implementation - Example of usage\n",
    "\n",
    "An example of usage of the implementation of the algorithm Incremental Colalborative Filtering is presented in this notebook.\n",
    "The dataset used is Movielens 100k, available in: https://maxhalford.github.io/files/datasets/ml_100k.zip . \n",
    "The dataset is also available along the compacted folder in which the project was sent as 'ml_100k.csv'.\n",
    "\n",
    "Below, the necessary imports are made from our myICF package, namely:\n",
    "- `stream`: generator utility used to simulate a data stream from tabular data. It expects a path to a csv file that contains columns 'user', 'item', and 'rating'.\n",
    "- `myICF_helper`: inherits all methods from `myICF`, the class used to implement Incremental Collaborative Filtering algorithm by Papagelis et al. (2005). Given that movielens 100k is the dataset used in this project, this class also has utility functions to recover the title of movies, in order to present the recommendations as movie titles instead of movie IDs. If another dataset other than movielens is used, the parameter 'description_column', passed on instanciation, must be modified to accept a proper item description column instead of the 'title' column.\n",
    "\n",
    "One could also import the class myICF directly by using `from myICF.main import myICF`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from myICF.utils import stream, myICF_helper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also import `matplotlib.pyplot` in order to create graphics later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, the class `myICF_helper` is instanciated. \n",
    "If you intend to use it with other datasets, please do check the docstrings for guidance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "icf = myICF_helper(filepath='ml_100k.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the code block below the we implement prequential evaluation in the following form:\n",
    " - We create empty Python lists to accumulate hit rates.\n",
    " - The imported generator function `stream` is used to yield cases from the dataset, simulating a data stream.\n",
    "     - The dataset must be a .csv file containing the colmuns user, item, and rating. Its path is passed to the parameter 'filepath'.\n",
    " - For every new observation, three lists of recommendations are made with 10, 50, and 100 recommendations (`icf.recommend`). If the new item just received is within the list of recommended items, the value 1 is appended to the respective list, otherwise the value 0 is appended.\n",
    " - Only after recording the hit rate the new observation is used to update the model with `icf.run`.\n",
    " - After recording the hit rate for 'max_cases' observations, the moving averages of the three hit rate lists are computed using a window of size 2500.\n",
    " - Finally, the moving averages of the hit rate lists over 10, 50, and 100 recommendations are plotted over the number of cases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hit_rate_10 = []\n",
    "hit_rate_50 = []\n",
    "hit_rate_100 = []\n",
    "\n",
    "for user, item, rating in stream(filepath='ml_100k.csv', delimiter='\\t', max_cases=100000):\n",
    "    try:\n",
    "        if item in icf.recommend(user, n_recs=10):\n",
    "            hit_rate_10.append(1)\n",
    "        else:\n",
    "            hit_rate_10.append(0)\n",
    "            \n",
    "        if item in icf.recommend(user, n_recs=50):\n",
    "            hit_rate_50.append(1)\n",
    "        else:\n",
    "            hit_rate_50.append(0)\n",
    "            \n",
    "        if item in icf.recommend(user, n_recs=100):\n",
    "            hit_rate_100.append(1)\n",
    "        else:\n",
    "            hit_rate_100.append(0)\n",
    "    except:\n",
    "        hit_rate_10.append(0)\n",
    "        hit_rate_50.append(0)\n",
    "        hit_rate_100.append(0)\n",
    "        \n",
    "    icf.run(user, item, rating)\n",
    "    \n",
    "mov_avg_rate = 2500\n",
    "mov_avg_hr_10 = []\n",
    "mov_avg_hr_50 = []\n",
    "mov_avg_hr_100 = []\n",
    "for i in range(len(hit_rate_10)):\n",
    "    if (i+mov_avg_rate) == len(hit_rate_10):\n",
    "        break\n",
    "    mov_avg_hr_10.append(sum(hit_rate_10[i:i+mov_avg_rate])/mov_avg_rate)\n",
    "    mov_avg_hr_50.append(sum(hit_rate_50[i:i+mov_avg_rate])/mov_avg_rate)\n",
    "    mov_avg_hr_100.append(sum(hit_rate_100[i:i+mov_avg_rate])/mov_avg_rate)\n",
    "    \n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(range(len(mov_avg_hr_10)), mov_avg_hr_10, label='HR@10')\n",
    "plt.plot(range(len(mov_avg_hr_50)), mov_avg_hr_50, label='HR@50')\n",
    "plt.plot(range(len(mov_avg_hr_100)), mov_avg_hr_100, label='HR@100')\n",
    "plt.title('HR@N Moving Average - window size: 2500')\n",
    "plt.xlabel('number of ratings')\n",
    "plt.ylabel('HR@N M.A.')\n",
    "plt.legend()\n",
    "plt.savefig(fname='hr_moving_avg.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly, by recommending a greater number of items, the moving average of the hit rates are higher.\n",
    "By using lists with 10 recommendations, the moving average of the hit rates stands overall near 5%.\n",
    "\n",
    "## Example - show recommendations for user\n",
    "\n",
    "Since the model has been trained in several other observations we can exemplify adding the ratings of a new user, Klismam, and making recommendations for him. \n",
    "We use the utility methods `user_favorites` and `show_recommended_titles` of the class `myICF_helper` to show the names of the movies that Klismam enjoyed, and to show the names of movies that are recommended to him, respectively.\n",
    "\n",
    "Adding new user \"Klismam, with rated movies:  \n",
    "\n",
    "'Shining, The (1980)', 'Aliens (1986)', 'James and the Giant Peach (1996)', 'Seven (Se7en) (1995)', 'Pulp Fiction (1994)', 'Forrest Gump (1994)', 'Scream (1996)', 'Dead Poets Society (1989)', 'Star Wars (1977)', 'Jurassic Park (1993)'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "user = 'Klismam'\n",
    "my_ratings = [\n",
    "    (user, '200', 5), \n",
    "    (user, '176', 5),\n",
    "    (user, '473', 5),\n",
    "    (user, '50', 4), \n",
    "    (user, '82', 4), \n",
    "    (user, '11', 5),\n",
    "    (user, '56', 5),\n",
    "    (user, '69', 5),\n",
    "    (user, '196', 5)   \n",
    "]\n",
    "for user, item, rating in my_ratings:\n",
    "    icf.run(user, item, rating)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Showing the names of the movies Klismam rated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Shining, The (1980)',\n",
       " 'Aliens (1986)',\n",
       " 'James and the Giant Peach (1996)',\n",
       " 'Seven (Se7en) (1995)',\n",
       " 'Pulp Fiction (1994)',\n",
       " 'Forrest Gump (1994)',\n",
       " 'Dead Poets Society (1989)',\n",
       " 'Star Wars (1977)',\n",
       " 'Jurassic Park (1993)']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "icf.user_favorites(user, n_items=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Showing 15 recommendations for Klismam."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Fargo (1996)',\n",
       " 'Godfather, The (1972)',\n",
       " \"One Flew Over the Cuckoo's Nest (1975)\",\n",
       " 'English Patient, The (1996)',\n",
       " 'Silence of the Lambs, The (1991)',\n",
       " 'Dead Man Walking (1995)',\n",
       " 'Sense and Sensibility (1995)',\n",
       " 'When Harry Met Sally... (1989)',\n",
       " 'Shawshank Redemption, The (1994)',\n",
       " \"Schindler's List (1993)\",\n",
       " 'Postino, Il (1994)',\n",
       " 'Casablanca (1942)',\n",
       " 'Contact (1997)',\n",
       " 'Secrets & Lies (1996)',\n",
       " 'Graduate, The (1967)']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "icf.show_recommended_titles(user, n_items=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To show the IDs along the descriptions of all items in the dataset, we can use the utility method `get_titles`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'255': \"My Best Friend's Wedding (1997)\",\n",
       " '286': 'English Patient, The (1996)',\n",
       " '298': 'Face/Off (1997)',\n",
       " '185': 'Psycho (1960)',\n",
       " '173': 'Princess Bride, The (1987)',\n",
       " '108': 'Kids in the Hall: Brain Candy (1996)',\n",
       " '772': 'Kids (1995)',\n",
       " '288': 'Scream (1996)',\n",
       " '928': 'Craft, The (1996)',\n",
       " '117': 'Rock, The (1996)',\n",
       " '200': 'Shining, The (1980)',\n",
       " '405': 'Mission: Impossible (1996)',\n",
       " '1074': 'Reality Bites (1994)',\n",
       " '176': 'Aliens (1986)',\n",
       " '357': \"One Flew Over the Cuckoo's Nest (1975)\",\n",
       " '210': 'Indiana Jones and the Last Crusade (1989)',\n",
       " '687': \"McHale's Navy (1997)\",\n",
       " '696': 'City Hall (1996)',\n",
       " '284': 'Tin Cup (1996)',\n",
       " '295': 'Breakdown (1997)',\n",
       " '473': 'James and the Giant Peach (1996)',\n",
       " '544': \"Things to Do in Denver when You're Dead (1995)\",\n",
       " '290': 'Fierce Creatures (1997)',\n",
       " '147': 'Long Kiss Goodnight, The (1996)',\n",
       " '121': 'Independence Day (ID4) (1996)',\n",
       " '717': 'Juror, The (1996)',\n",
       " '220': 'Mirror Has Two Faces, The (1996)',\n",
       " '1040': 'Two if by Sea (1996)',\n",
       " '510': 'Magnificent Seven, The (1954)',\n",
       " '50': 'Star Wars (1977)',\n",
       " '731': 'Corrina, Corrina (1994)',\n",
       " '417': 'Parent Trap, The (1961)',\n",
       " '623': 'Angels in the Outfield (1994)',\n",
       " '385': 'True Lies (1994)',\n",
       " '66': 'While You Were Sleeping (1995)',\n",
       " '97': 'Dances with Wolves (1990)',\n",
       " '553': 'Walk in the Clouds, A (1995)',\n",
       " '969': 'Winnie the Pooh and the Blustery Day (1968)',\n",
       " '79': 'Fugitive, The (1993)',\n",
       " '96': 'Terminator 2: Judgment Day (1991)',\n",
       " '181': 'Return of the Jedi (1983)',\n",
       " '172': 'Empire Strikes Back, The (1980)',\n",
       " '42': 'Clerks (1994)',\n",
       " '402': 'Ghost (1990)',\n",
       " '498': 'African Queen, The (1951)',\n",
       " '234': 'Jaws (1975)',\n",
       " '421': \"William Shakespeare's Romeo and Juliet (1996)\",\n",
       " '739': 'Pretty Woman (1990)',\n",
       " '423': 'E.T. the Extra-Terrestrial (1982)',\n",
       " '99': 'Snow White and the Seven Dwarfs (1937)',\n",
       " '174': 'Raiders of the Lost Ark (1981)',\n",
       " '692': 'American President, The (1995)',\n",
       " '812': 'Andre (1994)',\n",
       " '1220': 'Higher Learning (1995)',\n",
       " '392': 'Man Without a Face, The (1993)',\n",
       " '61': 'Three Colors: White (1994)',\n",
       " '82': 'Jurassic Park (1993)',\n",
       " '215': 'Field of Dreams (1989)',\n",
       " '202': 'Groundhog Day (1993)',\n",
       " '432': 'Fantasia (1940)',\n",
       " '195': 'Terminator, The (1984)',\n",
       " '462': 'Like Water For Chocolate (Como agua para chocolate) (1992)',\n",
       " '69': 'Forrest Gump (1994)',\n",
       " '746': 'Real Genius (1985)',\n",
       " '776': 'Three Wishes (1995)',\n",
       " '88': 'Sleepless in Seattle (1993)',\n",
       " '1055': 'Simple Twist of Fate, A (1994)',\n",
       " '177': 'Good, The Bad and The Ugly, The (1966)',\n",
       " '4': 'Get Shorty (1995)',\n",
       " '785': 'Only You (1994)',\n",
       " '238': 'Raising Arizona (1987)',\n",
       " '1469': 'Tom and Huck (1995)',\n",
       " '365': 'Powder (1995)',\n",
       " '419': 'Mary Poppins (1964)',\n",
       " '660': 'Fried Green Tomatoes (1991)',\n",
       " '585': 'Son in Law (1993)',\n",
       " '1503': 'Gold Diggers: The Secret of Bear Mountain (1995)',\n",
       " '560': \"Kid in King Arthur's Court, A (1995)\",\n",
       " '72': 'Mask, The (1994)',\n",
       " '228': 'Star Trek: The Wrath of Khan (1982)',\n",
       " '71': 'Lion King, The (1994)',\n",
       " '73': 'Maverick (1994)',\n",
       " '622': 'Swiss Family Robinson (1960)',\n",
       " '393': 'Mrs. Doubtfire (1993)',\n",
       " '662': 'Somewhere in Time (1980)',\n",
       " '141': '20,000 Leagues Under the Sea (1954)',\n",
       " '584': 'Secret Garden, The (1993)',\n",
       " '732': 'Dave (1993)',\n",
       " '949': 'How to Make an American Quilt (1995)',\n",
       " '378': 'Miracle on 34th Street (1994)',\n",
       " '716': 'Home for the Holidays (1995)',\n",
       " '191': 'Amadeus (1984)',\n",
       " '196': 'Dead Poets Society (1989)',\n",
       " '83': 'Much Ado About Nothing (1993)',\n",
       " '59': 'Three Colors: Red (1994)',\n",
       " '136': 'Mr. Smith Goes to Washington (1939)',\n",
       " '230': 'Star Trek IV: The Voyage Home (1986)',\n",
       " '655': 'Stand by Me (1986)',\n",
       " '404': 'Pinocchio (1940)',\n",
       " '1053': 'Now and Then (1995)',\n",
       " '568': 'Speed (1994)',\n",
       " '941': 'With Honors (1994)',\n",
       " '729': 'Nell (1994)',\n",
       " '60': 'Three Colors: Blue (1993)',\n",
       " '506': 'Rebel Without a Cause (1955)',\n",
       " '495': 'Around the World in 80 Days (1956)',\n",
       " '946': 'Fox and the Hound, The (1981)',\n",
       " '486': 'Sabrina (1954)',\n",
       " '747': 'Benny & Joon (1993)',\n",
       " '431': 'Highlander (1986)',\n",
       " '95': 'Aladdin (1992)',\n",
       " '418': 'Cinderella (1950)',\n",
       " '38': 'Net, The (1995)',\n",
       " '111': 'Truth About Cats & Dogs, The (1996)',\n",
       " '1014': \"Romy and Michele's High School Reunion (1997)\",\n",
       " '845': 'That Thing You Do! (1996)',\n",
       " '742': 'Ransom (1996)',\n",
       " '815': 'One Fine Day (1996)',\n",
       " '824': 'Great White Hype, The (1996)',\n",
       " '300': 'Air Force One (1997)',\n",
       " '322': 'Murder at 1600 (1997)',\n",
       " '323': \"Dante's Peak (1997)\",\n",
       " '275': 'Sense and Sensibility (1995)',\n",
       " '866': 'Michael (1996)',\n",
       " '458': 'Nixon (1995)',\n",
       " '100': 'Fargo (1996)',\n",
       " '455': \"Jackie Chan's First Strike (1996)\",\n",
       " '741': 'Last Supper, The (1995)',\n",
       " '235': 'Mars Attacks! (1996)',\n",
       " '813': 'Celluloid Closet, The (1995)',\n",
       " '718': 'In the Bleak Midwinter (1995)',\n",
       " '277': 'Restoration (1995)',\n",
       " '237': 'Jerry Maguire (1996)',\n",
       " '1086': \"It's My Party (1995)\",\n",
       " '412': 'Very Brady Sequel, A (1996)',\n",
       " '282': 'Time to Kill, A (1996)',\n",
       " '628': 'Sleepers (1996)',\n",
       " '7': 'Twelve Monkeys (1995)',\n",
       " '276': 'Leaving Las Vegas (1995)',\n",
       " '1016': 'Con Air (1997)',\n",
       " '93': 'Welcome to the Dollhouse (1995)',\n",
       " '125': 'Phenomenon (1996)',\n",
       " '222': 'Star Trek: First Contact (1996)',\n",
       " '829': 'Fled (1996)',\n",
       " '982': 'Maximum Risk (1996)',\n",
       " '823': 'Mulholland Falls (1996)',\n",
       " '472': 'Dragonheart (1996)',\n",
       " '762': 'Beautiful Girls (1996)',\n",
       " '597': 'Eraser (1996)',\n",
       " '287': \"Marvin's Room (1996)\",\n",
       " '924': 'White Squall (1996)',\n",
       " '826': 'Phantom, The (1996)',\n",
       " '475': 'Trainspotting (1996)',\n",
       " '109': 'Mystery Science Theater 3000: The Movie (1996)',\n",
       " '274': 'Sabrina (1995)',\n",
       " '257': 'Men in Black (1997)',\n",
       " '1202': 'Maybe, Maybe Not (Bewegte Mann, Der) (1994)',\n",
       " '250': 'Fifth Element, The (1997)',\n",
       " '827': 'Daylight (1996)',\n",
       " '105': 'Sgt. Bilko (1996)',\n",
       " '546': 'Broken Arrow (1996)',\n",
       " '930': 'Chain Reaction (1996)',\n",
       " '1034': 'Quest, The (1996)',\n",
       " '831': 'Escape from L.A. (1996)',\n",
       " '790': 'Tommy Boy (1995)',\n",
       " '11': 'Seven (Se7en) (1995)',\n",
       " '12': 'Usual Suspects, The (1995)',\n",
       " '496': \"It's a Wonderful Life (1946)\",\n",
       " '56': 'Pulp Fiction (1994)',\n",
       " '382': 'Adventures of Priscilla, Queen of the Desert, The (1994)',\n",
       " '180': 'Apocalypse Now (1979)',\n",
       " '170': 'Cinema Paradiso (1988)',\n",
       " '134': 'Citizen Kane (1941)',\n",
       " '474': 'Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963)',\n",
       " '770': 'Devil in a Blue Dress (1995)',\n",
       " '64': 'Shawshank Redemption, The (1994)',\n",
       " '175': 'Brazil (1985)',\n",
       " '47': 'Ed Wood (1994)',\n",
       " '81': 'Hudsucker Proxy, The (1994)',\n",
       " '55': 'Professional, The (1994)',\n",
       " '461': 'Smoke (1995)',\n",
       " '169': 'Wrong Trousers, The (1993)',\n",
       " '182': 'GoodFellas (1990)',\n",
       " '318': \"Schindler's List (1993)\",\n",
       " '204': 'Back to the Future (1985)',\n",
       " '91': 'Nightmare Before Christmas, The (1993)',\n",
       " '85': 'Ref, The (1994)',\n",
       " '70': 'Four Weddings and a Funeral (1994)',\n",
       " '580': 'Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)',\n",
       " '209': 'This Is Spinal Tap (1984)',\n",
       " '189': 'Grand Day Out, A (1992)',\n",
       " '693': 'Casino (1995)',\n",
       " '201': 'Evil Dead II (1987)',\n",
       " '663': 'Being There (1979)',\n",
       " '214': 'Pink Floyd - The Wall (1982)',\n",
       " '53': 'Natural Born Killers (1994)',\n",
       " '239': 'Sneakers (1992)',\n",
       " '1073': 'Shallow Grave (1994)',\n",
       " '428': 'Harold and Maude (1971)',\n",
       " '231': 'Batman Returns (1992)',\n",
       " '68': 'Crow, The (1994)',\n",
       " '540': 'Money Train (1995)',\n",
       " '22': 'Braveheart (1995)',\n",
       " '233': 'Under Siege (1992)',\n",
       " '161': 'Top Gun (1986)',\n",
       " '92': 'True Romance (1993)',\n",
       " '684': 'In the Line of Fire (1993)',\n",
       " '2': 'GoldenEye (1995)',\n",
       " '566': 'Clear and Present Danger (1994)',\n",
       " '226': 'Die Hard 2 (1990)',\n",
       " '720': 'First Knight (1995)',\n",
       " '578': 'Demolition Man (1993)',\n",
       " '62': 'Stargate (1994)',\n",
       " '761': 'Nick of Time (1995)',\n",
       " '33': 'Desperado (1995)',\n",
       " '550': 'Die Hard: With a Vengeance (1995)',\n",
       " '802': 'Hard Target (1993)',\n",
       " '373': 'Judge Dredd (1995)',\n",
       " '391': 'Last Action Hero (1993)',\n",
       " '252': 'Lost World: Jurassic Park, The (1997)',\n",
       " '825': 'Arrival, The (1996)',\n",
       " '292': 'Rosewood (1997)',\n",
       " '319': 'Everyone Says I Love You (1996)',\n",
       " '245': \"Devil's Own, The (1997)\",\n",
       " '988': 'Beautician and the Beast, The (1997)',\n",
       " '977': 'Substitute, The (1996)',\n",
       " '1259': 'Pie in the Sky (1995)',\n",
       " '19': \"Antonia's Line (1995)\",\n",
       " '254': 'Batman & Robin (1997)',\n",
       " '1244': 'Metro (1997)',\n",
       " '515': 'Boot, Das (1981)',\n",
       " '595': 'Fan, The (1996)',\n",
       " '986': 'Turbulence (1997)',\n",
       " '127': 'Godfather, The (1972)',\n",
       " '126': 'Spitfire Grill, The (1996)',\n",
       " '14': 'Postino, Il (1994)',\n",
       " '1261': 'Run of the Country, The (1995)',\n",
       " '492': 'East of Eden (1955)',\n",
       " '1153': 'Backbeat (1993)',\n",
       " '221': 'Breaking the Waves (1996)',\n",
       " '213': 'Room with a View, A (1986)',\n",
       " '194': 'Sting, The (1973)',\n",
       " '168': 'Monty Python and the Holy Grail (1974)',\n",
       " '89': 'Blade Runner (1982)',\n",
       " '511': 'Lawrence of Arabia (1962)',\n",
       " '1260': 'Total Eclipse (1995)',\n",
       " '188': 'Full Metal Jacket (1987)',\n",
       " '31': 'Crimson Tide (1995)',\n",
       " '1101': 'Six Degrees of Separation (1993)',\n",
       " '87': 'Searching for Bobby Fischer (1993)',\n",
       " '193': 'Right Stuff, The (1983)',\n",
       " '124': 'Lone Star (1996)',\n",
       " '199': 'Bridge on the River Kwai, The (1957)',\n",
       " '154': \"Monty Python's Life of Brian (1979)\",\n",
       " '28': 'Apollo 13 (1995)',\n",
       " '86': 'Remains of the Day, The (1993)',\n",
       " '697': 'Basketball Diaries, The (1995)',\n",
       " '23': 'Taxi Driver (1976)',\n",
       " '658': 'Pump Up the Volume (1990)',\n",
       " '449': 'Star Trek: The Motion Picture (1979)',\n",
       " '132': 'Wizard of Oz, The (1939)',\n",
       " '15': \"Mr. Holland's Opus (1995)\",\n",
       " '744': 'Michael Collins (1996)',\n",
       " '713': 'Othello (1995)',\n",
       " '919': 'City of Lost Children, The (1995)',\n",
       " '116': 'Cold Comfort Farm (1995)',\n",
       " '13': 'Mighty Aphrodite (1995)',\n",
       " '408': 'Close Shave, A (1995)',\n",
       " '283': 'Emma (1996)',\n",
       " '1': 'Toy Story (1995)',\n",
       " '224': 'Ridicule (1996)',\n",
       " '151': 'Willy Wonka and the Chocolate Factory (1971)',\n",
       " '961': 'Orlando (1993)',\n",
       " '518': \"Miller's Crossing (1990)\",\n",
       " '433': 'Heathers (1989)',\n",
       " '522': 'Down by Law (1986)',\n",
       " '603': 'Rear Window (1954)',\n",
       " '8': 'Babe (1995)',\n",
       " '414': 'My Favorite Year (1982)',\n",
       " '705': \"Singin' in the Rain (1952)\",\n",
       " '504': 'Bonnie and Clyde (1967)',\n",
       " '479': 'Vertigo (1958)',\n",
       " '183': 'Alien (1979)',\n",
       " '171': 'Delicatessen (1991)',\n",
       " '32': 'Crumb (1994)',\n",
       " '1006': 'Until the End of the World (Bis ans Ende der Welt) (1991)',\n",
       " '642': 'Grifters, The (1990)',\n",
       " '463': 'Secret of Roan Inish, The (1994)',\n",
       " '512': 'Wings of Desire (1987)',\n",
       " '710': 'Better Off Dead... (1985)',\n",
       " '652': 'Rosencrantz and Guildenstern Are Dead (1990)',\n",
       " '144': 'Die Hard (1988)',\n",
       " '527': 'Gandhi (1982)',\n",
       " '102': 'Aristocats, The (1970)',\n",
       " '367': 'Clueless (1995)',\n",
       " '98': 'Silence of the Lambs, The (1991)',\n",
       " '143': 'Sound of Music, The (1965)',\n",
       " '629': 'Victor/Victoria (1982)',\n",
       " '387': 'Age of Innocence, The (1993)',\n",
       " '133': 'Gone with the Wind (1939)',\n",
       " '145': 'Lawnmower Man, The (1992)',\n",
       " '258': 'Contact (1997)',\n",
       " '328': 'Conspiracy Theory (1997)',\n",
       " '294': 'Liar Liar (1997)',\n",
       " '358': 'Spawn (1997)',\n",
       " '324': 'Lost Highway (1997)',\n",
       " '678': 'Volcano (1997)',\n",
       " '325': 'Crash (1996)',\n",
       " '153': 'Fish Called Wanda, A (1988)',\n",
       " '260': 'Event Horizon (1997)',\n",
       " '508': 'People vs. Larry Flynt, The (1996)',\n",
       " '211': 'M*A*S*H (1970)',\n",
       " '273': 'Heat (1995)',\n",
       " '547': \"Young Poisoner's Handbook, The (1995)\",\n",
       " '591': 'Primal Fear (1996)',\n",
       " '249': 'Austin Powers: International Man of Mystery (1997)',\n",
       " '123': 'Frighteners, The (1996)',\n",
       " '471': 'Courage Under Fire (1996)',\n",
       " '520': 'Great Escape, The (1963)',\n",
       " '246': 'Chasing Amy (1997)',\n",
       " '293': 'Donnie Brasco (1997)',\n",
       " '410': 'Kingpin (1996)',\n",
       " '25': 'Birdcage, The (1996)',\n",
       " '483': 'Casablanca (1942)',\n",
       " '240': 'Beavis and Butt-head Do America (1996)',\n",
       " '203': 'Unforgiven (1992)',\n",
       " '1010': 'Basquiat (1996)',\n",
       " '685': 'Executive Decision (1996)',\n",
       " '411': 'Nutty Professor, The (1996)',\n",
       " '406': 'Thinner (1996)',\n",
       " '225': '101 Dalmatians (1996)',\n",
       " '1129': 'Chungking Express (1994)',\n",
       " '840': 'Last Man Standing (1996)',\n",
       " '148': 'Ghost and the Darkness, The (1996)',\n",
       " '3': 'Four Rooms (1995)',\n",
       " '150': 'Swingers (1996)',\n",
       " '974': 'Eye for an Eye (1996)',\n",
       " '162': 'On Golden Pond (1981)',\n",
       " '118': 'Twister (1996)',\n",
       " '528': 'Killing Fields, The (1984)',\n",
       " '1028': 'Grumpier Old Men (1995)',\n",
       " '155': 'Dirty Dancing (1987)',\n",
       " '993': 'Hercules (1997)',\n",
       " '281': 'River Wild, The (1994)',\n",
       " '1245': \"Gridlock'd (1997)\",\n",
       " '526': 'Ben-Hur (1959)',\n",
       " '217': \"Bram Stoker's Dracula (1992)\",\n",
       " '1013': 'Anaconda (1997)',\n",
       " '122': 'Cable Guy, The (1996)',\n",
       " '229': 'Star Trek III: The Search for Spock (1984)',\n",
       " '120': 'Striptease (1996)',\n",
       " '21': 'Muppet Treasure Island (1996)',\n",
       " '216': 'When Harry Met Sally... (1989)',\n",
       " '763': 'Happy Gilmore (1996)',\n",
       " '456': 'Beverly Hills Ninja (1997)',\n",
       " '451': 'Grease (1978)',\n",
       " '856': 'Night on Earth (1991)',\n",
       " '1079': \"Joe's Apartment (1996)\",\n",
       " '516': 'Local Hero (1983)',\n",
       " '381': \"Muriel's Wedding (1994)\",\n",
       " '192': 'Raging Bull (1980)',\n",
       " '90': 'So I Married an Axe Murderer (1993)',\n",
       " '582': 'Piano, The (1993)',\n",
       " '27': 'Bad Boys (1995)',\n",
       " '469': 'Short Cuts (1993)',\n",
       " '160': 'Glengarry Glen Ross (1992)',\n",
       " '135': '2001: A Space Odyssey (1968)',\n",
       " '806': 'Menace II Society (1993)',\n",
       " '65': \"What's Eating Gilbert Grape (1993)\",\n",
       " '523': 'Cool Hand Luke (1967)',\n",
       " '558': 'Heavenly Creatures (1994)',\n",
       " '57': 'Priest (1994)',\n",
       " '197': 'Graduate, The (1967)',\n",
       " '1005': 'Double vie de V�ronique, La (Double Life of Veronique, The) (1991)',\n",
       " '227': 'Star Trek VI: The Undiscovered Country (1991)',\n",
       " '380': 'Star Trek: Generations (1994)',\n",
       " '219': 'Nightmare on Elm Street, A (1984)',\n",
       " '549': 'Rob Roy (1995)',\n",
       " '1004': 'Geronimo: An American Legend (1993)',\n",
       " '780': 'Dumb & Dumber (1994)',\n",
       " '679': 'Conan the Barbarian (1981)',\n",
       " '748': 'Saint, The (1997)',\n",
       " '1221': 'When a Man Loves a Woman (1994)',\n",
       " '386': 'Addams Family Values (1993)',\n",
       " '1047': 'Multiplicity (1996)',\n",
       " '1009': 'Stealing Beauty (1996)',\n",
       " '1199': 'Cemetery Man (Dellamorte Dellamore) (1994)',\n",
       " '427': 'To Kill a Mockingbird (1962)',\n",
       " '530': 'Man Who Would Be King, The (1975)',\n",
       " '795': 'Richie Rich (1994)',\n",
       " '1228': 'Under Siege 2: Dark Territory (1995)',\n",
       " '1207': 'Jade (1995)',\n",
       " '1046': 'Malice (1993)',\n",
       " '157': 'Platoon (1986)',\n",
       " '223': 'Sling Blade (1996)',\n",
       " '1141': 'War Room, The (1993)',\n",
       " '531': 'Shine (1996)',\n",
       " '554': 'Waterworld (1995)',\n",
       " '939': 'Murder in the First (1995)',\n",
       " '470': 'Tombstone (1993)',\n",
       " '1194': 'Once Were Warriors (1994)',\n",
       " '647': 'Ran (1985)',\n",
       " '1337': 'Larger Than Life (1996)',\n",
       " '429': 'Day the Earth Stood Still, The (1951)',\n",
       " '39': 'Strange Days (1995)',\n",
       " '1188': 'Young Guns II (1990)',\n",
       " '54': 'Outbreak (1995)',\n",
       " '51': 'Legends of the Fall (1994)',\n",
       " '425': 'Bob Roberts (1992)',\n",
       " '356': 'Client, The (1994)',\n",
       " '1267': 'Clockers (1995)',\n",
       " '179': 'Clockwork Orange, A (1971)',\n",
       " '187': 'Godfather: Part II, The (1974)',\n",
       " '46': 'Exotica (1994)',\n",
       " '58': 'Quiz Show (1994)',\n",
       " '569': 'Wolf (1994)',\n",
       " '291': 'Absolute Power (1997)',\n",
       " '771': 'Johnny Mnemonic (1995)',\n",
       " '715': 'To Die For (1995)',\n",
       " '735': 'Philadelphia (1993)',\n",
       " '317': 'In the Name of the Father (1993)',\n",
       " '375': 'Showgirls (1995)',\n",
       " '43': 'Disclosure (1994)',\n",
       " '1482': 'Gate of Heavenly Peace, The (1995)',\n",
       " '1213': 'Guilty as Sin (1993)',\n",
       " '1428': 'SubUrbia (1997)',\n",
       " '583': 'Romeo Is Bleeding (1993)',\n",
       " '803': 'Heaven & Earth (1993)',\n",
       " '1232': 'Madonna: Truth or Dare (1991)',\n",
       " '1426': 'Grace of My Heart (1996)',\n",
       " '76': \"Carlito's Way (1993)\",\n",
       " '1135': 'Doors, The (1991)',\n",
       " '789': 'Swimming with Sharks (1995)',\n",
       " '721': 'Mallrats (1995)',\n",
       " '786': 'Perez Family, The (1995)',\n",
       " '959': 'Dazed and Confused (1993)',\n",
       " '929': 'Harriet the Spy (1996)',\n",
       " '734': 'Made in America (1993)',\n",
       " '564': 'Tales from the Hood (1995)',\n",
       " '854': 'Bad Taste (1987)',\n",
       " '1118': 'Up in Smoke (1978)',\n",
       " '592': 'True Crime (1995)',\n",
       " '40': 'To Wong Foo, Thanks for Everything! Julie Newmar (1995)',\n",
       " '17': 'From Dusk Till Dawn (1996)',\n",
       " '1140': 'Road to Wellville, The (1994)',\n",
       " '796': 'Speechless (1994)',\n",
       " '158': \"Weekend at Bernie's (1989)\",\n",
       " '364': 'Ace Ventura: When Nature Calls (1995)',\n",
       " '545': 'Vampire in Brooklyn (1995)',\n",
       " '67': 'Ace Ventura: Pet Detective (1994)',\n",
       " '709': 'Strictly Ballroom (1992)',\n",
       " '186': 'Blues Brothers, The (1980)',\n",
       " '1218': 'Friday (1995)',\n",
       " '232': 'Young Guns (1988)',\n",
       " '388': 'Beverly Hills Cop III (1994)',\n",
       " '401': 'Brady Bunch Movie, The (1995)',\n",
       " '396': 'Serial Mom (1994)',\n",
       " '571': 'Another Stakeout (1993)',\n",
       " '369': 'Black Sheep (1996)',\n",
       " '783': 'Milk Money (1994)',\n",
       " '63': 'Santa Clause, The (1994)',\n",
       " '384': 'Naked Gun 33 1/3: The Final Insult (1994)',\n",
       " '139': 'Love Bug, The (1969)',\n",
       " '80': 'Hot Shots! Part Deux (1993)',\n",
       " '41': 'Billy Madison (1995)',\n",
       " '728': 'Junior (1994)',\n",
       " '1084': 'Anne Frank Remembered (1995)',\n",
       " '409': 'Jack (1996)',\n",
       " '407': 'Spy Hard (1996)',\n",
       " '575': \"City Slickers II: The Legend of Curly's Gold (1994)\",\n",
       " '24': 'Rumble in the Bronx (1995)',\n",
       " '241': 'Last of the Mohicans, The (1992)',\n",
       " '476': 'First Wives Club, The (1996)',\n",
       " '128': 'Supercop (1992)',\n",
       " '265': 'Hunt for Red October, The (1990)',\n",
       " '636': 'Escape from New York (1981)',\n",
       " '665': 'Alien 3 (1992)',\n",
       " '541': 'Mortal Kombat (1995)',\n",
       " '184': 'Army of Darkness (1993)',\n",
       " '576': 'Cliffhanger (1993)',\n",
       " '686': 'Perfect World, A (1993)',\n",
       " '397': 'Striking Distance (1993)',\n",
       " '399': 'Three Musketeers, The (1993)',\n",
       " '1416': 'No Escape (1994)',\n",
       " '450': 'Star Trek V: The Final Frontier (1989)',\n",
       " '743': 'Crow: City of Angels, The (1996)',\n",
       " '164': 'Abyss, The (1989)',\n",
       " '218': 'Cape Fear (1991)',\n",
       " '559': 'Interview with the Vampire (1994)',\n",
       " '447': 'Carrie (1976)',\n",
       " '443': 'Birds, The (1963)',\n",
       " '5': 'Copycat (1995)',\n",
       " '448': 'Omen, The (1976)',\n",
       " '672': 'Candyman (1992)',\n",
       " '459': 'Cry, the Beloved Country (1995)',\n",
       " '436': 'American Werewolf in London, An (1981)',\n",
       " '379': 'Tales From the Crypt Presents: Demon Knight (1995)',\n",
       " '800': 'In the Mouth of Madness (1995)',\n",
       " '561': \"Mary Shelley's Frankenstein (1994)\",\n",
       " '669': 'Body Parts (1991)',\n",
       " '551': 'Lord of Illusions (1995)',\n",
       " '816': 'Candyman: Farewell to the Flesh (1995)',\n",
       " '773': 'Mute Witness (1994)',\n",
       " '567': \"Wes Craven's New Nightmare (1994)\",\n",
       " '755': 'Jumanji (1995)',\n",
       " '1197': 'Family Thing, A (1996)',\n",
       " '627': 'Robin Hood: Prince of Thieves (1991)',\n",
       " '588': 'Beauty and the Beast (1991)',\n",
       " '420': 'Alice in Wonderland (1951)',\n",
       " '142': 'Bedknobs and Broomsticks (1971)',\n",
       " '624': 'Three Caballeros, The (1945)',\n",
       " '951': 'Indian in the Cupboard, The (1995)',\n",
       " '843': 'Shaggy Dog, The (1959)',\n",
       " '1060': 'Adventures of Pinocchio, The (1996)',\n",
       " '1031': 'Lassie (1994)',\n",
       " '1091': \"Pete's Dragon (1977)\",\n",
       " '1035': 'Cool Runnings (1993)',\n",
       " '501': 'Dumbo (1941)',\n",
       " '415': 'Apple Dumpling Gang, The (1975)',\n",
       " '820': 'Space Jam (1996)',\n",
       " '426': 'Transformers: The Movie, The (1986)',\n",
       " '768': 'Casper (1995)',\n",
       " '106': 'Diabolique (1996)',\n",
       " '794': 'It Could Happen to You (1994)',\n",
       " '389': 'Black Beauty (1994)',\n",
       " '509': 'My Left Foot (1989)',\n",
       " '435': 'Butch Cassidy and the Sundance Kid (1969)',\n",
       " '707': 'Enchanted April (1991)',\n",
       " '1240': 'Ghost in the Shell (Kokaku kidotai) (1995)',\n",
       " '484': 'Maltese Falcon, The (1941)',\n",
       " '1407': 'Specialist, The (1994)',\n",
       " '807': 'Poetic Justice (1993)',\n",
       " '1496': 'Carpool (1996)',\n",
       " '44': 'Dolores Claiborne (1994)',\n",
       " '159': 'Basic Instinct (1992)',\n",
       " '156': 'Reservoir Dogs (1992)',\n",
       " '653': 'Touch of Evil (1958)',\n",
       " '1253': 'Tie That Binds, The (1995)',\n",
       " '77': 'Firm, The (1993)',\n",
       " '1157': 'Relic, The (1997)',\n",
       " '552': 'Species (1995)',\n",
       " '1090': 'Sliver (1993)',\n",
       " '572': 'Blown Away (1994)',\n",
       " '1273': 'Color of Night (1994)',\n",
       " '1042': 'Just Cause (1995)',\n",
       " '634': \"Microcosmos: Le peuple de l'herbe (1996)\",\n",
       " '198': 'Nikita (La Femme Nikita) (1990)',\n",
       " '207': 'Cyrano de Bergerac (1990)',\n",
       " '206': 'Akira (1988)',\n",
       " '1131': 'Safe (1995)',\n",
       " '834': 'Halloween: The Curse of Michael Myers (1995)',\n",
       " '1056': 'Cronos (1992)',\n",
       " '29': 'Batman Forever (1995)',\n",
       " '1502': 'Naked in New York (1994)',\n",
       " '759': 'Fair Game (1995)',\n",
       " '1314': 'Surviving the Game (1994)',\n",
       " '631': 'Crying Game, The (1992)',\n",
       " '129': 'Bound (1996)',\n",
       " '9': 'Dead Man Walking (1995)',\n",
       " '844': 'Freeway (1996)',\n",
       " '1012': 'Private Parts (1997)',\n",
       " '1067': 'Bottle Rocket (1996)',\n",
       " '244': \"Smilla's Sense of Snow (1997)\",\n",
       " '619': 'Extreme Measures (1996)',\n",
       " '985': 'Blood & Wine (1997)',\n",
       " '984': 'Shadow Conspiracy (1997)',\n",
       " '1302': 'Late Bloomers (1996)',\n",
       " '876': 'Money Talks (1997)',\n",
       " '327': 'Cop Land (1997)',\n",
       " '329': 'Desperate Measures (1998)',\n",
       " '289': 'Evita (1996)',\n",
       " '363': 'Sudden Death (1995)',\n",
       " '753': 'Burnt By the Sun (1994)',\n",
       " '1414': 'Coldblooded (1995)',\n",
       " '779': 'Drop Zone (1994)',\n",
       " '1415': 'Next Karate Kid, The (1994)',\n",
       " '1149': 'Walkabout (1971)',\n",
       " '30': 'Belle de jour (1967)',\n",
       " '256': 'When the Cats Away (Chacun cherche son chat) (1996)',\n",
       " '259': 'George of the Jungle (1997)',\n",
       " '1652': 'Temptress Moon (Feng Yue) (1996)',\n",
       " '1274': 'Robocop 3 (1993)',\n",
       " '264': 'Mimic (1997)',\n",
       " '1119': 'Some Kind of Wonderful (1987)',\n",
       " '781': 'French Kiss (1995)',\n",
       " '403': 'Batman (1989)',\n",
       " '976': 'Solo (1996)',\n",
       " '1215': 'Barb Wire (1996)',\n",
       " '819': 'Eddie (1996)',\n",
       " '860': 'Believers, The (1987)',\n",
       " '724': 'Circle of Friends (1995)',\n",
       " '983': \"Rich Man's Wife, The (1996)\",\n",
       " '849': 'Days of Thunder (1990)',\n",
       " '138': 'D3: The Mighty Ducks (1996)',\n",
       " '398': 'Super Mario Bros. (1993)',\n",
       " '383': 'Flintstones, The (1994)',\n",
       " '178': '12 Angry Men (1957)',\n",
       " '262': 'In the Company of Men (1997)',\n",
       " '285': 'Secrets & Lies (1996)',\n",
       " '756': 'Father of the Bride Part II (1995)',\n",
       " '1017': 'Trees Lounge (1996)',\n",
       " '933': 'Funeral, The (1996)',\n",
       " '1277': 'Set It Off (1996)',\n",
       " '760': 'Screamers (1995)',\n",
       " '413': 'Tales from the Crypt Presents: Bordello of Blood (1996)',\n",
       " '236': 'Citizen Ruth (1996)',\n",
       " '975': 'Fear (1996)',\n",
       " '833': 'Bulletproof (1996)',\n",
       " '460': 'Crossing Guard, The (1995)',\n",
       " '1376': 'Meet Wally Sparks (1997)',\n",
       " '1059': \"Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996)\",\n",
       " '943': 'Killing Zoe (1994)',\n",
       " '466': 'Red Rock West (1992)',\n",
       " '1109': 'Death and the Maiden (1994)',\n",
       " '581': 'Kalifornia (1993)',\n",
       " '1217': 'Assassins (1995)',\n",
       " '1083': 'Albino Alligator (1996)',\n",
       " '1471': 'Hideaway (1995)',\n",
       " '573': 'Body Snatchers (1993)',\n",
       " '1077': 'Love and a .45 (1994)',\n",
       " '562': 'Quick and the Dead, The (1995)',\n",
       " '1303': 'Getaway, The (1994)',\n",
       " '1239': 'Cutthroat Island (1995)',\n",
       " '871': 'Vegas Vacation (1997)',\n",
       " '931': 'Island of Dr. Moreau, The (1996)',\n",
       " '104': 'Theodore Rex (1995)',\n",
       " '1011': '2 Days in the Valley (1996)',\n",
       " '1070': 'Living in Oblivion (1995)',\n",
       " '166': 'Manon of the Spring (Manon des sources) (1986)',\n",
       " '651': 'Glory (1989)',\n",
       " '52': 'Madness of King George, The (1994)',\n",
       " '654': 'Chinatown (1974)',\n",
       " '467': 'Bronx Tale, A (1993)',\n",
       " '10': 'Richard III (1995)',\n",
       " '694': 'Persuasion (1995)',\n",
       " '513': 'Third Man, The (1949)',\n",
       " '1555': 'Secret Adventures of Tom Thumb, The (1993)',\n",
       " '664': 'Paris, Texas (1984)',\n",
       " '1441': 'Moonlight and Valentino (1995)',\n",
       " '165': 'Jean de Florette (1986)',\n",
       " '1099': 'Red Firecracker, Green Firecracker (1994)',\n",
       " '730': 'Queen Margot (Reine Margot, La) (1994)',\n",
       " '114': 'Wallace & Gromit: The Best of Aardman Animation (1996)',\n",
       " '163': 'Return of the Pink Panther, The (1974)',\n",
       " '1619': 'All Things Fair (1996)',\n",
       " '110': 'Operation Dumbo Drop (1995)',\n",
       " '521': 'Deer Hunter, The (1978)',\n",
       " '700': 'Miami Rhapsody (1995)',\n",
       " '529': 'My Life as a Dog (Mitt liv som hund) (1985)',\n",
       " '1524': 'Kaspar Hauser (1993)',\n",
       " '737': 'Sirens (1994)',\n",
       " '670': 'Body Snatchers (1993)',\n",
       " '706': 'Bad Moon (1996)',\n",
       " '563': \"Stephen King's The Langoliers (1995)\",\n",
       " '774': 'Prophecy, The (1995)',\n",
       " '565': 'Village of the Damned (1995)',\n",
       " '212': 'Unbearable Lightness of Being, The (1988)',\n",
       " '48': 'Hoop Dreams (1994)',\n",
       " '1229': 'Poison Ivy II (1995)',\n",
       " '366': 'Dangerous Minds (1995)',\n",
       " '84': \"Robert A. Heinlein's The Puppet Masters (1994)\",\n",
       " '555': \"White Man's Burden (1995)\",\n",
       " '1505': 'Killer: A Journal of Murder (1995)',\n",
       " '1206': 'Amos & Andrew (1993)',\n",
       " '1478': 'Dead Presidents (1995)',\n",
       " '798': 'Bad Company (1995)',\n",
       " '1139': 'Hackers (1995)',\n",
       " '878': 'That Darn Cat! (1997)',\n",
       " '137': 'Big Night (1996)',\n",
       " '478': 'Philadelphia Story, The (1940)',\n",
       " '1020': 'Gaslight (1944)',\n",
       " '641': 'Paths of Glory (1957)',\n",
       " '514': 'Annie Hall (1977)',\n",
       " '140': 'Homeward Bound: The Incredible Journey (1993)',\n",
       " '208': 'Young Frankenstein (1974)',\n",
       " '604': 'It Happened One Night (1934)',\n",
       " '490': 'To Catch a Thief (1955)',\n",
       " '497': 'Bringing Up Baby (1938)',\n",
       " '430': 'Duck Soup (1933)',\n",
       " '657': 'Manchurian Candidate, The (1962)',\n",
       " '542': 'Pocahontas (1995)',\n",
       " '712': 'Tin Men (1987)',\n",
       " '608': 'Spellbound (1945)',\n",
       " '661': 'High Noon (1952)',\n",
       " '503': 'Candidate, The (1972)',\n",
       " '611': 'Laura (1944)',\n",
       " '945': 'Charade (1963)',\n",
       " '517': 'Manhattan (1979)',\n",
       " '465': 'Jungle Book, The (1994)',\n",
       " '205': 'Patton (1970)',\n",
       " '972': 'Passion Fish (1992)',\n",
       " '1219': 'Goofy Movie, A (1995)',\n",
       " '855': 'Diva (1981)',\n",
       " '607': 'Rebecca (1940)',\n",
       " '646': 'Once Upon a Time in the West (1969)',\n",
       " '836': 'Ninotchka (1939)',\n",
       " '525': 'Big Sleep, The (1946)',\n",
       " '792': 'Bullets Over Broadway (1994)',\n",
       " '434': 'Forbidden Planet (1956)',\n",
       " '94': 'Home Alone (1990)',\n",
       " '489': 'Notorious (1946)',\n",
       " '934': \"Preacher's Wife, The (1996)\",\n",
       " '167': 'Private Benjamin (1980)',\n",
       " '1183': 'Cowboy Way, The (1994)',\n",
       " '1037': 'Grease 2 (1982)',\n",
       " '765': 'Boomerang (1992)',\n",
       " '940': 'Airheads (1994)',\n",
       " '577': 'Coneheads (1993)',\n",
       " '1110': 'Tank Girl (1995)',\n",
       " '1246': 'Bushwhacked (1995)',\n",
       " '452': 'Jaws 2 (1978)',\n",
       " '441': 'Amityville Horror, The (1979)',\n",
       " '453': 'Jaws 3-D (1983)',\n",
       " '424': 'Children of the Corn: The Gathering (1996)',\n",
       " '676': 'Crucible, The (1996)',\n",
       " '727': 'Immortal Beloved (1994)',\n",
       " '640': 'Cook the Thief His Wife & Her Lover, The (1989)',\n",
       " '1039': 'Hamlet (1996)',\n",
       " '967': 'Little Lord Fauntleroy (1936)',\n",
       " '842': 'Pollyanna (1960)',\n",
       " '616': 'Night of the Living Dead (1968)',\n",
       " '394': 'Radioland Murders (1994)',\n",
       " '1018': 'Tie Me Up! Tie Me Down! (1990)',\n",
       " '872': 'Love Jones (1997)',\n",
       " '326': 'G.I. Jane (1997)',\n",
       " '299': 'Hoodlum (1997)',\n",
       " '995': 'Kiss Me, Guido (1997)',\n",
       " '873': 'Picture Perfect (1997)',\n",
       " '688': 'Leave It to Beaver (1997)',\n",
       " '680': 'Kull the Conqueror (1997)',\n",
       " '877': 'Excess Baggage (1997)',\n",
       " '321': 'Mother (1996)',\n",
       " '874': 'Career Girls (1997)',\n",
       " '875': \"She's So Lovely (1997)\",\n",
       " '261': 'Air Bud (1997)',\n",
       " '809': 'Rising Sun (1993)',\n",
       " '989': \"Cats Don't Dance (1997)\",\n",
       " '991': 'Keys to Tulsa (1997)',\n",
       " '243': 'Jungle2Jungle (1997)',\n",
       " '990': 'Anna Karenina (1997)',\n",
       " '330': '187 (1997)',\n",
       " '263': 'Steel (1997)',\n",
       " '301': 'In & Out (1997)',\n",
       " '948': 'Booty Call (1997)',\n",
       " '457': 'Free Willy 3: The Rescue (1997)',\n",
       " '994': 'Last Time I Committed Suicide, The (1997)',\n",
       " '103': 'All Dogs Go to Heaven 2 (1996)',\n",
       " '370': 'Mary Reilly (1996)',\n",
       " '767': 'Addiction, The (1995)',\n",
       " '758': 'Lawnmower Man 2: Beyond Cyberspace (1996)',\n",
       " '992': 'Head Above Water (1996)',\n",
       " '980': 'Mother Night (1996)',\n",
       " '981': 'Dangerous Ground (1997)',\n",
       " '979': 'Trigger Effect, The (1996)',\n",
       " '925': 'Unforgettable (1996)',\n",
       " '978': \"Heaven's Prisoners (1996)\",\n",
       " '987': 'Underworld (1997)',\n",
       " '242': 'Kolya (1996)',\n",
       " '596': 'Hunchback of Notre Dame, The (1996)',\n",
       " '671': 'Bride of Frankenstein (1935)',\n",
       " '320': 'Paradise Lost: The Child Murders at Robin Hood Hills (1996)',\n",
       " '445': 'Body Snatcher, The (1945)',\n",
       " '853': 'Braindead (1992)',\n",
       " '817': 'Frisk (1995)',\n",
       " '637': 'Howling, The (1981)',\n",
       " '944': 'Renaissance Man (1994)',\n",
       " '708': 'Sex, Lies, and Videotape (1989)',\n",
       " '635': 'Fog, The (1980)',\n",
       " '668': 'Blood Beach (1981)',\n",
       " '673': 'Cape Fear (1962)',\n",
       " '839': 'Loch Ness (1995)',\n",
       " '656': 'M (1931)',\n",
       " '440': 'Amityville II: The Possession (1982)',\n",
       " '439': 'Amityville: A New Generation (1993)',\n",
       " '438': 'Amityville 3-D (1983)',\n",
       " '858': 'Amityville: Dollhouse (1996)',\n",
       " '437': \"Amityville 1992: It's About Time (1992)\",\n",
       " '859': \"April Fool's Day (1986)\",\n",
       " '444': 'Blob, The (1958)',\n",
       " '674': 'Cat People (1982)',\n",
       " '675': 'Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)',\n",
       " '590': 'Hellraiser: Bloodline (1996)',\n",
       " '769': 'Congo (1995)',\n",
       " '1142': 'When We Were Kings (1996)',\n",
       " '864': 'My Fellow Americans (1996)',\n",
       " '534': 'Traveller (1997)',\n",
       " '248': 'Grosse Pointe Blank (1997)',\n",
       " '20': 'Angels and Insects (1995)',\n",
       " '1007': 'Waiting for Guffman (1996)',\n",
       " '535': 'Addicted to Love (1997)',\n",
       " '625': 'Sword in the Stone, The (1963)',\n",
       " '699': 'Little Women (1994)',\n",
       " '1043': 'Rent-a-Kid (1995)',\n",
       " '738': 'Threesome (1994)',\n",
       " '49': 'I.Q. (1994)',\n",
       " '996': 'Big Green, The (1995)',\n",
       " '376': 'Houseguest (1994)',\n",
       " '1036': 'Drop Dead Fred (1991)',\n",
       " '395': 'Robin Hood: Men in Tights (1993)',\n",
       " '26': 'Brothers McMullen, The (1995)',\n",
       " '722': 'Nine Months (1995)',\n",
       " '1178': 'Major Payne (1994)',\n",
       " '416': 'Old Yeller (1957)',\n",
       " '1480': 'Herbie Rides Again (1974)',\n",
       " '400': 'Little Rascals, The (1994)',\n",
       " '78': 'Free Willy (1993)',\n",
       " '955': 'Before Sunrise (1995)',\n",
       " '1029': 'Jury Duty (1995)',\n",
       " '810': 'Shadow, The (1994)',\n",
       " '253': 'Pillow Book, The (1995)',\n",
       " '1145': 'Blue Chips (1994)',\n",
       " '586': 'Terminal Velocity (1994)',\n",
       " '1413': 'Street Fighter (1994)',\n",
       " '101': 'Heavy Metal (1981)',\n",
       " '487': 'Roman Holiday (1953)',\n",
       " '152': 'Sleeper (1973)',\n",
       " '1103': 'Trust (1990)',\n",
       " '1368': 'Mina Tannenbaum (1994)',\n",
       " '952': 'Blue in the Face (1995)',\n",
       " '1160': 'Love! Valour! Compassion! (1997)',\n",
       " '149': 'Jude (1996)',\n",
       " '1094': 'Thin Line Between Love and Hate, A (1996)',\n",
       " '1258': 'Trial and Error (1997)',\n",
       " '960': 'Naked (1993)',\n",
       " '6': 'Shanghai Triad (Yao a yao yao dao waipo qiao) (1995)',\n",
       " '1158': 'Fille seule, La (A Single Girl) (1995)',\n",
       " '1386': 'Tetsuo II: Body Hammer (1992)',\n",
       " '1187': 'Switchblade Sisters (1975)',\n",
       " '1353': '1-900 (1994)',\n",
       " '1335': 'American Buffalo (1996)',\n",
       " '589': 'Wild Bunch, The (1969)',\n",
       " '1019': 'Die xue shuang xiong (Killer, The) (1989)',\n",
       " '1154': 'Alphaville (1965)',\n",
       " '923': 'Raise the Red Lantern (1991)',\n",
       " '645': 'Paris Is Burning (1990)',\n",
       " '519': 'Treasure of the Sierra Madre, The (1948)',\n",
       " '650': 'Seventh Seal, The (Sjunde inseglet, Det) (1957)',\n",
       " '131': \"Breakfast at Tiffany's (1961)\",\n",
       " '146': 'Unhook the Stars (1996)',\n",
       " '632': \"Sophie's Choice (1982)\",\n",
       " '251': 'Shall We Dance? (1996)',\n",
       " '1263': 'Foxfire (1996)',\n",
       " '130': 'Kansas City (1996)',\n",
       " '764': 'If Lucy Fell (1996)',\n",
       " '485': 'My Fair Lady (1964)',\n",
       " '190': 'Henry V (1989)',\n",
       " '1041': 'Forget Paris (1995)',\n",
       " '36': 'Mad Love (1995)',\n",
       " '468': 'Rudy (1993)',\n",
       " '1209': 'Mixed Nuts (1994)',\n",
       " '1098': 'Flirting With Disaster (1996)',\n",
       " '998': 'Cabin Boy (1994)',\n",
       " '801': 'Air Up There, The (1994)',\n",
       " '1305': \"National Lampoon's Senior Trip (1995)\",\n",
       " '1489': 'Chasers (1994)',\n",
       " '1078': 'Oliver & Company (1988)',\n",
       " '1248': 'Blink (1994)',\n",
       " '574': 'Boxing Helena (1993)',\n",
       " '1210': 'Virtuosity (1995)',\n",
       " '1365': 'Johnny 100 Pesos (1993)',\n",
       " '371': 'Bridges of Madison County, The (1995)',\n",
       " '477': 'Matilda (1996)',\n",
       " '926': 'Down Periscope (1996)',\n",
       " '922': 'Dead Man (1995)',\n",
       " '614': 'Giant (1956)',\n",
       " '1427': 'Drunks (1995)',\n",
       " '1231': 'Marked for Death (1990)',\n",
       " '1181': 'Low Down Dirty Shame, A (1994)',\n",
       " '745': 'Ruling Class, The (1972)',\n",
       " '1071': 'Party Girl (1995)',\n",
       " '45': 'Eat Drink Man Woman (1994)',\n",
       " '488': 'Sunset Blvd. (1950)',\n",
       " '374': 'Mighty Morphin Power Rangers: The Movie (1995)',\n",
       " '649': 'Once Upon a Time in America (1984)',\n",
       " '861': 'Nosferatu a Venezia (1986)',\n",
       " '667': 'Audrey Rose (1977)',\n",
       " '1597': 'Romper Stomper (1992)',\n",
       " '1214': 'In the Realm of the Senses (Ai no corrida) (1976)',\n",
       " '1628': 'Lamerica (1994)',\n",
       " '1133': 'Escape to Witch Mountain (1975)',\n",
       " '480': 'North by Northwest (1959)',\n",
       " '736': 'Shadowlands (1993)',\n",
       " '1136': 'Ghosts of Mississippi (1996)',\n",
       " '107': 'Moll Flanders (1996)',\n",
       " '247': 'Turbo: A Power Rangers Movie (1997)',\n",
       " '847': 'Looking for Richard (1996)',\n",
       " '1134': 'Get on the Bus (1996)',\n",
       " '695': 'Kicking and Screaming (1995)',\n",
       " '1437': 'House Party 3 (1994)',\n",
       " '633': 'Christmas Carol, A (1938)',\n",
       " '1185': 'In the Army Now (1994)',\n",
       " '1208': 'Kiss of Death (1995)',\n",
       " '1250': 'Best of the Best 3: No Turning Back (1995)',\n",
       " '491': 'Adventures of Robin Hood, The (1938)',\n",
       " '615': '39 Steps, The (1935)',\n",
       " '1222': 'Judgment Night (1993)',\n",
       " '932': 'First Kid (1996)',\n",
       " '659': 'Arsenic and Old Lace (1944)',\n",
       " '1283': 'Out to Sea (1997)',\n",
       " '1279': 'Wild America (1997)',\n",
       " '1033': 'Homeward Bound II: Lost in San Francisco (1996)',\n",
       " '1057': 'Pallbearer, The (1996)',\n",
       " '1292': 'Simple Wish, A (1997)',\n",
       " '1087': 'Bloodsport 2 (1995)',\n",
       " '1132': 'Feeling Minnesota (1996)',\n",
       " '1001': 'Stupids, The (1996)',\n",
       " '620': 'Chamber, The (1996)',\n",
       " '1289': 'Jack and Sarah (1995)',\n",
       " '1212': 'Flesh and Bone (1993)',\n",
       " '1290': 'Country Life (1994)',\n",
       " '740': 'Jane Eyre (1996)',\n",
       " '821': 'Mrs. Winterbourne (1996)',\n",
       " '278': 'Bed of Roses (1996)',\n",
       " '869': 'Fools Rush In (1997)',\n",
       " '648': 'Quiet Man, The (1952)',\n",
       " '297': \"Ulee's Gold (1997)\",\n",
       " '1008': 'I Shot Andy Warhol (1996)',\n",
       " '1051': 'Associate, The (1996)',\n",
       " '963': 'Some Folks Call It a Sling Blade (1993)',\n",
       " '377': 'Heavyweights (1994)',\n",
       " '1152': 'In Love and War (1996)',\n",
       " '1048': \"She's the One (1996)\",\n",
       " '1137': 'Beautiful Thing (1996)',\n",
       " '112': 'Flipper (1996)',\n",
       " '16': 'French Twist (Gazon maudit) (1995)',\n",
       " '1284': 'Before and After (1996)',\n",
       " '1315': 'Inventing the Abbotts (1997)',\n",
       " '832': 'Bogus (1996)',\n",
       " '1278': 'Selena (1997)',\n",
       " '612': 'Lost Horizon (1937)',\n",
       " '507': 'Streetcar Named Desire, A (1951)',\n",
       " '1089': 'Speed 2: Cruise Control (1997)',\n",
       " '1023': \"Fathers' Day (1997)\",\n",
       " '1282': 'Grass Harp, The (1995)',\n",
       " '1291': 'Celtic Pride (1996)',\n",
       " '1093': 'Live Nude Girls (1995)',\n",
       " '1336': 'Kazaam (1996)',\n",
       " '532': 'Kama Sutra: A Tale of Love (1996)',\n",
       " '372': 'Jeffrey (1995)',\n",
       " '1168': 'Little Buddha (1993)',\n",
       " '1063': 'Little Princess, A (1995)',\n",
       " '644': 'Thin Blue Line, The (1988)',\n",
       " '1500': 'Santa with Muscles (1996)',\n",
       " '482': 'Some Like It Hot (1959)',\n",
       " '1484': 'Jerky Boys, The (1994)',\n",
       " '719': 'Canadian Bacon (1994)',\n",
       " '1266': 'Bread and Chocolate (Pane e cioccolata) (1973)',\n",
       " '702': 'Barcelona (1994)',\n",
       " '464': 'Vanya on 42nd Street (1994)',\n",
       " '1121': 'Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)',\n",
       " '502': 'Bananas (1971)',\n",
       " '1065': 'Koyaanisqatsi (1983)',\n",
       " '1195': 'Strawberry and Chocolate (Fresa y chocolate) (1993)',\n",
       " '638': 'Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)',\n",
       " '1490': 'Fausto (1993)',\n",
       " '630': 'Great Race, The (1965)',\n",
       " '1444': 'That Darn Cat! (1965)',\n",
       " '862': 'Jingle All the Way (1996)',\n",
       " '1481': 'S.F.W. (1994)',\n",
       " '1487': 'Even Cowgirls Get the Blues (1993)',\n",
       " '1486': 'Girl in the Cadillac (1995)',\n",
       " '725': 'Exit to Eden (1994)',\n",
       " '971': 'Mediterraneo (1991)',\n",
       " '1000': 'Lightning Jack (1994)',\n",
       " '1162': 'Phat Beach (1996)',\n",
       " '1182': 'Cops and Robbersons (1994)',\n",
       " '1163': 'Portrait of a Lady, The (1996)',\n",
       " '950': 'Georgia (1995)',\n",
       " '818': 'Girl 6 (1996)',\n",
       " '1128': 'Heidi Fleiss: Hollywood Madam (1995) ',\n",
       " '1300': \"'Til There Was You (1997)\",\n",
       " '1528': 'Nowhere (1997)',\n",
       " '846': 'To Gillian on Her 37th Birthday (1996)',\n",
       " '606': 'All About Eve (1950)',\n",
       " '965': 'Funny Face (1957)',\n",
       " '1170': 'Spanking the Monkey (1994)',\n",
       " '723': 'Boys on the Side (1995)',\n",
       " '1166': 'Love & Human Remains (1993)',\n",
       " '1167': 'Sum of Us, The (1994)',\n",
       " '499': 'Cat on a Hot Tin Roof (1958)',\n",
       " '279': 'Once Upon a Time... When We Were Colored (1995)',\n",
       " '921': 'Farewell My Concubine (1993)',\n",
       " '1251': 'A Chef in Love (1996)',\n",
       " '1534': 'Twin Town (1997)',\n",
       " '936': 'Brassed Off (1996)',\n",
       " '1095': 'High School High (1996)',\n",
       " '1052': 'Dracula: Dead and Loving It (1995)',\n",
       " '841': 'Glimmer Man, The (1996)',\n",
       " '302': 'L.A. Confidential (1997)',\n",
       " '1296': 'Indian Summer (1996)',\n",
       " '267': '',\n",
       " '34': 'Doom Generation, The (1995)',\n",
       " '333': 'Game, The (1997)',\n",
       " '1383': 'Second Jungle Book: Mowgli & Baloo, The (1997)',\n",
       " '879': 'Peacemaker, The (1997)',\n",
       " '268': 'Chasing Amy (1997)',\n",
       " '266': 'Kull the Conqueror (1997)',\n",
       " '881': 'Money Talks (1997)',\n",
       " '332': 'Kiss the Girls (1997)',\n",
       " '1025': 'Fire Down Below (1997)',\n",
       " ...}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "icf.get_titles()"
   ]
  }
 ],
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