hybrid_recommender.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# İş Problemi\n",
    "- ID'si verilen kullanıcı için item-based ve user-based recommender\n",
    "yöntemlerini kullanarak 10 film önerisi yapılacaktır."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Veri Seti Hikayesi\n",
    "- Veri seti, bir film tavsiye hizmeti olan MovieLens tarafından sağlanmıştır. İçerisinde filmler ile birlikte bu filmlere yapılan\n",
    "derecelendirme puanlarını barındırmaktadır. 27.278 filmde 2.000.0263 derecelendirme içermektedir. Bu veri seti ise 17 Ekim 2016\n",
    "tarihinde oluşturulmuştur. 138.493 kullanıcı ve 09 Ocak 1995 ile 31 Mart 2015 tarihleri arasında verileri içermektedir. Kullanıcılar\n",
    "rastgele seçilmiştir. Seçilen tüm kullanıcıların en az 20 filme oy verdiği bilgisi mevcuttur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = pd.read_csv(\"datasets/movie.csv\",low_memory = False)\n",
    "rating = pd.read_csv(\"datasets/rating.csv\",low_memory = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = movie.merge(rating, how=\"left\", on=\"movieId\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>userId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1999-12-11 13:36:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1997-03-13 17:50:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1996-06-05 13:37:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1999-11-25 02:44:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2009-01-02 01:13:41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId             title                                       genres  \\\n",
       "0        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "1        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "2        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "3        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "4        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "\n",
       "   userId  rating            timestamp  \n",
       "0     3.0     4.0  1999-12-11 13:36:47  \n",
       "1     6.0     5.0  1997-03-13 17:50:52  \n",
       "2     8.0     4.0  1996-06-05 13:37:51  \n",
       "3    10.0     4.0  1999-11-25 02:44:47  \n",
       "4    11.0     4.5  2009-01-02 01:13:41  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User Based Recommendation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_count = pd.DataFrame(df[\"title\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "rare_movies = rating_count[rating_count[\"title\"] <= 1000].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Bear, The (Ours, L') (1988)', 'Rosewood (1997)', 'Ted (2012)',\n",
       "       'One Night at McCool's (2001)', 'Marked for Death (1990)',\n",
       "       'Three to Tango (1999)', 'Adam's Rib (1949)',\n",
       "       'I Now Pronounce You Chuck and Larry (2007)',\n",
       "       'Italian for Beginners (Italiensk for begyndere) (2000)',\n",
       "       'Husbands and Wives (1992)',\n",
       "       ...\n",
       "       'Satan's Sword (Daibosatsu tôge) (1960)',\n",
       "       'Blind Massage (Tui na) (2014)', 'Prêt à tout (2014)',\n",
       "       'Ditchdigger's Daughters, The (1997)', 'A.K. (1985)',\n",
       "       'Rapture (Arrebato) (1980)',\n",
       "       'Education of Mohammad Hussein, The (2013)', 'Satanas (2007)',\n",
       "       'Psychosis (2010)', 'Innocence (2014)'],\n",
       "      dtype='object', length=24103)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rare_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_movies = df[~df[\"title\"].isin(rare_movies)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yaklaşık 3 Milyon değerlendirme veri setinden atıldı."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(17766015, 6)\n",
      "(20000797, 6)\n"
     ]
    }
   ],
   "source": [
    "print(common_movies.shape)\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_movie_df = common_movies.pivot_table(index = \"userId\", columns = \"title\", values = \"rating\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>title</th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>*batteries not included (1987)</th>\n",
       "      <th>...And Justice for All (1979)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>102 Dalmatians (2000)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>13 Going on 30 (2004)</th>\n",
       "      <th>13th Warrior, The (1999)</th>\n",
       "      <th>1408 (2007)</th>\n",
       "      <th>15 Minutes (2001)</th>\n",
       "      <th>16 Blocks (2006)</th>\n",
       "      <th>17 Again (2009)</th>\n",
       "      <th>1984 (Nineteen Eighty-Four) (1984)</th>\n",
       "      <th>2 Days in the Valley (1996)</th>\n",
       "      <th>2 Fast 2 Furious (Fast and the Furious 2, The) (2003)</th>\n",
       "      <th>20,000 Leagues Under the Sea (1954)</th>\n",
       "      <th>200 Cigarettes (1999)</th>\n",
       "      <th>2001: A Space Odyssey (1968)</th>\n",
       "      <th>2010: The Year We Make Contact (1984)</th>\n",
       "      <th>2012 (2009)</th>\n",
       "      <th>2046 (2004)</th>\n",
       "      <th>21 (2008)</th>\n",
       "      <th>21 Grams (2003)</th>\n",
       "      <th>21 Jump Street (2012)</th>\n",
       "      <th>24 Hour Party People (2002)</th>\n",
       "      <th>25th Hour (2002)</th>\n",
       "      <th>27 Dresses (2008)</th>\n",
       "      <th>28 Days (2000)</th>\n",
       "      <th>28 Days Later (2002)</th>\n",
       "      <th>28 Weeks Later (2007)</th>\n",
       "      <th>3 Ninjas (1992)</th>\n",
       "      <th>3-Iron (Bin-jip) (2004)</th>\n",
       "      <th>30 Days of Night (2007)</th>\n",
       "      <th>300 (2007)</th>\n",
       "      <th>3000 Miles to Graceland (2001)</th>\n",
       "      <th>39 Steps, The (1935)</th>\n",
       "      <th>3:10 to Yuma (2007)</th>\n",
       "      <th>40 Days and 40 Nights (2002)</th>\n",
       "      <th>40-Year-Old Virgin, The (2005)</th>\n",
       "      <th>400 Blows, The (Les quatre cents coups) (1959)</th>\n",
       "      <th>42 Up (1998)</th>\n",
       "      <th>48 Hrs. (1982)</th>\n",
       "      <th>50 First Dates (2004)</th>\n",
       "      <th>50/50 (2011)</th>\n",
       "      <th>54 (1998)</th>\n",
       "      <th>6th Day, The (2000)</th>\n",
       "      <th>7th Voyage of Sinbad, The (1958)</th>\n",
       "      <th>8 1/2 (8½) (1963)</th>\n",
       "      <th>8 Heads in a Duffel Bag (1997)</th>\n",
       "      <th>8 Mile (2002)</th>\n",
       "      <th>8MM (1999)</th>\n",
       "      <th>9 (2009)</th>\n",
       "      <th>9 1/2 Weeks (Nine 1/2 Weeks) (1986)</th>\n",
       "      <th>A-Team, The (2010)</th>\n",
       "      <th>A.I. Artificial Intelligence (2001)</th>\n",
       "      <th>AVP: Alien vs. Predator (2004)</th>\n",
       "      <th>AVPR: Aliens vs. Predator - Requiem (2007)</th>\n",
       "      <th>About Last Night... (1986)</th>\n",
       "      <th>About Schmidt (2002)</th>\n",
       "      <th>About a Boy (2002)</th>\n",
       "      <th>Absent-Minded Professor, The (1961)</th>\n",
       "      <th>Absolute Power (1997)</th>\n",
       "      <th>Abyss, The (1989)</th>\n",
       "      <th>Accepted (2006)</th>\n",
       "      <th>Accidental Tourist, The (1988)</th>\n",
       "      <th>Accused, The (1988)</th>\n",
       "      <th>Ace Ventura: Pet Detective (1994)</th>\n",
       "      <th>Ace Ventura: When Nature Calls (1995)</th>\n",
       "      <th>Across the Universe (2007)</th>\n",
       "      <th>Adaptation (2002)</th>\n",
       "      <th>Addams Family Values (1993)</th>\n",
       "      <th>Addams Family, The (1991)</th>\n",
       "      <th>Addicted to Love (1997)</th>\n",
       "      <th>Adjustment Bureau, The (2011)</th>\n",
       "      <th>Adventureland (2009)</th>\n",
       "      <th>Adventures in Babysitting (1987)</th>\n",
       "      <th>Adventures of Baron Munchausen, The (1988)</th>\n",
       "      <th>Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)</th>\n",
       "      <th>Adventures of Milo and Otis, The (Koneko monogatari) (1986)</th>\n",
       "      <th>Adventures of Pinocchio, The (1996)</th>\n",
       "      <th>Adventures of Priscilla, Queen of the Desert, The (1994)</th>\n",
       "      <th>Adventures of Robin Hood, The (1938)</th>\n",
       "      <th>Adventures of Rocky and Bullwinkle, The (2000)</th>\n",
       "      <th>Adventures of Tintin, The (2011)</th>\n",
       "      <th>Aeon Flux (2005)</th>\n",
       "      <th>Affair to Remember, An (1957)</th>\n",
       "      <th>Affliction (1997)</th>\n",
       "      <th>African Queen, The (1951)</th>\n",
       "      <th>After Hours (1985)</th>\n",
       "      <th>Age of Innocence, The (1993)</th>\n",
       "      <th>Agnes of God (1985)</th>\n",
       "      <th>Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)</th>\n",
       "      <th>Air America (1990)</th>\n",
       "      <th>Air Bud (1997)</th>\n",
       "      <th>Air Force One (1997)</th>\n",
       "      <th>Airheads (1994)</th>\n",
       "      <th>Airplane II: The Sequel (1982)</th>\n",
       "      <th>Airplane! (1980)</th>\n",
       "      <th>Airport (1970)</th>\n",
       "      <th>Akira (1988)</th>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <th>Aladdin and the King of Thieves (1996)</th>\n",
       "      <th>Alexander (2004)</th>\n",
       "      <th>Alfie (2004)</th>\n",
       "      <th>Ali (2001)</th>\n",
       "      <th>Alice in Wonderland (1951)</th>\n",
       "      <th>Alice in Wonderland (2010)</th>\n",
       "      <th>Alien (1979)</th>\n",
       "      <th>Alien Nation (1988)</th>\n",
       "      <th>Alien: Resurrection (1997)</th>\n",
       "      <th>Aliens (1986)</th>\n",
       "      <th>Alien³ (a.k.a. Alien 3) (1992)</th>\n",
       "      <th>Alive (1993)</th>\n",
       "      <th>All About Eve (1950)</th>\n",
       "      <th>All About My Mother (Todo sobre mi madre) (1999)</th>\n",
       "      <th>All Dogs Go to Heaven (1989)</th>\n",
       "      <th>All Dogs Go to Heaven 2 (1996)</th>\n",
       "      <th>All Quiet on the Western Front (1930)</th>\n",
       "      <th>All That Jazz (1979)</th>\n",
       "      <th>All the President's Men (1976)</th>\n",
       "      <th>All the Pretty Horses (2000)</th>\n",
       "      <th>Almost Famous (2000)</th>\n",
       "      <th>Along Came Polly (2004)</th>\n",
       "      <th>Along Came a Spider (2001)</th>\n",
       "      <th>Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)</th>\n",
       "      <th>Altered States (1980)</th>\n",
       "      <th>Always (1989)</th>\n",
       "      <th>Amadeus (1984)</th>\n",
       "      <th>Amateur (1994)</th>\n",
       "      <th>Amazing Spider-Man, The (2012)</th>\n",
       "      <th>Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)</th>\n",
       "      <th>America's Sweethearts (2001)</th>\n",
       "      <th>American Beauty (1999)</th>\n",
       "      <th>American Gangster (2007)</th>\n",
       "      <th>American Gigolo (1980)</th>\n",
       "      <th>American Graffiti (1973)</th>\n",
       "      <th>American History X (1998)</th>\n",
       "      <th>American Hustle (2013)</th>\n",
       "      <th>American Movie (1999)</th>\n",
       "      <th>American Pie (1999)</th>\n",
       "      <th>American Pie 2 (2001)</th>\n",
       "      <th>American President, The (1995)</th>\n",
       "      <th>American Psycho (2000)</th>\n",
       "      <th>American Splendor (2003)</th>\n",
       "      <th>American Tail, An (1986)</th>\n",
       "      <th>American Tail: Fievel Goes West, An (1991)</th>\n",
       "      <th>American Wedding (American Pie 3) (2003)</th>\n",
       "      <th>American Werewolf in London, An (1981)</th>\n",
       "      <th>American Werewolf in Paris, An (1997)</th>\n",
       "      <th>American in Paris, An (1951)</th>\n",
       "      <th>Amistad (1997)</th>\n",
       "      <th>Amityville Horror, The (1979)</th>\n",
       "      <th>Amores Perros (Love's a Bitch) (2000)</th>\n",
       "      <th>Anaconda (1997)</th>\n",
       "      <th>Analyze That (2002)</th>\n",
       "      <th>Analyze This (1999)</th>\n",
       "      <th>Anastasia (1997)</th>\n",
       "      <th>Anatomy of a Murder (1959)</th>\n",
       "      <th>Anchorman: The Legend of Ron Burgundy (2004)</th>\n",
       "      <th>And Your Mother Too (Y tu mamá también) (2001)</th>\n",
       "      <th>And the Band Played On (1993)</th>\n",
       "      <th>Andromeda Strain, The (1971)</th>\n",
       "      <th>Angel Heart (1987)</th>\n",
       "      <th>Angela's Ashes (1999)</th>\n",
       "      <th>Angels &amp; Demons (2009)</th>\n",
       "      <th>Angels and Insects (1995)</th>\n",
       "      <th>Angels in the Outfield (1994)</th>\n",
       "      <th>Anger Management (2003)</th>\n",
       "      <th>Angus (1995)</th>\n",
       "      <th>Animal House (1978)</th>\n",
       "      <th>Animal, The (2001)</th>\n",
       "      <th>Animatrix, The (2003)</th>\n",
       "      <th>Anna and the King (1999)</th>\n",
       "      <th>Annie (1982)</th>\n",
       "      <th>Annie Hall (1977)</th>\n",
       "      <th>Anniversary Party, The (2001)</th>\n",
       "      <th>Another 48 Hrs. (1990)</th>\n",
       "      <th>Another Stakeout (1993)</th>\n",
       "      <th>Antitrust (2001)</th>\n",
       "      <th>Antonia's Line (Antonia) (1995)</th>\n",
       "      <th>Antwone Fisher (2002)</th>\n",
       "      <th>Antz (1998)</th>\n",
       "      <th>Any Given Sunday (1999)</th>\n",
       "      <th>Anywhere But Here (1999)</th>\n",
       "      <th>Apartment, The (1960)</th>\n",
       "      <th>Apocalypse Now (1979)</th>\n",
       "      <th>Apocalypto (2006)</th>\n",
       "      <th>Apollo 13 (1995)</th>\n",
       "      <th>Apostle, The (1997)</th>\n",
       "      <th>Apple Dumpling Gang, The (1975)</th>\n",
       "      <th>Apt Pupil (1998)</th>\n",
       "      <th>Arachnophobia (1990)</th>\n",
       "      <th>Argo (2012)</th>\n",
       "      <th>Aristocats, The (1970)</th>\n",
       "      <th>Aristocrats, The (2005)</th>\n",
       "      <th>Arlington Road (1999)</th>\n",
       "      <th>Armageddon (1998)</th>\n",
       "      <th>Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)</th>\n",
       "      <th>Army of Darkness (1993)</th>\n",
       "      <th>Around the World in 80 Days (1956)</th>\n",
       "      <th>Arrival, The (1996)</th>\n",
       "      <th>Arsenic and Old Lace (1944)</th>\n",
       "      <th>Art of War, The (2000)</th>\n",
       "      <th>Arthur (1981)</th>\n",
       "      <th>Artist, The (2011)</th>\n",
       "      <th>As Good as It Gets (1997)</th>\n",
       "      <th>Asphalt Jungle, The (1950)</th>\n",
       "      <th>Assassination of Jesse James by the Coward Robert Ford, The (2007)</th>\n",
       "      <th>Assassins (1995)</th>\n",
       "      <th>Assault on Precinct 13 (2005)</th>\n",
       "      <th>Associate, The (1996)</th>\n",
       "      <th>Astronaut's Wife, The (1999)</th>\n",
       "      <th>Atlantic City (1980)</th>\n",
       "      <th>Atlantis: The Lost Empire (2001)</th>\n",
       "      <th>Atonement (2007)</th>\n",
       "      <th>Attack of the Killer Tomatoes! (1978)</th>\n",
       "      <th>Audition (Ôdishon) (1999)</th>\n",
       "      <th>Auntie Mame (1958)</th>\n",
       "      <th>Austin Powers in Goldmember (2002)</th>\n",
       "      <th>Austin Powers: International Man of Mystery (1997)</th>\n",
       "      <th>Austin Powers: The Spy Who Shagged Me (1999)</th>\n",
       "      <th>Autumn in New York (2000)</th>\n",
       "      <th>Avatar (2009)</th>\n",
       "      <th>Avengers, The (1998)</th>\n",
       "      <th>Avengers, The (2012)</th>\n",
       "      <th>Aviator, The (2004)</th>\n",
       "      <th>Awakenings (1990)</th>\n",
       "      <th>BASEketball (1998)</th>\n",
       "      <th>Babe (1995)</th>\n",
       "      <th>Babe: Pig in the City (1998)</th>\n",
       "      <th>Babel (2006)</th>\n",
       "      <th>Babes in Toyland (1961)</th>\n",
       "      <th>Babette's Feast (Babettes gæstebud) (1987)</th>\n",
       "      <th>Baby Geniuses (1999)</th>\n",
       "      <th>Babylon 5: In the Beginning (1998)</th>\n",
       "      <th>Babysitter, The (1995)</th>\n",
       "      <th>Bachelor Party (1984)</th>\n",
       "      <th>Bachelor, The (1999)</th>\n",
       "      <th>Back to School (1986)</th>\n",
       "      <th>Back to the Future (1985)</th>\n",
       "      <th>Back to the Future Part II (1989)</th>\n",
       "      <th>Back to the Future Part III (1990)</th>\n",
       "      <th>Backbeat (1993)</th>\n",
       "      <th>Backdraft (1991)</th>\n",
       "      <th>...</th>\n",
       "      <th>Toy Story 3 (2010)</th>\n",
       "      <th>Toys (1992)</th>\n",
       "      <th>Trading Places (1983)</th>\n",
       "      <th>Traffic (2000)</th>\n",
       "      <th>Training Day (2001)</th>\n",
       "      <th>Trainspotting (1996)</th>\n",
       "      <th>Transamerica (2005)</th>\n",
       "      <th>Transformers (2007)</th>\n",
       "      <th>Transformers: Revenge of the Fallen (2009)</th>\n",
       "      <th>Transformers: The Movie (1986)</th>\n",
       "      <th>Transporter 2 (2005)</th>\n",
       "      <th>Transporter, The (2002)</th>\n",
       "      <th>Treasure Planet (2002)</th>\n",
       "      <th>Treasure of the Sierra Madre, The (1948)</th>\n",
       "      <th>Trees Lounge (1996)</th>\n",
       "      <th>Trekkies (1997)</th>\n",
       "      <th>Tremors (1990)</th>\n",
       "      <th>Trip to Bountiful, The (1985)</th>\n",
       "      <th>Triplets of Belleville, The (Les triplettes de Belleville) (2003)</th>\n",
       "      <th>Tron (1982)</th>\n",
       "      <th>Tron: Legacy (2010)</th>\n",
       "      <th>Tropic Thunder (2008)</th>\n",
       "      <th>Trouble with Harry, The (1955)</th>\n",
       "      <th>Troy (2004)</th>\n",
       "      <th>True Crime (1999)</th>\n",
       "      <th>True Grit (1969)</th>\n",
       "      <th>True Grit (2010)</th>\n",
       "      <th>True Lies (1994)</th>\n",
       "      <th>True Romance (1993)</th>\n",
       "      <th>Truman Show, The (1998)</th>\n",
       "      <th>Truth About Cats &amp; Dogs, The (1996)</th>\n",
       "      <th>Turner &amp; Hooch (1989)</th>\n",
       "      <th>Tuxedo, The (2002)</th>\n",
       "      <th>Twelfth Night (1996)</th>\n",
       "      <th>Twelve Monkeys (a.k.a. 12 Monkeys) (1995)</th>\n",
       "      <th>Twilight (2008)</th>\n",
       "      <th>Twilight Saga: New Moon, The (2009)</th>\n",
       "      <th>Twin Peaks: Fire Walk with Me (1992)</th>\n",
       "      <th>Twins (1988)</th>\n",
       "      <th>Twister (1996)</th>\n",
       "      <th>Two Weeks Notice (2002)</th>\n",
       "      <th>Two if by Sea (1996)</th>\n",
       "      <th>U Turn (1997)</th>\n",
       "      <th>U-571 (2000)</th>\n",
       "      <th>U.S. Marshals (1998)</th>\n",
       "      <th>U2: Rattle and Hum (1988)</th>\n",
       "      <th>UHF (1989)</th>\n",
       "      <th>Ulee's Gold (1997)</th>\n",
       "      <th>Ultraviolet (2006)</th>\n",
       "      <th>Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)</th>\n",
       "      <th>Unbearable Lightness of Being, The (1988)</th>\n",
       "      <th>Unbreakable (2000)</th>\n",
       "      <th>Uncle Buck (1989)</th>\n",
       "      <th>Under Siege (1992)</th>\n",
       "      <th>Under Siege 2: Dark Territory (1995)</th>\n",
       "      <th>Under the Tuscan Sun (2003)</th>\n",
       "      <th>Undercover Brother (2002)</th>\n",
       "      <th>Underground (1995)</th>\n",
       "      <th>Underworld (2003)</th>\n",
       "      <th>Underworld: Evolution (2006)</th>\n",
       "      <th>Unfaithful (2002)</th>\n",
       "      <th>Unforgettable (1996)</th>\n",
       "      <th>Unforgiven (1992)</th>\n",
       "      <th>Unforgiven, The (1960)</th>\n",
       "      <th>United 93 (2006)</th>\n",
       "      <th>Universal Soldier (1992)</th>\n",
       "      <th>Universal Soldier: The Return (1999)</th>\n",
       "      <th>Unleashed (Danny the Dog) (2005)</th>\n",
       "      <th>Unstrung Heroes (1995)</th>\n",
       "      <th>Until the End of the World (Bis ans Ende der Welt) (1991)</th>\n",
       "      <th>Untouchables, The (1987)</th>\n",
       "      <th>Unzipped (1995)</th>\n",
       "      <th>Up (2009)</th>\n",
       "      <th>Up Close and Personal (1996)</th>\n",
       "      <th>Up in the Air (2009)</th>\n",
       "      <th>Urban Legend (1998)</th>\n",
       "      <th>Urban Legends: Final Cut (2000)</th>\n",
       "      <th>Usual Suspects, The (1995)</th>\n",
       "      <th>V for Vendetta (2006)</th>\n",
       "      <th>Valkyrie (2008)</th>\n",
       "      <th>Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)</th>\n",
       "      <th>Vampire in Brooklyn (1995)</th>\n",
       "      <th>Vampires (1998)</th>\n",
       "      <th>Van Helsing (2004)</th>\n",
       "      <th>Vanilla Sky (2001)</th>\n",
       "      <th>Vanishing, The (Spoorloos) (1988)</th>\n",
       "      <th>Vantage Point (2008)</th>\n",
       "      <th>Vanya on 42nd Street (1994)</th>\n",
       "      <th>Varsity Blues (1999)</th>\n",
       "      <th>Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)</th>\n",
       "      <th>Velvet Goldmine (1998)</th>\n",
       "      <th>Verdict, The (1982)</th>\n",
       "      <th>Vertical Limit (2000)</th>\n",
       "      <th>Vertigo (1958)</th>\n",
       "      <th>Very Bad Things (1998)</th>\n",
       "      <th>Very Brady Sequel, A (1996)</th>\n",
       "      <th>Very Long Engagement, A (Un long dimanche de fiançailles) (2004)</th>\n",
       "      <th>Vicky Cristina Barcelona (2008)</th>\n",
       "      <th>Victor/Victoria (1982)</th>\n",
       "      <th>Videodrome (1983)</th>\n",
       "      <th>View to a Kill, A (1985)</th>\n",
       "      <th>Village of the Damned (1960)</th>\n",
       "      <th>Village of the Damned (1995)</th>\n",
       "      <th>Village, The (2004)</th>\n",
       "      <th>Virgin Suicides, The (1999)</th>\n",
       "      <th>Virtuosity (1995)</th>\n",
       "      <th>Virus (1999)</th>\n",
       "      <th>Volcano (1997)</th>\n",
       "      <th>Volver (2006)</th>\n",
       "      <th>WALL·E (2008)</th>\n",
       "      <th>Wag the Dog (1997)</th>\n",
       "      <th>Wait Until Dark (1967)</th>\n",
       "      <th>Waiting for Guffman (1996)</th>\n",
       "      <th>Waiting to Exhale (1995)</th>\n",
       "      <th>Waking Life (2001)</th>\n",
       "      <th>Waking Ned Devine (a.k.a. Waking Ned) (1998)</th>\n",
       "      <th>Walk in the Clouds, A (1995)</th>\n",
       "      <th>Walk the Line (2005)</th>\n",
       "      <th>Walk to Remember, A (2002)</th>\n",
       "      <th>Walkabout (1971)</th>\n",
       "      <th>Wall Street (1987)</th>\n",
       "      <th>Wallace &amp; Gromit in The Curse of the Were-Rabbit (2005)</th>\n",
       "      <th>Wallace &amp; Gromit: A Close Shave (1995)</th>\n",
       "      <th>Wallace &amp; Gromit: The Best of Aardman Animation (1996)</th>\n",
       "      <th>Wallace &amp; Gromit: The Wrong Trousers (1993)</th>\n",
       "      <th>Waltz with Bashir (Vals im Bashir) (2008)</th>\n",
       "      <th>Wanted (2008)</th>\n",
       "      <th>War Room, The (1993)</th>\n",
       "      <th>War of the Roses, The (1989)</th>\n",
       "      <th>War of the Worlds (2005)</th>\n",
       "      <th>War of the Worlds, The (1953)</th>\n",
       "      <th>War, The (1994)</th>\n",
       "      <th>WarGames (1983)</th>\n",
       "      <th>Warriors, The (1979)</th>\n",
       "      <th>Watchmen (2009)</th>\n",
       "      <th>Waterboy, The (1998)</th>\n",
       "      <th>Watership Down (1978)</th>\n",
       "      <th>Waterworld (1995)</th>\n",
       "      <th>Way We Were, The (1973)</th>\n",
       "      <th>Way of the Gun, The (2000)</th>\n",
       "      <th>Wayne's World (1992)</th>\n",
       "      <th>Wayne's World 2 (1993)</th>\n",
       "      <th>We Were Soldiers (2002)</th>\n",
       "      <th>Weather Man, The (2005)</th>\n",
       "      <th>Wedding Crashers (2005)</th>\n",
       "      <th>Wedding Planner, The (2001)</th>\n",
       "      <th>Wedding Singer, The (1998)</th>\n",
       "      <th>Weekend at Bernie's (1989)</th>\n",
       "      <th>Weird Science (1985)</th>\n",
       "      <th>Welcome to the Dollhouse (1995)</th>\n",
       "      <th>Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)</th>\n",
       "      <th>West Side Story (1961)</th>\n",
       "      <th>Westworld (1973)</th>\n",
       "      <th>Whale Rider (2002)</th>\n",
       "      <th>What About Bob? (1991)</th>\n",
       "      <th>What Dreams May Come (1998)</th>\n",
       "      <th>What Ever Happened to Baby Jane? (1962)</th>\n",
       "      <th>What Lies Beneath (2000)</th>\n",
       "      <th>What Women Want (2000)</th>\n",
       "      <th>What's Eating Gilbert Grape (1993)</th>\n",
       "      <th>What's Love Got to Do with It? (1993)</th>\n",
       "      <th>When Harry Met Sally... (1989)</th>\n",
       "      <th>When We Were Kings (1996)</th>\n",
       "      <th>When a Man Loves a Woman (1994)</th>\n",
       "      <th>Where Eagles Dare (1968)</th>\n",
       "      <th>Where the Heart Is (2000)</th>\n",
       "      <th>Where the Wild Things Are (2009)</th>\n",
       "      <th>While You Were Sleeping (1995)</th>\n",
       "      <th>White Chicks (2004)</th>\n",
       "      <th>White Christmas (1954)</th>\n",
       "      <th>White Men Can't Jump (1992)</th>\n",
       "      <th>White Oleander (2002)</th>\n",
       "      <th>White Squall (1996)</th>\n",
       "      <th>Who Framed Roger Rabbit? (1988)</th>\n",
       "      <th>Who's Afraid of Virginia Woolf? (1966)</th>\n",
       "      <th>Who's Harry Crumb? (1989)</th>\n",
       "      <th>Whole Nine Yards, The (2000)</th>\n",
       "      <th>Wicker Man, The (1973)</th>\n",
       "      <th>Widows' Peak (1994)</th>\n",
       "      <th>Wild Bunch, The (1969)</th>\n",
       "      <th>Wild Strawberries (Smultronstället) (1957)</th>\n",
       "      <th>Wild Things (1998)</th>\n",
       "      <th>Wild Wild West (1999)</th>\n",
       "      <th>Wild at Heart (1990)</th>\n",
       "      <th>William Shakespeare's A Midsummer Night's Dream (1999)</th>\n",
       "      <th>William Shakespeare's Romeo + Juliet (1996)</th>\n",
       "      <th>Willow (1988)</th>\n",
       "      <th>Willy Wonka &amp; the Chocolate Factory (1971)</th>\n",
       "      <th>Wimbledon (2004)</th>\n",
       "      <th>Windtalkers (2002)</th>\n",
       "      <th>Wing Commander (1999)</th>\n",
       "      <th>Winged Migration (Peuple migrateur, Le) (2001)</th>\n",
       "      <th>Wings of Desire (Himmel über Berlin, Der) (1987)</th>\n",
       "      <th>Wings of the Dove, The (1997)</th>\n",
       "      <th>Winnie the Pooh and the Blustery Day (1968)</th>\n",
       "      <th>Winslow Boy, The (1999)</th>\n",
       "      <th>Winter's Bone (2010)</th>\n",
       "      <th>Wishmaster (1997)</th>\n",
       "      <th>Witches of Eastwick, The (1987)</th>\n",
       "      <th>With Honors (1994)</th>\n",
       "      <th>Withnail &amp; I (1987)</th>\n",
       "      <th>Witness (1985)</th>\n",
       "      <th>Witness for the Prosecution (1957)</th>\n",
       "      <th>Wizard of Oz, The (1939)</th>\n",
       "      <th>Wolf (1994)</th>\n",
       "      <th>Wolf of Wall Street, The (2013)</th>\n",
       "      <th>Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)</th>\n",
       "      <th>Wonder Boys (2000)</th>\n",
       "      <th>Woodstock (1970)</th>\n",
       "      <th>Working Girl (1988)</th>\n",
       "      <th>World According to Garp, The (1982)</th>\n",
       "      <th>World Is Not Enough, The (1999)</th>\n",
       "      <th>World's Fastest Indian, The (2005)</th>\n",
       "      <th>Wreck-It Ralph (2012)</th>\n",
       "      <th>Wrestler, The (2008)</th>\n",
       "      <th>Wristcutters: A Love Story (2006)</th>\n",
       "      <th>Wyatt Earp (1994)</th>\n",
       "      <th>X-Files: Fight the Future, The (1998)</th>\n",
       "      <th>X-Men (2000)</th>\n",
       "      <th>X-Men Origins: Wolverine (2009)</th>\n",
       "      <th>X-Men: Days of Future Past (2014)</th>\n",
       "      <th>X-Men: First Class (2011)</th>\n",
       "      <th>X-Men: The Last Stand (2006)</th>\n",
       "      <th>X2: X-Men United (2003)</th>\n",
       "      <th>Year of Living Dangerously, The (1982)</th>\n",
       "      <th>Yellow Submarine (1968)</th>\n",
       "      <th>Yes Man (2008)</th>\n",
       "      <th>Yojimbo (1961)</th>\n",
       "      <th>You Can Count on Me (2000)</th>\n",
       "      <th>You Don't Mess with the Zohan (2008)</th>\n",
       "      <th>You Only Live Twice (1967)</th>\n",
       "      <th>You've Got Mail (1998)</th>\n",
       "      <th>You, Me and Dupree (2006)</th>\n",
       "      <th>Young Frankenstein (1974)</th>\n",
       "      <th>Young Guns (1988)</th>\n",
       "      <th>Young Guns II (1990)</th>\n",
       "      <th>Young Poisoner's Handbook, The (1995)</th>\n",
       "      <th>Young Sherlock Holmes (1985)</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zelig (1983)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zulu (1964)</th>\n",
       "      <th>[REC] (2007)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userId</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3159 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title   'burbs, The (1989)  (500) Days of Summer (2009)  \\\n",
       "userId                                                    \n",
       "1.0                    NaN                          NaN   \n",
       "2.0                    NaN                          NaN   \n",
       "3.0                    NaN                          NaN   \n",
       "4.0                    NaN                          NaN   \n",
       "5.0                    NaN                          NaN   \n",
       "\n",
       "title   *batteries not included (1987)  ...And Justice for All (1979)  \\\n",
       "userId                                                                  \n",
       "1.0                                NaN                            NaN   \n",
       "2.0                                NaN                            NaN   \n",
       "3.0                                NaN                            NaN   \n",
       "4.0                                NaN                            NaN   \n",
       "5.0                                NaN                            NaN   \n",
       "\n",
       "title   10 Things I Hate About You (1999)  10,000 BC (2008)  \\\n",
       "userId                                                        \n",
       "1.0                                   NaN               NaN   \n",
       "2.0                                   NaN               NaN   \n",
       "3.0                                   NaN               NaN   \n",
       "4.0                                   NaN               NaN   \n",
       "5.0                                   NaN               NaN   \n",
       "\n",
       "title   101 Dalmatians (1996)  \\\n",
       "userId                          \n",
       "1.0                       NaN   \n",
       "2.0                       NaN   \n",
       "3.0                       NaN   \n",
       "4.0                       NaN   \n",
       "5.0                       NaN   \n",
       "\n",
       "title   101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   NaN        \n",
       "\n",
       "title   102 Dalmatians (2000)  12 Angry Men (1957)  12 Years a Slave (2013)  \\\n",
       "userId                                                                        \n",
       "1.0                       NaN                  NaN                      NaN   \n",
       "2.0                       NaN                  NaN                      NaN   \n",
       "3.0                       NaN                  NaN                      NaN   \n",
       "4.0                       NaN                  NaN                      NaN   \n",
       "5.0                       NaN                  NaN                      NaN   \n",
       "\n",
       "title   127 Hours (2010)  13 Going on 30 (2004)  13th Warrior, The (1999)  \\\n",
       "userId                                                                      \n",
       "1.0                  NaN                    NaN                       NaN   \n",
       "2.0                  NaN                    NaN                       NaN   \n",
       "3.0                  NaN                    NaN                       NaN   \n",
       "4.0                  NaN                    NaN                       NaN   \n",
       "5.0                  NaN                    NaN                       NaN   \n",
       "\n",
       "title   1408 (2007)  15 Minutes (2001)  16 Blocks (2006)  17 Again (2009)  \\\n",
       "userId                                                                      \n",
       "1.0             NaN                NaN               NaN              NaN   \n",
       "2.0             NaN                NaN               NaN              NaN   \n",
       "3.0             NaN                NaN               NaN              NaN   \n",
       "4.0             NaN                NaN               NaN              NaN   \n",
       "5.0             NaN                NaN               NaN              NaN   \n",
       "\n",
       "title   1984 (Nineteen Eighty-Four) (1984)  2 Days in the Valley (1996)  \\\n",
       "userId                                                                    \n",
       "1.0                                    NaN                          NaN   \n",
       "2.0                                    NaN                          NaN   \n",
       "3.0                                    5.0                          NaN   \n",
       "4.0                                    NaN                          NaN   \n",
       "5.0                                    NaN                          NaN   \n",
       "\n",
       "title   2 Fast 2 Furious (Fast and the Furious 2, The) (2003)  \\\n",
       "userId                                                          \n",
       "1.0                                                   NaN       \n",
       "2.0                                                   NaN       \n",
       "3.0                                                   NaN       \n",
       "4.0                                                   NaN       \n",
       "5.0                                                   NaN       \n",
       "\n",
       "title   20,000 Leagues Under the Sea (1954)  200 Cigarettes (1999)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     NaN                    NaN   \n",
       "\n",
       "title   2001: A Space Odyssey (1968)  2010: The Year We Make Contact (1984)  \\\n",
       "userId                                                                        \n",
       "1.0                              3.5                                    NaN   \n",
       "2.0                              5.0                                    NaN   \n",
       "3.0                              5.0                                    4.0   \n",
       "4.0                              NaN                                    NaN   \n",
       "5.0                              NaN                                    NaN   \n",
       "\n",
       "title   2012 (2009)  2046 (2004)  21 (2008)  21 Grams (2003)  \\\n",
       "userId                                                         \n",
       "1.0             NaN          NaN        NaN              NaN   \n",
       "2.0             NaN          NaN        NaN              NaN   \n",
       "3.0             NaN          NaN        NaN              NaN   \n",
       "4.0             NaN          NaN        NaN              NaN   \n",
       "5.0             NaN          NaN        NaN              NaN   \n",
       "\n",
       "title   21 Jump Street (2012)  24 Hour Party People (2002)  25th Hour (2002)  \\\n",
       "userId                                                                         \n",
       "1.0                       NaN                          NaN               NaN   \n",
       "2.0                       NaN                          NaN               NaN   \n",
       "3.0                       NaN                          NaN               NaN   \n",
       "4.0                       NaN                          NaN               NaN   \n",
       "5.0                       NaN                          NaN               NaN   \n",
       "\n",
       "title   27 Dresses (2008)  28 Days (2000)  28 Days Later (2002)  \\\n",
       "userId                                                            \n",
       "1.0                   NaN             NaN                   3.5   \n",
       "2.0                   NaN             3.0                   NaN   \n",
       "3.0                   NaN             NaN                   NaN   \n",
       "4.0                   NaN             NaN                   NaN   \n",
       "5.0                   NaN             NaN                   NaN   \n",
       "\n",
       "title   28 Weeks Later (2007)  3 Ninjas (1992)  3-Iron (Bin-jip) (2004)  \\\n",
       "userId                                                                    \n",
       "1.0                       NaN              NaN                      NaN   \n",
       "2.0                       NaN              NaN                      NaN   \n",
       "3.0                       NaN              NaN                      NaN   \n",
       "4.0                       NaN              NaN                      NaN   \n",
       "5.0                       NaN              NaN                      NaN   \n",
       "\n",
       "title   30 Days of Night (2007)  300 (2007)  3000 Miles to Graceland (2001)  \\\n",
       "userId                                                                        \n",
       "1.0                         NaN         NaN                             NaN   \n",
       "2.0                         NaN         NaN                             NaN   \n",
       "3.0                         NaN         NaN                             NaN   \n",
       "4.0                         NaN         NaN                             NaN   \n",
       "5.0                         NaN         NaN                             NaN   \n",
       "\n",
       "title   39 Steps, The (1935)  3:10 to Yuma (2007)  \\\n",
       "userId                                              \n",
       "1.0                      NaN                  NaN   \n",
       "2.0                      NaN                  NaN   \n",
       "3.0                      NaN                  NaN   \n",
       "4.0                      NaN                  NaN   \n",
       "5.0                      NaN                  NaN   \n",
       "\n",
       "title   40 Days and 40 Nights (2002)  40-Year-Old Virgin, The (2005)  \\\n",
       "userId                                                                 \n",
       "1.0                              NaN                             NaN   \n",
       "2.0                              NaN                             NaN   \n",
       "3.0                              NaN                             NaN   \n",
       "4.0                              NaN                             NaN   \n",
       "5.0                              NaN                             NaN   \n",
       "\n",
       "title   400 Blows, The (Les quatre cents coups) (1959)  42 Up (1998)  \\\n",
       "userId                                                                 \n",
       "1.0                                                NaN           NaN   \n",
       "2.0                                                NaN           NaN   \n",
       "3.0                                                NaN           NaN   \n",
       "4.0                                                NaN           NaN   \n",
       "5.0                                                NaN           NaN   \n",
       "\n",
       "title   48 Hrs. (1982)  50 First Dates (2004)  50/50 (2011)  54 (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                NaN                    NaN           NaN        NaN   \n",
       "2.0                NaN                    NaN           NaN        NaN   \n",
       "3.0                NaN                    NaN           NaN        NaN   \n",
       "4.0                NaN                    NaN           NaN        NaN   \n",
       "5.0                NaN                    NaN           NaN        NaN   \n",
       "\n",
       "title   6th Day, The (2000)  7th Voyage of Sinbad, The (1958)  \\\n",
       "userId                                                          \n",
       "1.0                     NaN                               4.0   \n",
       "2.0                     NaN                               NaN   \n",
       "3.0                     NaN                               NaN   \n",
       "4.0                     NaN                               NaN   \n",
       "5.0                     NaN                               NaN   \n",
       "\n",
       "title   8 1/2 (8½) (1963)  8 Heads in a Duffel Bag (1997)  8 Mile (2002)  \\\n",
       "userId                                                                     \n",
       "1.0                   NaN                             NaN            NaN   \n",
       "2.0                   NaN                             NaN            NaN   \n",
       "3.0                   NaN                             NaN            NaN   \n",
       "4.0                   NaN                             NaN            NaN   \n",
       "5.0                   NaN                             NaN            NaN   \n",
       "\n",
       "title   8MM (1999)  9 (2009)  9 1/2 Weeks (Nine 1/2 Weeks) (1986)  \\\n",
       "userId                                                              \n",
       "1.0            NaN       NaN                                  NaN   \n",
       "2.0            NaN       NaN                                  NaN   \n",
       "3.0            4.0       NaN                                  NaN   \n",
       "4.0            NaN       NaN                                  NaN   \n",
       "5.0            NaN       NaN                                  NaN   \n",
       "\n",
       "title   A-Team, The (2010)  A.I. Artificial Intelligence (2001)  \\\n",
       "userId                                                            \n",
       "1.0                    NaN                                  NaN   \n",
       "2.0                    NaN                                  NaN   \n",
       "3.0                    NaN                                  NaN   \n",
       "4.0                    NaN                                  NaN   \n",
       "5.0                    NaN                                  NaN   \n",
       "\n",
       "title   AVP: Alien vs. Predator (2004)  \\\n",
       "userId                                   \n",
       "1.0                                NaN   \n",
       "2.0                                NaN   \n",
       "3.0                                NaN   \n",
       "4.0                                NaN   \n",
       "5.0                                NaN   \n",
       "\n",
       "title   AVPR: Aliens vs. Predator - Requiem (2007)  \\\n",
       "userId                                               \n",
       "1.0                                            NaN   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   About Last Night... (1986)  About Schmidt (2002)  About a Boy (2002)  \\\n",
       "userId                                                                         \n",
       "1.0                            NaN                   NaN                 NaN   \n",
       "2.0                            NaN                   NaN                 NaN   \n",
       "3.0                            NaN                   NaN                 NaN   \n",
       "4.0                            NaN                   NaN                 NaN   \n",
       "5.0                            NaN                   NaN                 NaN   \n",
       "\n",
       "title   Absent-Minded Professor, The (1961)  Absolute Power (1997)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     NaN                    NaN   \n",
       "\n",
       "title   Abyss, The (1989)  Accepted (2006)  Accidental Tourist, The (1988)  \\\n",
       "userId                                                                       \n",
       "1.0                   NaN              NaN                             NaN   \n",
       "2.0                   NaN              NaN                             NaN   \n",
       "3.0                   3.0              NaN                             NaN   \n",
       "4.0                   NaN              NaN                             NaN   \n",
       "5.0                   NaN              NaN                             NaN   \n",
       "\n",
       "title   Accused, The (1988)  Ace Ventura: Pet Detective (1994)  \\\n",
       "userId                                                           \n",
       "1.0                     NaN                                NaN   \n",
       "2.0                     NaN                                NaN   \n",
       "3.0                     NaN                                NaN   \n",
       "4.0                     NaN                                NaN   \n",
       "5.0                     NaN                                NaN   \n",
       "\n",
       "title   Ace Ventura: When Nature Calls (1995)  Across the Universe (2007)  \\\n",
       "userId                                                                      \n",
       "1.0                                       NaN                         NaN   \n",
       "2.0                                       NaN                         NaN   \n",
       "3.0                                       NaN                         NaN   \n",
       "4.0                                       3.0                         NaN   \n",
       "5.0                                       NaN                         NaN   \n",
       "\n",
       "title   Adaptation (2002)  Addams Family Values (1993)  \\\n",
       "userId                                                   \n",
       "1.0                   NaN                          NaN   \n",
       "2.0                   NaN                          NaN   \n",
       "3.0                   NaN                          NaN   \n",
       "4.0                   NaN                          NaN   \n",
       "5.0                   NaN                          NaN   \n",
       "\n",
       "title   Addams Family, The (1991)  Addicted to Love (1997)  \\\n",
       "userId                                                       \n",
       "1.0                           NaN                      NaN   \n",
       "2.0                           NaN                      NaN   \n",
       "3.0                           NaN                      NaN   \n",
       "4.0                           NaN                      NaN   \n",
       "5.0                           NaN                      NaN   \n",
       "\n",
       "title   Adjustment Bureau, The (2011)  Adventureland (2009)  \\\n",
       "userId                                                        \n",
       "1.0                               NaN                   NaN   \n",
       "2.0                               NaN                   NaN   \n",
       "3.0                               NaN                   NaN   \n",
       "4.0                               NaN                   NaN   \n",
       "5.0                               NaN                   NaN   \n",
       "\n",
       "title   Adventures in Babysitting (1987)  \\\n",
       "userId                                     \n",
       "1.0                                  NaN   \n",
       "2.0                                  NaN   \n",
       "3.0                                  NaN   \n",
       "4.0                                  NaN   \n",
       "5.0                                  NaN   \n",
       "\n",
       "title   Adventures of Baron Munchausen, The (1988)  \\\n",
       "userId                                               \n",
       "1.0                                            4.0   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)  \\\n",
       "userId                                                                       \n",
       "1.0                                                   NaN                    \n",
       "2.0                                                   NaN                    \n",
       "3.0                                                   4.0                    \n",
       "4.0                                                   NaN                    \n",
       "5.0                                                   NaN                    \n",
       "\n",
       "title   Adventures of Milo and Otis, The (Koneko monogatari) (1986)  \\\n",
       "userId                                                                \n",
       "1.0                                                   NaN             \n",
       "2.0                                                   NaN             \n",
       "3.0                                                   NaN             \n",
       "4.0                                                   NaN             \n",
       "5.0                                                   NaN             \n",
       "\n",
       "title   Adventures of Pinocchio, The (1996)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "\n",
       "title   Adventures of Priscilla, Queen of the Desert, The (1994)  \\\n",
       "userId                                                             \n",
       "1.0                                                   NaN          \n",
       "2.0                                                   NaN          \n",
       "3.0                                                   NaN          \n",
       "4.0                                                   NaN          \n",
       "5.0                                                   NaN          \n",
       "\n",
       "title   Adventures of Robin Hood, The (1938)  \\\n",
       "userId                                         \n",
       "1.0                                      NaN   \n",
       "2.0                                      NaN   \n",
       "3.0                                      NaN   \n",
       "4.0                                      NaN   \n",
       "5.0                                      NaN   \n",
       "\n",
       "title   Adventures of Rocky and Bullwinkle, The (2000)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   Adventures of Tintin, The (2011)  Aeon Flux (2005)  \\\n",
       "userId                                                       \n",
       "1.0                                  NaN               NaN   \n",
       "2.0                                  NaN               NaN   \n",
       "3.0                                  NaN               NaN   \n",
       "4.0                                  NaN               NaN   \n",
       "5.0                                  NaN               NaN   \n",
       "\n",
       "title   Affair to Remember, An (1957)  Affliction (1997)  \\\n",
       "userId                                                     \n",
       "1.0                               NaN                NaN   \n",
       "2.0                               NaN                NaN   \n",
       "3.0                               NaN                NaN   \n",
       "4.0                               NaN                NaN   \n",
       "5.0                               NaN                NaN   \n",
       "\n",
       "title   African Queen, The (1951)  After Hours (1985)  \\\n",
       "userId                                                  \n",
       "1.0                           NaN                 NaN   \n",
       "2.0                           NaN                 NaN   \n",
       "3.0                           NaN                 NaN   \n",
       "4.0                           NaN                 NaN   \n",
       "5.0                           NaN                 NaN   \n",
       "\n",
       "title   Age of Innocence, The (1993)  Agnes of God (1985)  \\\n",
       "userId                                                      \n",
       "1.0                              NaN                  NaN   \n",
       "2.0                              NaN                  NaN   \n",
       "3.0                              NaN                  NaN   \n",
       "4.0                              NaN                  NaN   \n",
       "5.0                              NaN                  NaN   \n",
       "\n",
       "title   Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)  \\\n",
       "userId                                                                \n",
       "1.0                                                   NaN             \n",
       "2.0                                                   NaN             \n",
       "3.0                                                   NaN             \n",
       "4.0                                                   NaN             \n",
       "5.0                                                   NaN             \n",
       "\n",
       "title   Air America (1990)  Air Bud (1997)  Air Force One (1997)  \\\n",
       "userId                                                             \n",
       "1.0                    NaN             NaN                   NaN   \n",
       "2.0                    NaN             NaN                   NaN   \n",
       "3.0                    NaN             NaN                   NaN   \n",
       "4.0                    NaN             NaN                   NaN   \n",
       "5.0                    NaN             NaN                   NaN   \n",
       "\n",
       "title   Airheads (1994)  Airplane II: The Sequel (1982)  Airplane! (1980)  \\\n",
       "userId                                                                      \n",
       "1.0                 NaN                             NaN               NaN   \n",
       "2.0                 NaN                             NaN               2.0   \n",
       "3.0                 NaN                             NaN               5.0   \n",
       "4.0                 NaN                             NaN               NaN   \n",
       "5.0                 NaN                             NaN               NaN   \n",
       "\n",
       "title   Airport (1970)  Akira (1988)  Aladdin (1992)  \\\n",
       "userId                                                 \n",
       "1.0                NaN           NaN             NaN   \n",
       "2.0                NaN           NaN             NaN   \n",
       "3.0                NaN           NaN             NaN   \n",
       "4.0                NaN           NaN             NaN   \n",
       "5.0                NaN           NaN             5.0   \n",
       "\n",
       "title   Aladdin and the King of Thieves (1996)  Alexander (2004)  \\\n",
       "userId                                                             \n",
       "1.0                                        NaN               NaN   \n",
       "2.0                                        NaN               NaN   \n",
       "3.0                                        NaN               NaN   \n",
       "4.0                                        NaN               NaN   \n",
       "5.0                                        NaN               NaN   \n",
       "\n",
       "title   Alfie (2004)  Ali (2001)  Alice in Wonderland (1951)  \\\n",
       "userId                                                         \n",
       "1.0              NaN         NaN                         NaN   \n",
       "2.0              NaN         NaN                         NaN   \n",
       "3.0              NaN         NaN                         NaN   \n",
       "4.0              NaN         NaN                         NaN   \n",
       "5.0              NaN         NaN                         NaN   \n",
       "\n",
       "title   Alice in Wonderland (2010)  Alien (1979)  Alien Nation (1988)  \\\n",
       "userId                                                                  \n",
       "1.0                            NaN           4.0                  NaN   \n",
       "2.0                            NaN           5.0                  NaN   \n",
       "3.0                            NaN           5.0                  NaN   \n",
       "4.0                            NaN           NaN                  NaN   \n",
       "5.0                            NaN           NaN                  NaN   \n",
       "\n",
       "title   Alien: Resurrection (1997)  Aliens (1986)  \\\n",
       "userId                                              \n",
       "1.0                            NaN            4.0   \n",
       "2.0                            NaN            NaN   \n",
       "3.0                            NaN            4.0   \n",
       "4.0                            NaN            NaN   \n",
       "5.0                            NaN            NaN   \n",
       "\n",
       "title   Alien³ (a.k.a. Alien 3) (1992)  Alive (1993)  All About Eve (1950)  \\\n",
       "userId                                                                       \n",
       "1.0                                NaN           NaN                   NaN   \n",
       "2.0                                NaN           NaN                   NaN   \n",
       "3.0                                NaN           NaN                   NaN   \n",
       "4.0                                NaN           NaN                   NaN   \n",
       "5.0                                NaN           NaN                   NaN   \n",
       "\n",
       "title   All About My Mother (Todo sobre mi madre) (1999)  \\\n",
       "userId                                                     \n",
       "1.0                                                  NaN   \n",
       "2.0                                                  NaN   \n",
       "3.0                                                  NaN   \n",
       "4.0                                                  NaN   \n",
       "5.0                                                  NaN   \n",
       "\n",
       "title   All Dogs Go to Heaven (1989)  All Dogs Go to Heaven 2 (1996)  \\\n",
       "userId                                                                 \n",
       "1.0                              NaN                             NaN   \n",
       "2.0                              NaN                             NaN   \n",
       "3.0                              NaN                             NaN   \n",
       "4.0                              NaN                             NaN   \n",
       "5.0                              NaN                             3.0   \n",
       "\n",
       "title   All Quiet on the Western Front (1930)  All That Jazz (1979)  \\\n",
       "userId                                                                \n",
       "1.0                                       NaN                   NaN   \n",
       "2.0                                       NaN                   NaN   \n",
       "3.0                                       NaN                   NaN   \n",
       "4.0                                       NaN                   NaN   \n",
       "5.0                                       NaN                   NaN   \n",
       "\n",
       "title   All the President's Men (1976)  All the Pretty Horses (2000)  \\\n",
       "userId                                                                 \n",
       "1.0                                NaN                           NaN   \n",
       "2.0                                NaN                           NaN   \n",
       "3.0                                NaN                           NaN   \n",
       "4.0                                NaN                           NaN   \n",
       "5.0                                NaN                           NaN   \n",
       "\n",
       "title   Almost Famous (2000)  Along Came Polly (2004)  \\\n",
       "userId                                                  \n",
       "1.0                      NaN                      NaN   \n",
       "2.0                      NaN                      NaN   \n",
       "3.0                      NaN                      NaN   \n",
       "4.0                      NaN                      NaN   \n",
       "5.0                      NaN                      NaN   \n",
       "\n",
       "title   Along Came a Spider (2001)  \\\n",
       "userId                               \n",
       "1.0                            NaN   \n",
       "2.0                            NaN   \n",
       "3.0                            NaN   \n",
       "4.0                            NaN   \n",
       "5.0                            NaN   \n",
       "\n",
       "title   Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)  \\\n",
       "userId                                                                          \n",
       "1.0                                                   NaN                       \n",
       "2.0                                                   NaN                       \n",
       "3.0                                                   NaN                       \n",
       "4.0                                                   NaN                       \n",
       "5.0                                                   NaN                       \n",
       "\n",
       "title   Altered States (1980)  Always (1989)  Amadeus (1984)  Amateur (1994)  \\\n",
       "userId                                                                         \n",
       "1.0                       NaN            NaN             NaN             NaN   \n",
       "2.0                       NaN            NaN             NaN             NaN   \n",
       "3.0                       NaN            NaN             3.0             NaN   \n",
       "4.0                       NaN            NaN             NaN             NaN   \n",
       "5.0                       NaN            NaN             NaN             NaN   \n",
       "\n",
       "title   Amazing Spider-Man, The (2012)  \\\n",
       "userId                                   \n",
       "1.0                                NaN   \n",
       "2.0                                NaN   \n",
       "3.0                                NaN   \n",
       "4.0                                NaN   \n",
       "5.0                                NaN   \n",
       "\n",
       "title   Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)  \\\n",
       "userId                                                         \n",
       "1.0                                                   NaN      \n",
       "2.0                                                   NaN      \n",
       "3.0                                                   NaN      \n",
       "4.0                                                   NaN      \n",
       "5.0                                                   NaN      \n",
       "\n",
       "title   America's Sweethearts (2001)  American Beauty (1999)  \\\n",
       "userId                                                         \n",
       "1.0                              NaN                     NaN   \n",
       "2.0                              NaN                     3.0   \n",
       "3.0                              NaN                     NaN   \n",
       "4.0                              NaN                     NaN   \n",
       "5.0                              NaN                     NaN   \n",
       "\n",
       "title   American Gangster (2007)  American Gigolo (1980)  \\\n",
       "userId                                                     \n",
       "1.0                          NaN                     NaN   \n",
       "2.0                          NaN                     NaN   \n",
       "3.0                          NaN                     NaN   \n",
       "4.0                          NaN                     NaN   \n",
       "5.0                          NaN                     NaN   \n",
       "\n",
       "title   American Graffiti (1973)  American History X (1998)  \\\n",
       "userId                                                        \n",
       "1.0                          NaN                        NaN   \n",
       "2.0                          NaN                        NaN   \n",
       "3.0                          NaN                        4.0   \n",
       "4.0                          NaN                        NaN   \n",
       "5.0                          NaN                        NaN   \n",
       "\n",
       "title   American Hustle (2013)  American Movie (1999)  American Pie (1999)  \\\n",
       "userId                                                                       \n",
       "1.0                        NaN                    NaN                  NaN   \n",
       "2.0                        NaN                    NaN                  NaN   \n",
       "3.0                        NaN                    NaN                  NaN   \n",
       "4.0                        NaN                    NaN                  NaN   \n",
       "5.0                        NaN                    NaN                  NaN   \n",
       "\n",
       "title   American Pie 2 (2001)  American President, The (1995)  \\\n",
       "userId                                                          \n",
       "1.0                       NaN                             NaN   \n",
       "2.0                       NaN                             NaN   \n",
       "3.0                       NaN                             NaN   \n",
       "4.0                       NaN                             NaN   \n",
       "5.0                       NaN                             5.0   \n",
       "\n",
       "title   American Psycho (2000)  American Splendor (2003)  \\\n",
       "userId                                                     \n",
       "1.0                        NaN                       NaN   \n",
       "2.0                        NaN                       NaN   \n",
       "3.0                        NaN                       NaN   \n",
       "4.0                        NaN                       NaN   \n",
       "5.0                        NaN                       NaN   \n",
       "\n",
       "title   American Tail, An (1986)  American Tail: Fievel Goes West, An (1991)  \\\n",
       "userId                                                                         \n",
       "1.0                          NaN                                         NaN   \n",
       "2.0                          NaN                                         NaN   \n",
       "3.0                          NaN                                         NaN   \n",
       "4.0                          NaN                                         NaN   \n",
       "5.0                          NaN                                         NaN   \n",
       "\n",
       "title   American Wedding (American Pie 3) (2003)  \\\n",
       "userId                                             \n",
       "1.0                                          NaN   \n",
       "2.0                                          NaN   \n",
       "3.0                                          NaN   \n",
       "4.0                                          NaN   \n",
       "5.0                                          NaN   \n",
       "\n",
       "title   American Werewolf in London, An (1981)  \\\n",
       "userId                                           \n",
       "1.0                                        4.0   \n",
       "2.0                                        NaN   \n",
       "3.0                                        5.0   \n",
       "4.0                                        NaN   \n",
       "5.0                                        NaN   \n",
       "\n",
       "title   American Werewolf in Paris, An (1997)  American in Paris, An (1951)  \\\n",
       "userId                                                                        \n",
       "1.0                                       NaN                           NaN   \n",
       "2.0                                       NaN                           NaN   \n",
       "3.0                                       NaN                           NaN   \n",
       "4.0                                       NaN                           NaN   \n",
       "5.0                                       NaN                           NaN   \n",
       "\n",
       "title   Amistad (1997)  Amityville Horror, The (1979)  \\\n",
       "userId                                                  \n",
       "1.0                NaN                            NaN   \n",
       "2.0                NaN                            5.0   \n",
       "3.0                NaN                            NaN   \n",
       "4.0                NaN                            NaN   \n",
       "5.0                NaN                            NaN   \n",
       "\n",
       "title   Amores Perros (Love's a Bitch) (2000)  Anaconda (1997)  \\\n",
       "userId                                                           \n",
       "1.0                                       NaN              NaN   \n",
       "2.0                                       NaN              NaN   \n",
       "3.0                                       NaN              NaN   \n",
       "4.0                                       NaN              NaN   \n",
       "5.0                                       NaN              NaN   \n",
       "\n",
       "title   Analyze That (2002)  Analyze This (1999)  Anastasia (1997)  \\\n",
       "userId                                                               \n",
       "1.0                     NaN                  NaN               NaN   \n",
       "2.0                     NaN                  NaN               NaN   \n",
       "3.0                     NaN                  NaN               NaN   \n",
       "4.0                     NaN                  NaN               NaN   \n",
       "5.0                     NaN                  NaN               NaN   \n",
       "\n",
       "title   Anatomy of a Murder (1959)  \\\n",
       "userId                               \n",
       "1.0                            NaN   \n",
       "2.0                            NaN   \n",
       "3.0                            NaN   \n",
       "4.0                            NaN   \n",
       "5.0                            NaN   \n",
       "\n",
       "title   Anchorman: The Legend of Ron Burgundy (2004)  \\\n",
       "userId                                                 \n",
       "1.0                                              NaN   \n",
       "2.0                                              NaN   \n",
       "3.0                                              NaN   \n",
       "4.0                                              NaN   \n",
       "5.0                                              NaN   \n",
       "\n",
       "title   And Your Mother Too (Y tu mamá también) (2001)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   And the Band Played On (1993)  Andromeda Strain, The (1971)  \\\n",
       "userId                                                                \n",
       "1.0                               NaN                           NaN   \n",
       "2.0                               NaN                           NaN   \n",
       "3.0                               NaN                           NaN   \n",
       "4.0                               NaN                           NaN   \n",
       "5.0                               NaN                           NaN   \n",
       "\n",
       "title   Angel Heart (1987)  Angela's Ashes (1999)  Angels & Demons (2009)  \\\n",
       "userId                                                                      \n",
       "1.0                    NaN                    NaN                     NaN   \n",
       "2.0                    NaN                    NaN                     NaN   \n",
       "3.0                    NaN                    NaN                     NaN   \n",
       "4.0                    NaN                    NaN                     NaN   \n",
       "5.0                    NaN                    NaN                     NaN   \n",
       "\n",
       "title   Angels and Insects (1995)  Angels in the Outfield (1994)  \\\n",
       "userId                                                             \n",
       "1.0                           NaN                            NaN   \n",
       "2.0                           NaN                            NaN   \n",
       "3.0                           NaN                            NaN   \n",
       "4.0                           NaN                            NaN   \n",
       "5.0                           NaN                            NaN   \n",
       "\n",
       "title   Anger Management (2003)  Angus (1995)  Animal House (1978)  \\\n",
       "userId                                                               \n",
       "1.0                         NaN           NaN                  NaN   \n",
       "2.0                         NaN           NaN                  NaN   \n",
       "3.0                         NaN           NaN                  NaN   \n",
       "4.0                         NaN           NaN                  NaN   \n",
       "5.0                         NaN           NaN                  NaN   \n",
       "\n",
       "title   Animal, The (2001)  Animatrix, The (2003)  Anna and the King (1999)  \\\n",
       "userId                                                                        \n",
       "1.0                    NaN                    NaN                       NaN   \n",
       "2.0                    NaN                    NaN                       NaN   \n",
       "3.0                    NaN                    NaN                       NaN   \n",
       "4.0                    NaN                    NaN                       NaN   \n",
       "5.0                    NaN                    NaN                       NaN   \n",
       "\n",
       "title   Annie (1982)  Annie Hall (1977)  Anniversary Party, The (2001)  \\\n",
       "userId                                                                   \n",
       "1.0              NaN                NaN                            NaN   \n",
       "2.0              NaN                NaN                            NaN   \n",
       "3.0              NaN                5.0                            NaN   \n",
       "4.0              NaN                NaN                            NaN   \n",
       "5.0              NaN                NaN                            NaN   \n",
       "\n",
       "title   Another 48 Hrs. (1990)  Another Stakeout (1993)  Antitrust (2001)  \\\n",
       "userId                                                                      \n",
       "1.0                        NaN                      NaN               NaN   \n",
       "2.0                        NaN                      NaN               NaN   \n",
       "3.0                        NaN                      NaN               NaN   \n",
       "4.0                        NaN                      NaN               NaN   \n",
       "5.0                        NaN                      NaN               NaN   \n",
       "\n",
       "title   Antonia's Line (Antonia) (1995)  Antwone Fisher (2002)  Antz (1998)  \\\n",
       "userId                                                                        \n",
       "1.0                                 NaN                    NaN          NaN   \n",
       "2.0                                 NaN                    NaN          NaN   \n",
       "3.0                                 NaN                    NaN          NaN   \n",
       "4.0                                 NaN                    NaN          NaN   \n",
       "5.0                                 NaN                    NaN          NaN   \n",
       "\n",
       "title   Any Given Sunday (1999)  Anywhere But Here (1999)  \\\n",
       "userId                                                      \n",
       "1.0                         NaN                       NaN   \n",
       "2.0                         4.0                       NaN   \n",
       "3.0                         NaN                       NaN   \n",
       "4.0                         NaN                       NaN   \n",
       "5.0                         NaN                       NaN   \n",
       "\n",
       "title   Apartment, The (1960)  Apocalypse Now (1979)  Apocalypto (2006)  \\\n",
       "userId                                                                    \n",
       "1.0                       NaN                    3.5                NaN   \n",
       "2.0                       NaN                    NaN                NaN   \n",
       "3.0                       NaN                    5.0                NaN   \n",
       "4.0                       NaN                    NaN                NaN   \n",
       "5.0                       NaN                    NaN                NaN   \n",
       "\n",
       "title   Apollo 13 (1995)  Apostle, The (1997)  \\\n",
       "userId                                          \n",
       "1.0                  NaN                  NaN   \n",
       "2.0                  NaN                  NaN   \n",
       "3.0                  NaN                  NaN   \n",
       "4.0                  NaN                  NaN   \n",
       "5.0                  5.0                  NaN   \n",
       "\n",
       "title   Apple Dumpling Gang, The (1975)  Apt Pupil (1998)  \\\n",
       "userId                                                      \n",
       "1.0                                 NaN               NaN   \n",
       "2.0                                 NaN               NaN   \n",
       "3.0                                 NaN               NaN   \n",
       "4.0                                 NaN               NaN   \n",
       "5.0                                 NaN               NaN   \n",
       "\n",
       "title   Arachnophobia (1990)  Argo (2012)  Aristocats, The (1970)  \\\n",
       "userId                                                              \n",
       "1.0                      NaN          NaN                     NaN   \n",
       "2.0                      NaN          NaN                     NaN   \n",
       "3.0                      3.0          NaN                     NaN   \n",
       "4.0                      NaN          NaN                     NaN   \n",
       "5.0                      NaN          NaN                     NaN   \n",
       "\n",
       "title   Aristocrats, The (2005)  Arlington Road (1999)  Armageddon (1998)  \\\n",
       "userId                                                                      \n",
       "1.0                         NaN                    NaN                NaN   \n",
       "2.0                         NaN                    NaN                NaN   \n",
       "3.0                         NaN                    NaN                4.0   \n",
       "4.0                         NaN                    NaN                NaN   \n",
       "5.0                         NaN                    NaN                NaN   \n",
       "\n",
       "title   Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)  \\\n",
       "userId                                                                                    \n",
       "1.0                                                   NaN                                 \n",
       "2.0                                                   NaN                                 \n",
       "3.0                                                   NaN                                 \n",
       "4.0                                                   NaN                                 \n",
       "5.0                                                   NaN                                 \n",
       "\n",
       "title   Army of Darkness (1993)  Around the World in 80 Days (1956)  \\\n",
       "userId                                                                \n",
       "1.0                         4.0                                 NaN   \n",
       "2.0                         NaN                                 NaN   \n",
       "3.0                         4.0                                 NaN   \n",
       "4.0                         NaN                                 NaN   \n",
       "5.0                         NaN                                 NaN   \n",
       "\n",
       "title   Arrival, The (1996)  Arsenic and Old Lace (1944)  \\\n",
       "userId                                                     \n",
       "1.0                     NaN                          NaN   \n",
       "2.0                     NaN                          NaN   \n",
       "3.0                     NaN                          NaN   \n",
       "4.0                     NaN                          NaN   \n",
       "5.0                     NaN                          NaN   \n",
       "\n",
       "title   Art of War, The (2000)  Arthur (1981)  Artist, The (2011)  \\\n",
       "userId                                                              \n",
       "1.0                        NaN            NaN                 NaN   \n",
       "2.0                        NaN            NaN                 NaN   \n",
       "3.0                        NaN            NaN                 NaN   \n",
       "4.0                        NaN            NaN                 NaN   \n",
       "5.0                        NaN            NaN                 NaN   \n",
       "\n",
       "title   As Good as It Gets (1997)  Asphalt Jungle, The (1950)  \\\n",
       "userId                                                          \n",
       "1.0                           NaN                         NaN   \n",
       "2.0                           NaN                         NaN   \n",
       "3.0                           NaN                         NaN   \n",
       "4.0                           NaN                         NaN   \n",
       "5.0                           NaN                         NaN   \n",
       "\n",
       "title   Assassination of Jesse James by the Coward Robert Ford, The (2007)  \\\n",
       "userId                                                                       \n",
       "1.0                                                   NaN                    \n",
       "2.0                                                   NaN                    \n",
       "3.0                                                   NaN                    \n",
       "4.0                                                   NaN                    \n",
       "5.0                                                   NaN                    \n",
       "\n",
       "title   Assassins (1995)  Assault on Precinct 13 (2005)  \\\n",
       "userId                                                    \n",
       "1.0                  NaN                            NaN   \n",
       "2.0                  NaN                            NaN   \n",
       "3.0                  NaN                            NaN   \n",
       "4.0                  NaN                            NaN   \n",
       "5.0                  NaN                            NaN   \n",
       "\n",
       "title   Associate, The (1996)  Astronaut's Wife, The (1999)  \\\n",
       "userId                                                        \n",
       "1.0                       NaN                           NaN   \n",
       "2.0                       NaN                           NaN   \n",
       "3.0                       NaN                           NaN   \n",
       "4.0                       NaN                           NaN   \n",
       "5.0                       NaN                           NaN   \n",
       "\n",
       "title   Atlantic City (1980)  Atlantis: The Lost Empire (2001)  \\\n",
       "userId                                                           \n",
       "1.0                      NaN                               NaN   \n",
       "2.0                      NaN                               NaN   \n",
       "3.0                      NaN                               NaN   \n",
       "4.0                      NaN                               NaN   \n",
       "5.0                      NaN                               NaN   \n",
       "\n",
       "title   Atonement (2007)  Attack of the Killer Tomatoes! (1978)  \\\n",
       "userId                                                            \n",
       "1.0                  NaN                                    NaN   \n",
       "2.0                  NaN                                    NaN   \n",
       "3.0                  NaN                                    NaN   \n",
       "4.0                  NaN                                    NaN   \n",
       "5.0                  NaN                                    NaN   \n",
       "\n",
       "title   Audition (Ôdishon) (1999)  Auntie Mame (1958)  \\\n",
       "userId                                                  \n",
       "1.0                           NaN                 NaN   \n",
       "2.0                           NaN                 NaN   \n",
       "3.0                           NaN                 NaN   \n",
       "4.0                           NaN                 NaN   \n",
       "5.0                           NaN                 NaN   \n",
       "\n",
       "title   Austin Powers in Goldmember (2002)  \\\n",
       "userId                                       \n",
       "1.0                                    NaN   \n",
       "2.0                                    NaN   \n",
       "3.0                                    NaN   \n",
       "4.0                                    NaN   \n",
       "5.0                                    NaN   \n",
       "\n",
       "title   Austin Powers: International Man of Mystery (1997)  \\\n",
       "userId                                                       \n",
       "1.0                                                   NaN    \n",
       "2.0                                                   NaN    \n",
       "3.0                                                   NaN    \n",
       "4.0                                                   NaN    \n",
       "5.0                                                   NaN    \n",
       "\n",
       "title   Austin Powers: The Spy Who Shagged Me (1999)  \\\n",
       "userId                                                 \n",
       "1.0                                              3.5   \n",
       "2.0                                              NaN   \n",
       "3.0                                              NaN   \n",
       "4.0                                              NaN   \n",
       "5.0                                              NaN   \n",
       "\n",
       "title   Autumn in New York (2000)  Avatar (2009)  Avengers, The (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                           NaN            NaN                   NaN   \n",
       "2.0                           NaN            NaN                   NaN   \n",
       "3.0                           NaN            NaN                   NaN   \n",
       "4.0                           NaN            NaN                   NaN   \n",
       "5.0                           NaN            NaN                   NaN   \n",
       "\n",
       "title   Avengers, The (2012)  Aviator, The (2004)  Awakenings (1990)  \\\n",
       "userId                                                                 \n",
       "1.0                      NaN                  NaN                NaN   \n",
       "2.0                      NaN                  NaN                NaN   \n",
       "3.0                      NaN                  NaN                NaN   \n",
       "4.0                      NaN                  NaN                NaN   \n",
       "5.0                      NaN                  NaN                NaN   \n",
       "\n",
       "title   BASEketball (1998)  Babe (1995)  Babe: Pig in the City (1998)  \\\n",
       "userId                                                                  \n",
       "1.0                    NaN          NaN                           NaN   \n",
       "2.0                    NaN          NaN                           NaN   \n",
       "3.0                    NaN          NaN                           NaN   \n",
       "4.0                    NaN          NaN                           NaN   \n",
       "5.0                    NaN          NaN                           NaN   \n",
       "\n",
       "title   Babel (2006)  Babes in Toyland (1961)  \\\n",
       "userId                                          \n",
       "1.0              NaN                      NaN   \n",
       "2.0              NaN                      NaN   \n",
       "3.0              NaN                      NaN   \n",
       "4.0              NaN                      NaN   \n",
       "5.0              NaN                      NaN   \n",
       "\n",
       "title   Babette's Feast (Babettes gæstebud) (1987)  Baby Geniuses (1999)  \\\n",
       "userId                                                                     \n",
       "1.0                                            NaN                   NaN   \n",
       "2.0                                            NaN                   NaN   \n",
       "3.0                                            NaN                   NaN   \n",
       "4.0                                            NaN                   NaN   \n",
       "5.0                                            NaN                   NaN   \n",
       "\n",
       "title   Babylon 5: In the Beginning (1998)  Babysitter, The (1995)  \\\n",
       "userId                                                               \n",
       "1.0                                    NaN                     NaN   \n",
       "2.0                                    NaN                     NaN   \n",
       "3.0                                    NaN                     NaN   \n",
       "4.0                                    NaN                     NaN   \n",
       "5.0                                    NaN                     NaN   \n",
       "\n",
       "title   Bachelor Party (1984)  Bachelor, The (1999)  Back to School (1986)  \\\n",
       "userId                                                                       \n",
       "1.0                       NaN                   NaN                    NaN   \n",
       "2.0                       NaN                   NaN                    NaN   \n",
       "3.0                       NaN                   NaN                    NaN   \n",
       "4.0                       NaN                   NaN                    NaN   \n",
       "5.0                       NaN                   NaN                    NaN   \n",
       "\n",
       "title   Back to the Future (1985)  Back to the Future Part II (1989)  \\\n",
       "userId                                                                 \n",
       "1.0                           NaN                                NaN   \n",
       "2.0                           5.0                                NaN   \n",
       "3.0                           5.0                                3.0   \n",
       "4.0                           NaN                                NaN   \n",
       "5.0                           NaN                                NaN   \n",
       "\n",
       "title   Back to the Future Part III (1990)  Backbeat (1993)  Backdraft (1991)  \\\n",
       "userId                                                                          \n",
       "1.0                                    NaN              NaN               NaN   \n",
       "2.0                                    NaN              NaN               NaN   \n",
       "3.0                                    3.0              NaN               NaN   \n",
       "4.0                                    NaN              NaN               NaN   \n",
       "5.0                                    NaN              NaN               NaN   \n",
       "\n",
       "title   ...  Toy Story 3 (2010)  Toys (1992)  Trading Places (1983)  \\\n",
       "userId  ...                                                           \n",
       "1.0     ...                 NaN          3.5                    NaN   \n",
       "2.0     ...                 NaN          NaN                    NaN   \n",
       "3.0     ...                 NaN          NaN                    5.0   \n",
       "4.0     ...                 NaN          NaN                    NaN   \n",
       "5.0     ...                 NaN          NaN                    NaN   \n",
       "\n",
       "title   Traffic (2000)  Training Day (2001)  Trainspotting (1996)  \\\n",
       "userId                                                              \n",
       "1.0                NaN                  NaN                   NaN   \n",
       "2.0                NaN                  NaN                   NaN   \n",
       "3.0                NaN                  NaN                   NaN   \n",
       "4.0                NaN                  NaN                   NaN   \n",
       "5.0                NaN                  NaN                   NaN   \n",
       "\n",
       "title   Transamerica (2005)  Transformers (2007)  \\\n",
       "userId                                             \n",
       "1.0                     NaN                  NaN   \n",
       "2.0                     NaN                  NaN   \n",
       "3.0                     NaN                  NaN   \n",
       "4.0                     NaN                  NaN   \n",
       "5.0                     NaN                  NaN   \n",
       "\n",
       "title   Transformers: Revenge of the Fallen (2009)  \\\n",
       "userId                                               \n",
       "1.0                                            NaN   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   Transformers: The Movie (1986)  Transporter 2 (2005)  \\\n",
       "userId                                                         \n",
       "1.0                                NaN                   NaN   \n",
       "2.0                                NaN                   NaN   \n",
       "3.0                                NaN                   NaN   \n",
       "4.0                                NaN                   NaN   \n",
       "5.0                                NaN                   NaN   \n",
       "\n",
       "title   Transporter, The (2002)  Treasure Planet (2002)  \\\n",
       "userId                                                    \n",
       "1.0                         NaN                     NaN   \n",
       "2.0                         NaN                     NaN   \n",
       "3.0                         NaN                     NaN   \n",
       "4.0                         NaN                     NaN   \n",
       "5.0                         NaN                     NaN   \n",
       "\n",
       "title   Treasure of the Sierra Madre, The (1948)  Trees Lounge (1996)  \\\n",
       "userId                                                                  \n",
       "1.0                                          NaN                  NaN   \n",
       "2.0                                          NaN                  NaN   \n",
       "3.0                                          NaN                  NaN   \n",
       "4.0                                          NaN                  NaN   \n",
       "5.0                                          NaN                  NaN   \n",
       "\n",
       "title   Trekkies (1997)  Tremors (1990)  Trip to Bountiful, The (1985)  \\\n",
       "userId                                                                   \n",
       "1.0                 NaN             NaN                            NaN   \n",
       "2.0                 NaN             NaN                            NaN   \n",
       "3.0                 NaN             NaN                            NaN   \n",
       "4.0                 NaN             NaN                            NaN   \n",
       "5.0                 NaN             NaN                            NaN   \n",
       "\n",
       "title   Triplets of Belleville, The (Les triplettes de Belleville) (2003)  \\\n",
       "userId                                                                      \n",
       "1.0                                                   NaN                   \n",
       "2.0                                                   NaN                   \n",
       "3.0                                                   NaN                   \n",
       "4.0                                                   NaN                   \n",
       "5.0                                                   NaN                   \n",
       "\n",
       "title   Tron (1982)  Tron: Legacy (2010)  Tropic Thunder (2008)  \\\n",
       "userId                                                            \n",
       "1.0             NaN                  NaN                    NaN   \n",
       "2.0             NaN                  NaN                    NaN   \n",
       "3.0             4.0                  NaN                    NaN   \n",
       "4.0             NaN                  NaN                    NaN   \n",
       "5.0             NaN                  NaN                    NaN   \n",
       "\n",
       "title   Trouble with Harry, The (1955)  Troy (2004)  True Crime (1999)  \\\n",
       "userId                                                                   \n",
       "1.0                                NaN          NaN                NaN   \n",
       "2.0                                NaN          NaN                NaN   \n",
       "3.0                                NaN          NaN                NaN   \n",
       "4.0                                NaN          NaN                NaN   \n",
       "5.0                                NaN          NaN                NaN   \n",
       "\n",
       "title   True Grit (1969)  True Grit (2010)  True Lies (1994)  \\\n",
       "userId                                                         \n",
       "1.0                  NaN               NaN               NaN   \n",
       "2.0                  NaN               NaN               NaN   \n",
       "3.0                  NaN               NaN               NaN   \n",
       "4.0                  NaN               NaN               3.0   \n",
       "5.0                  NaN               NaN               5.0   \n",
       "\n",
       "title   True Romance (1993)  Truman Show, The (1998)  \\\n",
       "userId                                                 \n",
       "1.0                     NaN                      NaN   \n",
       "2.0                     NaN                      NaN   \n",
       "3.0                     NaN                      NaN   \n",
       "4.0                     NaN                      NaN   \n",
       "5.0                     NaN                      NaN   \n",
       "\n",
       "title   Truth About Cats & Dogs, The (1996)  Turner & Hooch (1989)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     3.0                    NaN   \n",
       "\n",
       "title   Tuxedo, The (2002)  Twelfth Night (1996)  \\\n",
       "userId                                             \n",
       "1.0                    NaN                   NaN   \n",
       "2.0                    NaN                   NaN   \n",
       "3.0                    NaN                   NaN   \n",
       "4.0                    NaN                   NaN   \n",
       "5.0                    NaN                   NaN   \n",
       "\n",
       "title   Twelve Monkeys (a.k.a. 12 Monkeys) (1995)  Twilight (2008)  \\\n",
       "userId                                                               \n",
       "1.0                                           3.5              NaN   \n",
       "2.0                                           NaN              NaN   \n",
       "3.0                                           4.0              NaN   \n",
       "4.0                                           1.0              NaN   \n",
       "5.0                                           NaN              NaN   \n",
       "\n",
       "title   Twilight Saga: New Moon, The (2009)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "\n",
       "title   Twin Peaks: Fire Walk with Me (1992)  Twins (1988)  Twister (1996)  \\\n",
       "userId                                                                       \n",
       "1.0                                      NaN           NaN             NaN   \n",
       "2.0                                      NaN           NaN             NaN   \n",
       "3.0                                      NaN           NaN             NaN   \n",
       "4.0                                      NaN           NaN             NaN   \n",
       "5.0                                      NaN           NaN             5.0   \n",
       "\n",
       "title   Two Weeks Notice (2002)  Two if by Sea (1996)  U Turn (1997)  \\\n",
       "userId                                                                 \n",
       "1.0                         NaN                   NaN            NaN   \n",
       "2.0                         NaN                   NaN            NaN   \n",
       "3.0                         NaN                   NaN            NaN   \n",
       "4.0                         NaN                   NaN            NaN   \n",
       "5.0                         NaN                   NaN            NaN   \n",
       "\n",
       "title   U-571 (2000)  U.S. Marshals (1998)  U2: Rattle and Hum (1988)  \\\n",
       "userId                                                                  \n",
       "1.0              NaN                   NaN                        NaN   \n",
       "2.0              4.0                   NaN                        NaN   \n",
       "3.0              NaN                   NaN                        4.0   \n",
       "4.0              NaN                   NaN                        NaN   \n",
       "5.0              NaN                   NaN                        NaN   \n",
       "\n",
       "title   UHF (1989)  Ulee's Gold (1997)  Ultraviolet (2006)  \\\n",
       "userId                                                       \n",
       "1.0            NaN                 NaN                 NaN   \n",
       "2.0            NaN                 NaN                 NaN   \n",
       "3.0            NaN                 NaN                 NaN   \n",
       "4.0            NaN                 NaN                 NaN   \n",
       "5.0            NaN                 NaN                 NaN   \n",
       "\n",
       "title   Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)  \\\n",
       "userId                                                                      \n",
       "1.0                                                   NaN                   \n",
       "2.0                                                   NaN                   \n",
       "3.0                                                   NaN                   \n",
       "4.0                                                   NaN                   \n",
       "5.0                                                   NaN                   \n",
       "\n",
       "title   Unbearable Lightness of Being, The (1988)  Unbreakable (2000)  \\\n",
       "userId                                                                  \n",
       "1.0                                           NaN                 NaN   \n",
       "2.0                                           NaN                 NaN   \n",
       "3.0                                           NaN                 NaN   \n",
       "4.0                                           NaN                 NaN   \n",
       "5.0                                           NaN                 NaN   \n",
       "\n",
       "title   Uncle Buck (1989)  Under Siege (1992)  \\\n",
       "userId                                          \n",
       "1.0                   NaN                 NaN   \n",
       "2.0                   NaN                 NaN   \n",
       "3.0                   NaN                 NaN   \n",
       "4.0                   NaN                 NaN   \n",
       "5.0                   NaN                 NaN   \n",
       "\n",
       "title   Under Siege 2: Dark Territory (1995)  Under the Tuscan Sun (2003)  \\\n",
       "userId                                                                      \n",
       "1.0                                      NaN                          NaN   \n",
       "2.0                                      NaN                          NaN   \n",
       "3.0                                      NaN                          NaN   \n",
       "4.0                                      NaN                          NaN   \n",
       "5.0                                      NaN                          NaN   \n",
       "\n",
       "title   Undercover Brother (2002)  Underground (1995)  Underworld (2003)  \\\n",
       "userId                                                                     \n",
       "1.0                           NaN                 NaN                4.0   \n",
       "2.0                           NaN                 NaN                NaN   \n",
       "3.0                           NaN                 NaN                NaN   \n",
       "4.0                           NaN                 NaN                NaN   \n",
       "5.0                           NaN                 NaN                NaN   \n",
       "\n",
       "title   Underworld: Evolution (2006)  Unfaithful (2002)  Unforgettable (1996)  \\\n",
       "userId                                                                          \n",
       "1.0                              NaN                NaN                   NaN   \n",
       "2.0                              NaN                NaN                   NaN   \n",
       "3.0                              NaN                NaN                   NaN   \n",
       "4.0                              NaN                NaN                   NaN   \n",
       "5.0                              NaN                NaN                   NaN   \n",
       "\n",
       "title   Unforgiven (1992)  Unforgiven, The (1960)  United 93 (2006)  \\\n",
       "userId                                                                \n",
       "1.0                   4.0                     NaN               NaN   \n",
       "2.0                   NaN                     NaN               NaN   \n",
       "3.0                   5.0                     NaN               NaN   \n",
       "4.0                   NaN                     NaN               NaN   \n",
       "5.0                   NaN                     NaN               NaN   \n",
       "\n",
       "title   Universal Soldier (1992)  Universal Soldier: The Return (1999)  \\\n",
       "userId                                                                   \n",
       "1.0                          NaN                                   NaN   \n",
       "2.0                          NaN                                   NaN   \n",
       "3.0                          4.0                                   NaN   \n",
       "4.0                          NaN                                   NaN   \n",
       "5.0                          NaN                                   NaN   \n",
       "\n",
       "title   Unleashed (Danny the Dog) (2005)  Unstrung Heroes (1995)  \\\n",
       "userId                                                             \n",
       "1.0                                  NaN                     NaN   \n",
       "2.0                                  NaN                     NaN   \n",
       "3.0                                  NaN                     NaN   \n",
       "4.0                                  NaN                     NaN   \n",
       "5.0                                  NaN                     NaN   \n",
       "\n",
       "title   Until the End of the World (Bis ans Ende der Welt) (1991)  \\\n",
       "userId                                                              \n",
       "1.0                                                   NaN           \n",
       "2.0                                                   NaN           \n",
       "3.0                                                   NaN           \n",
       "4.0                                                   NaN           \n",
       "5.0                                                   NaN           \n",
       "\n",
       "title   Untouchables, The (1987)  Unzipped (1995)  Up (2009)  \\\n",
       "userId                                                         \n",
       "1.0                          3.5              NaN        NaN   \n",
       "2.0                          NaN              NaN        NaN   \n",
       "3.0                          NaN              NaN        NaN   \n",
       "4.0                          NaN              NaN        NaN   \n",
       "5.0                          NaN              NaN        NaN   \n",
       "\n",
       "title   Up Close and Personal (1996)  Up in the Air (2009)  \\\n",
       "userId                                                       \n",
       "1.0                              NaN                   NaN   \n",
       "2.0                              NaN                   NaN   \n",
       "3.0                              NaN                   NaN   \n",
       "4.0                              NaN                   NaN   \n",
       "5.0                              2.0                   NaN   \n",
       "\n",
       "title   Urban Legend (1998)  Urban Legends: Final Cut (2000)  \\\n",
       "userId                                                         \n",
       "1.0                     NaN                              NaN   \n",
       "2.0                     NaN                              NaN   \n",
       "3.0                     NaN                              NaN   \n",
       "4.0                     NaN                              NaN   \n",
       "5.0                     NaN                              NaN   \n",
       "\n",
       "title   Usual Suspects, The (1995)  V for Vendetta (2006)  Valkyrie (2008)  \\\n",
       "userId                                                                       \n",
       "1.0                            3.5                    NaN              NaN   \n",
       "2.0                            NaN                    NaN              NaN   \n",
       "3.0                            5.0                    NaN              NaN   \n",
       "4.0                            NaN                    NaN              NaN   \n",
       "5.0                            NaN                    NaN              NaN   \n",
       "\n",
       "title   Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)  \\\n",
       "userId                                                         \n",
       "1.0                                                   3.5      \n",
       "2.0                                                   NaN      \n",
       "3.0                                                   NaN      \n",
       "4.0                                                   NaN      \n",
       "5.0                                                   NaN      \n",
       "\n",
       "title   Vampire in Brooklyn (1995)  Vampires (1998)  Van Helsing (2004)  \\\n",
       "userId                                                                    \n",
       "1.0                            NaN              NaN                 4.0   \n",
       "2.0                            NaN              NaN                 NaN   \n",
       "3.0                            NaN              NaN                 NaN   \n",
       "4.0                            NaN              NaN                 NaN   \n",
       "5.0                            NaN              NaN                 NaN   \n",
       "\n",
       "title   Vanilla Sky (2001)  Vanishing, The (Spoorloos) (1988)  \\\n",
       "userId                                                          \n",
       "1.0                    NaN                                NaN   \n",
       "2.0                    NaN                                NaN   \n",
       "3.0                    NaN                                NaN   \n",
       "4.0                    NaN                                NaN   \n",
       "5.0                    NaN                                NaN   \n",
       "\n",
       "title   Vantage Point (2008)  Vanya on 42nd Street (1994)  \\\n",
       "userId                                                      \n",
       "1.0                      NaN                          NaN   \n",
       "2.0                      NaN                          NaN   \n",
       "3.0                      NaN                          NaN   \n",
       "4.0                      NaN                          NaN   \n",
       "5.0                      NaN                          NaN   \n",
       "\n",
       "title   Varsity Blues (1999)  \\\n",
       "userId                         \n",
       "1.0                      NaN   \n",
       "2.0                      NaN   \n",
       "3.0                      NaN   \n",
       "4.0                      NaN   \n",
       "5.0                      NaN   \n",
       "\n",
       "title   Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)  \\\n",
       "userId                                                                  \n",
       "1.0                                                   NaN               \n",
       "2.0                                                   NaN               \n",
       "3.0                                                   NaN               \n",
       "4.0                                                   NaN               \n",
       "5.0                                                   NaN               \n",
       "\n",
       "title   Velvet Goldmine (1998)  Verdict, The (1982)  Vertical Limit (2000)  \\\n",
       "userId                                                                       \n",
       "1.0                        NaN                  NaN                    NaN   \n",
       "2.0                        NaN                  NaN                    NaN   \n",
       "3.0                        NaN                  NaN                    NaN   \n",
       "4.0                        NaN                  NaN                    NaN   \n",
       "5.0                        NaN                  NaN                    NaN   \n",
       "\n",
       "title   Vertigo (1958)  Very Bad Things (1998)  Very Brady Sequel, A (1996)  \\\n",
       "userId                                                                        \n",
       "1.0                NaN                     NaN                          NaN   \n",
       "2.0                NaN                     NaN                          NaN   \n",
       "3.0                NaN                     NaN                          NaN   \n",
       "4.0                NaN                     NaN                          NaN   \n",
       "5.0                NaN                     NaN                          NaN   \n",
       "\n",
       "title   Very Long Engagement, A (Un long dimanche de fiançailles) (2004)  \\\n",
       "userId                                                                     \n",
       "1.0                                                   NaN                  \n",
       "2.0                                                   NaN                  \n",
       "3.0                                                   NaN                  \n",
       "4.0                                                   NaN                  \n",
       "5.0                                                   NaN                  \n",
       "\n",
       "title   Vicky Cristina Barcelona (2008)  Victor/Victoria (1982)  \\\n",
       "userId                                                            \n",
       "1.0                                 NaN                     NaN   \n",
       "2.0                                 NaN                     NaN   \n",
       "3.0                                 NaN                     NaN   \n",
       "4.0                                 NaN                     NaN   \n",
       "5.0                                 NaN                     NaN   \n",
       "\n",
       "title   Videodrome (1983)  View to a Kill, A (1985)  \\\n",
       "userId                                                \n",
       "1.0                   4.0                       NaN   \n",
       "2.0                   NaN                       NaN   \n",
       "3.0                   NaN                       NaN   \n",
       "4.0                   NaN                       NaN   \n",
       "5.0                   NaN                       NaN   \n",
       "\n",
       "title   Village of the Damned (1960)  Village of the Damned (1995)  \\\n",
       "userId                                                               \n",
       "1.0                              NaN                           NaN   \n",
       "2.0                              NaN                           NaN   \n",
       "3.0                              NaN                           NaN   \n",
       "4.0                              NaN                           NaN   \n",
       "5.0                              NaN                           NaN   \n",
       "\n",
       "title   Village, The (2004)  Virgin Suicides, The (1999)  Virtuosity (1995)  \\\n",
       "userId                                                                        \n",
       "1.0                     NaN                          NaN                NaN   \n",
       "2.0                     NaN                          NaN                NaN   \n",
       "3.0                     NaN                          NaN                NaN   \n",
       "4.0                     NaN                          NaN                NaN   \n",
       "5.0                     NaN                          NaN                NaN   \n",
       "\n",
       "title   Virus (1999)  Volcano (1997)  Volver (2006)  WALL·E (2008)  \\\n",
       "userId                                                               \n",
       "1.0              NaN             NaN            NaN            NaN   \n",
       "2.0              NaN             NaN            NaN            NaN   \n",
       "3.0              5.0             NaN            NaN            NaN   \n",
       "4.0              NaN             NaN            NaN            NaN   \n",
       "5.0              NaN             NaN            NaN            NaN   \n",
       "\n",
       "title   Wag the Dog (1997)  Wait Until Dark (1967)  \\\n",
       "userId                                               \n",
       "1.0                    NaN                     NaN   \n",
       "2.0                    NaN                     NaN   \n",
       "3.0                    NaN                     NaN   \n",
       "4.0                    NaN                     NaN   \n",
       "5.0                    NaN                     NaN   \n",
       "\n",
       "title   Waiting for Guffman (1996)  Waiting to Exhale (1995)  \\\n",
       "userId                                                         \n",
       "1.0                            NaN                       NaN   \n",
       "2.0                            NaN                       NaN   \n",
       "3.0                            NaN                       NaN   \n",
       "4.0                            NaN                       NaN   \n",
       "5.0                            NaN                       NaN   \n",
       "\n",
       "title   Waking Life (2001)  Waking Ned Devine (a.k.a. Waking Ned) (1998)  \\\n",
       "userId                                                                     \n",
       "1.0                    NaN                                           NaN   \n",
       "2.0                    NaN                                           NaN   \n",
       "3.0                    NaN                                           NaN   \n",
       "4.0                    NaN                                           NaN   \n",
       "5.0                    NaN                                           NaN   \n",
       "\n",
       "title   Walk in the Clouds, A (1995)  Walk the Line (2005)  \\\n",
       "userId                                                       \n",
       "1.0                              NaN                   NaN   \n",
       "2.0                              NaN                   NaN   \n",
       "3.0                              NaN                   NaN   \n",
       "4.0                              NaN                   NaN   \n",
       "5.0                              NaN                   NaN   \n",
       "\n",
       "title   Walk to Remember, A (2002)  Walkabout (1971)  Wall Street (1987)  \\\n",
       "userId                                                                     \n",
       "1.0                            NaN               NaN                 NaN   \n",
       "2.0                            NaN               NaN                 NaN   \n",
       "3.0                            NaN               NaN                 NaN   \n",
       "4.0                            NaN               NaN                 NaN   \n",
       "5.0                            NaN               NaN                 NaN   \n",
       "\n",
       "title   Wallace & Gromit in The Curse of the Were-Rabbit (2005)  \\\n",
       "userId                                                            \n",
       "1.0                                                   NaN         \n",
       "2.0                                                   NaN         \n",
       "3.0                                                   NaN         \n",
       "4.0                                                   NaN         \n",
       "5.0                                                   NaN         \n",
       "\n",
       "title   Wallace & Gromit: A Close Shave (1995)  \\\n",
       "userId                                           \n",
       "1.0                                        NaN   \n",
       "2.0                                        NaN   \n",
       "3.0                                        NaN   \n",
       "4.0                                        NaN   \n",
       "5.0                                        NaN   \n",
       "\n",
       "title   Wallace & Gromit: The Best of Aardman Animation (1996)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   5.0        \n",
       "\n",
       "title   Wallace & Gromit: The Wrong Trousers (1993)  \\\n",
       "userId                                                \n",
       "1.0                                             NaN   \n",
       "2.0                                             NaN   \n",
       "3.0                                             NaN   \n",
       "4.0                                             NaN   \n",
       "5.0                                             NaN   \n",
       "\n",
       "title   Waltz with Bashir (Vals im Bashir) (2008)  Wanted (2008)  \\\n",
       "userId                                                             \n",
       "1.0                                           NaN            NaN   \n",
       "2.0                                           NaN            NaN   \n",
       "3.0                                           NaN            NaN   \n",
       "4.0                                           NaN            NaN   \n",
       "5.0                                           NaN            NaN   \n",
       "\n",
       "title   War Room, The (1993)  War of the Roses, The (1989)  \\\n",
       "userId                                                       \n",
       "1.0                      NaN                           NaN   \n",
       "2.0                      NaN                           NaN   \n",
       "3.0                      NaN                           NaN   \n",
       "4.0                      NaN                           NaN   \n",
       "5.0                      NaN                           NaN   \n",
       "\n",
       "title   War of the Worlds (2005)  War of the Worlds, The (1953)  \\\n",
       "userId                                                            \n",
       "1.0                          NaN                            NaN   \n",
       "2.0                          NaN                            NaN   \n",
       "3.0                          NaN                            3.0   \n",
       "4.0                          NaN                            NaN   \n",
       "5.0                          NaN                            NaN   \n",
       "\n",
       "title   War, The (1994)  WarGames (1983)  Warriors, The (1979)  \\\n",
       "userId                                                           \n",
       "1.0                 NaN              NaN                   NaN   \n",
       "2.0                 NaN              NaN                   NaN   \n",
       "3.0                 NaN              NaN                   NaN   \n",
       "4.0                 NaN              NaN                   NaN   \n",
       "5.0                 NaN              NaN                   NaN   \n",
       "\n",
       "title   Watchmen (2009)  Waterboy, The (1998)  Watership Down (1978)  \\\n",
       "userId                                                                 \n",
       "1.0                 NaN                   NaN                    4.0   \n",
       "2.0                 NaN                   NaN                    NaN   \n",
       "3.0                 NaN                   NaN                    NaN   \n",
       "4.0                 NaN                   NaN                    NaN   \n",
       "5.0                 NaN                   NaN                    NaN   \n",
       "\n",
       "title   Waterworld (1995)  Way We Were, The (1973)  \\\n",
       "userId                                               \n",
       "1.0                   NaN                      NaN   \n",
       "2.0                   NaN                      NaN   \n",
       "3.0                   NaN                      NaN   \n",
       "4.0                   NaN                      NaN   \n",
       "5.0                   NaN                      NaN   \n",
       "\n",
       "title   Way of the Gun, The (2000)  Wayne's World (1992)  \\\n",
       "userId                                                     \n",
       "1.0                            NaN                   NaN   \n",
       "2.0                            NaN                   NaN   \n",
       "3.0                            NaN                   NaN   \n",
       "4.0                            NaN                   NaN   \n",
       "5.0                            NaN                   NaN   \n",
       "\n",
       "title   Wayne's World 2 (1993)  We Were Soldiers (2002)  \\\n",
       "userId                                                    \n",
       "1.0                        NaN                      NaN   \n",
       "2.0                        NaN                      NaN   \n",
       "3.0                        NaN                      NaN   \n",
       "4.0                        NaN                      NaN   \n",
       "5.0                        NaN                      NaN   \n",
       "\n",
       "title   Weather Man, The (2005)  Wedding Crashers (2005)  \\\n",
       "userId                                                     \n",
       "1.0                         NaN                      NaN   \n",
       "2.0                         NaN                      NaN   \n",
       "3.0                         NaN                      NaN   \n",
       "4.0                         NaN                      NaN   \n",
       "5.0                         NaN                      NaN   \n",
       "\n",
       "title   Wedding Planner, The (2001)  Wedding Singer, The (1998)  \\\n",
       "userId                                                            \n",
       "1.0                             NaN                         NaN   \n",
       "2.0                             NaN                         NaN   \n",
       "3.0                             NaN                         NaN   \n",
       "4.0                             NaN                         NaN   \n",
       "5.0                             NaN                         NaN   \n",
       "\n",
       "title   Weekend at Bernie's (1989)  Weird Science (1985)  \\\n",
       "userId                                                     \n",
       "1.0                            NaN                   NaN   \n",
       "2.0                            NaN                   NaN   \n",
       "3.0                            NaN                   NaN   \n",
       "4.0                            NaN                   NaN   \n",
       "5.0                            NaN                   NaN   \n",
       "\n",
       "title   Welcome to the Dollhouse (1995)  \\\n",
       "userId                                    \n",
       "1.0                                 NaN   \n",
       "2.0                                 NaN   \n",
       "3.0                                 NaN   \n",
       "4.0                                 NaN   \n",
       "5.0                                 NaN   \n",
       "\n",
       "title   Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)  \\\n",
       "userId                                                                                           \n",
       "1.0                                                   NaN                                        \n",
       "2.0                                                   NaN                                        \n",
       "3.0                                                   NaN                                        \n",
       "4.0                                                   NaN                                        \n",
       "5.0                                                   NaN                                        \n",
       "\n",
       "title   West Side Story (1961)  Westworld (1973)  Whale Rider (2002)  \\\n",
       "userId                                                                 \n",
       "1.0                        NaN               NaN                 NaN   \n",
       "2.0                        NaN               NaN                 NaN   \n",
       "3.0                        NaN               NaN                 NaN   \n",
       "4.0                        NaN               NaN                 NaN   \n",
       "5.0                        NaN               NaN                 NaN   \n",
       "\n",
       "title   What About Bob? (1991)  What Dreams May Come (1998)  \\\n",
       "userId                                                        \n",
       "1.0                        NaN                          NaN   \n",
       "2.0                        NaN                          NaN   \n",
       "3.0                        NaN                          NaN   \n",
       "4.0                        NaN                          NaN   \n",
       "5.0                        NaN                          NaN   \n",
       "\n",
       "title   What Ever Happened to Baby Jane? (1962)  What Lies Beneath (2000)  \\\n",
       "userId                                                                      \n",
       "1.0                                         NaN                       NaN   \n",
       "2.0                                         NaN                       NaN   \n",
       "3.0                                         NaN                       NaN   \n",
       "4.0                                         NaN                       NaN   \n",
       "5.0                                         NaN                       NaN   \n",
       "\n",
       "title   What Women Want (2000)  What's Eating Gilbert Grape (1993)  \\\n",
       "userId                                                               \n",
       "1.0                        NaN                                 3.5   \n",
       "2.0                        NaN                                 NaN   \n",
       "3.0                        NaN                                 3.0   \n",
       "4.0                        NaN                                 NaN   \n",
       "5.0                        NaN                                 NaN   \n",
       "\n",
       "title   What's Love Got to Do with It? (1993)  When Harry Met Sally... (1989)  \\\n",
       "userId                                                                          \n",
       "1.0                                       NaN                             NaN   \n",
       "2.0                                       NaN                             NaN   \n",
       "3.0                                       NaN                             4.0   \n",
       "4.0                                       NaN                             NaN   \n",
       "5.0                                       NaN                             NaN   \n",
       "\n",
       "title   When We Were Kings (1996)  When a Man Loves a Woman (1994)  \\\n",
       "userId                                                               \n",
       "1.0                           NaN                              NaN   \n",
       "2.0                           NaN                              NaN   \n",
       "3.0                           NaN                              NaN   \n",
       "4.0                           NaN                              NaN   \n",
       "5.0                           NaN                              NaN   \n",
       "\n",
       "title   Where Eagles Dare (1968)  Where the Heart Is (2000)  \\\n",
       "userId                                                        \n",
       "1.0                          NaN                        NaN   \n",
       "2.0                          NaN                        3.0   \n",
       "3.0                          NaN                        NaN   \n",
       "4.0                          NaN                        NaN   \n",
       "5.0                          NaN                        NaN   \n",
       "\n",
       "title   Where the Wild Things Are (2009)  While You Were Sleeping (1995)  \\\n",
       "userId                                                                     \n",
       "1.0                                  NaN                             NaN   \n",
       "2.0                                  NaN                             NaN   \n",
       "3.0                                  NaN                             NaN   \n",
       "4.0                                  NaN                             NaN   \n",
       "5.0                                  NaN                             NaN   \n",
       "\n",
       "title   White Chicks (2004)  White Christmas (1954)  \\\n",
       "userId                                                \n",
       "1.0                     NaN                     NaN   \n",
       "2.0                     NaN                     NaN   \n",
       "3.0                     NaN                     NaN   \n",
       "4.0                     NaN                     NaN   \n",
       "5.0                     NaN                     NaN   \n",
       "\n",
       "title   White Men Can't Jump (1992)  White Oleander (2002)  \\\n",
       "userId                                                       \n",
       "1.0                             NaN                    NaN   \n",
       "2.0                             NaN                    NaN   \n",
       "3.0                             NaN                    NaN   \n",
       "4.0                             NaN                    NaN   \n",
       "5.0                             NaN                    NaN   \n",
       "\n",
       "title   White Squall (1996)  Who Framed Roger Rabbit? (1988)  \\\n",
       "userId                                                         \n",
       "1.0                     NaN                              NaN   \n",
       "2.0                     NaN                              NaN   \n",
       "3.0                     NaN                              NaN   \n",
       "4.0                     NaN                              NaN   \n",
       "5.0                     NaN                              NaN   \n",
       "\n",
       "title   Who's Afraid of Virginia Woolf? (1966)  Who's Harry Crumb? (1989)  \\\n",
       "userId                                                                      \n",
       "1.0                                        NaN                        NaN   \n",
       "2.0                                        NaN                        NaN   \n",
       "3.0                                        NaN                        NaN   \n",
       "4.0                                        NaN                        NaN   \n",
       "5.0                                        NaN                        NaN   \n",
       "\n",
       "title   Whole Nine Yards, The (2000)  Wicker Man, The (1973)  \\\n",
       "userId                                                         \n",
       "1.0                              NaN                     4.0   \n",
       "2.0                              NaN                     NaN   \n",
       "3.0                              NaN                     NaN   \n",
       "4.0                              NaN                     NaN   \n",
       "5.0                              NaN                     NaN   \n",
       "\n",
       "title   Widows' Peak (1994)  Wild Bunch, The (1969)  \\\n",
       "userId                                                \n",
       "1.0                     NaN                     NaN   \n",
       "2.0                     NaN                     NaN   \n",
       "3.0                     NaN                     NaN   \n",
       "4.0                     NaN                     NaN   \n",
       "5.0                     NaN                     NaN   \n",
       "\n",
       "title   Wild Strawberries (Smultronstället) (1957)  Wild Things (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                                            NaN                 NaN   \n",
       "2.0                                            NaN                 NaN   \n",
       "3.0                                            NaN                 NaN   \n",
       "4.0                                            NaN                 NaN   \n",
       "5.0                                            NaN                 NaN   \n",
       "\n",
       "title   Wild Wild West (1999)  Wild at Heart (1990)  \\\n",
       "userId                                                \n",
       "1.0                       NaN                   NaN   \n",
       "2.0                       NaN                   NaN   \n",
       "3.0                       NaN                   NaN   \n",
       "4.0                       NaN                   NaN   \n",
       "5.0                       NaN                   NaN   \n",
       "\n",
       "title   William Shakespeare's A Midsummer Night's Dream (1999)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   NaN        \n",
       "\n",
       "title   William Shakespeare's Romeo + Juliet (1996)  Willow (1988)  \\\n",
       "userId                                                               \n",
       "1.0                                             NaN            4.0   \n",
       "2.0                                             NaN            NaN   \n",
       "3.0                                             NaN            NaN   \n",
       "4.0                                             NaN            NaN   \n",
       "5.0                                             NaN            NaN   \n",
       "\n",
       "title   Willy Wonka & the Chocolate Factory (1971)  Wimbledon (2004)  \\\n",
       "userId                                                                 \n",
       "1.0                                            NaN               NaN   \n",
       "2.0                                            NaN               NaN   \n",
       "3.0                                            5.0               NaN   \n",
       "4.0                                            NaN               NaN   \n",
       "5.0                                            2.0               NaN   \n",
       "\n",
       "title   Windtalkers (2002)  Wing Commander (1999)  \\\n",
       "userId                                              \n",
       "1.0                    NaN                    NaN   \n",
       "2.0                    NaN                    NaN   \n",
       "3.0                    NaN                    NaN   \n",
       "4.0                    NaN                    NaN   \n",
       "5.0                    NaN                    NaN   \n",
       "\n",
       "title   Winged Migration (Peuple migrateur, Le) (2001)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   Wings of Desire (Himmel über Berlin, Der) (1987)  \\\n",
       "userId                                                     \n",
       "1.0                                                  NaN   \n",
       "2.0                                                  NaN   \n",
       "3.0                                                  NaN   \n",
       "4.0                                                  NaN   \n",
       "5.0                                                  NaN   \n",
       "\n",
       "title   Wings of the Dove, The (1997)  \\\n",
       "userId                                  \n",
       "1.0                               NaN   \n",
       "2.0                               NaN   \n",
       "3.0                               NaN   \n",
       "4.0                               NaN   \n",
       "5.0                               NaN   \n",
       "\n",
       "title   Winnie the Pooh and the Blustery Day (1968)  Winslow Boy, The (1999)  \\\n",
       "userId                                                                         \n",
       "1.0                                             NaN                      NaN   \n",
       "2.0                                             NaN                      NaN   \n",
       "3.0                                             NaN                      NaN   \n",
       "4.0                                             NaN                      NaN   \n",
       "5.0                                             NaN                      NaN   \n",
       "\n",
       "title   Winter's Bone (2010)  Wishmaster (1997)  \\\n",
       "userId                                            \n",
       "1.0                      NaN                NaN   \n",
       "2.0                      NaN                NaN   \n",
       "3.0                      NaN                NaN   \n",
       "4.0                      NaN                NaN   \n",
       "5.0                      NaN                NaN   \n",
       "\n",
       "title   Witches of Eastwick, The (1987)  With Honors (1994)  \\\n",
       "userId                                                        \n",
       "1.0                                 4.0                 NaN   \n",
       "2.0                                 NaN                 NaN   \n",
       "3.0                                 NaN                 NaN   \n",
       "4.0                                 NaN                 NaN   \n",
       "5.0                                 NaN                 NaN   \n",
       "\n",
       "title   Withnail & I (1987)  Witness (1985)  \\\n",
       "userId                                        \n",
       "1.0                     NaN             NaN   \n",
       "2.0                     NaN             NaN   \n",
       "3.0                     NaN             4.0   \n",
       "4.0                     NaN             NaN   \n",
       "5.0                     NaN             NaN   \n",
       "\n",
       "title   Witness for the Prosecution (1957)  Wizard of Oz, The (1939)  \\\n",
       "userId                                                                 \n",
       "1.0                                    NaN                       3.5   \n",
       "2.0                                    NaN                       NaN   \n",
       "3.0                                    NaN                       4.0   \n",
       "4.0                                    NaN                       NaN   \n",
       "5.0                                    NaN                       NaN   \n",
       "\n",
       "title   Wolf (1994)  Wolf of Wall Street, The (2013)  \\\n",
       "userId                                                 \n",
       "1.0             NaN                              NaN   \n",
       "2.0             NaN                              NaN   \n",
       "3.0             NaN                              NaN   \n",
       "4.0             NaN                              NaN   \n",
       "5.0             NaN                              NaN   \n",
       "\n",
       "title   Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)  \\\n",
       "userId                                                                                                \n",
       "1.0                                                   NaN                                             \n",
       "2.0                                                   NaN                                             \n",
       "3.0                                                   NaN                                             \n",
       "4.0                                                   NaN                                             \n",
       "5.0                                                   NaN                                             \n",
       "\n",
       "title   Wonder Boys (2000)  Woodstock (1970)  Working Girl (1988)  \\\n",
       "userId                                                              \n",
       "1.0                    NaN               NaN                  NaN   \n",
       "2.0                    NaN               NaN                  NaN   \n",
       "3.0                    NaN               NaN                  NaN   \n",
       "4.0                    NaN               NaN                  NaN   \n",
       "5.0                    NaN               NaN                  NaN   \n",
       "\n",
       "title   World According to Garp, The (1982)  World Is Not Enough, The (1999)  \\\n",
       "userId                                                                         \n",
       "1.0                                     NaN                              NaN   \n",
       "2.0                                     NaN                              NaN   \n",
       "3.0                                     NaN                              NaN   \n",
       "4.0                                     NaN                              NaN   \n",
       "5.0                                     NaN                              NaN   \n",
       "\n",
       "title   World's Fastest Indian, The (2005)  Wreck-It Ralph (2012)  \\\n",
       "userId                                                              \n",
       "1.0                                    NaN                    NaN   \n",
       "2.0                                    NaN                    NaN   \n",
       "3.0                                    NaN                    NaN   \n",
       "4.0                                    NaN                    NaN   \n",
       "5.0                                    NaN                    NaN   \n",
       "\n",
       "title   Wrestler, The (2008)  Wristcutters: A Love Story (2006)  \\\n",
       "userId                                                            \n",
       "1.0                      NaN                                NaN   \n",
       "2.0                      NaN                                NaN   \n",
       "3.0                      NaN                                NaN   \n",
       "4.0                      NaN                                NaN   \n",
       "5.0                      NaN                                NaN   \n",
       "\n",
       "title   Wyatt Earp (1994)  X-Files: Fight the Future, The (1998)  \\\n",
       "userId                                                             \n",
       "1.0                   NaN                                    NaN   \n",
       "2.0                   NaN                                    NaN   \n",
       "3.0                   NaN                                    5.0   \n",
       "4.0                   NaN                                    NaN   \n",
       "5.0                   NaN                                    NaN   \n",
       "\n",
       "title   X-Men (2000)  X-Men Origins: Wolverine (2009)  \\\n",
       "userId                                                  \n",
       "1.0              NaN                              NaN   \n",
       "2.0              NaN                              NaN   \n",
       "3.0              NaN                              NaN   \n",
       "4.0              NaN                              NaN   \n",
       "5.0              NaN                              NaN   \n",
       "\n",
       "title   X-Men: Days of Future Past (2014)  X-Men: First Class (2011)  \\\n",
       "userId                                                                 \n",
       "1.0                                   NaN                        NaN   \n",
       "2.0                                   NaN                        NaN   \n",
       "3.0                                   NaN                        NaN   \n",
       "4.0                                   NaN                        NaN   \n",
       "5.0                                   NaN                        NaN   \n",
       "\n",
       "title   X-Men: The Last Stand (2006)  X2: X-Men United (2003)  \\\n",
       "userId                                                          \n",
       "1.0                              NaN                      4.0   \n",
       "2.0                              NaN                      NaN   \n",
       "3.0                              NaN                      NaN   \n",
       "4.0                              NaN                      NaN   \n",
       "5.0                              NaN                      NaN   \n",
       "\n",
       "title   Year of Living Dangerously, The (1982)  Yellow Submarine (1968)  \\\n",
       "userId                                                                    \n",
       "1.0                                        NaN                      NaN   \n",
       "2.0                                        NaN                      NaN   \n",
       "3.0                                        NaN                      3.0   \n",
       "4.0                                        NaN                      NaN   \n",
       "5.0                                        NaN                      NaN   \n",
       "\n",
       "title   Yes Man (2008)  Yojimbo (1961)  You Can Count on Me (2000)  \\\n",
       "userId                                                               \n",
       "1.0                NaN             3.0                         NaN   \n",
       "2.0                NaN             NaN                         NaN   \n",
       "3.0                NaN             NaN                         NaN   \n",
       "4.0                NaN             NaN                         NaN   \n",
       "5.0                NaN             NaN                         NaN   \n",
       "\n",
       "title   You Don't Mess with the Zohan (2008)  You Only Live Twice (1967)  \\\n",
       "userId                                                                     \n",
       "1.0                                      NaN                         NaN   \n",
       "2.0                                      NaN                         NaN   \n",
       "3.0                                      NaN                         NaN   \n",
       "4.0                                      NaN                         NaN   \n",
       "5.0                                      NaN                         NaN   \n",
       "\n",
       "title   You've Got Mail (1998)  You, Me and Dupree (2006)  \\\n",
       "userId                                                      \n",
       "1.0                        NaN                        NaN   \n",
       "2.0                        NaN                        NaN   \n",
       "3.0                        NaN                        NaN   \n",
       "4.0                        NaN                        NaN   \n",
       "5.0                        NaN                        NaN   \n",
       "\n",
       "title   Young Frankenstein (1974)  Young Guns (1988)  Young Guns II (1990)  \\\n",
       "userId                                                                       \n",
       "1.0                           4.0                NaN                   NaN   \n",
       "2.0                           NaN                NaN                   NaN   \n",
       "3.0                           5.0                NaN                   NaN   \n",
       "4.0                           NaN                NaN                   NaN   \n",
       "5.0                           NaN                NaN                   NaN   \n",
       "\n",
       "title   Young Poisoner's Handbook, The (1995)  Young Sherlock Holmes (1985)  \\\n",
       "userId                                                                        \n",
       "1.0                                       NaN                           NaN   \n",
       "2.0                                       NaN                           NaN   \n",
       "3.0                                       NaN                           NaN   \n",
       "4.0                                       NaN                           NaN   \n",
       "5.0                                       NaN                           NaN   \n",
       "\n",
       "title   Zack and Miri Make a Porno (2008)  Zelig (1983)  \\\n",
       "userId                                                    \n",
       "1.0                                   NaN           NaN   \n",
       "2.0                                   NaN           NaN   \n",
       "3.0                                   NaN           NaN   \n",
       "4.0                                   NaN           NaN   \n",
       "5.0                                   NaN           NaN   \n",
       "\n",
       "title   Zero Dark Thirty (2012)  Zero Effect (1998)  Zodiac (2007)  \\\n",
       "userId                                                               \n",
       "1.0                         NaN                 NaN            NaN   \n",
       "2.0                         NaN                 NaN            NaN   \n",
       "3.0                         NaN                 NaN            NaN   \n",
       "4.0                         NaN                 NaN            NaN   \n",
       "5.0                         NaN                 NaN            NaN   \n",
       "\n",
       "title   Zombieland (2009)  Zoolander (2001)  Zulu (1964)  [REC] (2007)  \\\n",
       "userId                                                                   \n",
       "1.0                   NaN               NaN          NaN           NaN   \n",
       "2.0                   NaN               NaN          NaN           NaN   \n",
       "3.0                   NaN               NaN          NaN           NaN   \n",
       "4.0                   NaN               NaN          NaN           NaN   \n",
       "5.0                   NaN               NaN          NaN           NaN   \n",
       "\n",
       "title   eXistenZ (1999)  xXx (2002)  ¡Three Amigos! (1986)  \n",
       "userId                                                      \n",
       "1.0                 NaN         NaN                    NaN  \n",
       "2.0                 NaN         NaN                    NaN  \n",
       "3.0                 NaN         NaN                    NaN  \n",
       "4.0                 NaN         NaN                    NaN  \n",
       "5.0                 NaN         NaN                    NaN  \n",
       "\n",
       "[5 rows x 3159 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_movie_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "user_movie_df'in oluşturma aşamalarının fonksiyonlaştırılması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_user_movie_df(df, rare_movies_count = 1000):\n",
    "    rating_count = pd.DataFrame(df[\"title\"].value_counts())\n",
    "    rare_movies = rating_count[rating_count[\"title\"] <= rare_movies_count].index\n",
    "    common_movies = df[~df[\"title\"].isin(rare_movies)]\n",
    "    return common_movies.pivot_table(index = \"userId\", columns = \"title\", values = \"rating\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Öneri Yapılacak Kullanıcının İzlediği Filmlerin Belirlenmesi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_random_user(user_movie_df):\n",
    "    return int(pd.Series(user_movie_df.index).sample(1, random_state=45).values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_user = create_random_user(user_movie_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28941"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_user_df = user_movie_df[user_movie_df.index == random_user]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>title</th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>*batteries not included (1987)</th>\n",
       "      <th>...And Justice for All (1979)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>102 Dalmatians (2000)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>13 Going on 30 (2004)</th>\n",
       "      <th>13th Warrior, The (1999)</th>\n",
       "      <th>1408 (2007)</th>\n",
       "      <th>15 Minutes (2001)</th>\n",
       "      <th>16 Blocks (2006)</th>\n",
       "      <th>17 Again (2009)</th>\n",
       "      <th>1984 (Nineteen Eighty-Four) (1984)</th>\n",
       "      <th>2 Days in the Valley (1996)</th>\n",
       "      <th>2 Fast 2 Furious (Fast and the Furious 2, The) (2003)</th>\n",
       "      <th>20,000 Leagues Under the Sea (1954)</th>\n",
       "      <th>200 Cigarettes (1999)</th>\n",
       "      <th>2001: A Space Odyssey (1968)</th>\n",
       "      <th>2010: The Year We Make Contact (1984)</th>\n",
       "      <th>2012 (2009)</th>\n",
       "      <th>2046 (2004)</th>\n",
       "      <th>21 (2008)</th>\n",
       "      <th>21 Grams (2003)</th>\n",
       "      <th>21 Jump Street (2012)</th>\n",
       "      <th>24 Hour Party People (2002)</th>\n",
       "      <th>25th Hour (2002)</th>\n",
       "      <th>27 Dresses (2008)</th>\n",
       "      <th>28 Days (2000)</th>\n",
       "      <th>28 Days Later (2002)</th>\n",
       "      <th>28 Weeks Later (2007)</th>\n",
       "      <th>3 Ninjas (1992)</th>\n",
       "      <th>3-Iron (Bin-jip) (2004)</th>\n",
       "      <th>30 Days of Night (2007)</th>\n",
       "      <th>300 (2007)</th>\n",
       "      <th>3000 Miles to Graceland (2001)</th>\n",
       "      <th>39 Steps, The (1935)</th>\n",
       "      <th>3:10 to Yuma (2007)</th>\n",
       "      <th>40 Days and 40 Nights (2002)</th>\n",
       "      <th>40-Year-Old Virgin, The (2005)</th>\n",
       "      <th>400 Blows, The (Les quatre cents coups) (1959)</th>\n",
       "      <th>42 Up (1998)</th>\n",
       "      <th>48 Hrs. (1982)</th>\n",
       "      <th>50 First Dates (2004)</th>\n",
       "      <th>50/50 (2011)</th>\n",
       "      <th>54 (1998)</th>\n",
       "      <th>6th Day, The (2000)</th>\n",
       "      <th>7th Voyage of Sinbad, The (1958)</th>\n",
       "      <th>8 1/2 (8½) (1963)</th>\n",
       "      <th>8 Heads in a Duffel Bag (1997)</th>\n",
       "      <th>8 Mile (2002)</th>\n",
       "      <th>8MM (1999)</th>\n",
       "      <th>9 (2009)</th>\n",
       "      <th>9 1/2 Weeks (Nine 1/2 Weeks) (1986)</th>\n",
       "      <th>A-Team, The (2010)</th>\n",
       "      <th>A.I. Artificial Intelligence (2001)</th>\n",
       "      <th>AVP: Alien vs. Predator (2004)</th>\n",
       "      <th>AVPR: Aliens vs. Predator - Requiem (2007)</th>\n",
       "      <th>About Last Night... (1986)</th>\n",
       "      <th>About Schmidt (2002)</th>\n",
       "      <th>About a Boy (2002)</th>\n",
       "      <th>Absent-Minded Professor, The (1961)</th>\n",
       "      <th>Absolute Power (1997)</th>\n",
       "      <th>Abyss, The (1989)</th>\n",
       "      <th>Accepted (2006)</th>\n",
       "      <th>Accidental Tourist, The (1988)</th>\n",
       "      <th>Accused, The (1988)</th>\n",
       "      <th>Ace Ventura: Pet Detective (1994)</th>\n",
       "      <th>Ace Ventura: When Nature Calls (1995)</th>\n",
       "      <th>Across the Universe (2007)</th>\n",
       "      <th>Adaptation (2002)</th>\n",
       "      <th>Addams Family Values (1993)</th>\n",
       "      <th>Addams Family, The (1991)</th>\n",
       "      <th>Addicted to Love (1997)</th>\n",
       "      <th>Adjustment Bureau, The (2011)</th>\n",
       "      <th>Adventureland (2009)</th>\n",
       "      <th>Adventures in Babysitting (1987)</th>\n",
       "      <th>Adventures of Baron Munchausen, The (1988)</th>\n",
       "      <th>Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)</th>\n",
       "      <th>Adventures of Milo and Otis, The (Koneko monogatari) (1986)</th>\n",
       "      <th>Adventures of Pinocchio, The (1996)</th>\n",
       "      <th>Adventures of Priscilla, Queen of the Desert, The (1994)</th>\n",
       "      <th>Adventures of Robin Hood, The (1938)</th>\n",
       "      <th>Adventures of Rocky and Bullwinkle, The (2000)</th>\n",
       "      <th>Adventures of Tintin, The (2011)</th>\n",
       "      <th>Aeon Flux (2005)</th>\n",
       "      <th>Affair to Remember, An (1957)</th>\n",
       "      <th>Affliction (1997)</th>\n",
       "      <th>African Queen, The (1951)</th>\n",
       "      <th>After Hours (1985)</th>\n",
       "      <th>Age of Innocence, The (1993)</th>\n",
       "      <th>Agnes of God (1985)</th>\n",
       "      <th>Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)</th>\n",
       "      <th>Air America (1990)</th>\n",
       "      <th>Air Bud (1997)</th>\n",
       "      <th>Air Force One (1997)</th>\n",
       "      <th>Airheads (1994)</th>\n",
       "      <th>Airplane II: The Sequel (1982)</th>\n",
       "      <th>Airplane! (1980)</th>\n",
       "      <th>Airport (1970)</th>\n",
       "      <th>Akira (1988)</th>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <th>Aladdin and the King of Thieves (1996)</th>\n",
       "      <th>Alexander (2004)</th>\n",
       "      <th>Alfie (2004)</th>\n",
       "      <th>Ali (2001)</th>\n",
       "      <th>Alice in Wonderland (1951)</th>\n",
       "      <th>Alice in Wonderland (2010)</th>\n",
       "      <th>Alien (1979)</th>\n",
       "      <th>Alien Nation (1988)</th>\n",
       "      <th>Alien: Resurrection (1997)</th>\n",
       "      <th>Aliens (1986)</th>\n",
       "      <th>Alien³ (a.k.a. Alien 3) (1992)</th>\n",
       "      <th>Alive (1993)</th>\n",
       "      <th>All About Eve (1950)</th>\n",
       "      <th>All About My Mother (Todo sobre mi madre) (1999)</th>\n",
       "      <th>All Dogs Go to Heaven (1989)</th>\n",
       "      <th>All Dogs Go to Heaven 2 (1996)</th>\n",
       "      <th>All Quiet on the Western Front (1930)</th>\n",
       "      <th>All That Jazz (1979)</th>\n",
       "      <th>All the President's Men (1976)</th>\n",
       "      <th>All the Pretty Horses (2000)</th>\n",
       "      <th>Almost Famous (2000)</th>\n",
       "      <th>Along Came Polly (2004)</th>\n",
       "      <th>Along Came a Spider (2001)</th>\n",
       "      <th>Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)</th>\n",
       "      <th>Altered States (1980)</th>\n",
       "      <th>Always (1989)</th>\n",
       "      <th>Amadeus (1984)</th>\n",
       "      <th>Amateur (1994)</th>\n",
       "      <th>Amazing Spider-Man, The (2012)</th>\n",
       "      <th>Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)</th>\n",
       "      <th>America's Sweethearts (2001)</th>\n",
       "      <th>American Beauty (1999)</th>\n",
       "      <th>American Gangster (2007)</th>\n",
       "      <th>American Gigolo (1980)</th>\n",
       "      <th>American Graffiti (1973)</th>\n",
       "      <th>American History X (1998)</th>\n",
       "      <th>American Hustle (2013)</th>\n",
       "      <th>American Movie (1999)</th>\n",
       "      <th>American Pie (1999)</th>\n",
       "      <th>American Pie 2 (2001)</th>\n",
       "      <th>American President, The (1995)</th>\n",
       "      <th>American Psycho (2000)</th>\n",
       "      <th>American Splendor (2003)</th>\n",
       "      <th>American Tail, An (1986)</th>\n",
       "      <th>American Tail: Fievel Goes West, An (1991)</th>\n",
       "      <th>American Wedding (American Pie 3) (2003)</th>\n",
       "      <th>American Werewolf in London, An (1981)</th>\n",
       "      <th>American Werewolf in Paris, An (1997)</th>\n",
       "      <th>American in Paris, An (1951)</th>\n",
       "      <th>Amistad (1997)</th>\n",
       "      <th>Amityville Horror, The (1979)</th>\n",
       "      <th>Amores Perros (Love's a Bitch) (2000)</th>\n",
       "      <th>Anaconda (1997)</th>\n",
       "      <th>Analyze That (2002)</th>\n",
       "      <th>Analyze This (1999)</th>\n",
       "      <th>Anastasia (1997)</th>\n",
       "      <th>Anatomy of a Murder (1959)</th>\n",
       "      <th>Anchorman: The Legend of Ron Burgundy (2004)</th>\n",
       "      <th>And Your Mother Too (Y tu mamá también) (2001)</th>\n",
       "      <th>And the Band Played On (1993)</th>\n",
       "      <th>Andromeda Strain, The (1971)</th>\n",
       "      <th>Angel Heart (1987)</th>\n",
       "      <th>Angela's Ashes (1999)</th>\n",
       "      <th>Angels &amp; Demons (2009)</th>\n",
       "      <th>Angels and Insects (1995)</th>\n",
       "      <th>Angels in the Outfield (1994)</th>\n",
       "      <th>Anger Management (2003)</th>\n",
       "      <th>Angus (1995)</th>\n",
       "      <th>Animal House (1978)</th>\n",
       "      <th>Animal, The (2001)</th>\n",
       "      <th>Animatrix, The (2003)</th>\n",
       "      <th>Anna and the King (1999)</th>\n",
       "      <th>Annie (1982)</th>\n",
       "      <th>Annie Hall (1977)</th>\n",
       "      <th>Anniversary Party, The (2001)</th>\n",
       "      <th>Another 48 Hrs. (1990)</th>\n",
       "      <th>Another Stakeout (1993)</th>\n",
       "      <th>Antitrust (2001)</th>\n",
       "      <th>Antonia's Line (Antonia) (1995)</th>\n",
       "      <th>Antwone Fisher (2002)</th>\n",
       "      <th>Antz (1998)</th>\n",
       "      <th>Any Given Sunday (1999)</th>\n",
       "      <th>Anywhere But Here (1999)</th>\n",
       "      <th>Apartment, The (1960)</th>\n",
       "      <th>Apocalypse Now (1979)</th>\n",
       "      <th>Apocalypto (2006)</th>\n",
       "      <th>Apollo 13 (1995)</th>\n",
       "      <th>Apostle, The (1997)</th>\n",
       "      <th>Apple Dumpling Gang, The (1975)</th>\n",
       "      <th>Apt Pupil (1998)</th>\n",
       "      <th>Arachnophobia (1990)</th>\n",
       "      <th>Argo (2012)</th>\n",
       "      <th>Aristocats, The (1970)</th>\n",
       "      <th>Aristocrats, The (2005)</th>\n",
       "      <th>Arlington Road (1999)</th>\n",
       "      <th>Armageddon (1998)</th>\n",
       "      <th>Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)</th>\n",
       "      <th>Army of Darkness (1993)</th>\n",
       "      <th>Around the World in 80 Days (1956)</th>\n",
       "      <th>Arrival, The (1996)</th>\n",
       "      <th>Arsenic and Old Lace (1944)</th>\n",
       "      <th>Art of War, The (2000)</th>\n",
       "      <th>Arthur (1981)</th>\n",
       "      <th>Artist, The (2011)</th>\n",
       "      <th>As Good as It Gets (1997)</th>\n",
       "      <th>Asphalt Jungle, The (1950)</th>\n",
       "      <th>Assassination of Jesse James by the Coward Robert Ford, The (2007)</th>\n",
       "      <th>Assassins (1995)</th>\n",
       "      <th>Assault on Precinct 13 (2005)</th>\n",
       "      <th>Associate, The (1996)</th>\n",
       "      <th>Astronaut's Wife, The (1999)</th>\n",
       "      <th>Atlantic City (1980)</th>\n",
       "      <th>Atlantis: The Lost Empire (2001)</th>\n",
       "      <th>Atonement (2007)</th>\n",
       "      <th>Attack of the Killer Tomatoes! (1978)</th>\n",
       "      <th>Audition (Ôdishon) (1999)</th>\n",
       "      <th>Auntie Mame (1958)</th>\n",
       "      <th>Austin Powers in Goldmember (2002)</th>\n",
       "      <th>Austin Powers: International Man of Mystery (1997)</th>\n",
       "      <th>Austin Powers: The Spy Who Shagged Me (1999)</th>\n",
       "      <th>Autumn in New York (2000)</th>\n",
       "      <th>Avatar (2009)</th>\n",
       "      <th>Avengers, The (1998)</th>\n",
       "      <th>Avengers, The (2012)</th>\n",
       "      <th>Aviator, The (2004)</th>\n",
       "      <th>Awakenings (1990)</th>\n",
       "      <th>BASEketball (1998)</th>\n",
       "      <th>Babe (1995)</th>\n",
       "      <th>Babe: Pig in the City (1998)</th>\n",
       "      <th>Babel (2006)</th>\n",
       "      <th>Babes in Toyland (1961)</th>\n",
       "      <th>Babette's Feast (Babettes gæstebud) (1987)</th>\n",
       "      <th>Baby Geniuses (1999)</th>\n",
       "      <th>Babylon 5: In the Beginning (1998)</th>\n",
       "      <th>Babysitter, The (1995)</th>\n",
       "      <th>Bachelor Party (1984)</th>\n",
       "      <th>Bachelor, The (1999)</th>\n",
       "      <th>Back to School (1986)</th>\n",
       "      <th>Back to the Future (1985)</th>\n",
       "      <th>Back to the Future Part II (1989)</th>\n",
       "      <th>Back to the Future Part III (1990)</th>\n",
       "      <th>Backbeat (1993)</th>\n",
       "      <th>Backdraft (1991)</th>\n",
       "      <th>...</th>\n",
       "      <th>Toy Story 3 (2010)</th>\n",
       "      <th>Toys (1992)</th>\n",
       "      <th>Trading Places (1983)</th>\n",
       "      <th>Traffic (2000)</th>\n",
       "      <th>Training Day (2001)</th>\n",
       "      <th>Trainspotting (1996)</th>\n",
       "      <th>Transamerica (2005)</th>\n",
       "      <th>Transformers (2007)</th>\n",
       "      <th>Transformers: Revenge of the Fallen (2009)</th>\n",
       "      <th>Transformers: The Movie (1986)</th>\n",
       "      <th>Transporter 2 (2005)</th>\n",
       "      <th>Transporter, The (2002)</th>\n",
       "      <th>Treasure Planet (2002)</th>\n",
       "      <th>Treasure of the Sierra Madre, The (1948)</th>\n",
       "      <th>Trees Lounge (1996)</th>\n",
       "      <th>Trekkies (1997)</th>\n",
       "      <th>Tremors (1990)</th>\n",
       "      <th>Trip to Bountiful, The (1985)</th>\n",
       "      <th>Triplets of Belleville, The (Les triplettes de Belleville) (2003)</th>\n",
       "      <th>Tron (1982)</th>\n",
       "      <th>Tron: Legacy (2010)</th>\n",
       "      <th>Tropic Thunder (2008)</th>\n",
       "      <th>Trouble with Harry, The (1955)</th>\n",
       "      <th>Troy (2004)</th>\n",
       "      <th>True Crime (1999)</th>\n",
       "      <th>True Grit (1969)</th>\n",
       "      <th>True Grit (2010)</th>\n",
       "      <th>True Lies (1994)</th>\n",
       "      <th>True Romance (1993)</th>\n",
       "      <th>Truman Show, The (1998)</th>\n",
       "      <th>Truth About Cats &amp; Dogs, The (1996)</th>\n",
       "      <th>Turner &amp; Hooch (1989)</th>\n",
       "      <th>Tuxedo, The (2002)</th>\n",
       "      <th>Twelfth Night (1996)</th>\n",
       "      <th>Twelve Monkeys (a.k.a. 12 Monkeys) (1995)</th>\n",
       "      <th>Twilight (2008)</th>\n",
       "      <th>Twilight Saga: New Moon, The (2009)</th>\n",
       "      <th>Twin Peaks: Fire Walk with Me (1992)</th>\n",
       "      <th>Twins (1988)</th>\n",
       "      <th>Twister (1996)</th>\n",
       "      <th>Two Weeks Notice (2002)</th>\n",
       "      <th>Two if by Sea (1996)</th>\n",
       "      <th>U Turn (1997)</th>\n",
       "      <th>U-571 (2000)</th>\n",
       "      <th>U.S. Marshals (1998)</th>\n",
       "      <th>U2: Rattle and Hum (1988)</th>\n",
       "      <th>UHF (1989)</th>\n",
       "      <th>Ulee's Gold (1997)</th>\n",
       "      <th>Ultraviolet (2006)</th>\n",
       "      <th>Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)</th>\n",
       "      <th>Unbearable Lightness of Being, The (1988)</th>\n",
       "      <th>Unbreakable (2000)</th>\n",
       "      <th>Uncle Buck (1989)</th>\n",
       "      <th>Under Siege (1992)</th>\n",
       "      <th>Under Siege 2: Dark Territory (1995)</th>\n",
       "      <th>Under the Tuscan Sun (2003)</th>\n",
       "      <th>Undercover Brother (2002)</th>\n",
       "      <th>Underground (1995)</th>\n",
       "      <th>Underworld (2003)</th>\n",
       "      <th>Underworld: Evolution (2006)</th>\n",
       "      <th>Unfaithful (2002)</th>\n",
       "      <th>Unforgettable (1996)</th>\n",
       "      <th>Unforgiven (1992)</th>\n",
       "      <th>Unforgiven, The (1960)</th>\n",
       "      <th>United 93 (2006)</th>\n",
       "      <th>Universal Soldier (1992)</th>\n",
       "      <th>Universal Soldier: The Return (1999)</th>\n",
       "      <th>Unleashed (Danny the Dog) (2005)</th>\n",
       "      <th>Unstrung Heroes (1995)</th>\n",
       "      <th>Until the End of the World (Bis ans Ende der Welt) (1991)</th>\n",
       "      <th>Untouchables, The (1987)</th>\n",
       "      <th>Unzipped (1995)</th>\n",
       "      <th>Up (2009)</th>\n",
       "      <th>Up Close and Personal (1996)</th>\n",
       "      <th>Up in the Air (2009)</th>\n",
       "      <th>Urban Legend (1998)</th>\n",
       "      <th>Urban Legends: Final Cut (2000)</th>\n",
       "      <th>Usual Suspects, The (1995)</th>\n",
       "      <th>V for Vendetta (2006)</th>\n",
       "      <th>Valkyrie (2008)</th>\n",
       "      <th>Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)</th>\n",
       "      <th>Vampire in Brooklyn (1995)</th>\n",
       "      <th>Vampires (1998)</th>\n",
       "      <th>Van Helsing (2004)</th>\n",
       "      <th>Vanilla Sky (2001)</th>\n",
       "      <th>Vanishing, The (Spoorloos) (1988)</th>\n",
       "      <th>Vantage Point (2008)</th>\n",
       "      <th>Vanya on 42nd Street (1994)</th>\n",
       "      <th>Varsity Blues (1999)</th>\n",
       "      <th>Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)</th>\n",
       "      <th>Velvet Goldmine (1998)</th>\n",
       "      <th>Verdict, The (1982)</th>\n",
       "      <th>Vertical Limit (2000)</th>\n",
       "      <th>Vertigo (1958)</th>\n",
       "      <th>Very Bad Things (1998)</th>\n",
       "      <th>Very Brady Sequel, A (1996)</th>\n",
       "      <th>Very Long Engagement, A (Un long dimanche de fiançailles) (2004)</th>\n",
       "      <th>Vicky Cristina Barcelona (2008)</th>\n",
       "      <th>Victor/Victoria (1982)</th>\n",
       "      <th>Videodrome (1983)</th>\n",
       "      <th>View to a Kill, A (1985)</th>\n",
       "      <th>Village of the Damned (1960)</th>\n",
       "      <th>Village of the Damned (1995)</th>\n",
       "      <th>Village, The (2004)</th>\n",
       "      <th>Virgin Suicides, The (1999)</th>\n",
       "      <th>Virtuosity (1995)</th>\n",
       "      <th>Virus (1999)</th>\n",
       "      <th>Volcano (1997)</th>\n",
       "      <th>Volver (2006)</th>\n",
       "      <th>WALL·E (2008)</th>\n",
       "      <th>Wag the Dog (1997)</th>\n",
       "      <th>Wait Until Dark (1967)</th>\n",
       "      <th>Waiting for Guffman (1996)</th>\n",
       "      <th>Waiting to Exhale (1995)</th>\n",
       "      <th>Waking Life (2001)</th>\n",
       "      <th>Waking Ned Devine (a.k.a. Waking Ned) (1998)</th>\n",
       "      <th>Walk in the Clouds, A (1995)</th>\n",
       "      <th>Walk the Line (2005)</th>\n",
       "      <th>Walk to Remember, A (2002)</th>\n",
       "      <th>Walkabout (1971)</th>\n",
       "      <th>Wall Street (1987)</th>\n",
       "      <th>Wallace &amp; Gromit in The Curse of the Were-Rabbit (2005)</th>\n",
       "      <th>Wallace &amp; Gromit: A Close Shave (1995)</th>\n",
       "      <th>Wallace &amp; Gromit: The Best of Aardman Animation (1996)</th>\n",
       "      <th>Wallace &amp; Gromit: The Wrong Trousers (1993)</th>\n",
       "      <th>Waltz with Bashir (Vals im Bashir) (2008)</th>\n",
       "      <th>Wanted (2008)</th>\n",
       "      <th>War Room, The (1993)</th>\n",
       "      <th>War of the Roses, The (1989)</th>\n",
       "      <th>War of the Worlds (2005)</th>\n",
       "      <th>War of the Worlds, The (1953)</th>\n",
       "      <th>War, The (1994)</th>\n",
       "      <th>WarGames (1983)</th>\n",
       "      <th>Warriors, The (1979)</th>\n",
       "      <th>Watchmen (2009)</th>\n",
       "      <th>Waterboy, The (1998)</th>\n",
       "      <th>Watership Down (1978)</th>\n",
       "      <th>Waterworld (1995)</th>\n",
       "      <th>Way We Were, The (1973)</th>\n",
       "      <th>Way of the Gun, The (2000)</th>\n",
       "      <th>Wayne's World (1992)</th>\n",
       "      <th>Wayne's World 2 (1993)</th>\n",
       "      <th>We Were Soldiers (2002)</th>\n",
       "      <th>Weather Man, The (2005)</th>\n",
       "      <th>Wedding Crashers (2005)</th>\n",
       "      <th>Wedding Planner, The (2001)</th>\n",
       "      <th>Wedding Singer, The (1998)</th>\n",
       "      <th>Weekend at Bernie's (1989)</th>\n",
       "      <th>Weird Science (1985)</th>\n",
       "      <th>Welcome to the Dollhouse (1995)</th>\n",
       "      <th>Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)</th>\n",
       "      <th>West Side Story (1961)</th>\n",
       "      <th>Westworld (1973)</th>\n",
       "      <th>Whale Rider (2002)</th>\n",
       "      <th>What About Bob? (1991)</th>\n",
       "      <th>What Dreams May Come (1998)</th>\n",
       "      <th>What Ever Happened to Baby Jane? (1962)</th>\n",
       "      <th>What Lies Beneath (2000)</th>\n",
       "      <th>What Women Want (2000)</th>\n",
       "      <th>What's Eating Gilbert Grape (1993)</th>\n",
       "      <th>What's Love Got to Do with It? (1993)</th>\n",
       "      <th>When Harry Met Sally... (1989)</th>\n",
       "      <th>When We Were Kings (1996)</th>\n",
       "      <th>When a Man Loves a Woman (1994)</th>\n",
       "      <th>Where Eagles Dare (1968)</th>\n",
       "      <th>Where the Heart Is (2000)</th>\n",
       "      <th>Where the Wild Things Are (2009)</th>\n",
       "      <th>While You Were Sleeping (1995)</th>\n",
       "      <th>White Chicks (2004)</th>\n",
       "      <th>White Christmas (1954)</th>\n",
       "      <th>White Men Can't Jump (1992)</th>\n",
       "      <th>White Oleander (2002)</th>\n",
       "      <th>White Squall (1996)</th>\n",
       "      <th>Who Framed Roger Rabbit? (1988)</th>\n",
       "      <th>Who's Afraid of Virginia Woolf? (1966)</th>\n",
       "      <th>Who's Harry Crumb? (1989)</th>\n",
       "      <th>Whole Nine Yards, The (2000)</th>\n",
       "      <th>Wicker Man, The (1973)</th>\n",
       "      <th>Widows' Peak (1994)</th>\n",
       "      <th>Wild Bunch, The (1969)</th>\n",
       "      <th>Wild Strawberries (Smultronstället) (1957)</th>\n",
       "      <th>Wild Things (1998)</th>\n",
       "      <th>Wild Wild West (1999)</th>\n",
       "      <th>Wild at Heart (1990)</th>\n",
       "      <th>William Shakespeare's A Midsummer Night's Dream (1999)</th>\n",
       "      <th>William Shakespeare's Romeo + Juliet (1996)</th>\n",
       "      <th>Willow (1988)</th>\n",
       "      <th>Willy Wonka &amp; the Chocolate Factory (1971)</th>\n",
       "      <th>Wimbledon (2004)</th>\n",
       "      <th>Windtalkers (2002)</th>\n",
       "      <th>Wing Commander (1999)</th>\n",
       "      <th>Winged Migration (Peuple migrateur, Le) (2001)</th>\n",
       "      <th>Wings of Desire (Himmel über Berlin, Der) (1987)</th>\n",
       "      <th>Wings of the Dove, The (1997)</th>\n",
       "      <th>Winnie the Pooh and the Blustery Day (1968)</th>\n",
       "      <th>Winslow Boy, The (1999)</th>\n",
       "      <th>Winter's Bone (2010)</th>\n",
       "      <th>Wishmaster (1997)</th>\n",
       "      <th>Witches of Eastwick, The (1987)</th>\n",
       "      <th>With Honors (1994)</th>\n",
       "      <th>Withnail &amp; I (1987)</th>\n",
       "      <th>Witness (1985)</th>\n",
       "      <th>Witness for the Prosecution (1957)</th>\n",
       "      <th>Wizard of Oz, The (1939)</th>\n",
       "      <th>Wolf (1994)</th>\n",
       "      <th>Wolf of Wall Street, The (2013)</th>\n",
       "      <th>Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)</th>\n",
       "      <th>Wonder Boys (2000)</th>\n",
       "      <th>Woodstock (1970)</th>\n",
       "      <th>Working Girl (1988)</th>\n",
       "      <th>World According to Garp, The (1982)</th>\n",
       "      <th>World Is Not Enough, The (1999)</th>\n",
       "      <th>World's Fastest Indian, The (2005)</th>\n",
       "      <th>Wreck-It Ralph (2012)</th>\n",
       "      <th>Wrestler, The (2008)</th>\n",
       "      <th>Wristcutters: A Love Story (2006)</th>\n",
       "      <th>Wyatt Earp (1994)</th>\n",
       "      <th>X-Files: Fight the Future, The (1998)</th>\n",
       "      <th>X-Men (2000)</th>\n",
       "      <th>X-Men Origins: Wolverine (2009)</th>\n",
       "      <th>X-Men: Days of Future Past (2014)</th>\n",
       "      <th>X-Men: First Class (2011)</th>\n",
       "      <th>X-Men: The Last Stand (2006)</th>\n",
       "      <th>X2: X-Men United (2003)</th>\n",
       "      <th>Year of Living Dangerously, The (1982)</th>\n",
       "      <th>Yellow Submarine (1968)</th>\n",
       "      <th>Yes Man (2008)</th>\n",
       "      <th>Yojimbo (1961)</th>\n",
       "      <th>You Can Count on Me (2000)</th>\n",
       "      <th>You Don't Mess with the Zohan (2008)</th>\n",
       "      <th>You Only Live Twice (1967)</th>\n",
       "      <th>You've Got Mail (1998)</th>\n",
       "      <th>You, Me and Dupree (2006)</th>\n",
       "      <th>Young Frankenstein (1974)</th>\n",
       "      <th>Young Guns (1988)</th>\n",
       "      <th>Young Guns II (1990)</th>\n",
       "      <th>Young Poisoner's Handbook, The (1995)</th>\n",
       "      <th>Young Sherlock Holmes (1985)</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zelig (1983)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zulu (1964)</th>\n",
       "      <th>[REC] (2007)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28941.0</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>3.0</td>\n",
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       "      <td>2.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 3159 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title    'burbs, The (1989)  (500) Days of Summer (2009)  \\\n",
       "userId                                                     \n",
       "28941.0                 NaN                          NaN   \n",
       "\n",
       "title    *batteries not included (1987)  ...And Justice for All (1979)  \\\n",
       "userId                                                                   \n",
       "28941.0                             NaN                            NaN   \n",
       "\n",
       "title    10 Things I Hate About You (1999)  10,000 BC (2008)  \\\n",
       "userId                                                         \n",
       "28941.0                                NaN               NaN   \n",
       "\n",
       "title    101 Dalmatians (1996)  \\\n",
       "userId                           \n",
       "28941.0                    NaN   \n",
       "\n",
       "title    101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "userId                                                            \n",
       "28941.0                                                NaN        \n",
       "\n",
       "title    102 Dalmatians (2000)  12 Angry Men (1957)  12 Years a Slave (2013)  \\\n",
       "userId                                                                         \n",
       "28941.0                    NaN                  NaN                      NaN   \n",
       "\n",
       "title    127 Hours (2010)  13 Going on 30 (2004)  13th Warrior, The (1999)  \\\n",
       "userId                                                                       \n",
       "28941.0               NaN                    NaN                       NaN   \n",
       "\n",
       "title    1408 (2007)  15 Minutes (2001)  16 Blocks (2006)  17 Again (2009)  \\\n",
       "userId                                                                       \n",
       "28941.0          NaN                NaN               NaN              NaN   \n",
       "\n",
       "title    1984 (Nineteen Eighty-Four) (1984)  2 Days in the Valley (1996)  \\\n",
       "userId                                                                     \n",
       "28941.0                                 NaN                          NaN   \n",
       "\n",
       "title    2 Fast 2 Furious (Fast and the Furious 2, The) (2003)  \\\n",
       "userId                                                           \n",
       "28941.0                                                NaN       \n",
       "\n",
       "title    20,000 Leagues Under the Sea (1954)  200 Cigarettes (1999)  \\\n",
       "userId                                                                \n",
       "28941.0                                  NaN                    NaN   \n",
       "\n",
       "title    2001: A Space Odyssey (1968)  2010: The Year We Make Contact (1984)  \\\n",
       "userId                                                                         \n",
       "28941.0                           NaN                                    NaN   \n",
       "\n",
       "title    2012 (2009)  2046 (2004)  21 (2008)  21 Grams (2003)  \\\n",
       "userId                                                          \n",
       "28941.0          NaN          NaN        NaN              NaN   \n",
       "\n",
       "title    21 Jump Street (2012)  24 Hour Party People (2002)  25th Hour (2002)  \\\n",
       "userId                                                                          \n",
       "28941.0                    NaN                          NaN               NaN   \n",
       "\n",
       "title    27 Dresses (2008)  28 Days (2000)  28 Days Later (2002)  \\\n",
       "userId                                                             \n",
       "28941.0                NaN             NaN                   NaN   \n",
       "\n",
       "title    28 Weeks Later (2007)  3 Ninjas (1992)  3-Iron (Bin-jip) (2004)  \\\n",
       "userId                                                                     \n",
       "28941.0                    NaN              NaN                      NaN   \n",
       "\n",
       "title    30 Days of Night (2007)  300 (2007)  3000 Miles to Graceland (2001)  \\\n",
       "userId                                                                         \n",
       "28941.0                      NaN         NaN                             NaN   \n",
       "\n",
       "title    39 Steps, The (1935)  3:10 to Yuma (2007)  \\\n",
       "userId                                               \n",
       "28941.0                   NaN                  NaN   \n",
       "\n",
       "title    40 Days and 40 Nights (2002)  40-Year-Old Virgin, The (2005)  \\\n",
       "userId                                                                  \n",
       "28941.0                           NaN                             NaN   \n",
       "\n",
       "title    400 Blows, The (Les quatre cents coups) (1959)  42 Up (1998)  \\\n",
       "userId                                                                  \n",
       "28941.0                                             NaN           NaN   \n",
       "\n",
       "title    48 Hrs. (1982)  50 First Dates (2004)  50/50 (2011)  54 (1998)  \\\n",
       "userId                                                                    \n",
       "28941.0             NaN                    NaN           NaN        NaN   \n",
       "\n",
       "title    6th Day, The (2000)  7th Voyage of Sinbad, The (1958)  \\\n",
       "userId                                                           \n",
       "28941.0                  NaN                               NaN   \n",
       "\n",
       "title    8 1/2 (8½) (1963)  8 Heads in a Duffel Bag (1997)  8 Mile (2002)  \\\n",
       "userId                                                                      \n",
       "28941.0                NaN                             NaN            NaN   \n",
       "\n",
       "title    8MM (1999)  9 (2009)  9 1/2 Weeks (Nine 1/2 Weeks) (1986)  \\\n",
       "userId                                                               \n",
       "28941.0         NaN       NaN                                  NaN   \n",
       "\n",
       "title    A-Team, The (2010)  A.I. Artificial Intelligence (2001)  \\\n",
       "userId                                                             \n",
       "28941.0                 NaN                                  NaN   \n",
       "\n",
       "title    AVP: Alien vs. Predator (2004)  \\\n",
       "userId                                    \n",
       "28941.0                             NaN   \n",
       "\n",
       "title    AVPR: Aliens vs. Predator - Requiem (2007)  \\\n",
       "userId                                                \n",
       "28941.0                                         NaN   \n",
       "\n",
       "title    About Last Night... (1986)  About Schmidt (2002)  About a Boy (2002)  \\\n",
       "userId                                                                          \n",
       "28941.0                         NaN                   NaN                 NaN   \n",
       "\n",
       "title    Absent-Minded Professor, The (1961)  Absolute Power (1997)  \\\n",
       "userId                                                                \n",
       "28941.0                                  NaN                    NaN   \n",
       "\n",
       "title    Abyss, The (1989)  Accepted (2006)  Accidental Tourist, The (1988)  \\\n",
       "userId                                                                        \n",
       "28941.0                NaN              NaN                             NaN   \n",
       "\n",
       "title    Accused, The (1988)  Ace Ventura: Pet Detective (1994)  \\\n",
       "userId                                                            \n",
       "28941.0                  NaN                                3.0   \n",
       "\n",
       "title    Ace Ventura: When Nature Calls (1995)  Across the Universe (2007)  \\\n",
       "userId                                                                       \n",
       "28941.0                                    2.0                         NaN   \n",
       "\n",
       "title    Adaptation (2002)  Addams Family Values (1993)  \\\n",
       "userId                                                    \n",
       "28941.0                NaN                          NaN   \n",
       "\n",
       "title    Addams Family, The (1991)  Addicted to Love (1997)  \\\n",
       "userId                                                        \n",
       "28941.0                        NaN                      NaN   \n",
       "\n",
       "title    Adjustment Bureau, The (2011)  Adventureland (2009)  \\\n",
       "userId                                                         \n",
       "28941.0                            NaN                   NaN   \n",
       "\n",
       "title    Adventures in Babysitting (1987)  \\\n",
       "userId                                      \n",
       "28941.0                               NaN   \n",
       "\n",
       "title    Adventures of Baron Munchausen, The (1988)  \\\n",
       "userId                                                \n",
       "28941.0                                         NaN   \n",
       "\n",
       "title    Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)  \\\n",
       "userId                                                                        \n",
       "28941.0                                                NaN                    \n",
       "\n",
       "title    Adventures of Milo and Otis, The (Koneko monogatari) (1986)  \\\n",
       "userId                                                                 \n",
       "28941.0                                                NaN             \n",
       "\n",
       "title    Adventures of Pinocchio, The (1996)  \\\n",
       "userId                                         \n",
       "28941.0                                  NaN   \n",
       "\n",
       "title    Adventures of Priscilla, Queen of the Desert, The (1994)  \\\n",
       "userId                                                              \n",
       "28941.0                                                NaN          \n",
       "\n",
       "title    Adventures of Robin Hood, The (1938)  \\\n",
       "userId                                          \n",
       "28941.0                                   NaN   \n",
       "\n",
       "title    Adventures of Rocky and Bullwinkle, The (2000)  \\\n",
       "userId                                                    \n",
       "28941.0                                             NaN   \n",
       "\n",
       "title    Adventures of Tintin, The (2011)  Aeon Flux (2005)  \\\n",
       "userId                                                        \n",
       "28941.0                               NaN               NaN   \n",
       "\n",
       "title    Affair to Remember, An (1957)  Affliction (1997)  \\\n",
       "userId                                                      \n",
       "28941.0                            NaN                NaN   \n",
       "\n",
       "title    African Queen, The (1951)  After Hours (1985)  \\\n",
       "userId                                                   \n",
       "28941.0                        NaN                 NaN   \n",
       "\n",
       "title    Age of Innocence, The (1993)  Agnes of God (1985)  \\\n",
       "userId                                                       \n",
       "28941.0                           NaN                  NaN   \n",
       "\n",
       "title    Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)  \\\n",
       "userId                                                                 \n",
       "28941.0                                                NaN             \n",
       "\n",
       "title    Air America (1990)  Air Bud (1997)  Air Force One (1997)  \\\n",
       "userId                                                              \n",
       "28941.0                 NaN             NaN                   NaN   \n",
       "\n",
       "title    Airheads (1994)  Airplane II: The Sequel (1982)  Airplane! (1980)  \\\n",
       "userId                                                                       \n",
       "28941.0              NaN                             NaN               NaN   \n",
       "\n",
       "title    Airport (1970)  Akira (1988)  Aladdin (1992)  \\\n",
       "userId                                                  \n",
       "28941.0             NaN           NaN             2.0   \n",
       "\n",
       "title    Aladdin and the King of Thieves (1996)  Alexander (2004)  \\\n",
       "userId                                                              \n",
       "28941.0                                     NaN               NaN   \n",
       "\n",
       "title    Alfie (2004)  Ali (2001)  Alice in Wonderland (1951)  \\\n",
       "userId                                                          \n",
       "28941.0           NaN         NaN                         NaN   \n",
       "\n",
       "title    Alice in Wonderland (2010)  Alien (1979)  Alien Nation (1988)  \\\n",
       "userId                                                                   \n",
       "28941.0                         NaN           NaN                  NaN   \n",
       "\n",
       "title    Alien: Resurrection (1997)  Aliens (1986)  \\\n",
       "userId                                               \n",
       "28941.0                         NaN            NaN   \n",
       "\n",
       "title    Alien³ (a.k.a. Alien 3) (1992)  Alive (1993)  All About Eve (1950)  \\\n",
       "userId                                                                        \n",
       "28941.0                             NaN           NaN                   NaN   \n",
       "\n",
       "title    All About My Mother (Todo sobre mi madre) (1999)  \\\n",
       "userId                                                      \n",
       "28941.0                                               NaN   \n",
       "\n",
       "title    All Dogs Go to Heaven (1989)  All Dogs Go to Heaven 2 (1996)  \\\n",
       "userId                                                                  \n",
       "28941.0                           NaN                             NaN   \n",
       "\n",
       "title    All Quiet on the Western Front (1930)  All That Jazz (1979)  \\\n",
       "userId                                                                 \n",
       "28941.0                                    NaN                   NaN   \n",
       "\n",
       "title    All the President's Men (1976)  All the Pretty Horses (2000)  \\\n",
       "userId                                                                  \n",
       "28941.0                             NaN                           NaN   \n",
       "\n",
       "title    Almost Famous (2000)  Along Came Polly (2004)  \\\n",
       "userId                                                   \n",
       "28941.0                   NaN                      NaN   \n",
       "\n",
       "title    Along Came a Spider (2001)  \\\n",
       "userId                                \n",
       "28941.0                         NaN   \n",
       "\n",
       "title    Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)  \\\n",
       "userId                                                                           \n",
       "28941.0                                                NaN                       \n",
       "\n",
       "title    Altered States (1980)  Always (1989)  Amadeus (1984)  Amateur (1994)  \\\n",
       "userId                                                                          \n",
       "28941.0                    NaN            NaN             NaN             NaN   \n",
       "\n",
       "title    Amazing Spider-Man, The (2012)  \\\n",
       "userId                                    \n",
       "28941.0                             NaN   \n",
       "\n",
       "title    Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)  \\\n",
       "userId                                                          \n",
       "28941.0                                                NaN      \n",
       "\n",
       "title    America's Sweethearts (2001)  American Beauty (1999)  \\\n",
       "userId                                                          \n",
       "28941.0                           NaN                     NaN   \n",
       "\n",
       "title    American Gangster (2007)  American Gigolo (1980)  \\\n",
       "userId                                                      \n",
       "28941.0                       NaN                     NaN   \n",
       "\n",
       "title    American Graffiti (1973)  American History X (1998)  \\\n",
       "userId                                                         \n",
       "28941.0                       NaN                        NaN   \n",
       "\n",
       "title    American Hustle (2013)  American Movie (1999)  American Pie (1999)  \\\n",
       "userId                                                                        \n",
       "28941.0                     NaN                    NaN                  NaN   \n",
       "\n",
       "title    American Pie 2 (2001)  American President, The (1995)  \\\n",
       "userId                                                           \n",
       "28941.0                    NaN                             3.0   \n",
       "\n",
       "title    American Psycho (2000)  American Splendor (2003)  \\\n",
       "userId                                                      \n",
       "28941.0                     NaN                       NaN   \n",
       "\n",
       "title    American Tail, An (1986)  American Tail: Fievel Goes West, An (1991)  \\\n",
       "userId                                                                          \n",
       "28941.0                       NaN                                         NaN   \n",
       "\n",
       "title    American Wedding (American Pie 3) (2003)  \\\n",
       "userId                                              \n",
       "28941.0                                       NaN   \n",
       "\n",
       "title    American Werewolf in London, An (1981)  \\\n",
       "userId                                            \n",
       "28941.0                                     NaN   \n",
       "\n",
       "title    American Werewolf in Paris, An (1997)  American in Paris, An (1951)  \\\n",
       "userId                                                                         \n",
       "28941.0                                    NaN                           NaN   \n",
       "\n",
       "title    Amistad (1997)  Amityville Horror, The (1979)  \\\n",
       "userId                                                   \n",
       "28941.0             NaN                            NaN   \n",
       "\n",
       "title    Amores Perros (Love's a Bitch) (2000)  Anaconda (1997)  \\\n",
       "userId                                                            \n",
       "28941.0                                    NaN              NaN   \n",
       "\n",
       "title    Analyze That (2002)  Analyze This (1999)  Anastasia (1997)  \\\n",
       "userId                                                                \n",
       "28941.0                  NaN                  NaN               NaN   \n",
       "\n",
       "title    Anatomy of a Murder (1959)  \\\n",
       "userId                                \n",
       "28941.0                         NaN   \n",
       "\n",
       "title    Anchorman: The Legend of Ron Burgundy (2004)  \\\n",
       "userId                                                  \n",
       "28941.0                                           NaN   \n",
       "\n",
       "title    And Your Mother Too (Y tu mamá también) (2001)  \\\n",
       "userId                                                    \n",
       "28941.0                                             NaN   \n",
       "\n",
       "title    And the Band Played On (1993)  Andromeda Strain, The (1971)  \\\n",
       "userId                                                                 \n",
       "28941.0                            NaN                           NaN   \n",
       "\n",
       "title    Angel Heart (1987)  Angela's Ashes (1999)  Angels & Demons (2009)  \\\n",
       "userId                                                                       \n",
       "28941.0                 NaN                    NaN                     NaN   \n",
       "\n",
       "title    Angels and Insects (1995)  Angels in the Outfield (1994)  \\\n",
       "userId                                                              \n",
       "28941.0                        NaN                            NaN   \n",
       "\n",
       "title    Anger Management (2003)  Angus (1995)  Animal House (1978)  \\\n",
       "userId                                                                \n",
       "28941.0                      NaN           NaN                  NaN   \n",
       "\n",
       "title    Animal, The (2001)  Animatrix, The (2003)  Anna and the King (1999)  \\\n",
       "userId                                                                         \n",
       "28941.0                 NaN                    NaN                       NaN   \n",
       "\n",
       "title    Annie (1982)  Annie Hall (1977)  Anniversary Party, The (2001)  \\\n",
       "userId                                                                    \n",
       "28941.0           NaN                NaN                            NaN   \n",
       "\n",
       "title    Another 48 Hrs. (1990)  Another Stakeout (1993)  Antitrust (2001)  \\\n",
       "userId                                                                       \n",
       "28941.0                     NaN                      NaN               NaN   \n",
       "\n",
       "title    Antonia's Line (Antonia) (1995)  Antwone Fisher (2002)  Antz (1998)  \\\n",
       "userId                                                                         \n",
       "28941.0                              NaN                    NaN          NaN   \n",
       "\n",
       "title    Any Given Sunday (1999)  Anywhere But Here (1999)  \\\n",
       "userId                                                       \n",
       "28941.0                      NaN                       NaN   \n",
       "\n",
       "title    Apartment, The (1960)  Apocalypse Now (1979)  Apocalypto (2006)  \\\n",
       "userId                                                                     \n",
       "28941.0                    NaN                    NaN                NaN   \n",
       "\n",
       "title    Apollo 13 (1995)  Apostle, The (1997)  \\\n",
       "userId                                           \n",
       "28941.0               3.0                  NaN   \n",
       "\n",
       "title    Apple Dumpling Gang, The (1975)  Apt Pupil (1998)  \\\n",
       "userId                                                       \n",
       "28941.0                              NaN               NaN   \n",
       "\n",
       "title    Arachnophobia (1990)  Argo (2012)  Aristocats, The (1970)  \\\n",
       "userId                                                               \n",
       "28941.0                   NaN          NaN                     NaN   \n",
       "\n",
       "title    Aristocrats, The (2005)  Arlington Road (1999)  Armageddon (1998)  \\\n",
       "userId                                                                       \n",
       "28941.0                      NaN                    NaN                NaN   \n",
       "\n",
       "title    Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)  \\\n",
       "userId                                                                                     \n",
       "28941.0                                                NaN                                 \n",
       "\n",
       "title    Army of Darkness (1993)  Around the World in 80 Days (1956)  \\\n",
       "userId                                                                 \n",
       "28941.0                      NaN                                 NaN   \n",
       "\n",
       "title    Arrival, The (1996)  Arsenic and Old Lace (1944)  \\\n",
       "userId                                                      \n",
       "28941.0                  NaN                          NaN   \n",
       "\n",
       "title    Art of War, The (2000)  Arthur (1981)  Artist, The (2011)  \\\n",
       "userId                                                               \n",
       "28941.0                     NaN            NaN                 NaN   \n",
       "\n",
       "title    As Good as It Gets (1997)  Asphalt Jungle, The (1950)  \\\n",
       "userId                                                           \n",
       "28941.0                        NaN                         NaN   \n",
       "\n",
       "title    Assassination of Jesse James by the Coward Robert Ford, The (2007)  \\\n",
       "userId                                                                        \n",
       "28941.0                                                NaN                    \n",
       "\n",
       "title    Assassins (1995)  Assault on Precinct 13 (2005)  \\\n",
       "userId                                                     \n",
       "28941.0               NaN                            NaN   \n",
       "\n",
       "title    Associate, The (1996)  Astronaut's Wife, The (1999)  \\\n",
       "userId                                                         \n",
       "28941.0                    NaN                           NaN   \n",
       "\n",
       "title    Atlantic City (1980)  Atlantis: The Lost Empire (2001)  \\\n",
       "userId                                                            \n",
       "28941.0                   NaN                               NaN   \n",
       "\n",
       "title    Atonement (2007)  Attack of the Killer Tomatoes! (1978)  \\\n",
       "userId                                                             \n",
       "28941.0               NaN                                    NaN   \n",
       "\n",
       "title    Audition (Ôdishon) (1999)  Auntie Mame (1958)  \\\n",
       "userId                                                   \n",
       "28941.0                        NaN                 NaN   \n",
       "\n",
       "title    Austin Powers in Goldmember (2002)  \\\n",
       "userId                                        \n",
       "28941.0                                 NaN   \n",
       "\n",
       "title    Austin Powers: International Man of Mystery (1997)  \\\n",
       "userId                                                        \n",
       "28941.0                                                NaN    \n",
       "\n",
       "title    Austin Powers: The Spy Who Shagged Me (1999)  \\\n",
       "userId                                                  \n",
       "28941.0                                           NaN   \n",
       "\n",
       "title    Autumn in New York (2000)  Avatar (2009)  Avengers, The (1998)  \\\n",
       "userId                                                                    \n",
       "28941.0                        NaN            NaN                   NaN   \n",
       "\n",
       "title    Avengers, The (2012)  Aviator, The (2004)  Awakenings (1990)  \\\n",
       "userId                                                                  \n",
       "28941.0                   NaN                  NaN                NaN   \n",
       "\n",
       "title    BASEketball (1998)  Babe (1995)  Babe: Pig in the City (1998)  \\\n",
       "userId                                                                   \n",
       "28941.0                 NaN          5.0                           NaN   \n",
       "\n",
       "title    Babel (2006)  Babes in Toyland (1961)  \\\n",
       "userId                                           \n",
       "28941.0           NaN                      NaN   \n",
       "\n",
       "title    Babette's Feast (Babettes gæstebud) (1987)  Baby Geniuses (1999)  \\\n",
       "userId                                                                      \n",
       "28941.0                                         NaN                   NaN   \n",
       "\n",
       "title    Babylon 5: In the Beginning (1998)  Babysitter, The (1995)  \\\n",
       "userId                                                                \n",
       "28941.0                                 NaN                     NaN   \n",
       "\n",
       "title    Bachelor Party (1984)  Bachelor, The (1999)  Back to School (1986)  \\\n",
       "userId                                                                        \n",
       "28941.0                    NaN                   NaN                    NaN   \n",
       "\n",
       "title    Back to the Future (1985)  Back to the Future Part II (1989)  \\\n",
       "userId                                                                  \n",
       "28941.0                        NaN                                NaN   \n",
       "\n",
       "title    Back to the Future Part III (1990)  Backbeat (1993)  \\\n",
       "userId                                                         \n",
       "28941.0                                 NaN              NaN   \n",
       "\n",
       "title    Backdraft (1991)  ...  Toy Story 3 (2010)  Toys (1992)  \\\n",
       "userId                     ...                                    \n",
       "28941.0               NaN  ...                 NaN          NaN   \n",
       "\n",
       "title    Trading Places (1983)  Traffic (2000)  Training Day (2001)  \\\n",
       "userId                                                                \n",
       "28941.0                    NaN             NaN                  NaN   \n",
       "\n",
       "title    Trainspotting (1996)  Transamerica (2005)  Transformers (2007)  \\\n",
       "userId                                                                    \n",
       "28941.0                   NaN                  NaN                  NaN   \n",
       "\n",
       "title    Transformers: Revenge of the Fallen (2009)  \\\n",
       "userId                                                \n",
       "28941.0                                         NaN   \n",
       "\n",
       "title    Transformers: The Movie (1986)  Transporter 2 (2005)  \\\n",
       "userId                                                          \n",
       "28941.0                             NaN                   NaN   \n",
       "\n",
       "title    Transporter, The (2002)  Treasure Planet (2002)  \\\n",
       "userId                                                     \n",
       "28941.0                      NaN                     NaN   \n",
       "\n",
       "title    Treasure of the Sierra Madre, The (1948)  Trees Lounge (1996)  \\\n",
       "userId                                                                   \n",
       "28941.0                                       NaN                  NaN   \n",
       "\n",
       "title    Trekkies (1997)  Tremors (1990)  Trip to Bountiful, The (1985)  \\\n",
       "userId                                                                    \n",
       "28941.0              NaN             NaN                            NaN   \n",
       "\n",
       "title    Triplets of Belleville, The (Les triplettes de Belleville) (2003)  \\\n",
       "userId                                                                       \n",
       "28941.0                                                NaN                   \n",
       "\n",
       "title    Tron (1982)  Tron: Legacy (2010)  Tropic Thunder (2008)  \\\n",
       "userId                                                             \n",
       "28941.0          NaN                  NaN                    NaN   \n",
       "\n",
       "title    Trouble with Harry, The (1955)  Troy (2004)  True Crime (1999)  \\\n",
       "userId                                                                    \n",
       "28941.0                             NaN          NaN                NaN   \n",
       "\n",
       "title    True Grit (1969)  True Grit (2010)  True Lies (1994)  \\\n",
       "userId                                                          \n",
       "28941.0               NaN               NaN               NaN   \n",
       "\n",
       "title    True Romance (1993)  Truman Show, The (1998)  \\\n",
       "userId                                                  \n",
       "28941.0                  NaN                      NaN   \n",
       "\n",
       "title    Truth About Cats & Dogs, The (1996)  Turner & Hooch (1989)  \\\n",
       "userId                                                                \n",
       "28941.0                                  NaN                    NaN   \n",
       "\n",
       "title    Tuxedo, The (2002)  Twelfth Night (1996)  \\\n",
       "userId                                              \n",
       "28941.0                 NaN                   NaN   \n",
       "\n",
       "title    Twelve Monkeys (a.k.a. 12 Monkeys) (1995)  Twilight (2008)  \\\n",
       "userId                                                                \n",
       "28941.0                                        NaN              NaN   \n",
       "\n",
       "title    Twilight Saga: New Moon, The (2009)  \\\n",
       "userId                                         \n",
       "28941.0                                  NaN   \n",
       "\n",
       "title    Twin Peaks: Fire Walk with Me (1992)  Twins (1988)  Twister (1996)  \\\n",
       "userId                                                                        \n",
       "28941.0                                   NaN           NaN             NaN   \n",
       "\n",
       "title    Two Weeks Notice (2002)  Two if by Sea (1996)  U Turn (1997)  \\\n",
       "userId                                                                  \n",
       "28941.0                      NaN                   NaN            NaN   \n",
       "\n",
       "title    U-571 (2000)  U.S. Marshals (1998)  U2: Rattle and Hum (1988)  \\\n",
       "userId                                                                   \n",
       "28941.0           NaN                   NaN                        NaN   \n",
       "\n",
       "title    UHF (1989)  Ulee's Gold (1997)  Ultraviolet (2006)  \\\n",
       "userId                                                        \n",
       "28941.0         NaN                 NaN                 NaN   \n",
       "\n",
       "title    Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)  \\\n",
       "userId                                                                       \n",
       "28941.0                                                NaN                   \n",
       "\n",
       "title    Unbearable Lightness of Being, The (1988)  Unbreakable (2000)  \\\n",
       "userId                                                                   \n",
       "28941.0                                        NaN                 NaN   \n",
       "\n",
       "title    Uncle Buck (1989)  Under Siege (1992)  \\\n",
       "userId                                           \n",
       "28941.0                NaN                 NaN   \n",
       "\n",
       "title    Under Siege 2: Dark Territory (1995)  Under the Tuscan Sun (2003)  \\\n",
       "userId                                                                       \n",
       "28941.0                                   NaN                          NaN   \n",
       "\n",
       "title    Undercover Brother (2002)  Underground (1995)  Underworld (2003)  \\\n",
       "userId                                                                      \n",
       "28941.0                        NaN                 NaN                NaN   \n",
       "\n",
       "title    Underworld: Evolution (2006)  Unfaithful (2002)  \\\n",
       "userId                                                     \n",
       "28941.0                           NaN                NaN   \n",
       "\n",
       "title    Unforgettable (1996)  Unforgiven (1992)  Unforgiven, The (1960)  \\\n",
       "userId                                                                     \n",
       "28941.0                   NaN                NaN                     NaN   \n",
       "\n",
       "title    United 93 (2006)  Universal Soldier (1992)  \\\n",
       "userId                                                \n",
       "28941.0               NaN                       NaN   \n",
       "\n",
       "title    Universal Soldier: The Return (1999)  \\\n",
       "userId                                          \n",
       "28941.0                                   NaN   \n",
       "\n",
       "title    Unleashed (Danny the Dog) (2005)  Unstrung Heroes (1995)  \\\n",
       "userId                                                              \n",
       "28941.0                               NaN                     NaN   \n",
       "\n",
       "title    Until the End of the World (Bis ans Ende der Welt) (1991)  \\\n",
       "userId                                                               \n",
       "28941.0                                                NaN           \n",
       "\n",
       "title    Untouchables, The (1987)  Unzipped (1995)  Up (2009)  \\\n",
       "userId                                                          \n",
       "28941.0                       NaN              NaN        NaN   \n",
       "\n",
       "title    Up Close and Personal (1996)  Up in the Air (2009)  \\\n",
       "userId                                                        \n",
       "28941.0                           NaN                   NaN   \n",
       "\n",
       "title    Urban Legend (1998)  Urban Legends: Final Cut (2000)  \\\n",
       "userId                                                          \n",
       "28941.0                  NaN                              NaN   \n",
       "\n",
       "title    Usual Suspects, The (1995)  V for Vendetta (2006)  Valkyrie (2008)  \\\n",
       "userId                                                                        \n",
       "28941.0                         NaN                    NaN              NaN   \n",
       "\n",
       "title    Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)  \\\n",
       "userId                                                          \n",
       "28941.0                                                NaN      \n",
       "\n",
       "title    Vampire in Brooklyn (1995)  Vampires (1998)  Van Helsing (2004)  \\\n",
       "userId                                                                     \n",
       "28941.0                         NaN              NaN                 NaN   \n",
       "\n",
       "title    Vanilla Sky (2001)  Vanishing, The (Spoorloos) (1988)  \\\n",
       "userId                                                           \n",
       "28941.0                 NaN                                NaN   \n",
       "\n",
       "title    Vantage Point (2008)  Vanya on 42nd Street (1994)  \\\n",
       "userId                                                       \n",
       "28941.0                   NaN                          NaN   \n",
       "\n",
       "title    Varsity Blues (1999)  \\\n",
       "userId                          \n",
       "28941.0                   NaN   \n",
       "\n",
       "title    Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)  \\\n",
       "userId                                                                   \n",
       "28941.0                                                NaN               \n",
       "\n",
       "title    Velvet Goldmine (1998)  Verdict, The (1982)  Vertical Limit (2000)  \\\n",
       "userId                                                                        \n",
       "28941.0                     NaN                  NaN                    NaN   \n",
       "\n",
       "title    Vertigo (1958)  Very Bad Things (1998)  Very Brady Sequel, A (1996)  \\\n",
       "userId                                                                         \n",
       "28941.0             NaN                     NaN                          NaN   \n",
       "\n",
       "title    Very Long Engagement, A (Un long dimanche de fiançailles) (2004)  \\\n",
       "userId                                                                      \n",
       "28941.0                                                NaN                  \n",
       "\n",
       "title    Vicky Cristina Barcelona (2008)  Victor/Victoria (1982)  \\\n",
       "userId                                                             \n",
       "28941.0                              NaN                     NaN   \n",
       "\n",
       "title    Videodrome (1983)  View to a Kill, A (1985)  \\\n",
       "userId                                                 \n",
       "28941.0                NaN                       NaN   \n",
       "\n",
       "title    Village of the Damned (1960)  Village of the Damned (1995)  \\\n",
       "userId                                                                \n",
       "28941.0                           NaN                           NaN   \n",
       "\n",
       "title    Village, The (2004)  Virgin Suicides, The (1999)  Virtuosity (1995)  \\\n",
       "userId                                                                         \n",
       "28941.0                  NaN                          NaN                NaN   \n",
       "\n",
       "title    Virus (1999)  Volcano (1997)  Volver (2006)  WALL·E (2008)  \\\n",
       "userId                                                                \n",
       "28941.0           NaN             NaN            NaN            NaN   \n",
       "\n",
       "title    Wag the Dog (1997)  Wait Until Dark (1967)  \\\n",
       "userId                                                \n",
       "28941.0                 NaN                     NaN   \n",
       "\n",
       "title    Waiting for Guffman (1996)  Waiting to Exhale (1995)  \\\n",
       "userId                                                          \n",
       "28941.0                         NaN                       NaN   \n",
       "\n",
       "title    Waking Life (2001)  Waking Ned Devine (a.k.a. Waking Ned) (1998)  \\\n",
       "userId                                                                      \n",
       "28941.0                 NaN                                           NaN   \n",
       "\n",
       "title    Walk in the Clouds, A (1995)  Walk the Line (2005)  \\\n",
       "userId                                                        \n",
       "28941.0                           NaN                   NaN   \n",
       "\n",
       "title    Walk to Remember, A (2002)  Walkabout (1971)  Wall Street (1987)  \\\n",
       "userId                                                                      \n",
       "28941.0                         NaN               NaN                 NaN   \n",
       "\n",
       "title    Wallace & Gromit in The Curse of the Were-Rabbit (2005)  \\\n",
       "userId                                                             \n",
       "28941.0                                                NaN         \n",
       "\n",
       "title    Wallace & Gromit: A Close Shave (1995)  \\\n",
       "userId                                            \n",
       "28941.0                                     NaN   \n",
       "\n",
       "title    Wallace & Gromit: The Best of Aardman Animation (1996)  \\\n",
       "userId                                                            \n",
       "28941.0                                                NaN        \n",
       "\n",
       "title    Wallace & Gromit: The Wrong Trousers (1993)  \\\n",
       "userId                                                 \n",
       "28941.0                                          NaN   \n",
       "\n",
       "title    Waltz with Bashir (Vals im Bashir) (2008)  Wanted (2008)  \\\n",
       "userId                                                              \n",
       "28941.0                                        NaN            NaN   \n",
       "\n",
       "title    War Room, The (1993)  War of the Roses, The (1989)  \\\n",
       "userId                                                        \n",
       "28941.0                   NaN                           NaN   \n",
       "\n",
       "title    War of the Worlds (2005)  War of the Worlds, The (1953)  \\\n",
       "userId                                                             \n",
       "28941.0                       NaN                            NaN   \n",
       "\n",
       "title    War, The (1994)  WarGames (1983)  Warriors, The (1979)  \\\n",
       "userId                                                            \n",
       "28941.0              NaN              NaN                   NaN   \n",
       "\n",
       "title    Watchmen (2009)  Waterboy, The (1998)  Watership Down (1978)  \\\n",
       "userId                                                                  \n",
       "28941.0              NaN                   NaN                    NaN   \n",
       "\n",
       "title    Waterworld (1995)  Way We Were, The (1973)  \\\n",
       "userId                                                \n",
       "28941.0                NaN                      NaN   \n",
       "\n",
       "title    Way of the Gun, The (2000)  Wayne's World (1992)  \\\n",
       "userId                                                      \n",
       "28941.0                         NaN                   NaN   \n",
       "\n",
       "title    Wayne's World 2 (1993)  We Were Soldiers (2002)  \\\n",
       "userId                                                     \n",
       "28941.0                     NaN                      NaN   \n",
       "\n",
       "title    Weather Man, The (2005)  Wedding Crashers (2005)  \\\n",
       "userId                                                      \n",
       "28941.0                      NaN                      NaN   \n",
       "\n",
       "title    Wedding Planner, The (2001)  Wedding Singer, The (1998)  \\\n",
       "userId                                                             \n",
       "28941.0                          NaN                         NaN   \n",
       "\n",
       "title    Weekend at Bernie's (1989)  Weird Science (1985)  \\\n",
       "userId                                                      \n",
       "28941.0                         NaN                   NaN   \n",
       "\n",
       "title    Welcome to the Dollhouse (1995)  \\\n",
       "userId                                     \n",
       "28941.0                              NaN   \n",
       "\n",
       "title    Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)  \\\n",
       "userId                                                                                            \n",
       "28941.0                                                NaN                                        \n",
       "\n",
       "title    West Side Story (1961)  Westworld (1973)  Whale Rider (2002)  \\\n",
       "userId                                                                  \n",
       "28941.0                     NaN               NaN                 NaN   \n",
       "\n",
       "title    What About Bob? (1991)  What Dreams May Come (1998)  \\\n",
       "userId                                                         \n",
       "28941.0                     NaN                          NaN   \n",
       "\n",
       "title    What Ever Happened to Baby Jane? (1962)  What Lies Beneath (2000)  \\\n",
       "userId                                                                       \n",
       "28941.0                                      NaN                       NaN   \n",
       "\n",
       "title    What Women Want (2000)  What's Eating Gilbert Grape (1993)  \\\n",
       "userId                                                                \n",
       "28941.0                     NaN                                 NaN   \n",
       "\n",
       "title    What's Love Got to Do with It? (1993)  \\\n",
       "userId                                           \n",
       "28941.0                                    NaN   \n",
       "\n",
       "title    When Harry Met Sally... (1989)  When We Were Kings (1996)  \\\n",
       "userId                                                               \n",
       "28941.0                             NaN                        NaN   \n",
       "\n",
       "title    When a Man Loves a Woman (1994)  Where Eagles Dare (1968)  \\\n",
       "userId                                                               \n",
       "28941.0                              NaN                       NaN   \n",
       "\n",
       "title    Where the Heart Is (2000)  Where the Wild Things Are (2009)  \\\n",
       "userId                                                                 \n",
       "28941.0                        NaN                               NaN   \n",
       "\n",
       "title    While You Were Sleeping (1995)  White Chicks (2004)  \\\n",
       "userId                                                         \n",
       "28941.0                             NaN                  NaN   \n",
       "\n",
       "title    White Christmas (1954)  White Men Can't Jump (1992)  \\\n",
       "userId                                                         \n",
       "28941.0                     NaN                          NaN   \n",
       "\n",
       "title    White Oleander (2002)  White Squall (1996)  \\\n",
       "userId                                                \n",
       "28941.0                    NaN                  NaN   \n",
       "\n",
       "title    Who Framed Roger Rabbit? (1988)  \\\n",
       "userId                                     \n",
       "28941.0                              NaN   \n",
       "\n",
       "title    Who's Afraid of Virginia Woolf? (1966)  Who's Harry Crumb? (1989)  \\\n",
       "userId                                                                       \n",
       "28941.0                                     NaN                        NaN   \n",
       "\n",
       "title    Whole Nine Yards, The (2000)  Wicker Man, The (1973)  \\\n",
       "userId                                                          \n",
       "28941.0                           NaN                     NaN   \n",
       "\n",
       "title    Widows' Peak (1994)  Wild Bunch, The (1969)  \\\n",
       "userId                                                 \n",
       "28941.0                  NaN                     NaN   \n",
       "\n",
       "title    Wild Strawberries (Smultronstället) (1957)  Wild Things (1998)  \\\n",
       "userId                                                                    \n",
       "28941.0                                         NaN                 NaN   \n",
       "\n",
       "title    Wild Wild West (1999)  Wild at Heart (1990)  \\\n",
       "userId                                                 \n",
       "28941.0                    NaN                   NaN   \n",
       "\n",
       "title    William Shakespeare's A Midsummer Night's Dream (1999)  \\\n",
       "userId                                                            \n",
       "28941.0                                                NaN        \n",
       "\n",
       "title    William Shakespeare's Romeo + Juliet (1996)  Willow (1988)  \\\n",
       "userId                                                                \n",
       "28941.0                                          NaN            NaN   \n",
       "\n",
       "title    Willy Wonka & the Chocolate Factory (1971)  Wimbledon (2004)  \\\n",
       "userId                                                                  \n",
       "28941.0                                         NaN               NaN   \n",
       "\n",
       "title    Windtalkers (2002)  Wing Commander (1999)  \\\n",
       "userId                                               \n",
       "28941.0                 NaN                    NaN   \n",
       "\n",
       "title    Winged Migration (Peuple migrateur, Le) (2001)  \\\n",
       "userId                                                    \n",
       "28941.0                                             NaN   \n",
       "\n",
       "title    Wings of Desire (Himmel über Berlin, Der) (1987)  \\\n",
       "userId                                                      \n",
       "28941.0                                               NaN   \n",
       "\n",
       "title    Wings of the Dove, The (1997)  \\\n",
       "userId                                   \n",
       "28941.0                            NaN   \n",
       "\n",
       "title    Winnie the Pooh and the Blustery Day (1968)  Winslow Boy, The (1999)  \\\n",
       "userId                                                                          \n",
       "28941.0                                          NaN                      NaN   \n",
       "\n",
       "title    Winter's Bone (2010)  Wishmaster (1997)  \\\n",
       "userId                                             \n",
       "28941.0                   NaN                NaN   \n",
       "\n",
       "title    Witches of Eastwick, The (1987)  With Honors (1994)  \\\n",
       "userId                                                         \n",
       "28941.0                              NaN                 NaN   \n",
       "\n",
       "title    Withnail & I (1987)  Witness (1985)  \\\n",
       "userId                                         \n",
       "28941.0                  NaN             NaN   \n",
       "\n",
       "title    Witness for the Prosecution (1957)  Wizard of Oz, The (1939)  \\\n",
       "userId                                                                  \n",
       "28941.0                                 NaN                       NaN   \n",
       "\n",
       "title    Wolf (1994)  Wolf of Wall Street, The (2013)  \\\n",
       "userId                                                  \n",
       "28941.0          NaN                              NaN   \n",
       "\n",
       "title    Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)  \\\n",
       "userId                                                                                                 \n",
       "28941.0                                                NaN                                             \n",
       "\n",
       "title    Wonder Boys (2000)  Woodstock (1970)  Working Girl (1988)  \\\n",
       "userId                                                               \n",
       "28941.0                 NaN               NaN                  NaN   \n",
       "\n",
       "title    World According to Garp, The (1982)  World Is Not Enough, The (1999)  \\\n",
       "userId                                                                          \n",
       "28941.0                                  NaN                              NaN   \n",
       "\n",
       "title    World's Fastest Indian, The (2005)  Wreck-It Ralph (2012)  \\\n",
       "userId                                                               \n",
       "28941.0                                 NaN                    NaN   \n",
       "\n",
       "title    Wrestler, The (2008)  Wristcutters: A Love Story (2006)  \\\n",
       "userId                                                             \n",
       "28941.0                   NaN                                NaN   \n",
       "\n",
       "title    Wyatt Earp (1994)  X-Files: Fight the Future, The (1998)  \\\n",
       "userId                                                              \n",
       "28941.0                NaN                                    NaN   \n",
       "\n",
       "title    X-Men (2000)  X-Men Origins: Wolverine (2009)  \\\n",
       "userId                                                   \n",
       "28941.0           NaN                              NaN   \n",
       "\n",
       "title    X-Men: Days of Future Past (2014)  X-Men: First Class (2011)  \\\n",
       "userId                                                                  \n",
       "28941.0                                NaN                        NaN   \n",
       "\n",
       "title    X-Men: The Last Stand (2006)  X2: X-Men United (2003)  \\\n",
       "userId                                                           \n",
       "28941.0                           NaN                      NaN   \n",
       "\n",
       "title    Year of Living Dangerously, The (1982)  Yellow Submarine (1968)  \\\n",
       "userId                                                                     \n",
       "28941.0                                     NaN                      NaN   \n",
       "\n",
       "title    Yes Man (2008)  Yojimbo (1961)  You Can Count on Me (2000)  \\\n",
       "userId                                                                \n",
       "28941.0             NaN             NaN                         NaN   \n",
       "\n",
       "title    You Don't Mess with the Zohan (2008)  You Only Live Twice (1967)  \\\n",
       "userId                                                                      \n",
       "28941.0                                   NaN                         NaN   \n",
       "\n",
       "title    You've Got Mail (1998)  You, Me and Dupree (2006)  \\\n",
       "userId                                                       \n",
       "28941.0                     NaN                        NaN   \n",
       "\n",
       "title    Young Frankenstein (1974)  Young Guns (1988)  Young Guns II (1990)  \\\n",
       "userId                                                                        \n",
       "28941.0                        NaN                NaN                   NaN   \n",
       "\n",
       "title    Young Poisoner's Handbook, The (1995)  Young Sherlock Holmes (1985)  \\\n",
       "userId                                                                         \n",
       "28941.0                                    NaN                           NaN   \n",
       "\n",
       "title    Zack and Miri Make a Porno (2008)  Zelig (1983)  \\\n",
       "userId                                                     \n",
       "28941.0                                NaN           NaN   \n",
       "\n",
       "title    Zero Dark Thirty (2012)  Zero Effect (1998)  Zodiac (2007)  \\\n",
       "userId                                                                \n",
       "28941.0                      NaN                 NaN            NaN   \n",
       "\n",
       "title    Zombieland (2009)  Zoolander (2001)  Zulu (1964)  [REC] (2007)  \\\n",
       "userId                                                                    \n",
       "28941.0                NaN               NaN          NaN           NaN   \n",
       "\n",
       "title    eXistenZ (1999)  xXx (2002)  ¡Three Amigos! (1986)  \n",
       "userId                                                       \n",
       "28941.0              NaN         NaN                    NaN  \n",
       "\n",
       "[1 rows x 3159 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_user_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_watched = random_user_df.columns[random_user_df.notna().any()].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(movies_watched)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aynı Filmleri İzleyen Diğer Kullanıcıların Verisine ve Id'lerine Erişilmesi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_watched_df = user_movie_df[movies_watched]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Ace Ventura: When Nature Calls (1995)</th>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <th>American President, The (1995)</th>\n",
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       "      <th>Bullets Over Broadway (1994)</th>\n",
       "      <th>Clueless (1995)</th>\n",
       "      <th>Disclosure (1994)</th>\n",
       "      <th>Forrest Gump (1994)</th>\n",
       "      <th>Four Weddings and a Funeral (1994)</th>\n",
       "      <th>Home Alone (1990)</th>\n",
       "      <th>Jurassic Park (1993)</th>\n",
       "      <th>Like Water for Chocolate (Como agua para chocolate) (1992)</th>\n",
       "      <th>Little Women (1994)</th>\n",
       "      <th>Mr. Holland's Opus (1995)</th>\n",
       "      <th>Mrs. Doubtfire (1993)</th>\n",
       "      <th>Much Ado About Nothing (1993)</th>\n",
       "      <th>Muriel's Wedding (1994)</th>\n",
       "      <th>Nine Months (1995)</th>\n",
       "      <th>Operation Dumbo Drop (1995)</th>\n",
       "      <th>Piano, The (1993)</th>\n",
       "      <th>Postman, The (Postino, Il) (1994)</th>\n",
       "      <th>Ready to Wear (Pret-A-Porter) (1994)</th>\n",
       "      <th>Remains of the Day, The (1993)</th>\n",
       "      <th>Sabrina (1995)</th>\n",
       "      <th>Schindler's List (1993)</th>\n",
       "      <th>Secret Garden, The (1993)</th>\n",
       "      <th>Sense and Sensibility (1995)</th>\n",
       "      <th>Shadowlands (1993)</th>\n",
       "      <th>Silence of the Lambs, The (1991)</th>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>138493 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title     Ace Ventura: Pet Detective (1994)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "...                                     ...   \n",
       "138489.0                                NaN   \n",
       "138490.0                                NaN   \n",
       "138491.0                                NaN   \n",
       "138492.0                                NaN   \n",
       "138493.0                                4.0   \n",
       "\n",
       "title     Ace Ventura: When Nature Calls (1995)  Aladdin (1992)  \\\n",
       "userId                                                            \n",
       "1.0                                         NaN             NaN   \n",
       "2.0                                         NaN             NaN   \n",
       "3.0                                         NaN             NaN   \n",
       "4.0                                         3.0             NaN   \n",
       "5.0                                         NaN             5.0   \n",
       "...                                         ...             ...   \n",
       "138489.0                                    NaN             NaN   \n",
       "138490.0                                    NaN             NaN   \n",
       "138491.0                                    NaN             NaN   \n",
       "138492.0                                    NaN             NaN   \n",
       "138493.0                                    4.0             4.5   \n",
       "\n",
       "title     American President, The (1995)  Apollo 13 (1995)  Babe (1995)  \\\n",
       "userId                                                                    \n",
       "1.0                                  NaN               NaN          NaN   \n",
       "2.0                                  NaN               NaN          NaN   \n",
       "3.0                                  NaN               NaN          NaN   \n",
       "4.0                                  NaN               NaN          NaN   \n",
       "5.0                                  5.0               5.0          NaN   \n",
       "...                                  ...               ...          ...   \n",
       "138489.0                             NaN               NaN          NaN   \n",
       "138490.0                             NaN               4.0          5.0   \n",
       "138491.0                             NaN               NaN          NaN   \n",
       "138492.0                             NaN               NaN          NaN   \n",
       "138493.0                             NaN               4.5          3.0   \n",
       "\n",
       "title     Bullets Over Broadway (1994)  Clueless (1995)  Disclosure (1994)  \\\n",
       "userId                                                                       \n",
       "1.0                                NaN              NaN                NaN   \n",
       "2.0                                NaN              NaN                NaN   \n",
       "3.0                                NaN              NaN                NaN   \n",
       "4.0                                NaN              NaN                NaN   \n",
       "5.0                                NaN              NaN                NaN   \n",
       "...                                ...              ...                ...   \n",
       "138489.0                           NaN              NaN                NaN   \n",
       "138490.0                           NaN              NaN                NaN   \n",
       "138491.0                           NaN              NaN                NaN   \n",
       "138492.0                           NaN              NaN                NaN   \n",
       "138493.0                           NaN              NaN                NaN   \n",
       "\n",
       "title     Forrest Gump (1994)  Four Weddings and a Funeral (1994)  \\\n",
       "userId                                                              \n",
       "1.0                       NaN                                 NaN   \n",
       "2.0                       NaN                                 NaN   \n",
       "3.0                       NaN                                 NaN   \n",
       "4.0                       4.0                                 NaN   \n",
       "5.0                       NaN                                 NaN   \n",
       "...                       ...                                 ...   \n",
       "138489.0                  NaN                                 NaN   \n",
       "138490.0                  NaN                                 NaN   \n",
       "138491.0                  NaN                                 NaN   \n",
       "138492.0                  NaN                                 4.5   \n",
       "138493.0                  5.0                                 NaN   \n",
       "\n",
       "title     Home Alone (1990)  Jurassic Park (1993)  \\\n",
       "userId                                              \n",
       "1.0                     NaN                   NaN   \n",
       "2.0                     NaN                   5.0   \n",
       "3.0                     NaN                   5.0   \n",
       "4.0                     4.0                   4.0   \n",
       "5.0                     NaN                   4.0   \n",
       "...                     ...                   ...   \n",
       "138489.0                NaN                   NaN   \n",
       "138490.0                NaN                   NaN   \n",
       "138491.0                NaN                   NaN   \n",
       "138492.0                NaN                   NaN   \n",
       "138493.0                4.0                   4.5   \n",
       "\n",
       "title     Like Water for Chocolate (Como agua para chocolate) (1992)  \\\n",
       "userId                                                                 \n",
       "1.0                                                     NaN            \n",
       "2.0                                                     NaN            \n",
       "3.0                                                     NaN            \n",
       "4.0                                                     NaN            \n",
       "5.0                                                     NaN            \n",
       "...                                                     ...            \n",
       "138489.0                                                NaN            \n",
       "138490.0                                                4.0            \n",
       "138491.0                                                NaN            \n",
       "138492.0                                                NaN            \n",
       "138493.0                                                NaN            \n",
       "\n",
       "title     Little Women (1994)  Mr. Holland's Opus (1995)  \\\n",
       "userId                                                     \n",
       "1.0                       NaN                        NaN   \n",
       "2.0                       NaN                        5.0   \n",
       "3.0                       NaN                        NaN   \n",
       "4.0                       NaN                        NaN   \n",
       "5.0                       NaN                        5.0   \n",
       "...                       ...                        ...   \n",
       "138489.0                  NaN                        NaN   \n",
       "138490.0                  3.0                        NaN   \n",
       "138491.0                  NaN                        NaN   \n",
       "138492.0                  NaN                        NaN   \n",
       "138493.0                  NaN                        NaN   \n",
       "\n",
       "title     Mrs. Doubtfire (1993)  Much Ado About Nothing (1993)  \\\n",
       "userId                                                           \n",
       "1.0                         NaN                            NaN   \n",
       "2.0                         NaN                            NaN   \n",
       "3.0                         NaN                            NaN   \n",
       "4.0                         NaN                            NaN   \n",
       "5.0                         5.0                            NaN   \n",
       "...                         ...                            ...   \n",
       "138489.0                    NaN                            NaN   \n",
       "138490.0                    NaN                            NaN   \n",
       "138491.0                    NaN                            NaN   \n",
       "138492.0                    NaN                            NaN   \n",
       "138493.0                    NaN                            NaN   \n",
       "\n",
       "title     Muriel's Wedding (1994)  Nine Months (1995)  \\\n",
       "userId                                                  \n",
       "1.0                           NaN                 NaN   \n",
       "2.0                           NaN                 NaN   \n",
       "3.0                           NaN                 NaN   \n",
       "4.0                           NaN                 NaN   \n",
       "5.0                           NaN                 NaN   \n",
       "...                           ...                 ...   \n",
       "138489.0                      NaN                 NaN   \n",
       "138490.0                      NaN                 NaN   \n",
       "138491.0                      NaN                 NaN   \n",
       "138492.0                      NaN                 NaN   \n",
       "138493.0                      NaN                 NaN   \n",
       "\n",
       "title     Operation Dumbo Drop (1995)  Piano, The (1993)  \\\n",
       "userId                                                     \n",
       "1.0                               NaN                NaN   \n",
       "2.0                               NaN                NaN   \n",
       "3.0                               NaN                NaN   \n",
       "4.0                               NaN                NaN   \n",
       "5.0                               NaN                NaN   \n",
       "...                               ...                ...   \n",
       "138489.0                          NaN                NaN   \n",
       "138490.0                          NaN                NaN   \n",
       "138491.0                          NaN                NaN   \n",
       "138492.0                          NaN                NaN   \n",
       "138493.0                          NaN                NaN   \n",
       "\n",
       "title     Postman, The (Postino, Il) (1994)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "...                                     ...   \n",
       "138489.0                                NaN   \n",
       "138490.0                                NaN   \n",
       "138491.0                                NaN   \n",
       "138492.0                                4.5   \n",
       "138493.0                                NaN   \n",
       "\n",
       "title     Ready to Wear (Pret-A-Porter) (1994)  \\\n",
       "userId                                           \n",
       "1.0                                        NaN   \n",
       "2.0                                        NaN   \n",
       "3.0                                        NaN   \n",
       "4.0                                        NaN   \n",
       "5.0                                        NaN   \n",
       "...                                        ...   \n",
       "138489.0                                   NaN   \n",
       "138490.0                                   NaN   \n",
       "138491.0                                   NaN   \n",
       "138492.0                                   NaN   \n",
       "138493.0                                   NaN   \n",
       "\n",
       "title     Remains of the Day, The (1993)  Sabrina (1995)  \\\n",
       "userId                                                     \n",
       "1.0                                  NaN             NaN   \n",
       "2.0                                  NaN             NaN   \n",
       "3.0                                  NaN             NaN   \n",
       "4.0                                  NaN             NaN   \n",
       "5.0                                  3.0             NaN   \n",
       "...                                  ...             ...   \n",
       "138489.0                             NaN             NaN   \n",
       "138490.0                             NaN             NaN   \n",
       "138491.0                             NaN             NaN   \n",
       "138492.0                             NaN             NaN   \n",
       "138493.0                             NaN             NaN   \n",
       "\n",
       "title     Schindler's List (1993)  Secret Garden, The (1993)  \\\n",
       "userId                                                         \n",
       "1.0                           NaN                        NaN   \n",
       "2.0                           NaN                        NaN   \n",
       "3.0                           NaN                        NaN   \n",
       "4.0                           NaN                        3.0   \n",
       "5.0                           NaN                        5.0   \n",
       "...                           ...                        ...   \n",
       "138489.0                      NaN                        NaN   \n",
       "138490.0                      NaN                        4.0   \n",
       "138491.0                      NaN                        NaN   \n",
       "138492.0                      NaN                        NaN   \n",
       "138493.0                      5.0                        NaN   \n",
       "\n",
       "title     Sense and Sensibility (1995)  Shadowlands (1993)  \\\n",
       "userId                                                       \n",
       "1.0                                NaN                 NaN   \n",
       "2.0                                NaN                 NaN   \n",
       "3.0                                NaN                 NaN   \n",
       "4.0                                NaN                 NaN   \n",
       "5.0                                3.0                 NaN   \n",
       "...                                ...                 ...   \n",
       "138489.0                           NaN                 NaN   \n",
       "138490.0                           4.0                 NaN   \n",
       "138491.0                           NaN                 NaN   \n",
       "138492.0                           NaN                 NaN   \n",
       "138493.0                           NaN                 NaN   \n",
       "\n",
       "title     Silence of the Lambs, The (1991)  Star Trek: Generations (1994)  \\\n",
       "userId                                                                      \n",
       "1.0                                    3.5                            NaN   \n",
       "2.0                                    NaN                            NaN   \n",
       "3.0                                    5.0                            5.0   \n",
       "4.0                                    NaN                            3.0   \n",
       "5.0                                    3.0                            NaN   \n",
       "...                                    ...                            ...   \n",
       "138489.0                               4.0                            NaN   \n",
       "138490.0                               5.0                            NaN   \n",
       "138491.0                               NaN                            NaN   \n",
       "138492.0                               NaN                            NaN   \n",
       "138493.0                               NaN                            NaN   \n",
       "\n",
       "title     Stargate (1994)  \n",
       "userId                     \n",
       "1.0                   NaN  \n",
       "2.0                   NaN  \n",
       "3.0                   5.0  \n",
       "4.0                   NaN  \n",
       "5.0                   4.0  \n",
       "...                   ...  \n",
       "138489.0              NaN  \n",
       "138490.0              NaN  \n",
       "138491.0              NaN  \n",
       "138492.0              NaN  \n",
       "138493.0              NaN  \n",
       "\n",
       "[138493 rows x 33 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_watched_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_movie_count = movies_watched_df.T.notnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userId\n",
       "1.0    1\n",
       "2.0    2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_movie_count.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_movie_count = user_movie_count.reset_index()\n",
    "user_movie_count.columns = [\"userId\", \"movie_count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>userId</th>\n",
       "      <th>movie_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userId  movie_count\n",
       "0     1.0            1\n",
       "1     2.0            2"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_movie_count.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = len(movies_watched) * 60 / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_same_movies = user_movie_count[user_movie_count[\"movie_count\"] > perc][\"userId\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90            91.0\n",
       "129          130.0\n",
       "155          156.0\n",
       "157          158.0\n",
       "159          160.0\n",
       "            ...   \n",
       "138207    138208.0\n",
       "138278    138279.0\n",
       "138381    138382.0\n",
       "138414    138415.0\n",
       "138482    138483.0\n",
       "Name: userId, Length: 4139, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_same_movies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Öneri Yapılacak Kullanıcı ile En Benzer Kullanıcıların Belirlenmesi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.concat([movies_watched_df[movies_watched_df.index.isin(users_same_movies)],\n",
    "                     random_user_df[movies_watched]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>title</th>\n",
       "      <th>Ace Ventura: Pet Detective (1994)</th>\n",
       "      <th>Ace Ventura: When Nature Calls (1995)</th>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <th>American President, The (1995)</th>\n",
       "      <th>Apollo 13 (1995)</th>\n",
       "      <th>Babe (1995)</th>\n",
       "      <th>Bullets Over Broadway (1994)</th>\n",
       "      <th>Clueless (1995)</th>\n",
       "      <th>Disclosure (1994)</th>\n",
       "      <th>Forrest Gump (1994)</th>\n",
       "      <th>Four Weddings and a Funeral (1994)</th>\n",
       "      <th>Home Alone (1990)</th>\n",
       "      <th>Jurassic Park (1993)</th>\n",
       "      <th>Like Water for Chocolate (Como agua para chocolate) (1992)</th>\n",
       "      <th>Little Women (1994)</th>\n",
       "      <th>Mr. Holland's Opus (1995)</th>\n",
       "      <th>Mrs. Doubtfire (1993)</th>\n",
       "      <th>Much Ado About Nothing (1993)</th>\n",
       "      <th>Muriel's Wedding (1994)</th>\n",
       "      <th>Nine Months (1995)</th>\n",
       "      <th>Operation Dumbo Drop (1995)</th>\n",
       "      <th>Piano, The (1993)</th>\n",
       "      <th>Postman, The (Postino, Il) (1994)</th>\n",
       "      <th>Ready to Wear (Pret-A-Porter) (1994)</th>\n",
       "      <th>Remains of the Day, The (1993)</th>\n",
       "      <th>Sabrina (1995)</th>\n",
       "      <th>Schindler's List (1993)</th>\n",
       "      <th>Secret Garden, The (1993)</th>\n",
       "      <th>Sense and Sensibility (1995)</th>\n",
       "      <th>Shadowlands (1993)</th>\n",
       "      <th>Silence of the Lambs, The (1991)</th>\n",
       "      <th>Star Trek: Generations (1994)</th>\n",
       "      <th>Stargate (1994)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>91.0</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130.0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158.0</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>4.0</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>3.0</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>138382.0</th>\n",
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       "      <th>138483.0</th>\n",
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       "    <tr>\n",
       "      <th>28941.0</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4140 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title     Ace Ventura: Pet Detective (1994)  \\\n",
       "userId                                        \n",
       "91.0                                    2.5   \n",
       "130.0                                   4.0   \n",
       "156.0                                   3.0   \n",
       "158.0                                   2.0   \n",
       "160.0                                   NaN   \n",
       "...                                     ...   \n",
       "138279.0                                3.0   \n",
       "138382.0                                1.0   \n",
       "138415.0                                1.0   \n",
       "138483.0                                1.0   \n",
       "28941.0                                 3.0   \n",
       "\n",
       "title     Ace Ventura: When Nature Calls (1995)  Aladdin (1992)  \\\n",
       "userId                                                            \n",
       "91.0                                        2.0             NaN   \n",
       "130.0                                       3.0             NaN   \n",
       "156.0                                       NaN             NaN   \n",
       "158.0                                       1.0             4.0   \n",
       "160.0                                       NaN             3.0   \n",
       "...                                         ...             ...   \n",
       "138279.0                                    NaN             NaN   \n",
       "138382.0                                    1.0             4.0   \n",
       "138415.0                                    NaN             3.0   \n",
       "138483.0                                    1.0             3.0   \n",
       "28941.0                                     2.0             2.0   \n",
       "\n",
       "title     American President, The (1995)  Apollo 13 (1995)  Babe (1995)  \\\n",
       "userId                                                                    \n",
       "91.0                                 4.0               3.5          NaN   \n",
       "130.0                                3.0               3.0          NaN   \n",
       "156.0                                5.0               5.0          3.0   \n",
       "158.0                                4.0               3.0          5.0   \n",
       "160.0                                5.0               4.0          4.0   \n",
       "...                                  ...               ...          ...   \n",
       "138279.0                             3.0               5.0          5.0   \n",
       "138382.0                             2.0               3.0          5.0   \n",
       "138415.0                             4.0               3.0          5.0   \n",
       "138483.0                             3.0               3.0          NaN   \n",
       "28941.0                              3.0               3.0          5.0   \n",
       "\n",
       "title     Bullets Over Broadway (1994)  Clueless (1995)  Disclosure (1994)  \\\n",
       "userId                                                                       \n",
       "91.0                               NaN              NaN                NaN   \n",
       "130.0                              NaN              3.0                5.0   \n",
       "156.0                              NaN              NaN                4.0   \n",
       "158.0                              NaN              4.0                NaN   \n",
       "160.0                              NaN              3.0                2.0   \n",
       "...                                ...              ...                ...   \n",
       "138279.0                           5.0              4.0                NaN   \n",
       "138382.0                           NaN              4.0                3.0   \n",
       "138415.0                           NaN              NaN                NaN   \n",
       "138483.0                           3.0              3.0                2.0   \n",
       "28941.0                            4.0              5.0                3.0   \n",
       "\n",
       "title     Forrest Gump (1994)  Four Weddings and a Funeral (1994)  \\\n",
       "userId                                                              \n",
       "91.0                      4.0                                 4.5   \n",
       "130.0                     5.0                                 5.0   \n",
       "156.0                     5.0                                 3.0   \n",
       "158.0                     5.0                                 4.0   \n",
       "160.0                     5.0                                 5.0   \n",
       "...                       ...                                 ...   \n",
       "138279.0                  5.0                                 4.0   \n",
       "138382.0                  5.0                                 3.0   \n",
       "138415.0                  4.0                                 5.0   \n",
       "138483.0                  4.0                                 4.0   \n",
       "28941.0                   3.0                                 5.0   \n",
       "\n",
       "title     Home Alone (1990)  Jurassic Park (1993)  \\\n",
       "userId                                              \n",
       "91.0                    3.0                   3.5   \n",
       "130.0                   3.0                   4.0   \n",
       "156.0                   4.0                   5.0   \n",
       "158.0                   3.0                   3.0   \n",
       "160.0                   4.0                   4.0   \n",
       "...                     ...                   ...   \n",
       "138279.0                2.0                   5.0   \n",
       "138382.0                3.0                   5.0   \n",
       "138415.0                NaN                   3.0   \n",
       "138483.0                3.0                   3.0   \n",
       "28941.0                 3.0                   3.0   \n",
       "\n",
       "title     Like Water for Chocolate (Como agua para chocolate) (1992)  \\\n",
       "userId                                                                 \n",
       "91.0                                                    NaN            \n",
       "130.0                                                   3.0            \n",
       "156.0                                                   NaN            \n",
       "158.0                                                   NaN            \n",
       "160.0                                                   NaN            \n",
       "...                                                     ...            \n",
       "138279.0                                                5.0            \n",
       "138382.0                                                5.0            \n",
       "138415.0                                                3.0            \n",
       "138483.0                                                3.0            \n",
       "28941.0                                                 5.0            \n",
       "\n",
       "title     Little Women (1994)  Mr. Holland's Opus (1995)  \\\n",
       "userId                                                     \n",
       "91.0                      3.5                        3.5   \n",
       "130.0                     NaN                        4.0   \n",
       "156.0                     NaN                        4.0   \n",
       "158.0                     NaN                        3.0   \n",
       "160.0                     4.0                        NaN   \n",
       "...                       ...                        ...   \n",
       "138279.0                  5.0                        4.0   \n",
       "138382.0                  NaN                        NaN   \n",
       "138415.0                  3.0                        4.0   \n",
       "138483.0                  NaN                        3.0   \n",
       "28941.0                   4.0                        3.0   \n",
       "\n",
       "title     Mrs. Doubtfire (1993)  Much Ado About Nothing (1993)  \\\n",
       "userId                                                           \n",
       "91.0                        4.0                            4.0   \n",
       "130.0                       4.0                            NaN   \n",
       "156.0                       5.0                            4.0   \n",
       "158.0                       3.0                            NaN   \n",
       "160.0                       4.0                            3.0   \n",
       "...                         ...                            ...   \n",
       "138279.0                    3.0                            NaN   \n",
       "138382.0                    5.0                            NaN   \n",
       "138415.0                    4.0                            NaN   \n",
       "138483.0                    3.0                            3.0   \n",
       "28941.0                     3.0                            5.0   \n",
       "\n",
       "title     Muriel's Wedding (1994)  Nine Months (1995)  \\\n",
       "userId                                                  \n",
       "91.0                          3.5                 2.5   \n",
       "130.0                         3.0                 NaN   \n",
       "156.0                         3.0                 3.0   \n",
       "158.0                         5.0                 3.0   \n",
       "160.0                         NaN                 3.0   \n",
       "...                           ...                 ...   \n",
       "138279.0                      NaN                 NaN   \n",
       "138382.0                      NaN                 3.0   \n",
       "138415.0                      4.0                 4.0   \n",
       "138483.0                      4.0                 3.0   \n",
       "28941.0                       4.0                 2.0   \n",
       "\n",
       "title     Operation Dumbo Drop (1995)  Piano, The (1993)  \\\n",
       "userId                                                     \n",
       "91.0                              2.5                NaN   \n",
       "130.0                             NaN                4.0   \n",
       "156.0                             4.0                5.0   \n",
       "158.0                             3.0                NaN   \n",
       "160.0                             NaN                3.0   \n",
       "...                               ...                ...   \n",
       "138279.0                          NaN                5.0   \n",
       "138382.0                          NaN                1.0   \n",
       "138415.0                          NaN                3.0   \n",
       "138483.0                          NaN                5.0   \n",
       "28941.0                           1.0                5.0   \n",
       "\n",
       "title     Postman, The (Postino, Il) (1994)  \\\n",
       "userId                                        \n",
       "91.0                                    NaN   \n",
       "130.0                                   4.0   \n",
       "156.0                                   NaN   \n",
       "158.0                                   5.0   \n",
       "160.0                                   NaN   \n",
       "...                                     ...   \n",
       "138279.0                                NaN   \n",
       "138382.0                                NaN   \n",
       "138415.0                                5.0   \n",
       "138483.0                                5.0   \n",
       "28941.0                                 5.0   \n",
       "\n",
       "title     Ready to Wear (Pret-A-Porter) (1994)  \\\n",
       "userId                                           \n",
       "91.0                                       NaN   \n",
       "130.0                                      NaN   \n",
       "156.0                                      NaN   \n",
       "158.0                                      NaN   \n",
       "160.0                                      NaN   \n",
       "...                                        ...   \n",
       "138279.0                                   NaN   \n",
       "138382.0                                   NaN   \n",
       "138415.0                                   NaN   \n",
       "138483.0                                   3.0   \n",
       "28941.0                                    3.0   \n",
       "\n",
       "title     Remains of the Day, The (1993)  Sabrina (1995)  \\\n",
       "userId                                                     \n",
       "91.0                                 NaN             2.5   \n",
       "130.0                                3.0             NaN   \n",
       "156.0                                NaN             4.0   \n",
       "158.0                                5.0             3.0   \n",
       "160.0                                5.0             NaN   \n",
       "...                                  ...             ...   \n",
       "138279.0                             5.0             NaN   \n",
       "138382.0                             NaN             3.0   \n",
       "138415.0                             5.0             NaN   \n",
       "138483.0                             4.0             NaN   \n",
       "28941.0                              5.0             5.0   \n",
       "\n",
       "title     Schindler's List (1993)  Secret Garden, The (1993)  \\\n",
       "userId                                                         \n",
       "91.0                          4.5                        NaN   \n",
       "130.0                         5.0                        NaN   \n",
       "156.0                         5.0                        NaN   \n",
       "158.0                         5.0                        5.0   \n",
       "160.0                         5.0                        NaN   \n",
       "...                           ...                        ...   \n",
       "138279.0                      5.0                        NaN   \n",
       "138382.0                      NaN                        3.0   \n",
       "138415.0                      5.0                        3.0   \n",
       "138483.0                      4.0                        3.0   \n",
       "28941.0                       5.0                        3.0   \n",
       "\n",
       "title     Sense and Sensibility (1995)  Shadowlands (1993)  \\\n",
       "userId                                                       \n",
       "91.0                               NaN                 NaN   \n",
       "130.0                              NaN                 3.0   \n",
       "156.0                              4.0                 4.0   \n",
       "158.0                              4.0                 5.0   \n",
       "160.0                              NaN                 5.0   \n",
       "...                                ...                 ...   \n",
       "138279.0                           4.0                 NaN   \n",
       "138382.0                           3.0                 NaN   \n",
       "138415.0                           4.0                 4.0   \n",
       "138483.0                           4.0                 4.0   \n",
       "28941.0                            5.0                 5.0   \n",
       "\n",
       "title     Silence of the Lambs, The (1991)  Star Trek: Generations (1994)  \\\n",
       "userId                                                                      \n",
       "91.0                                   3.0                            3.5   \n",
       "130.0                                  5.0                            NaN   \n",
       "156.0                                  5.0                            3.0   \n",
       "158.0                                  5.0                            NaN   \n",
       "160.0                                  4.0                            NaN   \n",
       "...                                    ...                            ...   \n",
       "138279.0                               5.0                            3.0   \n",
       "138382.0                               5.0                            NaN   \n",
       "138415.0                               NaN                            3.0   \n",
       "138483.0                               4.0                            2.0   \n",
       "28941.0                                1.0                            1.0   \n",
       "\n",
       "title     Stargate (1994)  \n",
       "userId                     \n",
       "91.0                  4.0  \n",
       "130.0                 3.0  \n",
       "156.0                 4.0  \n",
       "158.0                 NaN  \n",
       "160.0                 3.0  \n",
       "...                   ...  \n",
       "138279.0              3.0  \n",
       "138382.0              4.0  \n",
       "138415.0              NaN  \n",
       "138483.0              2.0  \n",
       "28941.0               1.0  \n",
       "\n",
       "[4140 rows x 33 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_df = final_df.T.corr().unstack().sort_values().drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userId    userId  \n",
       "105664.0  78262.0    -0.954490\n",
       "119715.0  55005.0    -0.952579\n",
       "104652.0  137558.0   -0.950000\n",
       "72596.0   29398.0    -0.939060\n",
       "28866.0   67756.0    -0.936065\n",
       "                        ...   \n",
       "69856.0   15366.0     0.978167\n",
       "111108.0  117465.0    1.000000\n",
       "28941.0   28941.0     1.000000\n",
       "16562.0   41005.0     1.000000\n",
       "91.0      16562.0          NaN\n",
       "Length: 5556793, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_df = pd.DataFrame(corr_df, columns = [\"corr\"])\n",
    "corr_df.index.names = [\"userId1\",\"userId2\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                       corr\n",
       "userId1  userId2           \n",
       "105664.0 78262.0  -0.954490\n",
       "119715.0 55005.0  -0.952579\n",
       "104652.0 137558.0 -0.950000\n",
       "72596.0  29398.0  -0.939060\n",
       "28866.0  67756.0  -0.936065"
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     "execution_count": 34,
     "metadata": {},
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   ],
   "source": [
    "corr_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_df.reset_index(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_users = corr_df[(corr_df[\"userId1\"] == random_user) & (corr_df[\"corr\"] >= 0.65)][[\"userId2\", \"corr\"]].reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
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       "      <td>82666.0</td>\n",
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      "text/plain": [
       "    userId2      corr\n",
       "0  105474.0  0.651830\n",
       "1  105474.0  0.651830\n",
       "2   82666.0  0.655212\n",
       "3   82666.0  0.655212\n",
       "4   94379.0  0.655596"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_users.rename(columns = {\"userId2\":\"userId\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
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       "     userId      corr\n",
       "0  105474.0  0.651830\n",
       "1  105474.0  0.651830\n",
       "2   82666.0  0.655212\n",
       "3   82666.0  0.655212\n",
       "4   94379.0  0.655596"
      ]
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     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "top_users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_users_rating = top_users.merge(rating[[\"userId\",\"movieId\",\"rating\"]], how = \"inner\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
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       "      <td>0.65183</td>\n",
       "      <td>11</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     userId     corr  movieId  rating\n",
       "0  105474.0  0.65183        1     4.0\n",
       "1  105474.0  0.65183        3     3.0\n",
       "2  105474.0  0.65183        5     3.0\n",
       "3  105474.0  0.65183        7     4.0\n",
       "4  105474.0  0.65183       11     3.0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_users_rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_users_rating = top_users_rating[top_users_rating[\"userId\"] != random_user]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weighted Average Recommendation Score'un Hesaplanması ve İlk 5 Filmin Tutulması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_users_rating[\"weighted_rating\"] = top_users_rating[\"corr\"] * top_users_rating[\"rating\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>corr</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>weighted_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>105474.0</td>\n",
       "      <td>0.65183</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.60732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>105474.0</td>\n",
       "      <td>0.65183</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.95549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     userId     corr  movieId  rating  weighted_rating\n",
       "0  105474.0  0.65183        1     4.0          2.60732\n",
       "1  105474.0  0.65183        3     3.0          1.95549"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_users_rating.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "recommendation_df = top_users_rating.groupby(\"movieId\").agg({\"weighted_rating\":\"mean\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>weighted_rating</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieId</th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.354019</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.511405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.763924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.705451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.535460</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         weighted_rating\n",
       "movieId                 \n",
       "1               2.354019\n",
       "2               1.511405\n",
       "3               1.763924\n",
       "4               1.705451\n",
       "5               1.535460"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recommendation_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "recommendation_df.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_to_be_recommend = recommendation_df[recommendation_df[\"weighted_rating\"] > 3.5].sort_values(\"weighted_rating\", ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_to_be_recommend = movies_to_be_recommend.merge(movie[[\"movieId\", \"title\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>weighted_rating</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1922</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Whatever (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2057</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Incredible Journey, The (1963)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2077</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Journey of Natty Gann, The (1985)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2485</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>She's All That (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2577</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Metroland (1997)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId  weighted_rating                              title\n",
       "0     1922          3.76358                    Whatever (1998)\n",
       "1     2057          3.76358     Incredible Journey, The (1963)\n",
       "2     2077          3.76358  Journey of Natty Gann, The (1985)\n",
       "3     2485          3.76358              She's All That (1999)\n",
       "4     2577          3.76358                   Metroland (1997)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_to_be_recommend.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "User Based Recommendation Fonksiyonlaştırılması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_movies_to_be_recommend(random_user, user_movie_df, movie, rating, ratio = 60, cor_th = 0.65, score = 3.5):\n",
    "    random_user_df = user_movie_df[user_movie_df.index == random_user]\n",
    "    movies_watched = random_user_df.columns[random_user_df.notna().any()].to_list()\n",
    "    movies_watched_df = user_movie_df[movies_watched]\n",
    "\n",
    "    user_movie_count = movies_watched_df.T.notnull().sum()\n",
    "    user_movie_count = user_movie_count.reset_index()\n",
    "    user_movie_count.columns = [\"userId\", \"movie_count\"]\n",
    "\n",
    "    perc = len(movies_watched) * ratio / 100\n",
    "    users_same_movies = user_movie_count[user_movie_count[\"movie_count\"] > perc][\"userId\"]\n",
    "\n",
    "    final_df = pd.concat([movies_watched_df[movies_watched_df.index.isin(users_same_movies)],\n",
    "                     random_user_df[movies_watched]])\n",
    "    \n",
    "    corr_df = final_df.T.corr().unstack().sort_values().drop_duplicates()\n",
    "    corr_df = pd.DataFrame(corr_df, columns = [\"corr\"])\n",
    "    corr_df.index.names = [\"userId1\",\"userId2\"]\n",
    "    corr_df.reset_index(inplace = True)\n",
    "\n",
    "    top_users = corr_df[(corr_df[\"userId1\"] == random_user) & (corr_df[\"corr\"] >= cor_th)][[\"userId2\", \"corr\"]].reset_index(drop = True)\n",
    "    top_users.rename(columns = {\"userId2\":\"userId\"}, inplace = True)\n",
    "    top_users_rating = top_users.merge(rating[[\"userId\",\"movieId\",\"rating\"]], how = \"inner\")\n",
    "    top_users_rating = top_users_rating[top_users_rating[\"userId\"] != random_user]\n",
    "\n",
    "    top_users_rating[\"weighted_rating\"] = top_users_rating[\"corr\"] * top_users_rating[\"rating\"]\n",
    "\n",
    "    recommendation_df = top_users_rating.groupby(\"movieId\").agg({\"weighted_rating\":\"mean\"})\n",
    "    recommendation_df.reset_index(inplace=True)\n",
    "\n",
    "    movies_to_be_recommend = recommendation_df[recommendation_df[\"weighted_rating\"] > score].sort_values(\"weighted_rating\", ascending = False)\n",
    "    movies_to_be_recommend = movies_to_be_recommend.merge(movie[[\"movieId\", \"title\"]])\n",
    "\n",
    "    return movies_to_be_recommend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_to_be_recommend_xx = create_movies_to_be_recommend(random_user, user_movie_df, movie, rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\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>movieId</th>\n",
       "      <th>weighted_rating</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1922</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Whatever (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2057</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Incredible Journey, The (1963)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2077</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Journey of Natty Gann, The (1985)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2485</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>She's All That (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2577</td>\n",
       "      <td>3.76358</td>\n",
       "      <td>Metroland (1997)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId  weighted_rating                              title\n",
       "0     1922          3.76358                    Whatever (1998)\n",
       "1     2057          3.76358     Incredible Journey, The (1963)\n",
       "2     2077          3.76358  Journey of Natty Gann, The (1985)\n",
       "3     2485          3.76358              She's All That (1999)\n",
       "4     2577          3.76358                   Metroland (1997)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_to_be_recommend_xx.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Item Based Recommendation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_id = rating[(rating[\"userId\"] == random_user) & (rating[\"rating\"] == 5)].sort_values(by = \"timestamp\", ascending = False)[\"movieId\"].iloc[0:1].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_name = movie[movie[\"movieId\"] == movie_id][\"title\"].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>title</th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>*batteries not included (1987)</th>\n",
       "      <th>...And Justice for All (1979)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>102 Dalmatians (2000)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>13 Going on 30 (2004)</th>\n",
       "      <th>13th Warrior, The (1999)</th>\n",
       "      <th>1408 (2007)</th>\n",
       "      <th>15 Minutes (2001)</th>\n",
       "      <th>16 Blocks (2006)</th>\n",
       "      <th>17 Again (2009)</th>\n",
       "      <th>1984 (Nineteen Eighty-Four) (1984)</th>\n",
       "      <th>2 Days in the Valley (1996)</th>\n",
       "      <th>2 Fast 2 Furious (Fast and the Furious 2, The) (2003)</th>\n",
       "      <th>20,000 Leagues Under the Sea (1954)</th>\n",
       "      <th>200 Cigarettes (1999)</th>\n",
       "      <th>2001: A Space Odyssey (1968)</th>\n",
       "      <th>2010: The Year We Make Contact (1984)</th>\n",
       "      <th>2012 (2009)</th>\n",
       "      <th>2046 (2004)</th>\n",
       "      <th>21 (2008)</th>\n",
       "      <th>21 Grams (2003)</th>\n",
       "      <th>21 Jump Street (2012)</th>\n",
       "      <th>24 Hour Party People (2002)</th>\n",
       "      <th>25th Hour (2002)</th>\n",
       "      <th>27 Dresses (2008)</th>\n",
       "      <th>28 Days (2000)</th>\n",
       "      <th>28 Days Later (2002)</th>\n",
       "      <th>28 Weeks Later (2007)</th>\n",
       "      <th>3 Ninjas (1992)</th>\n",
       "      <th>3-Iron (Bin-jip) (2004)</th>\n",
       "      <th>30 Days of Night (2007)</th>\n",
       "      <th>300 (2007)</th>\n",
       "      <th>3000 Miles to Graceland (2001)</th>\n",
       "      <th>39 Steps, The (1935)</th>\n",
       "      <th>3:10 to Yuma (2007)</th>\n",
       "      <th>40 Days and 40 Nights (2002)</th>\n",
       "      <th>40-Year-Old Virgin, The (2005)</th>\n",
       "      <th>400 Blows, The (Les quatre cents coups) (1959)</th>\n",
       "      <th>42 Up (1998)</th>\n",
       "      <th>48 Hrs. (1982)</th>\n",
       "      <th>50 First Dates (2004)</th>\n",
       "      <th>50/50 (2011)</th>\n",
       "      <th>54 (1998)</th>\n",
       "      <th>6th Day, The (2000)</th>\n",
       "      <th>7th Voyage of Sinbad, The (1958)</th>\n",
       "      <th>8 1/2 (8½) (1963)</th>\n",
       "      <th>8 Heads in a Duffel Bag (1997)</th>\n",
       "      <th>8 Mile (2002)</th>\n",
       "      <th>8MM (1999)</th>\n",
       "      <th>9 (2009)</th>\n",
       "      <th>9 1/2 Weeks (Nine 1/2 Weeks) (1986)</th>\n",
       "      <th>A-Team, The (2010)</th>\n",
       "      <th>A.I. Artificial Intelligence (2001)</th>\n",
       "      <th>AVP: Alien vs. Predator (2004)</th>\n",
       "      <th>AVPR: Aliens vs. Predator - Requiem (2007)</th>\n",
       "      <th>About Last Night... (1986)</th>\n",
       "      <th>About Schmidt (2002)</th>\n",
       "      <th>About a Boy (2002)</th>\n",
       "      <th>Absent-Minded Professor, The (1961)</th>\n",
       "      <th>Absolute Power (1997)</th>\n",
       "      <th>Abyss, The (1989)</th>\n",
       "      <th>Accepted (2006)</th>\n",
       "      <th>Accidental Tourist, The (1988)</th>\n",
       "      <th>Accused, The (1988)</th>\n",
       "      <th>Ace Ventura: Pet Detective (1994)</th>\n",
       "      <th>Ace Ventura: When Nature Calls (1995)</th>\n",
       "      <th>Across the Universe (2007)</th>\n",
       "      <th>Adaptation (2002)</th>\n",
       "      <th>Addams Family Values (1993)</th>\n",
       "      <th>Addams Family, The (1991)</th>\n",
       "      <th>Addicted to Love (1997)</th>\n",
       "      <th>Adjustment Bureau, The (2011)</th>\n",
       "      <th>Adventureland (2009)</th>\n",
       "      <th>Adventures in Babysitting (1987)</th>\n",
       "      <th>Adventures of Baron Munchausen, The (1988)</th>\n",
       "      <th>Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)</th>\n",
       "      <th>Adventures of Milo and Otis, The (Koneko monogatari) (1986)</th>\n",
       "      <th>Adventures of Pinocchio, The (1996)</th>\n",
       "      <th>Adventures of Priscilla, Queen of the Desert, The (1994)</th>\n",
       "      <th>Adventures of Robin Hood, The (1938)</th>\n",
       "      <th>Adventures of Rocky and Bullwinkle, The (2000)</th>\n",
       "      <th>Adventures of Tintin, The (2011)</th>\n",
       "      <th>Aeon Flux (2005)</th>\n",
       "      <th>Affair to Remember, An (1957)</th>\n",
       "      <th>Affliction (1997)</th>\n",
       "      <th>African Queen, The (1951)</th>\n",
       "      <th>After Hours (1985)</th>\n",
       "      <th>Age of Innocence, The (1993)</th>\n",
       "      <th>Agnes of God (1985)</th>\n",
       "      <th>Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)</th>\n",
       "      <th>Air America (1990)</th>\n",
       "      <th>Air Bud (1997)</th>\n",
       "      <th>Air Force One (1997)</th>\n",
       "      <th>Airheads (1994)</th>\n",
       "      <th>Airplane II: The Sequel (1982)</th>\n",
       "      <th>Airplane! (1980)</th>\n",
       "      <th>Airport (1970)</th>\n",
       "      <th>Akira (1988)</th>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <th>Aladdin and the King of Thieves (1996)</th>\n",
       "      <th>Alexander (2004)</th>\n",
       "      <th>Alfie (2004)</th>\n",
       "      <th>Ali (2001)</th>\n",
       "      <th>Alice in Wonderland (1951)</th>\n",
       "      <th>Alice in Wonderland (2010)</th>\n",
       "      <th>Alien (1979)</th>\n",
       "      <th>Alien Nation (1988)</th>\n",
       "      <th>Alien: Resurrection (1997)</th>\n",
       "      <th>Aliens (1986)</th>\n",
       "      <th>Alien³ (a.k.a. Alien 3) (1992)</th>\n",
       "      <th>Alive (1993)</th>\n",
       "      <th>All About Eve (1950)</th>\n",
       "      <th>All About My Mother (Todo sobre mi madre) (1999)</th>\n",
       "      <th>All Dogs Go to Heaven (1989)</th>\n",
       "      <th>All Dogs Go to Heaven 2 (1996)</th>\n",
       "      <th>All Quiet on the Western Front (1930)</th>\n",
       "      <th>All That Jazz (1979)</th>\n",
       "      <th>All the President's Men (1976)</th>\n",
       "      <th>All the Pretty Horses (2000)</th>\n",
       "      <th>Almost Famous (2000)</th>\n",
       "      <th>Along Came Polly (2004)</th>\n",
       "      <th>Along Came a Spider (2001)</th>\n",
       "      <th>Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)</th>\n",
       "      <th>Altered States (1980)</th>\n",
       "      <th>Always (1989)</th>\n",
       "      <th>Amadeus (1984)</th>\n",
       "      <th>Amateur (1994)</th>\n",
       "      <th>Amazing Spider-Man, The (2012)</th>\n",
       "      <th>Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)</th>\n",
       "      <th>America's Sweethearts (2001)</th>\n",
       "      <th>American Beauty (1999)</th>\n",
       "      <th>American Gangster (2007)</th>\n",
       "      <th>American Gigolo (1980)</th>\n",
       "      <th>American Graffiti (1973)</th>\n",
       "      <th>American History X (1998)</th>\n",
       "      <th>American Hustle (2013)</th>\n",
       "      <th>American Movie (1999)</th>\n",
       "      <th>American Pie (1999)</th>\n",
       "      <th>American Pie 2 (2001)</th>\n",
       "      <th>American President, The (1995)</th>\n",
       "      <th>American Psycho (2000)</th>\n",
       "      <th>American Splendor (2003)</th>\n",
       "      <th>American Tail, An (1986)</th>\n",
       "      <th>American Tail: Fievel Goes West, An (1991)</th>\n",
       "      <th>American Wedding (American Pie 3) (2003)</th>\n",
       "      <th>American Werewolf in London, An (1981)</th>\n",
       "      <th>American Werewolf in Paris, An (1997)</th>\n",
       "      <th>American in Paris, An (1951)</th>\n",
       "      <th>Amistad (1997)</th>\n",
       "      <th>Amityville Horror, The (1979)</th>\n",
       "      <th>Amores Perros (Love's a Bitch) (2000)</th>\n",
       "      <th>Anaconda (1997)</th>\n",
       "      <th>Analyze That (2002)</th>\n",
       "      <th>Analyze This (1999)</th>\n",
       "      <th>Anastasia (1997)</th>\n",
       "      <th>Anatomy of a Murder (1959)</th>\n",
       "      <th>Anchorman: The Legend of Ron Burgundy (2004)</th>\n",
       "      <th>And Your Mother Too (Y tu mamá también) (2001)</th>\n",
       "      <th>And the Band Played On (1993)</th>\n",
       "      <th>Andromeda Strain, The (1971)</th>\n",
       "      <th>Angel Heart (1987)</th>\n",
       "      <th>Angela's Ashes (1999)</th>\n",
       "      <th>Angels &amp; Demons (2009)</th>\n",
       "      <th>Angels and Insects (1995)</th>\n",
       "      <th>Angels in the Outfield (1994)</th>\n",
       "      <th>Anger Management (2003)</th>\n",
       "      <th>Angus (1995)</th>\n",
       "      <th>Animal House (1978)</th>\n",
       "      <th>Animal, The (2001)</th>\n",
       "      <th>Animatrix, The (2003)</th>\n",
       "      <th>Anna and the King (1999)</th>\n",
       "      <th>Annie (1982)</th>\n",
       "      <th>Annie Hall (1977)</th>\n",
       "      <th>Anniversary Party, The (2001)</th>\n",
       "      <th>Another 48 Hrs. (1990)</th>\n",
       "      <th>Another Stakeout (1993)</th>\n",
       "      <th>Antitrust (2001)</th>\n",
       "      <th>Antonia's Line (Antonia) (1995)</th>\n",
       "      <th>Antwone Fisher (2002)</th>\n",
       "      <th>Antz (1998)</th>\n",
       "      <th>Any Given Sunday (1999)</th>\n",
       "      <th>Anywhere But Here (1999)</th>\n",
       "      <th>Apartment, The (1960)</th>\n",
       "      <th>Apocalypse Now (1979)</th>\n",
       "      <th>Apocalypto (2006)</th>\n",
       "      <th>Apollo 13 (1995)</th>\n",
       "      <th>Apostle, The (1997)</th>\n",
       "      <th>Apple Dumpling Gang, The (1975)</th>\n",
       "      <th>Apt Pupil (1998)</th>\n",
       "      <th>Arachnophobia (1990)</th>\n",
       "      <th>Argo (2012)</th>\n",
       "      <th>Aristocats, The (1970)</th>\n",
       "      <th>Aristocrats, The (2005)</th>\n",
       "      <th>Arlington Road (1999)</th>\n",
       "      <th>Armageddon (1998)</th>\n",
       "      <th>Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)</th>\n",
       "      <th>Army of Darkness (1993)</th>\n",
       "      <th>Around the World in 80 Days (1956)</th>\n",
       "      <th>Arrival, The (1996)</th>\n",
       "      <th>Arsenic and Old Lace (1944)</th>\n",
       "      <th>Art of War, The (2000)</th>\n",
       "      <th>Arthur (1981)</th>\n",
       "      <th>Artist, The (2011)</th>\n",
       "      <th>As Good as It Gets (1997)</th>\n",
       "      <th>Asphalt Jungle, The (1950)</th>\n",
       "      <th>Assassination of Jesse James by the Coward Robert Ford, The (2007)</th>\n",
       "      <th>Assassins (1995)</th>\n",
       "      <th>Assault on Precinct 13 (2005)</th>\n",
       "      <th>Associate, The (1996)</th>\n",
       "      <th>Astronaut's Wife, The (1999)</th>\n",
       "      <th>Atlantic City (1980)</th>\n",
       "      <th>Atlantis: The Lost Empire (2001)</th>\n",
       "      <th>Atonement (2007)</th>\n",
       "      <th>Attack of the Killer Tomatoes! (1978)</th>\n",
       "      <th>Audition (Ôdishon) (1999)</th>\n",
       "      <th>Auntie Mame (1958)</th>\n",
       "      <th>Austin Powers in Goldmember (2002)</th>\n",
       "      <th>Austin Powers: International Man of Mystery (1997)</th>\n",
       "      <th>Austin Powers: The Spy Who Shagged Me (1999)</th>\n",
       "      <th>Autumn in New York (2000)</th>\n",
       "      <th>Avatar (2009)</th>\n",
       "      <th>Avengers, The (1998)</th>\n",
       "      <th>Avengers, The (2012)</th>\n",
       "      <th>Aviator, The (2004)</th>\n",
       "      <th>Awakenings (1990)</th>\n",
       "      <th>BASEketball (1998)</th>\n",
       "      <th>Babe (1995)</th>\n",
       "      <th>Babe: Pig in the City (1998)</th>\n",
       "      <th>Babel (2006)</th>\n",
       "      <th>Babes in Toyland (1961)</th>\n",
       "      <th>Babette's Feast (Babettes gæstebud) (1987)</th>\n",
       "      <th>Baby Geniuses (1999)</th>\n",
       "      <th>Babylon 5: In the Beginning (1998)</th>\n",
       "      <th>Babysitter, The (1995)</th>\n",
       "      <th>Bachelor Party (1984)</th>\n",
       "      <th>Bachelor, The (1999)</th>\n",
       "      <th>Back to School (1986)</th>\n",
       "      <th>Back to the Future (1985)</th>\n",
       "      <th>Back to the Future Part II (1989)</th>\n",
       "      <th>Back to the Future Part III (1990)</th>\n",
       "      <th>Backbeat (1993)</th>\n",
       "      <th>Backdraft (1991)</th>\n",
       "      <th>...</th>\n",
       "      <th>Toy Story 3 (2010)</th>\n",
       "      <th>Toys (1992)</th>\n",
       "      <th>Trading Places (1983)</th>\n",
       "      <th>Traffic (2000)</th>\n",
       "      <th>Training Day (2001)</th>\n",
       "      <th>Trainspotting (1996)</th>\n",
       "      <th>Transamerica (2005)</th>\n",
       "      <th>Transformers (2007)</th>\n",
       "      <th>Transformers: Revenge of the Fallen (2009)</th>\n",
       "      <th>Transformers: The Movie (1986)</th>\n",
       "      <th>Transporter 2 (2005)</th>\n",
       "      <th>Transporter, The (2002)</th>\n",
       "      <th>Treasure Planet (2002)</th>\n",
       "      <th>Treasure of the Sierra Madre, The (1948)</th>\n",
       "      <th>Trees Lounge (1996)</th>\n",
       "      <th>Trekkies (1997)</th>\n",
       "      <th>Tremors (1990)</th>\n",
       "      <th>Trip to Bountiful, The (1985)</th>\n",
       "      <th>Triplets of Belleville, The (Les triplettes de Belleville) (2003)</th>\n",
       "      <th>Tron (1982)</th>\n",
       "      <th>Tron: Legacy (2010)</th>\n",
       "      <th>Tropic Thunder (2008)</th>\n",
       "      <th>Trouble with Harry, The (1955)</th>\n",
       "      <th>Troy (2004)</th>\n",
       "      <th>True Crime (1999)</th>\n",
       "      <th>True Grit (1969)</th>\n",
       "      <th>True Grit (2010)</th>\n",
       "      <th>True Lies (1994)</th>\n",
       "      <th>True Romance (1993)</th>\n",
       "      <th>Truman Show, The (1998)</th>\n",
       "      <th>Truth About Cats &amp; Dogs, The (1996)</th>\n",
       "      <th>Turner &amp; Hooch (1989)</th>\n",
       "      <th>Tuxedo, The (2002)</th>\n",
       "      <th>Twelfth Night (1996)</th>\n",
       "      <th>Twelve Monkeys (a.k.a. 12 Monkeys) (1995)</th>\n",
       "      <th>Twilight (2008)</th>\n",
       "      <th>Twilight Saga: New Moon, The (2009)</th>\n",
       "      <th>Twin Peaks: Fire Walk with Me (1992)</th>\n",
       "      <th>Twins (1988)</th>\n",
       "      <th>Twister (1996)</th>\n",
       "      <th>Two Weeks Notice (2002)</th>\n",
       "      <th>Two if by Sea (1996)</th>\n",
       "      <th>U Turn (1997)</th>\n",
       "      <th>U-571 (2000)</th>\n",
       "      <th>U.S. Marshals (1998)</th>\n",
       "      <th>U2: Rattle and Hum (1988)</th>\n",
       "      <th>UHF (1989)</th>\n",
       "      <th>Ulee's Gold (1997)</th>\n",
       "      <th>Ultraviolet (2006)</th>\n",
       "      <th>Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)</th>\n",
       "      <th>Unbearable Lightness of Being, The (1988)</th>\n",
       "      <th>Unbreakable (2000)</th>\n",
       "      <th>Uncle Buck (1989)</th>\n",
       "      <th>Under Siege (1992)</th>\n",
       "      <th>Under Siege 2: Dark Territory (1995)</th>\n",
       "      <th>Under the Tuscan Sun (2003)</th>\n",
       "      <th>Undercover Brother (2002)</th>\n",
       "      <th>Underground (1995)</th>\n",
       "      <th>Underworld (2003)</th>\n",
       "      <th>Underworld: Evolution (2006)</th>\n",
       "      <th>Unfaithful (2002)</th>\n",
       "      <th>Unforgettable (1996)</th>\n",
       "      <th>Unforgiven (1992)</th>\n",
       "      <th>Unforgiven, The (1960)</th>\n",
       "      <th>United 93 (2006)</th>\n",
       "      <th>Universal Soldier (1992)</th>\n",
       "      <th>Universal Soldier: The Return (1999)</th>\n",
       "      <th>Unleashed (Danny the Dog) (2005)</th>\n",
       "      <th>Unstrung Heroes (1995)</th>\n",
       "      <th>Until the End of the World (Bis ans Ende der Welt) (1991)</th>\n",
       "      <th>Untouchables, The (1987)</th>\n",
       "      <th>Unzipped (1995)</th>\n",
       "      <th>Up (2009)</th>\n",
       "      <th>Up Close and Personal (1996)</th>\n",
       "      <th>Up in the Air (2009)</th>\n",
       "      <th>Urban Legend (1998)</th>\n",
       "      <th>Urban Legends: Final Cut (2000)</th>\n",
       "      <th>Usual Suspects, The (1995)</th>\n",
       "      <th>V for Vendetta (2006)</th>\n",
       "      <th>Valkyrie (2008)</th>\n",
       "      <th>Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)</th>\n",
       "      <th>Vampire in Brooklyn (1995)</th>\n",
       "      <th>Vampires (1998)</th>\n",
       "      <th>Van Helsing (2004)</th>\n",
       "      <th>Vanilla Sky (2001)</th>\n",
       "      <th>Vanishing, The (Spoorloos) (1988)</th>\n",
       "      <th>Vantage Point (2008)</th>\n",
       "      <th>Vanya on 42nd Street (1994)</th>\n",
       "      <th>Varsity Blues (1999)</th>\n",
       "      <th>Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)</th>\n",
       "      <th>Velvet Goldmine (1998)</th>\n",
       "      <th>Verdict, The (1982)</th>\n",
       "      <th>Vertical Limit (2000)</th>\n",
       "      <th>Vertigo (1958)</th>\n",
       "      <th>Very Bad Things (1998)</th>\n",
       "      <th>Very Brady Sequel, A (1996)</th>\n",
       "      <th>Very Long Engagement, A (Un long dimanche de fiançailles) (2004)</th>\n",
       "      <th>Vicky Cristina Barcelona (2008)</th>\n",
       "      <th>Victor/Victoria (1982)</th>\n",
       "      <th>Videodrome (1983)</th>\n",
       "      <th>View to a Kill, A (1985)</th>\n",
       "      <th>Village of the Damned (1960)</th>\n",
       "      <th>Village of the Damned (1995)</th>\n",
       "      <th>Village, The (2004)</th>\n",
       "      <th>Virgin Suicides, The (1999)</th>\n",
       "      <th>Virtuosity (1995)</th>\n",
       "      <th>Virus (1999)</th>\n",
       "      <th>Volcano (1997)</th>\n",
       "      <th>Volver (2006)</th>\n",
       "      <th>WALL·E (2008)</th>\n",
       "      <th>Wag the Dog (1997)</th>\n",
       "      <th>Wait Until Dark (1967)</th>\n",
       "      <th>Waiting for Guffman (1996)</th>\n",
       "      <th>Waiting to Exhale (1995)</th>\n",
       "      <th>Waking Life (2001)</th>\n",
       "      <th>Waking Ned Devine (a.k.a. Waking Ned) (1998)</th>\n",
       "      <th>Walk in the Clouds, A (1995)</th>\n",
       "      <th>Walk the Line (2005)</th>\n",
       "      <th>Walk to Remember, A (2002)</th>\n",
       "      <th>Walkabout (1971)</th>\n",
       "      <th>Wall Street (1987)</th>\n",
       "      <th>Wallace &amp; Gromit in The Curse of the Were-Rabbit (2005)</th>\n",
       "      <th>Wallace &amp; Gromit: A Close Shave (1995)</th>\n",
       "      <th>Wallace &amp; Gromit: The Best of Aardman Animation (1996)</th>\n",
       "      <th>Wallace &amp; Gromit: The Wrong Trousers (1993)</th>\n",
       "      <th>Waltz with Bashir (Vals im Bashir) (2008)</th>\n",
       "      <th>Wanted (2008)</th>\n",
       "      <th>War Room, The (1993)</th>\n",
       "      <th>War of the Roses, The (1989)</th>\n",
       "      <th>War of the Worlds (2005)</th>\n",
       "      <th>War of the Worlds, The (1953)</th>\n",
       "      <th>War, The (1994)</th>\n",
       "      <th>WarGames (1983)</th>\n",
       "      <th>Warriors, The (1979)</th>\n",
       "      <th>Watchmen (2009)</th>\n",
       "      <th>Waterboy, The (1998)</th>\n",
       "      <th>Watership Down (1978)</th>\n",
       "      <th>Waterworld (1995)</th>\n",
       "      <th>Way We Were, The (1973)</th>\n",
       "      <th>Way of the Gun, The (2000)</th>\n",
       "      <th>Wayne's World (1992)</th>\n",
       "      <th>Wayne's World 2 (1993)</th>\n",
       "      <th>We Were Soldiers (2002)</th>\n",
       "      <th>Weather Man, The (2005)</th>\n",
       "      <th>Wedding Crashers (2005)</th>\n",
       "      <th>Wedding Planner, The (2001)</th>\n",
       "      <th>Wedding Singer, The (1998)</th>\n",
       "      <th>Weekend at Bernie's (1989)</th>\n",
       "      <th>Weird Science (1985)</th>\n",
       "      <th>Welcome to the Dollhouse (1995)</th>\n",
       "      <th>Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)</th>\n",
       "      <th>West Side Story (1961)</th>\n",
       "      <th>Westworld (1973)</th>\n",
       "      <th>Whale Rider (2002)</th>\n",
       "      <th>What About Bob? (1991)</th>\n",
       "      <th>What Dreams May Come (1998)</th>\n",
       "      <th>What Ever Happened to Baby Jane? (1962)</th>\n",
       "      <th>What Lies Beneath (2000)</th>\n",
       "      <th>What Women Want (2000)</th>\n",
       "      <th>What's Eating Gilbert Grape (1993)</th>\n",
       "      <th>What's Love Got to Do with It? (1993)</th>\n",
       "      <th>When Harry Met Sally... (1989)</th>\n",
       "      <th>When We Were Kings (1996)</th>\n",
       "      <th>When a Man Loves a Woman (1994)</th>\n",
       "      <th>Where Eagles Dare (1968)</th>\n",
       "      <th>Where the Heart Is (2000)</th>\n",
       "      <th>Where the Wild Things Are (2009)</th>\n",
       "      <th>While You Were Sleeping (1995)</th>\n",
       "      <th>White Chicks (2004)</th>\n",
       "      <th>White Christmas (1954)</th>\n",
       "      <th>White Men Can't Jump (1992)</th>\n",
       "      <th>White Oleander (2002)</th>\n",
       "      <th>White Squall (1996)</th>\n",
       "      <th>Who Framed Roger Rabbit? (1988)</th>\n",
       "      <th>Who's Afraid of Virginia Woolf? (1966)</th>\n",
       "      <th>Who's Harry Crumb? (1989)</th>\n",
       "      <th>Whole Nine Yards, The (2000)</th>\n",
       "      <th>Wicker Man, The (1973)</th>\n",
       "      <th>Widows' Peak (1994)</th>\n",
       "      <th>Wild Bunch, The (1969)</th>\n",
       "      <th>Wild Strawberries (Smultronstället) (1957)</th>\n",
       "      <th>Wild Things (1998)</th>\n",
       "      <th>Wild Wild West (1999)</th>\n",
       "      <th>Wild at Heart (1990)</th>\n",
       "      <th>William Shakespeare's A Midsummer Night's Dream (1999)</th>\n",
       "      <th>William Shakespeare's Romeo + Juliet (1996)</th>\n",
       "      <th>Willow (1988)</th>\n",
       "      <th>Willy Wonka &amp; the Chocolate Factory (1971)</th>\n",
       "      <th>Wimbledon (2004)</th>\n",
       "      <th>Windtalkers (2002)</th>\n",
       "      <th>Wing Commander (1999)</th>\n",
       "      <th>Winged Migration (Peuple migrateur, Le) (2001)</th>\n",
       "      <th>Wings of Desire (Himmel über Berlin, Der) (1987)</th>\n",
       "      <th>Wings of the Dove, The (1997)</th>\n",
       "      <th>Winnie the Pooh and the Blustery Day (1968)</th>\n",
       "      <th>Winslow Boy, The (1999)</th>\n",
       "      <th>Winter's Bone (2010)</th>\n",
       "      <th>Wishmaster (1997)</th>\n",
       "      <th>Witches of Eastwick, The (1987)</th>\n",
       "      <th>With Honors (1994)</th>\n",
       "      <th>Withnail &amp; I (1987)</th>\n",
       "      <th>Witness (1985)</th>\n",
       "      <th>Witness for the Prosecution (1957)</th>\n",
       "      <th>Wizard of Oz, The (1939)</th>\n",
       "      <th>Wolf (1994)</th>\n",
       "      <th>Wolf of Wall Street, The (2013)</th>\n",
       "      <th>Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)</th>\n",
       "      <th>Wonder Boys (2000)</th>\n",
       "      <th>Woodstock (1970)</th>\n",
       "      <th>Working Girl (1988)</th>\n",
       "      <th>World According to Garp, The (1982)</th>\n",
       "      <th>World Is Not Enough, The (1999)</th>\n",
       "      <th>World's Fastest Indian, The (2005)</th>\n",
       "      <th>Wreck-It Ralph (2012)</th>\n",
       "      <th>Wrestler, The (2008)</th>\n",
       "      <th>Wristcutters: A Love Story (2006)</th>\n",
       "      <th>Wyatt Earp (1994)</th>\n",
       "      <th>X-Files: Fight the Future, The (1998)</th>\n",
       "      <th>X-Men (2000)</th>\n",
       "      <th>X-Men Origins: Wolverine (2009)</th>\n",
       "      <th>X-Men: Days of Future Past (2014)</th>\n",
       "      <th>X-Men: First Class (2011)</th>\n",
       "      <th>X-Men: The Last Stand (2006)</th>\n",
       "      <th>X2: X-Men United (2003)</th>\n",
       "      <th>Year of Living Dangerously, The (1982)</th>\n",
       "      <th>Yellow Submarine (1968)</th>\n",
       "      <th>Yes Man (2008)</th>\n",
       "      <th>Yojimbo (1961)</th>\n",
       "      <th>You Can Count on Me (2000)</th>\n",
       "      <th>You Don't Mess with the Zohan (2008)</th>\n",
       "      <th>You Only Live Twice (1967)</th>\n",
       "      <th>You've Got Mail (1998)</th>\n",
       "      <th>You, Me and Dupree (2006)</th>\n",
       "      <th>Young Frankenstein (1974)</th>\n",
       "      <th>Young Guns (1988)</th>\n",
       "      <th>Young Guns II (1990)</th>\n",
       "      <th>Young Poisoner's Handbook, The (1995)</th>\n",
       "      <th>Young Sherlock Holmes (1985)</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zelig (1983)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zulu (1964)</th>\n",
       "      <th>[REC] (2007)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3159 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title   'burbs, The (1989)  (500) Days of Summer (2009)  \\\n",
       "userId                                                    \n",
       "1.0                    NaN                          NaN   \n",
       "2.0                    NaN                          NaN   \n",
       "3.0                    NaN                          NaN   \n",
       "4.0                    NaN                          NaN   \n",
       "5.0                    NaN                          NaN   \n",
       "\n",
       "title   *batteries not included (1987)  ...And Justice for All (1979)  \\\n",
       "userId                                                                  \n",
       "1.0                                NaN                            NaN   \n",
       "2.0                                NaN                            NaN   \n",
       "3.0                                NaN                            NaN   \n",
       "4.0                                NaN                            NaN   \n",
       "5.0                                NaN                            NaN   \n",
       "\n",
       "title   10 Things I Hate About You (1999)  10,000 BC (2008)  \\\n",
       "userId                                                        \n",
       "1.0                                   NaN               NaN   \n",
       "2.0                                   NaN               NaN   \n",
       "3.0                                   NaN               NaN   \n",
       "4.0                                   NaN               NaN   \n",
       "5.0                                   NaN               NaN   \n",
       "\n",
       "title   101 Dalmatians (1996)  \\\n",
       "userId                          \n",
       "1.0                       NaN   \n",
       "2.0                       NaN   \n",
       "3.0                       NaN   \n",
       "4.0                       NaN   \n",
       "5.0                       NaN   \n",
       "\n",
       "title   101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   NaN        \n",
       "\n",
       "title   102 Dalmatians (2000)  12 Angry Men (1957)  12 Years a Slave (2013)  \\\n",
       "userId                                                                        \n",
       "1.0                       NaN                  NaN                      NaN   \n",
       "2.0                       NaN                  NaN                      NaN   \n",
       "3.0                       NaN                  NaN                      NaN   \n",
       "4.0                       NaN                  NaN                      NaN   \n",
       "5.0                       NaN                  NaN                      NaN   \n",
       "\n",
       "title   127 Hours (2010)  13 Going on 30 (2004)  13th Warrior, The (1999)  \\\n",
       "userId                                                                      \n",
       "1.0                  NaN                    NaN                       NaN   \n",
       "2.0                  NaN                    NaN                       NaN   \n",
       "3.0                  NaN                    NaN                       NaN   \n",
       "4.0                  NaN                    NaN                       NaN   \n",
       "5.0                  NaN                    NaN                       NaN   \n",
       "\n",
       "title   1408 (2007)  15 Minutes (2001)  16 Blocks (2006)  17 Again (2009)  \\\n",
       "userId                                                                      \n",
       "1.0             NaN                NaN               NaN              NaN   \n",
       "2.0             NaN                NaN               NaN              NaN   \n",
       "3.0             NaN                NaN               NaN              NaN   \n",
       "4.0             NaN                NaN               NaN              NaN   \n",
       "5.0             NaN                NaN               NaN              NaN   \n",
       "\n",
       "title   1984 (Nineteen Eighty-Four) (1984)  2 Days in the Valley (1996)  \\\n",
       "userId                                                                    \n",
       "1.0                                    NaN                          NaN   \n",
       "2.0                                    NaN                          NaN   \n",
       "3.0                                    5.0                          NaN   \n",
       "4.0                                    NaN                          NaN   \n",
       "5.0                                    NaN                          NaN   \n",
       "\n",
       "title   2 Fast 2 Furious (Fast and the Furious 2, The) (2003)  \\\n",
       "userId                                                          \n",
       "1.0                                                   NaN       \n",
       "2.0                                                   NaN       \n",
       "3.0                                                   NaN       \n",
       "4.0                                                   NaN       \n",
       "5.0                                                   NaN       \n",
       "\n",
       "title   20,000 Leagues Under the Sea (1954)  200 Cigarettes (1999)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     NaN                    NaN   \n",
       "\n",
       "title   2001: A Space Odyssey (1968)  2010: The Year We Make Contact (1984)  \\\n",
       "userId                                                                        \n",
       "1.0                              3.5                                    NaN   \n",
       "2.0                              5.0                                    NaN   \n",
       "3.0                              5.0                                    4.0   \n",
       "4.0                              NaN                                    NaN   \n",
       "5.0                              NaN                                    NaN   \n",
       "\n",
       "title   2012 (2009)  2046 (2004)  21 (2008)  21 Grams (2003)  \\\n",
       "userId                                                         \n",
       "1.0             NaN          NaN        NaN              NaN   \n",
       "2.0             NaN          NaN        NaN              NaN   \n",
       "3.0             NaN          NaN        NaN              NaN   \n",
       "4.0             NaN          NaN        NaN              NaN   \n",
       "5.0             NaN          NaN        NaN              NaN   \n",
       "\n",
       "title   21 Jump Street (2012)  24 Hour Party People (2002)  25th Hour (2002)  \\\n",
       "userId                                                                         \n",
       "1.0                       NaN                          NaN               NaN   \n",
       "2.0                       NaN                          NaN               NaN   \n",
       "3.0                       NaN                          NaN               NaN   \n",
       "4.0                       NaN                          NaN               NaN   \n",
       "5.0                       NaN                          NaN               NaN   \n",
       "\n",
       "title   27 Dresses (2008)  28 Days (2000)  28 Days Later (2002)  \\\n",
       "userId                                                            \n",
       "1.0                   NaN             NaN                   3.5   \n",
       "2.0                   NaN             3.0                   NaN   \n",
       "3.0                   NaN             NaN                   NaN   \n",
       "4.0                   NaN             NaN                   NaN   \n",
       "5.0                   NaN             NaN                   NaN   \n",
       "\n",
       "title   28 Weeks Later (2007)  3 Ninjas (1992)  3-Iron (Bin-jip) (2004)  \\\n",
       "userId                                                                    \n",
       "1.0                       NaN              NaN                      NaN   \n",
       "2.0                       NaN              NaN                      NaN   \n",
       "3.0                       NaN              NaN                      NaN   \n",
       "4.0                       NaN              NaN                      NaN   \n",
       "5.0                       NaN              NaN                      NaN   \n",
       "\n",
       "title   30 Days of Night (2007)  300 (2007)  3000 Miles to Graceland (2001)  \\\n",
       "userId                                                                        \n",
       "1.0                         NaN         NaN                             NaN   \n",
       "2.0                         NaN         NaN                             NaN   \n",
       "3.0                         NaN         NaN                             NaN   \n",
       "4.0                         NaN         NaN                             NaN   \n",
       "5.0                         NaN         NaN                             NaN   \n",
       "\n",
       "title   39 Steps, The (1935)  3:10 to Yuma (2007)  \\\n",
       "userId                                              \n",
       "1.0                      NaN                  NaN   \n",
       "2.0                      NaN                  NaN   \n",
       "3.0                      NaN                  NaN   \n",
       "4.0                      NaN                  NaN   \n",
       "5.0                      NaN                  NaN   \n",
       "\n",
       "title   40 Days and 40 Nights (2002)  40-Year-Old Virgin, The (2005)  \\\n",
       "userId                                                                 \n",
       "1.0                              NaN                             NaN   \n",
       "2.0                              NaN                             NaN   \n",
       "3.0                              NaN                             NaN   \n",
       "4.0                              NaN                             NaN   \n",
       "5.0                              NaN                             NaN   \n",
       "\n",
       "title   400 Blows, The (Les quatre cents coups) (1959)  42 Up (1998)  \\\n",
       "userId                                                                 \n",
       "1.0                                                NaN           NaN   \n",
       "2.0                                                NaN           NaN   \n",
       "3.0                                                NaN           NaN   \n",
       "4.0                                                NaN           NaN   \n",
       "5.0                                                NaN           NaN   \n",
       "\n",
       "title   48 Hrs. (1982)  50 First Dates (2004)  50/50 (2011)  54 (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                NaN                    NaN           NaN        NaN   \n",
       "2.0                NaN                    NaN           NaN        NaN   \n",
       "3.0                NaN                    NaN           NaN        NaN   \n",
       "4.0                NaN                    NaN           NaN        NaN   \n",
       "5.0                NaN                    NaN           NaN        NaN   \n",
       "\n",
       "title   6th Day, The (2000)  7th Voyage of Sinbad, The (1958)  \\\n",
       "userId                                                          \n",
       "1.0                     NaN                               4.0   \n",
       "2.0                     NaN                               NaN   \n",
       "3.0                     NaN                               NaN   \n",
       "4.0                     NaN                               NaN   \n",
       "5.0                     NaN                               NaN   \n",
       "\n",
       "title   8 1/2 (8½) (1963)  8 Heads in a Duffel Bag (1997)  8 Mile (2002)  \\\n",
       "userId                                                                     \n",
       "1.0                   NaN                             NaN            NaN   \n",
       "2.0                   NaN                             NaN            NaN   \n",
       "3.0                   NaN                             NaN            NaN   \n",
       "4.0                   NaN                             NaN            NaN   \n",
       "5.0                   NaN                             NaN            NaN   \n",
       "\n",
       "title   8MM (1999)  9 (2009)  9 1/2 Weeks (Nine 1/2 Weeks) (1986)  \\\n",
       "userId                                                              \n",
       "1.0            NaN       NaN                                  NaN   \n",
       "2.0            NaN       NaN                                  NaN   \n",
       "3.0            4.0       NaN                                  NaN   \n",
       "4.0            NaN       NaN                                  NaN   \n",
       "5.0            NaN       NaN                                  NaN   \n",
       "\n",
       "title   A-Team, The (2010)  A.I. Artificial Intelligence (2001)  \\\n",
       "userId                                                            \n",
       "1.0                    NaN                                  NaN   \n",
       "2.0                    NaN                                  NaN   \n",
       "3.0                    NaN                                  NaN   \n",
       "4.0                    NaN                                  NaN   \n",
       "5.0                    NaN                                  NaN   \n",
       "\n",
       "title   AVP: Alien vs. Predator (2004)  \\\n",
       "userId                                   \n",
       "1.0                                NaN   \n",
       "2.0                                NaN   \n",
       "3.0                                NaN   \n",
       "4.0                                NaN   \n",
       "5.0                                NaN   \n",
       "\n",
       "title   AVPR: Aliens vs. Predator - Requiem (2007)  \\\n",
       "userId                                               \n",
       "1.0                                            NaN   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   About Last Night... (1986)  About Schmidt (2002)  About a Boy (2002)  \\\n",
       "userId                                                                         \n",
       "1.0                            NaN                   NaN                 NaN   \n",
       "2.0                            NaN                   NaN                 NaN   \n",
       "3.0                            NaN                   NaN                 NaN   \n",
       "4.0                            NaN                   NaN                 NaN   \n",
       "5.0                            NaN                   NaN                 NaN   \n",
       "\n",
       "title   Absent-Minded Professor, The (1961)  Absolute Power (1997)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     NaN                    NaN   \n",
       "\n",
       "title   Abyss, The (1989)  Accepted (2006)  Accidental Tourist, The (1988)  \\\n",
       "userId                                                                       \n",
       "1.0                   NaN              NaN                             NaN   \n",
       "2.0                   NaN              NaN                             NaN   \n",
       "3.0                   3.0              NaN                             NaN   \n",
       "4.0                   NaN              NaN                             NaN   \n",
       "5.0                   NaN              NaN                             NaN   \n",
       "\n",
       "title   Accused, The (1988)  Ace Ventura: Pet Detective (1994)  \\\n",
       "userId                                                           \n",
       "1.0                     NaN                                NaN   \n",
       "2.0                     NaN                                NaN   \n",
       "3.0                     NaN                                NaN   \n",
       "4.0                     NaN                                NaN   \n",
       "5.0                     NaN                                NaN   \n",
       "\n",
       "title   Ace Ventura: When Nature Calls (1995)  Across the Universe (2007)  \\\n",
       "userId                                                                      \n",
       "1.0                                       NaN                         NaN   \n",
       "2.0                                       NaN                         NaN   \n",
       "3.0                                       NaN                         NaN   \n",
       "4.0                                       3.0                         NaN   \n",
       "5.0                                       NaN                         NaN   \n",
       "\n",
       "title   Adaptation (2002)  Addams Family Values (1993)  \\\n",
       "userId                                                   \n",
       "1.0                   NaN                          NaN   \n",
       "2.0                   NaN                          NaN   \n",
       "3.0                   NaN                          NaN   \n",
       "4.0                   NaN                          NaN   \n",
       "5.0                   NaN                          NaN   \n",
       "\n",
       "title   Addams Family, The (1991)  Addicted to Love (1997)  \\\n",
       "userId                                                       \n",
       "1.0                           NaN                      NaN   \n",
       "2.0                           NaN                      NaN   \n",
       "3.0                           NaN                      NaN   \n",
       "4.0                           NaN                      NaN   \n",
       "5.0                           NaN                      NaN   \n",
       "\n",
       "title   Adjustment Bureau, The (2011)  Adventureland (2009)  \\\n",
       "userId                                                        \n",
       "1.0                               NaN                   NaN   \n",
       "2.0                               NaN                   NaN   \n",
       "3.0                               NaN                   NaN   \n",
       "4.0                               NaN                   NaN   \n",
       "5.0                               NaN                   NaN   \n",
       "\n",
       "title   Adventures in Babysitting (1987)  \\\n",
       "userId                                     \n",
       "1.0                                  NaN   \n",
       "2.0                                  NaN   \n",
       "3.0                                  NaN   \n",
       "4.0                                  NaN   \n",
       "5.0                                  NaN   \n",
       "\n",
       "title   Adventures of Baron Munchausen, The (1988)  \\\n",
       "userId                                               \n",
       "1.0                                            4.0   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   Adventures of Buckaroo Banzai Across the 8th Dimension, The (1984)  \\\n",
       "userId                                                                       \n",
       "1.0                                                   NaN                    \n",
       "2.0                                                   NaN                    \n",
       "3.0                                                   4.0                    \n",
       "4.0                                                   NaN                    \n",
       "5.0                                                   NaN                    \n",
       "\n",
       "title   Adventures of Milo and Otis, The (Koneko monogatari) (1986)  \\\n",
       "userId                                                                \n",
       "1.0                                                   NaN             \n",
       "2.0                                                   NaN             \n",
       "3.0                                                   NaN             \n",
       "4.0                                                   NaN             \n",
       "5.0                                                   NaN             \n",
       "\n",
       "title   Adventures of Pinocchio, The (1996)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "\n",
       "title   Adventures of Priscilla, Queen of the Desert, The (1994)  \\\n",
       "userId                                                             \n",
       "1.0                                                   NaN          \n",
       "2.0                                                   NaN          \n",
       "3.0                                                   NaN          \n",
       "4.0                                                   NaN          \n",
       "5.0                                                   NaN          \n",
       "\n",
       "title   Adventures of Robin Hood, The (1938)  \\\n",
       "userId                                         \n",
       "1.0                                      NaN   \n",
       "2.0                                      NaN   \n",
       "3.0                                      NaN   \n",
       "4.0                                      NaN   \n",
       "5.0                                      NaN   \n",
       "\n",
       "title   Adventures of Rocky and Bullwinkle, The (2000)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   Adventures of Tintin, The (2011)  Aeon Flux (2005)  \\\n",
       "userId                                                       \n",
       "1.0                                  NaN               NaN   \n",
       "2.0                                  NaN               NaN   \n",
       "3.0                                  NaN               NaN   \n",
       "4.0                                  NaN               NaN   \n",
       "5.0                                  NaN               NaN   \n",
       "\n",
       "title   Affair to Remember, An (1957)  Affliction (1997)  \\\n",
       "userId                                                     \n",
       "1.0                               NaN                NaN   \n",
       "2.0                               NaN                NaN   \n",
       "3.0                               NaN                NaN   \n",
       "4.0                               NaN                NaN   \n",
       "5.0                               NaN                NaN   \n",
       "\n",
       "title   African Queen, The (1951)  After Hours (1985)  \\\n",
       "userId                                                  \n",
       "1.0                           NaN                 NaN   \n",
       "2.0                           NaN                 NaN   \n",
       "3.0                           NaN                 NaN   \n",
       "4.0                           NaN                 NaN   \n",
       "5.0                           NaN                 NaN   \n",
       "\n",
       "title   Age of Innocence, The (1993)  Agnes of God (1985)  \\\n",
       "userId                                                      \n",
       "1.0                              NaN                  NaN   \n",
       "2.0                              NaN                  NaN   \n",
       "3.0                              NaN                  NaN   \n",
       "4.0                              NaN                  NaN   \n",
       "5.0                              NaN                  NaN   \n",
       "\n",
       "title   Aguirre: The Wrath of God (Aguirre, der Zorn Gottes) (1972)  \\\n",
       "userId                                                                \n",
       "1.0                                                   NaN             \n",
       "2.0                                                   NaN             \n",
       "3.0                                                   NaN             \n",
       "4.0                                                   NaN             \n",
       "5.0                                                   NaN             \n",
       "\n",
       "title   Air America (1990)  Air Bud (1997)  Air Force One (1997)  \\\n",
       "userId                                                             \n",
       "1.0                    NaN             NaN                   NaN   \n",
       "2.0                    NaN             NaN                   NaN   \n",
       "3.0                    NaN             NaN                   NaN   \n",
       "4.0                    NaN             NaN                   NaN   \n",
       "5.0                    NaN             NaN                   NaN   \n",
       "\n",
       "title   Airheads (1994)  Airplane II: The Sequel (1982)  Airplane! (1980)  \\\n",
       "userId                                                                      \n",
       "1.0                 NaN                             NaN               NaN   \n",
       "2.0                 NaN                             NaN               2.0   \n",
       "3.0                 NaN                             NaN               5.0   \n",
       "4.0                 NaN                             NaN               NaN   \n",
       "5.0                 NaN                             NaN               NaN   \n",
       "\n",
       "title   Airport (1970)  Akira (1988)  Aladdin (1992)  \\\n",
       "userId                                                 \n",
       "1.0                NaN           NaN             NaN   \n",
       "2.0                NaN           NaN             NaN   \n",
       "3.0                NaN           NaN             NaN   \n",
       "4.0                NaN           NaN             NaN   \n",
       "5.0                NaN           NaN             5.0   \n",
       "\n",
       "title   Aladdin and the King of Thieves (1996)  Alexander (2004)  \\\n",
       "userId                                                             \n",
       "1.0                                        NaN               NaN   \n",
       "2.0                                        NaN               NaN   \n",
       "3.0                                        NaN               NaN   \n",
       "4.0                                        NaN               NaN   \n",
       "5.0                                        NaN               NaN   \n",
       "\n",
       "title   Alfie (2004)  Ali (2001)  Alice in Wonderland (1951)  \\\n",
       "userId                                                         \n",
       "1.0              NaN         NaN                         NaN   \n",
       "2.0              NaN         NaN                         NaN   \n",
       "3.0              NaN         NaN                         NaN   \n",
       "4.0              NaN         NaN                         NaN   \n",
       "5.0              NaN         NaN                         NaN   \n",
       "\n",
       "title   Alice in Wonderland (2010)  Alien (1979)  Alien Nation (1988)  \\\n",
       "userId                                                                  \n",
       "1.0                            NaN           4.0                  NaN   \n",
       "2.0                            NaN           5.0                  NaN   \n",
       "3.0                            NaN           5.0                  NaN   \n",
       "4.0                            NaN           NaN                  NaN   \n",
       "5.0                            NaN           NaN                  NaN   \n",
       "\n",
       "title   Alien: Resurrection (1997)  Aliens (1986)  \\\n",
       "userId                                              \n",
       "1.0                            NaN            4.0   \n",
       "2.0                            NaN            NaN   \n",
       "3.0                            NaN            4.0   \n",
       "4.0                            NaN            NaN   \n",
       "5.0                            NaN            NaN   \n",
       "\n",
       "title   Alien³ (a.k.a. Alien 3) (1992)  Alive (1993)  All About Eve (1950)  \\\n",
       "userId                                                                       \n",
       "1.0                                NaN           NaN                   NaN   \n",
       "2.0                                NaN           NaN                   NaN   \n",
       "3.0                                NaN           NaN                   NaN   \n",
       "4.0                                NaN           NaN                   NaN   \n",
       "5.0                                NaN           NaN                   NaN   \n",
       "\n",
       "title   All About My Mother (Todo sobre mi madre) (1999)  \\\n",
       "userId                                                     \n",
       "1.0                                                  NaN   \n",
       "2.0                                                  NaN   \n",
       "3.0                                                  NaN   \n",
       "4.0                                                  NaN   \n",
       "5.0                                                  NaN   \n",
       "\n",
       "title   All Dogs Go to Heaven (1989)  All Dogs Go to Heaven 2 (1996)  \\\n",
       "userId                                                                 \n",
       "1.0                              NaN                             NaN   \n",
       "2.0                              NaN                             NaN   \n",
       "3.0                              NaN                             NaN   \n",
       "4.0                              NaN                             NaN   \n",
       "5.0                              NaN                             3.0   \n",
       "\n",
       "title   All Quiet on the Western Front (1930)  All That Jazz (1979)  \\\n",
       "userId                                                                \n",
       "1.0                                       NaN                   NaN   \n",
       "2.0                                       NaN                   NaN   \n",
       "3.0                                       NaN                   NaN   \n",
       "4.0                                       NaN                   NaN   \n",
       "5.0                                       NaN                   NaN   \n",
       "\n",
       "title   All the President's Men (1976)  All the Pretty Horses (2000)  \\\n",
       "userId                                                                 \n",
       "1.0                                NaN                           NaN   \n",
       "2.0                                NaN                           NaN   \n",
       "3.0                                NaN                           NaN   \n",
       "4.0                                NaN                           NaN   \n",
       "5.0                                NaN                           NaN   \n",
       "\n",
       "title   Almost Famous (2000)  Along Came Polly (2004)  \\\n",
       "userId                                                  \n",
       "1.0                      NaN                      NaN   \n",
       "2.0                      NaN                      NaN   \n",
       "3.0                      NaN                      NaN   \n",
       "4.0                      NaN                      NaN   \n",
       "5.0                      NaN                      NaN   \n",
       "\n",
       "title   Along Came a Spider (2001)  \\\n",
       "userId                               \n",
       "1.0                            NaN   \n",
       "2.0                            NaN   \n",
       "3.0                            NaN   \n",
       "4.0                            NaN   \n",
       "5.0                            NaN   \n",
       "\n",
       "title   Alphaville (Alphaville, une étrange aventure de Lemmy Caution) (1965)  \\\n",
       "userId                                                                          \n",
       "1.0                                                   NaN                       \n",
       "2.0                                                   NaN                       \n",
       "3.0                                                   NaN                       \n",
       "4.0                                                   NaN                       \n",
       "5.0                                                   NaN                       \n",
       "\n",
       "title   Altered States (1980)  Always (1989)  Amadeus (1984)  Amateur (1994)  \\\n",
       "userId                                                                         \n",
       "1.0                       NaN            NaN             NaN             NaN   \n",
       "2.0                       NaN            NaN             NaN             NaN   \n",
       "3.0                       NaN            NaN             3.0             NaN   \n",
       "4.0                       NaN            NaN             NaN             NaN   \n",
       "5.0                       NaN            NaN             NaN             NaN   \n",
       "\n",
       "title   Amazing Spider-Man, The (2012)  \\\n",
       "userId                                   \n",
       "1.0                                NaN   \n",
       "2.0                                NaN   \n",
       "3.0                                NaN   \n",
       "4.0                                NaN   \n",
       "5.0                                NaN   \n",
       "\n",
       "title   Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)  \\\n",
       "userId                                                         \n",
       "1.0                                                   NaN      \n",
       "2.0                                                   NaN      \n",
       "3.0                                                   NaN      \n",
       "4.0                                                   NaN      \n",
       "5.0                                                   NaN      \n",
       "\n",
       "title   America's Sweethearts (2001)  American Beauty (1999)  \\\n",
       "userId                                                         \n",
       "1.0                              NaN                     NaN   \n",
       "2.0                              NaN                     3.0   \n",
       "3.0                              NaN                     NaN   \n",
       "4.0                              NaN                     NaN   \n",
       "5.0                              NaN                     NaN   \n",
       "\n",
       "title   American Gangster (2007)  American Gigolo (1980)  \\\n",
       "userId                                                     \n",
       "1.0                          NaN                     NaN   \n",
       "2.0                          NaN                     NaN   \n",
       "3.0                          NaN                     NaN   \n",
       "4.0                          NaN                     NaN   \n",
       "5.0                          NaN                     NaN   \n",
       "\n",
       "title   American Graffiti (1973)  American History X (1998)  \\\n",
       "userId                                                        \n",
       "1.0                          NaN                        NaN   \n",
       "2.0                          NaN                        NaN   \n",
       "3.0                          NaN                        4.0   \n",
       "4.0                          NaN                        NaN   \n",
       "5.0                          NaN                        NaN   \n",
       "\n",
       "title   American Hustle (2013)  American Movie (1999)  American Pie (1999)  \\\n",
       "userId                                                                       \n",
       "1.0                        NaN                    NaN                  NaN   \n",
       "2.0                        NaN                    NaN                  NaN   \n",
       "3.0                        NaN                    NaN                  NaN   \n",
       "4.0                        NaN                    NaN                  NaN   \n",
       "5.0                        NaN                    NaN                  NaN   \n",
       "\n",
       "title   American Pie 2 (2001)  American President, The (1995)  \\\n",
       "userId                                                          \n",
       "1.0                       NaN                             NaN   \n",
       "2.0                       NaN                             NaN   \n",
       "3.0                       NaN                             NaN   \n",
       "4.0                       NaN                             NaN   \n",
       "5.0                       NaN                             5.0   \n",
       "\n",
       "title   American Psycho (2000)  American Splendor (2003)  \\\n",
       "userId                                                     \n",
       "1.0                        NaN                       NaN   \n",
       "2.0                        NaN                       NaN   \n",
       "3.0                        NaN                       NaN   \n",
       "4.0                        NaN                       NaN   \n",
       "5.0                        NaN                       NaN   \n",
       "\n",
       "title   American Tail, An (1986)  American Tail: Fievel Goes West, An (1991)  \\\n",
       "userId                                                                         \n",
       "1.0                          NaN                                         NaN   \n",
       "2.0                          NaN                                         NaN   \n",
       "3.0                          NaN                                         NaN   \n",
       "4.0                          NaN                                         NaN   \n",
       "5.0                          NaN                                         NaN   \n",
       "\n",
       "title   American Wedding (American Pie 3) (2003)  \\\n",
       "userId                                             \n",
       "1.0                                          NaN   \n",
       "2.0                                          NaN   \n",
       "3.0                                          NaN   \n",
       "4.0                                          NaN   \n",
       "5.0                                          NaN   \n",
       "\n",
       "title   American Werewolf in London, An (1981)  \\\n",
       "userId                                           \n",
       "1.0                                        4.0   \n",
       "2.0                                        NaN   \n",
       "3.0                                        5.0   \n",
       "4.0                                        NaN   \n",
       "5.0                                        NaN   \n",
       "\n",
       "title   American Werewolf in Paris, An (1997)  American in Paris, An (1951)  \\\n",
       "userId                                                                        \n",
       "1.0                                       NaN                           NaN   \n",
       "2.0                                       NaN                           NaN   \n",
       "3.0                                       NaN                           NaN   \n",
       "4.0                                       NaN                           NaN   \n",
       "5.0                                       NaN                           NaN   \n",
       "\n",
       "title   Amistad (1997)  Amityville Horror, The (1979)  \\\n",
       "userId                                                  \n",
       "1.0                NaN                            NaN   \n",
       "2.0                NaN                            5.0   \n",
       "3.0                NaN                            NaN   \n",
       "4.0                NaN                            NaN   \n",
       "5.0                NaN                            NaN   \n",
       "\n",
       "title   Amores Perros (Love's a Bitch) (2000)  Anaconda (1997)  \\\n",
       "userId                                                           \n",
       "1.0                                       NaN              NaN   \n",
       "2.0                                       NaN              NaN   \n",
       "3.0                                       NaN              NaN   \n",
       "4.0                                       NaN              NaN   \n",
       "5.0                                       NaN              NaN   \n",
       "\n",
       "title   Analyze That (2002)  Analyze This (1999)  Anastasia (1997)  \\\n",
       "userId                                                               \n",
       "1.0                     NaN                  NaN               NaN   \n",
       "2.0                     NaN                  NaN               NaN   \n",
       "3.0                     NaN                  NaN               NaN   \n",
       "4.0                     NaN                  NaN               NaN   \n",
       "5.0                     NaN                  NaN               NaN   \n",
       "\n",
       "title   Anatomy of a Murder (1959)  \\\n",
       "userId                               \n",
       "1.0                            NaN   \n",
       "2.0                            NaN   \n",
       "3.0                            NaN   \n",
       "4.0                            NaN   \n",
       "5.0                            NaN   \n",
       "\n",
       "title   Anchorman: The Legend of Ron Burgundy (2004)  \\\n",
       "userId                                                 \n",
       "1.0                                              NaN   \n",
       "2.0                                              NaN   \n",
       "3.0                                              NaN   \n",
       "4.0                                              NaN   \n",
       "5.0                                              NaN   \n",
       "\n",
       "title   And Your Mother Too (Y tu mamá también) (2001)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   And the Band Played On (1993)  Andromeda Strain, The (1971)  \\\n",
       "userId                                                                \n",
       "1.0                               NaN                           NaN   \n",
       "2.0                               NaN                           NaN   \n",
       "3.0                               NaN                           NaN   \n",
       "4.0                               NaN                           NaN   \n",
       "5.0                               NaN                           NaN   \n",
       "\n",
       "title   Angel Heart (1987)  Angela's Ashes (1999)  Angels & Demons (2009)  \\\n",
       "userId                                                                      \n",
       "1.0                    NaN                    NaN                     NaN   \n",
       "2.0                    NaN                    NaN                     NaN   \n",
       "3.0                    NaN                    NaN                     NaN   \n",
       "4.0                    NaN                    NaN                     NaN   \n",
       "5.0                    NaN                    NaN                     NaN   \n",
       "\n",
       "title   Angels and Insects (1995)  Angels in the Outfield (1994)  \\\n",
       "userId                                                             \n",
       "1.0                           NaN                            NaN   \n",
       "2.0                           NaN                            NaN   \n",
       "3.0                           NaN                            NaN   \n",
       "4.0                           NaN                            NaN   \n",
       "5.0                           NaN                            NaN   \n",
       "\n",
       "title   Anger Management (2003)  Angus (1995)  Animal House (1978)  \\\n",
       "userId                                                               \n",
       "1.0                         NaN           NaN                  NaN   \n",
       "2.0                         NaN           NaN                  NaN   \n",
       "3.0                         NaN           NaN                  NaN   \n",
       "4.0                         NaN           NaN                  NaN   \n",
       "5.0                         NaN           NaN                  NaN   \n",
       "\n",
       "title   Animal, The (2001)  Animatrix, The (2003)  Anna and the King (1999)  \\\n",
       "userId                                                                        \n",
       "1.0                    NaN                    NaN                       NaN   \n",
       "2.0                    NaN                    NaN                       NaN   \n",
       "3.0                    NaN                    NaN                       NaN   \n",
       "4.0                    NaN                    NaN                       NaN   \n",
       "5.0                    NaN                    NaN                       NaN   \n",
       "\n",
       "title   Annie (1982)  Annie Hall (1977)  Anniversary Party, The (2001)  \\\n",
       "userId                                                                   \n",
       "1.0              NaN                NaN                            NaN   \n",
       "2.0              NaN                NaN                            NaN   \n",
       "3.0              NaN                5.0                            NaN   \n",
       "4.0              NaN                NaN                            NaN   \n",
       "5.0              NaN                NaN                            NaN   \n",
       "\n",
       "title   Another 48 Hrs. (1990)  Another Stakeout (1993)  Antitrust (2001)  \\\n",
       "userId                                                                      \n",
       "1.0                        NaN                      NaN               NaN   \n",
       "2.0                        NaN                      NaN               NaN   \n",
       "3.0                        NaN                      NaN               NaN   \n",
       "4.0                        NaN                      NaN               NaN   \n",
       "5.0                        NaN                      NaN               NaN   \n",
       "\n",
       "title   Antonia's Line (Antonia) (1995)  Antwone Fisher (2002)  Antz (1998)  \\\n",
       "userId                                                                        \n",
       "1.0                                 NaN                    NaN          NaN   \n",
       "2.0                                 NaN                    NaN          NaN   \n",
       "3.0                                 NaN                    NaN          NaN   \n",
       "4.0                                 NaN                    NaN          NaN   \n",
       "5.0                                 NaN                    NaN          NaN   \n",
       "\n",
       "title   Any Given Sunday (1999)  Anywhere But Here (1999)  \\\n",
       "userId                                                      \n",
       "1.0                         NaN                       NaN   \n",
       "2.0                         4.0                       NaN   \n",
       "3.0                         NaN                       NaN   \n",
       "4.0                         NaN                       NaN   \n",
       "5.0                         NaN                       NaN   \n",
       "\n",
       "title   Apartment, The (1960)  Apocalypse Now (1979)  Apocalypto (2006)  \\\n",
       "userId                                                                    \n",
       "1.0                       NaN                    3.5                NaN   \n",
       "2.0                       NaN                    NaN                NaN   \n",
       "3.0                       NaN                    5.0                NaN   \n",
       "4.0                       NaN                    NaN                NaN   \n",
       "5.0                       NaN                    NaN                NaN   \n",
       "\n",
       "title   Apollo 13 (1995)  Apostle, The (1997)  \\\n",
       "userId                                          \n",
       "1.0                  NaN                  NaN   \n",
       "2.0                  NaN                  NaN   \n",
       "3.0                  NaN                  NaN   \n",
       "4.0                  NaN                  NaN   \n",
       "5.0                  5.0                  NaN   \n",
       "\n",
       "title   Apple Dumpling Gang, The (1975)  Apt Pupil (1998)  \\\n",
       "userId                                                      \n",
       "1.0                                 NaN               NaN   \n",
       "2.0                                 NaN               NaN   \n",
       "3.0                                 NaN               NaN   \n",
       "4.0                                 NaN               NaN   \n",
       "5.0                                 NaN               NaN   \n",
       "\n",
       "title   Arachnophobia (1990)  Argo (2012)  Aristocats, The (1970)  \\\n",
       "userId                                                              \n",
       "1.0                      NaN          NaN                     NaN   \n",
       "2.0                      NaN          NaN                     NaN   \n",
       "3.0                      3.0          NaN                     NaN   \n",
       "4.0                      NaN          NaN                     NaN   \n",
       "5.0                      NaN          NaN                     NaN   \n",
       "\n",
       "title   Aristocrats, The (2005)  Arlington Road (1999)  Armageddon (1998)  \\\n",
       "userId                                                                      \n",
       "1.0                         NaN                    NaN                NaN   \n",
       "2.0                         NaN                    NaN                NaN   \n",
       "3.0                         NaN                    NaN                4.0   \n",
       "4.0                         NaN                    NaN                NaN   \n",
       "5.0                         NaN                    NaN                NaN   \n",
       "\n",
       "title   Armour of God II: Operation Condor (Operation Condor) (Fei ying gai wak) (1991)  \\\n",
       "userId                                                                                    \n",
       "1.0                                                   NaN                                 \n",
       "2.0                                                   NaN                                 \n",
       "3.0                                                   NaN                                 \n",
       "4.0                                                   NaN                                 \n",
       "5.0                                                   NaN                                 \n",
       "\n",
       "title   Army of Darkness (1993)  Around the World in 80 Days (1956)  \\\n",
       "userId                                                                \n",
       "1.0                         4.0                                 NaN   \n",
       "2.0                         NaN                                 NaN   \n",
       "3.0                         4.0                                 NaN   \n",
       "4.0                         NaN                                 NaN   \n",
       "5.0                         NaN                                 NaN   \n",
       "\n",
       "title   Arrival, The (1996)  Arsenic and Old Lace (1944)  \\\n",
       "userId                                                     \n",
       "1.0                     NaN                          NaN   \n",
       "2.0                     NaN                          NaN   \n",
       "3.0                     NaN                          NaN   \n",
       "4.0                     NaN                          NaN   \n",
       "5.0                     NaN                          NaN   \n",
       "\n",
       "title   Art of War, The (2000)  Arthur (1981)  Artist, The (2011)  \\\n",
       "userId                                                              \n",
       "1.0                        NaN            NaN                 NaN   \n",
       "2.0                        NaN            NaN                 NaN   \n",
       "3.0                        NaN            NaN                 NaN   \n",
       "4.0                        NaN            NaN                 NaN   \n",
       "5.0                        NaN            NaN                 NaN   \n",
       "\n",
       "title   As Good as It Gets (1997)  Asphalt Jungle, The (1950)  \\\n",
       "userId                                                          \n",
       "1.0                           NaN                         NaN   \n",
       "2.0                           NaN                         NaN   \n",
       "3.0                           NaN                         NaN   \n",
       "4.0                           NaN                         NaN   \n",
       "5.0                           NaN                         NaN   \n",
       "\n",
       "title   Assassination of Jesse James by the Coward Robert Ford, The (2007)  \\\n",
       "userId                                                                       \n",
       "1.0                                                   NaN                    \n",
       "2.0                                                   NaN                    \n",
       "3.0                                                   NaN                    \n",
       "4.0                                                   NaN                    \n",
       "5.0                                                   NaN                    \n",
       "\n",
       "title   Assassins (1995)  Assault on Precinct 13 (2005)  \\\n",
       "userId                                                    \n",
       "1.0                  NaN                            NaN   \n",
       "2.0                  NaN                            NaN   \n",
       "3.0                  NaN                            NaN   \n",
       "4.0                  NaN                            NaN   \n",
       "5.0                  NaN                            NaN   \n",
       "\n",
       "title   Associate, The (1996)  Astronaut's Wife, The (1999)  \\\n",
       "userId                                                        \n",
       "1.0                       NaN                           NaN   \n",
       "2.0                       NaN                           NaN   \n",
       "3.0                       NaN                           NaN   \n",
       "4.0                       NaN                           NaN   \n",
       "5.0                       NaN                           NaN   \n",
       "\n",
       "title   Atlantic City (1980)  Atlantis: The Lost Empire (2001)  \\\n",
       "userId                                                           \n",
       "1.0                      NaN                               NaN   \n",
       "2.0                      NaN                               NaN   \n",
       "3.0                      NaN                               NaN   \n",
       "4.0                      NaN                               NaN   \n",
       "5.0                      NaN                               NaN   \n",
       "\n",
       "title   Atonement (2007)  Attack of the Killer Tomatoes! (1978)  \\\n",
       "userId                                                            \n",
       "1.0                  NaN                                    NaN   \n",
       "2.0                  NaN                                    NaN   \n",
       "3.0                  NaN                                    NaN   \n",
       "4.0                  NaN                                    NaN   \n",
       "5.0                  NaN                                    NaN   \n",
       "\n",
       "title   Audition (Ôdishon) (1999)  Auntie Mame (1958)  \\\n",
       "userId                                                  \n",
       "1.0                           NaN                 NaN   \n",
       "2.0                           NaN                 NaN   \n",
       "3.0                           NaN                 NaN   \n",
       "4.0                           NaN                 NaN   \n",
       "5.0                           NaN                 NaN   \n",
       "\n",
       "title   Austin Powers in Goldmember (2002)  \\\n",
       "userId                                       \n",
       "1.0                                    NaN   \n",
       "2.0                                    NaN   \n",
       "3.0                                    NaN   \n",
       "4.0                                    NaN   \n",
       "5.0                                    NaN   \n",
       "\n",
       "title   Austin Powers: International Man of Mystery (1997)  \\\n",
       "userId                                                       \n",
       "1.0                                                   NaN    \n",
       "2.0                                                   NaN    \n",
       "3.0                                                   NaN    \n",
       "4.0                                                   NaN    \n",
       "5.0                                                   NaN    \n",
       "\n",
       "title   Austin Powers: The Spy Who Shagged Me (1999)  \\\n",
       "userId                                                 \n",
       "1.0                                              3.5   \n",
       "2.0                                              NaN   \n",
       "3.0                                              NaN   \n",
       "4.0                                              NaN   \n",
       "5.0                                              NaN   \n",
       "\n",
       "title   Autumn in New York (2000)  Avatar (2009)  Avengers, The (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                           NaN            NaN                   NaN   \n",
       "2.0                           NaN            NaN                   NaN   \n",
       "3.0                           NaN            NaN                   NaN   \n",
       "4.0                           NaN            NaN                   NaN   \n",
       "5.0                           NaN            NaN                   NaN   \n",
       "\n",
       "title   Avengers, The (2012)  Aviator, The (2004)  Awakenings (1990)  \\\n",
       "userId                                                                 \n",
       "1.0                      NaN                  NaN                NaN   \n",
       "2.0                      NaN                  NaN                NaN   \n",
       "3.0                      NaN                  NaN                NaN   \n",
       "4.0                      NaN                  NaN                NaN   \n",
       "5.0                      NaN                  NaN                NaN   \n",
       "\n",
       "title   BASEketball (1998)  Babe (1995)  Babe: Pig in the City (1998)  \\\n",
       "userId                                                                  \n",
       "1.0                    NaN          NaN                           NaN   \n",
       "2.0                    NaN          NaN                           NaN   \n",
       "3.0                    NaN          NaN                           NaN   \n",
       "4.0                    NaN          NaN                           NaN   \n",
       "5.0                    NaN          NaN                           NaN   \n",
       "\n",
       "title   Babel (2006)  Babes in Toyland (1961)  \\\n",
       "userId                                          \n",
       "1.0              NaN                      NaN   \n",
       "2.0              NaN                      NaN   \n",
       "3.0              NaN                      NaN   \n",
       "4.0              NaN                      NaN   \n",
       "5.0              NaN                      NaN   \n",
       "\n",
       "title   Babette's Feast (Babettes gæstebud) (1987)  Baby Geniuses (1999)  \\\n",
       "userId                                                                     \n",
       "1.0                                            NaN                   NaN   \n",
       "2.0                                            NaN                   NaN   \n",
       "3.0                                            NaN                   NaN   \n",
       "4.0                                            NaN                   NaN   \n",
       "5.0                                            NaN                   NaN   \n",
       "\n",
       "title   Babylon 5: In the Beginning (1998)  Babysitter, The (1995)  \\\n",
       "userId                                                               \n",
       "1.0                                    NaN                     NaN   \n",
       "2.0                                    NaN                     NaN   \n",
       "3.0                                    NaN                     NaN   \n",
       "4.0                                    NaN                     NaN   \n",
       "5.0                                    NaN                     NaN   \n",
       "\n",
       "title   Bachelor Party (1984)  Bachelor, The (1999)  Back to School (1986)  \\\n",
       "userId                                                                       \n",
       "1.0                       NaN                   NaN                    NaN   \n",
       "2.0                       NaN                   NaN                    NaN   \n",
       "3.0                       NaN                   NaN                    NaN   \n",
       "4.0                       NaN                   NaN                    NaN   \n",
       "5.0                       NaN                   NaN                    NaN   \n",
       "\n",
       "title   Back to the Future (1985)  Back to the Future Part II (1989)  \\\n",
       "userId                                                                 \n",
       "1.0                           NaN                                NaN   \n",
       "2.0                           5.0                                NaN   \n",
       "3.0                           5.0                                3.0   \n",
       "4.0                           NaN                                NaN   \n",
       "5.0                           NaN                                NaN   \n",
       "\n",
       "title   Back to the Future Part III (1990)  Backbeat (1993)  Backdraft (1991)  \\\n",
       "userId                                                                          \n",
       "1.0                                    NaN              NaN               NaN   \n",
       "2.0                                    NaN              NaN               NaN   \n",
       "3.0                                    3.0              NaN               NaN   \n",
       "4.0                                    NaN              NaN               NaN   \n",
       "5.0                                    NaN              NaN               NaN   \n",
       "\n",
       "title   ...  Toy Story 3 (2010)  Toys (1992)  Trading Places (1983)  \\\n",
       "userId  ...                                                           \n",
       "1.0     ...                 NaN          3.5                    NaN   \n",
       "2.0     ...                 NaN          NaN                    NaN   \n",
       "3.0     ...                 NaN          NaN                    5.0   \n",
       "4.0     ...                 NaN          NaN                    NaN   \n",
       "5.0     ...                 NaN          NaN                    NaN   \n",
       "\n",
       "title   Traffic (2000)  Training Day (2001)  Trainspotting (1996)  \\\n",
       "userId                                                              \n",
       "1.0                NaN                  NaN                   NaN   \n",
       "2.0                NaN                  NaN                   NaN   \n",
       "3.0                NaN                  NaN                   NaN   \n",
       "4.0                NaN                  NaN                   NaN   \n",
       "5.0                NaN                  NaN                   NaN   \n",
       "\n",
       "title   Transamerica (2005)  Transformers (2007)  \\\n",
       "userId                                             \n",
       "1.0                     NaN                  NaN   \n",
       "2.0                     NaN                  NaN   \n",
       "3.0                     NaN                  NaN   \n",
       "4.0                     NaN                  NaN   \n",
       "5.0                     NaN                  NaN   \n",
       "\n",
       "title   Transformers: Revenge of the Fallen (2009)  \\\n",
       "userId                                               \n",
       "1.0                                            NaN   \n",
       "2.0                                            NaN   \n",
       "3.0                                            NaN   \n",
       "4.0                                            NaN   \n",
       "5.0                                            NaN   \n",
       "\n",
       "title   Transformers: The Movie (1986)  Transporter 2 (2005)  \\\n",
       "userId                                                         \n",
       "1.0                                NaN                   NaN   \n",
       "2.0                                NaN                   NaN   \n",
       "3.0                                NaN                   NaN   \n",
       "4.0                                NaN                   NaN   \n",
       "5.0                                NaN                   NaN   \n",
       "\n",
       "title   Transporter, The (2002)  Treasure Planet (2002)  \\\n",
       "userId                                                    \n",
       "1.0                         NaN                     NaN   \n",
       "2.0                         NaN                     NaN   \n",
       "3.0                         NaN                     NaN   \n",
       "4.0                         NaN                     NaN   \n",
       "5.0                         NaN                     NaN   \n",
       "\n",
       "title   Treasure of the Sierra Madre, The (1948)  Trees Lounge (1996)  \\\n",
       "userId                                                                  \n",
       "1.0                                          NaN                  NaN   \n",
       "2.0                                          NaN                  NaN   \n",
       "3.0                                          NaN                  NaN   \n",
       "4.0                                          NaN                  NaN   \n",
       "5.0                                          NaN                  NaN   \n",
       "\n",
       "title   Trekkies (1997)  Tremors (1990)  Trip to Bountiful, The (1985)  \\\n",
       "userId                                                                   \n",
       "1.0                 NaN             NaN                            NaN   \n",
       "2.0                 NaN             NaN                            NaN   \n",
       "3.0                 NaN             NaN                            NaN   \n",
       "4.0                 NaN             NaN                            NaN   \n",
       "5.0                 NaN             NaN                            NaN   \n",
       "\n",
       "title   Triplets of Belleville, The (Les triplettes de Belleville) (2003)  \\\n",
       "userId                                                                      \n",
       "1.0                                                   NaN                   \n",
       "2.0                                                   NaN                   \n",
       "3.0                                                   NaN                   \n",
       "4.0                                                   NaN                   \n",
       "5.0                                                   NaN                   \n",
       "\n",
       "title   Tron (1982)  Tron: Legacy (2010)  Tropic Thunder (2008)  \\\n",
       "userId                                                            \n",
       "1.0             NaN                  NaN                    NaN   \n",
       "2.0             NaN                  NaN                    NaN   \n",
       "3.0             4.0                  NaN                    NaN   \n",
       "4.0             NaN                  NaN                    NaN   \n",
       "5.0             NaN                  NaN                    NaN   \n",
       "\n",
       "title   Trouble with Harry, The (1955)  Troy (2004)  True Crime (1999)  \\\n",
       "userId                                                                   \n",
       "1.0                                NaN          NaN                NaN   \n",
       "2.0                                NaN          NaN                NaN   \n",
       "3.0                                NaN          NaN                NaN   \n",
       "4.0                                NaN          NaN                NaN   \n",
       "5.0                                NaN          NaN                NaN   \n",
       "\n",
       "title   True Grit (1969)  True Grit (2010)  True Lies (1994)  \\\n",
       "userId                                                         \n",
       "1.0                  NaN               NaN               NaN   \n",
       "2.0                  NaN               NaN               NaN   \n",
       "3.0                  NaN               NaN               NaN   \n",
       "4.0                  NaN               NaN               3.0   \n",
       "5.0                  NaN               NaN               5.0   \n",
       "\n",
       "title   True Romance (1993)  Truman Show, The (1998)  \\\n",
       "userId                                                 \n",
       "1.0                     NaN                      NaN   \n",
       "2.0                     NaN                      NaN   \n",
       "3.0                     NaN                      NaN   \n",
       "4.0                     NaN                      NaN   \n",
       "5.0                     NaN                      NaN   \n",
       "\n",
       "title   Truth About Cats & Dogs, The (1996)  Turner & Hooch (1989)  \\\n",
       "userId                                                               \n",
       "1.0                                     NaN                    NaN   \n",
       "2.0                                     NaN                    NaN   \n",
       "3.0                                     NaN                    NaN   \n",
       "4.0                                     NaN                    NaN   \n",
       "5.0                                     3.0                    NaN   \n",
       "\n",
       "title   Tuxedo, The (2002)  Twelfth Night (1996)  \\\n",
       "userId                                             \n",
       "1.0                    NaN                   NaN   \n",
       "2.0                    NaN                   NaN   \n",
       "3.0                    NaN                   NaN   \n",
       "4.0                    NaN                   NaN   \n",
       "5.0                    NaN                   NaN   \n",
       "\n",
       "title   Twelve Monkeys (a.k.a. 12 Monkeys) (1995)  Twilight (2008)  \\\n",
       "userId                                                               \n",
       "1.0                                           3.5              NaN   \n",
       "2.0                                           NaN              NaN   \n",
       "3.0                                           4.0              NaN   \n",
       "4.0                                           1.0              NaN   \n",
       "5.0                                           NaN              NaN   \n",
       "\n",
       "title   Twilight Saga: New Moon, The (2009)  \\\n",
       "userId                                        \n",
       "1.0                                     NaN   \n",
       "2.0                                     NaN   \n",
       "3.0                                     NaN   \n",
       "4.0                                     NaN   \n",
       "5.0                                     NaN   \n",
       "\n",
       "title   Twin Peaks: Fire Walk with Me (1992)  Twins (1988)  Twister (1996)  \\\n",
       "userId                                                                       \n",
       "1.0                                      NaN           NaN             NaN   \n",
       "2.0                                      NaN           NaN             NaN   \n",
       "3.0                                      NaN           NaN             NaN   \n",
       "4.0                                      NaN           NaN             NaN   \n",
       "5.0                                      NaN           NaN             5.0   \n",
       "\n",
       "title   Two Weeks Notice (2002)  Two if by Sea (1996)  U Turn (1997)  \\\n",
       "userId                                                                 \n",
       "1.0                         NaN                   NaN            NaN   \n",
       "2.0                         NaN                   NaN            NaN   \n",
       "3.0                         NaN                   NaN            NaN   \n",
       "4.0                         NaN                   NaN            NaN   \n",
       "5.0                         NaN                   NaN            NaN   \n",
       "\n",
       "title   U-571 (2000)  U.S. Marshals (1998)  U2: Rattle and Hum (1988)  \\\n",
       "userId                                                                  \n",
       "1.0              NaN                   NaN                        NaN   \n",
       "2.0              4.0                   NaN                        NaN   \n",
       "3.0              NaN                   NaN                        4.0   \n",
       "4.0              NaN                   NaN                        NaN   \n",
       "5.0              NaN                   NaN                        NaN   \n",
       "\n",
       "title   UHF (1989)  Ulee's Gold (1997)  Ultraviolet (2006)  \\\n",
       "userId                                                       \n",
       "1.0            NaN                 NaN                 NaN   \n",
       "2.0            NaN                 NaN                 NaN   \n",
       "3.0            NaN                 NaN                 NaN   \n",
       "4.0            NaN                 NaN                 NaN   \n",
       "5.0            NaN                 NaN                 NaN   \n",
       "\n",
       "title   Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)  \\\n",
       "userId                                                                      \n",
       "1.0                                                   NaN                   \n",
       "2.0                                                   NaN                   \n",
       "3.0                                                   NaN                   \n",
       "4.0                                                   NaN                   \n",
       "5.0                                                   NaN                   \n",
       "\n",
       "title   Unbearable Lightness of Being, The (1988)  Unbreakable (2000)  \\\n",
       "userId                                                                  \n",
       "1.0                                           NaN                 NaN   \n",
       "2.0                                           NaN                 NaN   \n",
       "3.0                                           NaN                 NaN   \n",
       "4.0                                           NaN                 NaN   \n",
       "5.0                                           NaN                 NaN   \n",
       "\n",
       "title   Uncle Buck (1989)  Under Siege (1992)  \\\n",
       "userId                                          \n",
       "1.0                   NaN                 NaN   \n",
       "2.0                   NaN                 NaN   \n",
       "3.0                   NaN                 NaN   \n",
       "4.0                   NaN                 NaN   \n",
       "5.0                   NaN                 NaN   \n",
       "\n",
       "title   Under Siege 2: Dark Territory (1995)  Under the Tuscan Sun (2003)  \\\n",
       "userId                                                                      \n",
       "1.0                                      NaN                          NaN   \n",
       "2.0                                      NaN                          NaN   \n",
       "3.0                                      NaN                          NaN   \n",
       "4.0                                      NaN                          NaN   \n",
       "5.0                                      NaN                          NaN   \n",
       "\n",
       "title   Undercover Brother (2002)  Underground (1995)  Underworld (2003)  \\\n",
       "userId                                                                     \n",
       "1.0                           NaN                 NaN                4.0   \n",
       "2.0                           NaN                 NaN                NaN   \n",
       "3.0                           NaN                 NaN                NaN   \n",
       "4.0                           NaN                 NaN                NaN   \n",
       "5.0                           NaN                 NaN                NaN   \n",
       "\n",
       "title   Underworld: Evolution (2006)  Unfaithful (2002)  Unforgettable (1996)  \\\n",
       "userId                                                                          \n",
       "1.0                              NaN                NaN                   NaN   \n",
       "2.0                              NaN                NaN                   NaN   \n",
       "3.0                              NaN                NaN                   NaN   \n",
       "4.0                              NaN                NaN                   NaN   \n",
       "5.0                              NaN                NaN                   NaN   \n",
       "\n",
       "title   Unforgiven (1992)  Unforgiven, The (1960)  United 93 (2006)  \\\n",
       "userId                                                                \n",
       "1.0                   4.0                     NaN               NaN   \n",
       "2.0                   NaN                     NaN               NaN   \n",
       "3.0                   5.0                     NaN               NaN   \n",
       "4.0                   NaN                     NaN               NaN   \n",
       "5.0                   NaN                     NaN               NaN   \n",
       "\n",
       "title   Universal Soldier (1992)  Universal Soldier: The Return (1999)  \\\n",
       "userId                                                                   \n",
       "1.0                          NaN                                   NaN   \n",
       "2.0                          NaN                                   NaN   \n",
       "3.0                          4.0                                   NaN   \n",
       "4.0                          NaN                                   NaN   \n",
       "5.0                          NaN                                   NaN   \n",
       "\n",
       "title   Unleashed (Danny the Dog) (2005)  Unstrung Heroes (1995)  \\\n",
       "userId                                                             \n",
       "1.0                                  NaN                     NaN   \n",
       "2.0                                  NaN                     NaN   \n",
       "3.0                                  NaN                     NaN   \n",
       "4.0                                  NaN                     NaN   \n",
       "5.0                                  NaN                     NaN   \n",
       "\n",
       "title   Until the End of the World (Bis ans Ende der Welt) (1991)  \\\n",
       "userId                                                              \n",
       "1.0                                                   NaN           \n",
       "2.0                                                   NaN           \n",
       "3.0                                                   NaN           \n",
       "4.0                                                   NaN           \n",
       "5.0                                                   NaN           \n",
       "\n",
       "title   Untouchables, The (1987)  Unzipped (1995)  Up (2009)  \\\n",
       "userId                                                         \n",
       "1.0                          3.5              NaN        NaN   \n",
       "2.0                          NaN              NaN        NaN   \n",
       "3.0                          NaN              NaN        NaN   \n",
       "4.0                          NaN              NaN        NaN   \n",
       "5.0                          NaN              NaN        NaN   \n",
       "\n",
       "title   Up Close and Personal (1996)  Up in the Air (2009)  \\\n",
       "userId                                                       \n",
       "1.0                              NaN                   NaN   \n",
       "2.0                              NaN                   NaN   \n",
       "3.0                              NaN                   NaN   \n",
       "4.0                              NaN                   NaN   \n",
       "5.0                              2.0                   NaN   \n",
       "\n",
       "title   Urban Legend (1998)  Urban Legends: Final Cut (2000)  \\\n",
       "userId                                                         \n",
       "1.0                     NaN                              NaN   \n",
       "2.0                     NaN                              NaN   \n",
       "3.0                     NaN                              NaN   \n",
       "4.0                     NaN                              NaN   \n",
       "5.0                     NaN                              NaN   \n",
       "\n",
       "title   Usual Suspects, The (1995)  V for Vendetta (2006)  Valkyrie (2008)  \\\n",
       "userId                                                                       \n",
       "1.0                            3.5                    NaN              NaN   \n",
       "2.0                            NaN                    NaN              NaN   \n",
       "3.0                            5.0                    NaN              NaN   \n",
       "4.0                            NaN                    NaN              NaN   \n",
       "5.0                            NaN                    NaN              NaN   \n",
       "\n",
       "title   Vampire Hunter D: Bloodlust (Banpaia hantâ D) (2000)  \\\n",
       "userId                                                         \n",
       "1.0                                                   3.5      \n",
       "2.0                                                   NaN      \n",
       "3.0                                                   NaN      \n",
       "4.0                                                   NaN      \n",
       "5.0                                                   NaN      \n",
       "\n",
       "title   Vampire in Brooklyn (1995)  Vampires (1998)  Van Helsing (2004)  \\\n",
       "userId                                                                    \n",
       "1.0                            NaN              NaN                 4.0   \n",
       "2.0                            NaN              NaN                 NaN   \n",
       "3.0                            NaN              NaN                 NaN   \n",
       "4.0                            NaN              NaN                 NaN   \n",
       "5.0                            NaN              NaN                 NaN   \n",
       "\n",
       "title   Vanilla Sky (2001)  Vanishing, The (Spoorloos) (1988)  \\\n",
       "userId                                                          \n",
       "1.0                    NaN                                NaN   \n",
       "2.0                    NaN                                NaN   \n",
       "3.0                    NaN                                NaN   \n",
       "4.0                    NaN                                NaN   \n",
       "5.0                    NaN                                NaN   \n",
       "\n",
       "title   Vantage Point (2008)  Vanya on 42nd Street (1994)  \\\n",
       "userId                                                      \n",
       "1.0                      NaN                          NaN   \n",
       "2.0                      NaN                          NaN   \n",
       "3.0                      NaN                          NaN   \n",
       "4.0                      NaN                          NaN   \n",
       "5.0                      NaN                          NaN   \n",
       "\n",
       "title   Varsity Blues (1999)  \\\n",
       "userId                         \n",
       "1.0                      NaN   \n",
       "2.0                      NaN   \n",
       "3.0                      NaN   \n",
       "4.0                      NaN   \n",
       "5.0                      NaN   \n",
       "\n",
       "title   Vegas Vacation (National Lampoon's Las Vegas Vacation) (1997)  \\\n",
       "userId                                                                  \n",
       "1.0                                                   NaN               \n",
       "2.0                                                   NaN               \n",
       "3.0                                                   NaN               \n",
       "4.0                                                   NaN               \n",
       "5.0                                                   NaN               \n",
       "\n",
       "title   Velvet Goldmine (1998)  Verdict, The (1982)  Vertical Limit (2000)  \\\n",
       "userId                                                                       \n",
       "1.0                        NaN                  NaN                    NaN   \n",
       "2.0                        NaN                  NaN                    NaN   \n",
       "3.0                        NaN                  NaN                    NaN   \n",
       "4.0                        NaN                  NaN                    NaN   \n",
       "5.0                        NaN                  NaN                    NaN   \n",
       "\n",
       "title   Vertigo (1958)  Very Bad Things (1998)  Very Brady Sequel, A (1996)  \\\n",
       "userId                                                                        \n",
       "1.0                NaN                     NaN                          NaN   \n",
       "2.0                NaN                     NaN                          NaN   \n",
       "3.0                NaN                     NaN                          NaN   \n",
       "4.0                NaN                     NaN                          NaN   \n",
       "5.0                NaN                     NaN                          NaN   \n",
       "\n",
       "title   Very Long Engagement, A (Un long dimanche de fiançailles) (2004)  \\\n",
       "userId                                                                     \n",
       "1.0                                                   NaN                  \n",
       "2.0                                                   NaN                  \n",
       "3.0                                                   NaN                  \n",
       "4.0                                                   NaN                  \n",
       "5.0                                                   NaN                  \n",
       "\n",
       "title   Vicky Cristina Barcelona (2008)  Victor/Victoria (1982)  \\\n",
       "userId                                                            \n",
       "1.0                                 NaN                     NaN   \n",
       "2.0                                 NaN                     NaN   \n",
       "3.0                                 NaN                     NaN   \n",
       "4.0                                 NaN                     NaN   \n",
       "5.0                                 NaN                     NaN   \n",
       "\n",
       "title   Videodrome (1983)  View to a Kill, A (1985)  \\\n",
       "userId                                                \n",
       "1.0                   4.0                       NaN   \n",
       "2.0                   NaN                       NaN   \n",
       "3.0                   NaN                       NaN   \n",
       "4.0                   NaN                       NaN   \n",
       "5.0                   NaN                       NaN   \n",
       "\n",
       "title   Village of the Damned (1960)  Village of the Damned (1995)  \\\n",
       "userId                                                               \n",
       "1.0                              NaN                           NaN   \n",
       "2.0                              NaN                           NaN   \n",
       "3.0                              NaN                           NaN   \n",
       "4.0                              NaN                           NaN   \n",
       "5.0                              NaN                           NaN   \n",
       "\n",
       "title   Village, The (2004)  Virgin Suicides, The (1999)  Virtuosity (1995)  \\\n",
       "userId                                                                        \n",
       "1.0                     NaN                          NaN                NaN   \n",
       "2.0                     NaN                          NaN                NaN   \n",
       "3.0                     NaN                          NaN                NaN   \n",
       "4.0                     NaN                          NaN                NaN   \n",
       "5.0                     NaN                          NaN                NaN   \n",
       "\n",
       "title   Virus (1999)  Volcano (1997)  Volver (2006)  WALL·E (2008)  \\\n",
       "userId                                                               \n",
       "1.0              NaN             NaN            NaN            NaN   \n",
       "2.0              NaN             NaN            NaN            NaN   \n",
       "3.0              5.0             NaN            NaN            NaN   \n",
       "4.0              NaN             NaN            NaN            NaN   \n",
       "5.0              NaN             NaN            NaN            NaN   \n",
       "\n",
       "title   Wag the Dog (1997)  Wait Until Dark (1967)  \\\n",
       "userId                                               \n",
       "1.0                    NaN                     NaN   \n",
       "2.0                    NaN                     NaN   \n",
       "3.0                    NaN                     NaN   \n",
       "4.0                    NaN                     NaN   \n",
       "5.0                    NaN                     NaN   \n",
       "\n",
       "title   Waiting for Guffman (1996)  Waiting to Exhale (1995)  \\\n",
       "userId                                                         \n",
       "1.0                            NaN                       NaN   \n",
       "2.0                            NaN                       NaN   \n",
       "3.0                            NaN                       NaN   \n",
       "4.0                            NaN                       NaN   \n",
       "5.0                            NaN                       NaN   \n",
       "\n",
       "title   Waking Life (2001)  Waking Ned Devine (a.k.a. Waking Ned) (1998)  \\\n",
       "userId                                                                     \n",
       "1.0                    NaN                                           NaN   \n",
       "2.0                    NaN                                           NaN   \n",
       "3.0                    NaN                                           NaN   \n",
       "4.0                    NaN                                           NaN   \n",
       "5.0                    NaN                                           NaN   \n",
       "\n",
       "title   Walk in the Clouds, A (1995)  Walk the Line (2005)  \\\n",
       "userId                                                       \n",
       "1.0                              NaN                   NaN   \n",
       "2.0                              NaN                   NaN   \n",
       "3.0                              NaN                   NaN   \n",
       "4.0                              NaN                   NaN   \n",
       "5.0                              NaN                   NaN   \n",
       "\n",
       "title   Walk to Remember, A (2002)  Walkabout (1971)  Wall Street (1987)  \\\n",
       "userId                                                                     \n",
       "1.0                            NaN               NaN                 NaN   \n",
       "2.0                            NaN               NaN                 NaN   \n",
       "3.0                            NaN               NaN                 NaN   \n",
       "4.0                            NaN               NaN                 NaN   \n",
       "5.0                            NaN               NaN                 NaN   \n",
       "\n",
       "title   Wallace & Gromit in The Curse of the Were-Rabbit (2005)  \\\n",
       "userId                                                            \n",
       "1.0                                                   NaN         \n",
       "2.0                                                   NaN         \n",
       "3.0                                                   NaN         \n",
       "4.0                                                   NaN         \n",
       "5.0                                                   NaN         \n",
       "\n",
       "title   Wallace & Gromit: A Close Shave (1995)  \\\n",
       "userId                                           \n",
       "1.0                                        NaN   \n",
       "2.0                                        NaN   \n",
       "3.0                                        NaN   \n",
       "4.0                                        NaN   \n",
       "5.0                                        NaN   \n",
       "\n",
       "title   Wallace & Gromit: The Best of Aardman Animation (1996)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   5.0        \n",
       "\n",
       "title   Wallace & Gromit: The Wrong Trousers (1993)  \\\n",
       "userId                                                \n",
       "1.0                                             NaN   \n",
       "2.0                                             NaN   \n",
       "3.0                                             NaN   \n",
       "4.0                                             NaN   \n",
       "5.0                                             NaN   \n",
       "\n",
       "title   Waltz with Bashir (Vals im Bashir) (2008)  Wanted (2008)  \\\n",
       "userId                                                             \n",
       "1.0                                           NaN            NaN   \n",
       "2.0                                           NaN            NaN   \n",
       "3.0                                           NaN            NaN   \n",
       "4.0                                           NaN            NaN   \n",
       "5.0                                           NaN            NaN   \n",
       "\n",
       "title   War Room, The (1993)  War of the Roses, The (1989)  \\\n",
       "userId                                                       \n",
       "1.0                      NaN                           NaN   \n",
       "2.0                      NaN                           NaN   \n",
       "3.0                      NaN                           NaN   \n",
       "4.0                      NaN                           NaN   \n",
       "5.0                      NaN                           NaN   \n",
       "\n",
       "title   War of the Worlds (2005)  War of the Worlds, The (1953)  \\\n",
       "userId                                                            \n",
       "1.0                          NaN                            NaN   \n",
       "2.0                          NaN                            NaN   \n",
       "3.0                          NaN                            3.0   \n",
       "4.0                          NaN                            NaN   \n",
       "5.0                          NaN                            NaN   \n",
       "\n",
       "title   War, The (1994)  WarGames (1983)  Warriors, The (1979)  \\\n",
       "userId                                                           \n",
       "1.0                 NaN              NaN                   NaN   \n",
       "2.0                 NaN              NaN                   NaN   \n",
       "3.0                 NaN              NaN                   NaN   \n",
       "4.0                 NaN              NaN                   NaN   \n",
       "5.0                 NaN              NaN                   NaN   \n",
       "\n",
       "title   Watchmen (2009)  Waterboy, The (1998)  Watership Down (1978)  \\\n",
       "userId                                                                 \n",
       "1.0                 NaN                   NaN                    4.0   \n",
       "2.0                 NaN                   NaN                    NaN   \n",
       "3.0                 NaN                   NaN                    NaN   \n",
       "4.0                 NaN                   NaN                    NaN   \n",
       "5.0                 NaN                   NaN                    NaN   \n",
       "\n",
       "title   Waterworld (1995)  Way We Were, The (1973)  \\\n",
       "userId                                               \n",
       "1.0                   NaN                      NaN   \n",
       "2.0                   NaN                      NaN   \n",
       "3.0                   NaN                      NaN   \n",
       "4.0                   NaN                      NaN   \n",
       "5.0                   NaN                      NaN   \n",
       "\n",
       "title   Way of the Gun, The (2000)  Wayne's World (1992)  \\\n",
       "userId                                                     \n",
       "1.0                            NaN                   NaN   \n",
       "2.0                            NaN                   NaN   \n",
       "3.0                            NaN                   NaN   \n",
       "4.0                            NaN                   NaN   \n",
       "5.0                            NaN                   NaN   \n",
       "\n",
       "title   Wayne's World 2 (1993)  We Were Soldiers (2002)  \\\n",
       "userId                                                    \n",
       "1.0                        NaN                      NaN   \n",
       "2.0                        NaN                      NaN   \n",
       "3.0                        NaN                      NaN   \n",
       "4.0                        NaN                      NaN   \n",
       "5.0                        NaN                      NaN   \n",
       "\n",
       "title   Weather Man, The (2005)  Wedding Crashers (2005)  \\\n",
       "userId                                                     \n",
       "1.0                         NaN                      NaN   \n",
       "2.0                         NaN                      NaN   \n",
       "3.0                         NaN                      NaN   \n",
       "4.0                         NaN                      NaN   \n",
       "5.0                         NaN                      NaN   \n",
       "\n",
       "title   Wedding Planner, The (2001)  Wedding Singer, The (1998)  \\\n",
       "userId                                                            \n",
       "1.0                             NaN                         NaN   \n",
       "2.0                             NaN                         NaN   \n",
       "3.0                             NaN                         NaN   \n",
       "4.0                             NaN                         NaN   \n",
       "5.0                             NaN                         NaN   \n",
       "\n",
       "title   Weekend at Bernie's (1989)  Weird Science (1985)  \\\n",
       "userId                                                     \n",
       "1.0                            NaN                   NaN   \n",
       "2.0                            NaN                   NaN   \n",
       "3.0                            NaN                   NaN   \n",
       "4.0                            NaN                   NaN   \n",
       "5.0                            NaN                   NaN   \n",
       "\n",
       "title   Welcome to the Dollhouse (1995)  \\\n",
       "userId                                    \n",
       "1.0                                 NaN   \n",
       "2.0                                 NaN   \n",
       "3.0                                 NaN   \n",
       "4.0                                 NaN   \n",
       "5.0                                 NaN   \n",
       "\n",
       "title   Wes Craven's New Nightmare (Nightmare on Elm Street Part 7: Freddy's Finale, A) (1994)  \\\n",
       "userId                                                                                           \n",
       "1.0                                                   NaN                                        \n",
       "2.0                                                   NaN                                        \n",
       "3.0                                                   NaN                                        \n",
       "4.0                                                   NaN                                        \n",
       "5.0                                                   NaN                                        \n",
       "\n",
       "title   West Side Story (1961)  Westworld (1973)  Whale Rider (2002)  \\\n",
       "userId                                                                 \n",
       "1.0                        NaN               NaN                 NaN   \n",
       "2.0                        NaN               NaN                 NaN   \n",
       "3.0                        NaN               NaN                 NaN   \n",
       "4.0                        NaN               NaN                 NaN   \n",
       "5.0                        NaN               NaN                 NaN   \n",
       "\n",
       "title   What About Bob? (1991)  What Dreams May Come (1998)  \\\n",
       "userId                                                        \n",
       "1.0                        NaN                          NaN   \n",
       "2.0                        NaN                          NaN   \n",
       "3.0                        NaN                          NaN   \n",
       "4.0                        NaN                          NaN   \n",
       "5.0                        NaN                          NaN   \n",
       "\n",
       "title   What Ever Happened to Baby Jane? (1962)  What Lies Beneath (2000)  \\\n",
       "userId                                                                      \n",
       "1.0                                         NaN                       NaN   \n",
       "2.0                                         NaN                       NaN   \n",
       "3.0                                         NaN                       NaN   \n",
       "4.0                                         NaN                       NaN   \n",
       "5.0                                         NaN                       NaN   \n",
       "\n",
       "title   What Women Want (2000)  What's Eating Gilbert Grape (1993)  \\\n",
       "userId                                                               \n",
       "1.0                        NaN                                 3.5   \n",
       "2.0                        NaN                                 NaN   \n",
       "3.0                        NaN                                 3.0   \n",
       "4.0                        NaN                                 NaN   \n",
       "5.0                        NaN                                 NaN   \n",
       "\n",
       "title   What's Love Got to Do with It? (1993)  When Harry Met Sally... (1989)  \\\n",
       "userId                                                                          \n",
       "1.0                                       NaN                             NaN   \n",
       "2.0                                       NaN                             NaN   \n",
       "3.0                                       NaN                             4.0   \n",
       "4.0                                       NaN                             NaN   \n",
       "5.0                                       NaN                             NaN   \n",
       "\n",
       "title   When We Were Kings (1996)  When a Man Loves a Woman (1994)  \\\n",
       "userId                                                               \n",
       "1.0                           NaN                              NaN   \n",
       "2.0                           NaN                              NaN   \n",
       "3.0                           NaN                              NaN   \n",
       "4.0                           NaN                              NaN   \n",
       "5.0                           NaN                              NaN   \n",
       "\n",
       "title   Where Eagles Dare (1968)  Where the Heart Is (2000)  \\\n",
       "userId                                                        \n",
       "1.0                          NaN                        NaN   \n",
       "2.0                          NaN                        3.0   \n",
       "3.0                          NaN                        NaN   \n",
       "4.0                          NaN                        NaN   \n",
       "5.0                          NaN                        NaN   \n",
       "\n",
       "title   Where the Wild Things Are (2009)  While You Were Sleeping (1995)  \\\n",
       "userId                                                                     \n",
       "1.0                                  NaN                             NaN   \n",
       "2.0                                  NaN                             NaN   \n",
       "3.0                                  NaN                             NaN   \n",
       "4.0                                  NaN                             NaN   \n",
       "5.0                                  NaN                             NaN   \n",
       "\n",
       "title   White Chicks (2004)  White Christmas (1954)  \\\n",
       "userId                                                \n",
       "1.0                     NaN                     NaN   \n",
       "2.0                     NaN                     NaN   \n",
       "3.0                     NaN                     NaN   \n",
       "4.0                     NaN                     NaN   \n",
       "5.0                     NaN                     NaN   \n",
       "\n",
       "title   White Men Can't Jump (1992)  White Oleander (2002)  \\\n",
       "userId                                                       \n",
       "1.0                             NaN                    NaN   \n",
       "2.0                             NaN                    NaN   \n",
       "3.0                             NaN                    NaN   \n",
       "4.0                             NaN                    NaN   \n",
       "5.0                             NaN                    NaN   \n",
       "\n",
       "title   White Squall (1996)  Who Framed Roger Rabbit? (1988)  \\\n",
       "userId                                                         \n",
       "1.0                     NaN                              NaN   \n",
       "2.0                     NaN                              NaN   \n",
       "3.0                     NaN                              NaN   \n",
       "4.0                     NaN                              NaN   \n",
       "5.0                     NaN                              NaN   \n",
       "\n",
       "title   Who's Afraid of Virginia Woolf? (1966)  Who's Harry Crumb? (1989)  \\\n",
       "userId                                                                      \n",
       "1.0                                        NaN                        NaN   \n",
       "2.0                                        NaN                        NaN   \n",
       "3.0                                        NaN                        NaN   \n",
       "4.0                                        NaN                        NaN   \n",
       "5.0                                        NaN                        NaN   \n",
       "\n",
       "title   Whole Nine Yards, The (2000)  Wicker Man, The (1973)  \\\n",
       "userId                                                         \n",
       "1.0                              NaN                     4.0   \n",
       "2.0                              NaN                     NaN   \n",
       "3.0                              NaN                     NaN   \n",
       "4.0                              NaN                     NaN   \n",
       "5.0                              NaN                     NaN   \n",
       "\n",
       "title   Widows' Peak (1994)  Wild Bunch, The (1969)  \\\n",
       "userId                                                \n",
       "1.0                     NaN                     NaN   \n",
       "2.0                     NaN                     NaN   \n",
       "3.0                     NaN                     NaN   \n",
       "4.0                     NaN                     NaN   \n",
       "5.0                     NaN                     NaN   \n",
       "\n",
       "title   Wild Strawberries (Smultronstället) (1957)  Wild Things (1998)  \\\n",
       "userId                                                                   \n",
       "1.0                                            NaN                 NaN   \n",
       "2.0                                            NaN                 NaN   \n",
       "3.0                                            NaN                 NaN   \n",
       "4.0                                            NaN                 NaN   \n",
       "5.0                                            NaN                 NaN   \n",
       "\n",
       "title   Wild Wild West (1999)  Wild at Heart (1990)  \\\n",
       "userId                                                \n",
       "1.0                       NaN                   NaN   \n",
       "2.0                       NaN                   NaN   \n",
       "3.0                       NaN                   NaN   \n",
       "4.0                       NaN                   NaN   \n",
       "5.0                       NaN                   NaN   \n",
       "\n",
       "title   William Shakespeare's A Midsummer Night's Dream (1999)  \\\n",
       "userId                                                           \n",
       "1.0                                                   NaN        \n",
       "2.0                                                   NaN        \n",
       "3.0                                                   NaN        \n",
       "4.0                                                   NaN        \n",
       "5.0                                                   NaN        \n",
       "\n",
       "title   William Shakespeare's Romeo + Juliet (1996)  Willow (1988)  \\\n",
       "userId                                                               \n",
       "1.0                                             NaN            4.0   \n",
       "2.0                                             NaN            NaN   \n",
       "3.0                                             NaN            NaN   \n",
       "4.0                                             NaN            NaN   \n",
       "5.0                                             NaN            NaN   \n",
       "\n",
       "title   Willy Wonka & the Chocolate Factory (1971)  Wimbledon (2004)  \\\n",
       "userId                                                                 \n",
       "1.0                                            NaN               NaN   \n",
       "2.0                                            NaN               NaN   \n",
       "3.0                                            5.0               NaN   \n",
       "4.0                                            NaN               NaN   \n",
       "5.0                                            2.0               NaN   \n",
       "\n",
       "title   Windtalkers (2002)  Wing Commander (1999)  \\\n",
       "userId                                              \n",
       "1.0                    NaN                    NaN   \n",
       "2.0                    NaN                    NaN   \n",
       "3.0                    NaN                    NaN   \n",
       "4.0                    NaN                    NaN   \n",
       "5.0                    NaN                    NaN   \n",
       "\n",
       "title   Winged Migration (Peuple migrateur, Le) (2001)  \\\n",
       "userId                                                   \n",
       "1.0                                                NaN   \n",
       "2.0                                                NaN   \n",
       "3.0                                                NaN   \n",
       "4.0                                                NaN   \n",
       "5.0                                                NaN   \n",
       "\n",
       "title   Wings of Desire (Himmel über Berlin, Der) (1987)  \\\n",
       "userId                                                     \n",
       "1.0                                                  NaN   \n",
       "2.0                                                  NaN   \n",
       "3.0                                                  NaN   \n",
       "4.0                                                  NaN   \n",
       "5.0                                                  NaN   \n",
       "\n",
       "title   Wings of the Dove, The (1997)  \\\n",
       "userId                                  \n",
       "1.0                               NaN   \n",
       "2.0                               NaN   \n",
       "3.0                               NaN   \n",
       "4.0                               NaN   \n",
       "5.0                               NaN   \n",
       "\n",
       "title   Winnie the Pooh and the Blustery Day (1968)  Winslow Boy, The (1999)  \\\n",
       "userId                                                                         \n",
       "1.0                                             NaN                      NaN   \n",
       "2.0                                             NaN                      NaN   \n",
       "3.0                                             NaN                      NaN   \n",
       "4.0                                             NaN                      NaN   \n",
       "5.0                                             NaN                      NaN   \n",
       "\n",
       "title   Winter's Bone (2010)  Wishmaster (1997)  \\\n",
       "userId                                            \n",
       "1.0                      NaN                NaN   \n",
       "2.0                      NaN                NaN   \n",
       "3.0                      NaN                NaN   \n",
       "4.0                      NaN                NaN   \n",
       "5.0                      NaN                NaN   \n",
       "\n",
       "title   Witches of Eastwick, The (1987)  With Honors (1994)  \\\n",
       "userId                                                        \n",
       "1.0                                 4.0                 NaN   \n",
       "2.0                                 NaN                 NaN   \n",
       "3.0                                 NaN                 NaN   \n",
       "4.0                                 NaN                 NaN   \n",
       "5.0                                 NaN                 NaN   \n",
       "\n",
       "title   Withnail & I (1987)  Witness (1985)  \\\n",
       "userId                                        \n",
       "1.0                     NaN             NaN   \n",
       "2.0                     NaN             NaN   \n",
       "3.0                     NaN             4.0   \n",
       "4.0                     NaN             NaN   \n",
       "5.0                     NaN             NaN   \n",
       "\n",
       "title   Witness for the Prosecution (1957)  Wizard of Oz, The (1939)  \\\n",
       "userId                                                                 \n",
       "1.0                                    NaN                       3.5   \n",
       "2.0                                    NaN                       NaN   \n",
       "3.0                                    NaN                       4.0   \n",
       "4.0                                    NaN                       NaN   \n",
       "5.0                                    NaN                       NaN   \n",
       "\n",
       "title   Wolf (1994)  Wolf of Wall Street, The (2013)  \\\n",
       "userId                                                 \n",
       "1.0             NaN                              NaN   \n",
       "2.0             NaN                              NaN   \n",
       "3.0             NaN                              NaN   \n",
       "4.0             NaN                              NaN   \n",
       "5.0             NaN                              NaN   \n",
       "\n",
       "title   Women on the Verge of a Nervous Breakdown (Mujeres al borde de un ataque de nervios) (1988)  \\\n",
       "userId                                                                                                \n",
       "1.0                                                   NaN                                             \n",
       "2.0                                                   NaN                                             \n",
       "3.0                                                   NaN                                             \n",
       "4.0                                                   NaN                                             \n",
       "5.0                                                   NaN                                             \n",
       "\n",
       "title   Wonder Boys (2000)  Woodstock (1970)  Working Girl (1988)  \\\n",
       "userId                                                              \n",
       "1.0                    NaN               NaN                  NaN   \n",
       "2.0                    NaN               NaN                  NaN   \n",
       "3.0                    NaN               NaN                  NaN   \n",
       "4.0                    NaN               NaN                  NaN   \n",
       "5.0                    NaN               NaN                  NaN   \n",
       "\n",
       "title   World According to Garp, The (1982)  World Is Not Enough, The (1999)  \\\n",
       "userId                                                                         \n",
       "1.0                                     NaN                              NaN   \n",
       "2.0                                     NaN                              NaN   \n",
       "3.0                                     NaN                              NaN   \n",
       "4.0                                     NaN                              NaN   \n",
       "5.0                                     NaN                              NaN   \n",
       "\n",
       "title   World's Fastest Indian, The (2005)  Wreck-It Ralph (2012)  \\\n",
       "userId                                                              \n",
       "1.0                                    NaN                    NaN   \n",
       "2.0                                    NaN                    NaN   \n",
       "3.0                                    NaN                    NaN   \n",
       "4.0                                    NaN                    NaN   \n",
       "5.0                                    NaN                    NaN   \n",
       "\n",
       "title   Wrestler, The (2008)  Wristcutters: A Love Story (2006)  \\\n",
       "userId                                                            \n",
       "1.0                      NaN                                NaN   \n",
       "2.0                      NaN                                NaN   \n",
       "3.0                      NaN                                NaN   \n",
       "4.0                      NaN                                NaN   \n",
       "5.0                      NaN                                NaN   \n",
       "\n",
       "title   Wyatt Earp (1994)  X-Files: Fight the Future, The (1998)  \\\n",
       "userId                                                             \n",
       "1.0                   NaN                                    NaN   \n",
       "2.0                   NaN                                    NaN   \n",
       "3.0                   NaN                                    5.0   \n",
       "4.0                   NaN                                    NaN   \n",
       "5.0                   NaN                                    NaN   \n",
       "\n",
       "title   X-Men (2000)  X-Men Origins: Wolverine (2009)  \\\n",
       "userId                                                  \n",
       "1.0              NaN                              NaN   \n",
       "2.0              NaN                              NaN   \n",
       "3.0              NaN                              NaN   \n",
       "4.0              NaN                              NaN   \n",
       "5.0              NaN                              NaN   \n",
       "\n",
       "title   X-Men: Days of Future Past (2014)  X-Men: First Class (2011)  \\\n",
       "userId                                                                 \n",
       "1.0                                   NaN                        NaN   \n",
       "2.0                                   NaN                        NaN   \n",
       "3.0                                   NaN                        NaN   \n",
       "4.0                                   NaN                        NaN   \n",
       "5.0                                   NaN                        NaN   \n",
       "\n",
       "title   X-Men: The Last Stand (2006)  X2: X-Men United (2003)  \\\n",
       "userId                                                          \n",
       "1.0                              NaN                      4.0   \n",
       "2.0                              NaN                      NaN   \n",
       "3.0                              NaN                      NaN   \n",
       "4.0                              NaN                      NaN   \n",
       "5.0                              NaN                      NaN   \n",
       "\n",
       "title   Year of Living Dangerously, The (1982)  Yellow Submarine (1968)  \\\n",
       "userId                                                                    \n",
       "1.0                                        NaN                      NaN   \n",
       "2.0                                        NaN                      NaN   \n",
       "3.0                                        NaN                      3.0   \n",
       "4.0                                        NaN                      NaN   \n",
       "5.0                                        NaN                      NaN   \n",
       "\n",
       "title   Yes Man (2008)  Yojimbo (1961)  You Can Count on Me (2000)  \\\n",
       "userId                                                               \n",
       "1.0                NaN             3.0                         NaN   \n",
       "2.0                NaN             NaN                         NaN   \n",
       "3.0                NaN             NaN                         NaN   \n",
       "4.0                NaN             NaN                         NaN   \n",
       "5.0                NaN             NaN                         NaN   \n",
       "\n",
       "title   You Don't Mess with the Zohan (2008)  You Only Live Twice (1967)  \\\n",
       "userId                                                                     \n",
       "1.0                                      NaN                         NaN   \n",
       "2.0                                      NaN                         NaN   \n",
       "3.0                                      NaN                         NaN   \n",
       "4.0                                      NaN                         NaN   \n",
       "5.0                                      NaN                         NaN   \n",
       "\n",
       "title   You've Got Mail (1998)  You, Me and Dupree (2006)  \\\n",
       "userId                                                      \n",
       "1.0                        NaN                        NaN   \n",
       "2.0                        NaN                        NaN   \n",
       "3.0                        NaN                        NaN   \n",
       "4.0                        NaN                        NaN   \n",
       "5.0                        NaN                        NaN   \n",
       "\n",
       "title   Young Frankenstein (1974)  Young Guns (1988)  Young Guns II (1990)  \\\n",
       "userId                                                                       \n",
       "1.0                           4.0                NaN                   NaN   \n",
       "2.0                           NaN                NaN                   NaN   \n",
       "3.0                           5.0                NaN                   NaN   \n",
       "4.0                           NaN                NaN                   NaN   \n",
       "5.0                           NaN                NaN                   NaN   \n",
       "\n",
       "title   Young Poisoner's Handbook, The (1995)  Young Sherlock Holmes (1985)  \\\n",
       "userId                                                                        \n",
       "1.0                                       NaN                           NaN   \n",
       "2.0                                       NaN                           NaN   \n",
       "3.0                                       NaN                           NaN   \n",
       "4.0                                       NaN                           NaN   \n",
       "5.0                                       NaN                           NaN   \n",
       "\n",
       "title   Zack and Miri Make a Porno (2008)  Zelig (1983)  \\\n",
       "userId                                                    \n",
       "1.0                                   NaN           NaN   \n",
       "2.0                                   NaN           NaN   \n",
       "3.0                                   NaN           NaN   \n",
       "4.0                                   NaN           NaN   \n",
       "5.0                                   NaN           NaN   \n",
       "\n",
       "title   Zero Dark Thirty (2012)  Zero Effect (1998)  Zodiac (2007)  \\\n",
       "userId                                                               \n",
       "1.0                         NaN                 NaN            NaN   \n",
       "2.0                         NaN                 NaN            NaN   \n",
       "3.0                         NaN                 NaN            NaN   \n",
       "4.0                         NaN                 NaN            NaN   \n",
       "5.0                         NaN                 NaN            NaN   \n",
       "\n",
       "title   Zombieland (2009)  Zoolander (2001)  Zulu (1964)  [REC] (2007)  \\\n",
       "userId                                                                   \n",
       "1.0                   NaN               NaN          NaN           NaN   \n",
       "2.0                   NaN               NaN          NaN           NaN   \n",
       "3.0                   NaN               NaN          NaN           NaN   \n",
       "4.0                   NaN               NaN          NaN           NaN   \n",
       "5.0                   NaN               NaN          NaN           NaN   \n",
       "\n",
       "title   eXistenZ (1999)  xXx (2002)  ¡Three Amigos! (1986)  \n",
       "userId                                                      \n",
       "1.0                 NaN         NaN                    NaN  \n",
       "2.0                 NaN         NaN                    NaN  \n",
       "3.0                 NaN         NaN                    NaN  \n",
       "4.0                 NaN         NaN                    NaN  \n",
       "5.0                 NaN         NaN                    NaN  \n",
       "\n",
       "[5 rows x 3159 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_movie_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_movie_df = user_movie_df[movie_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userId\n",
       "1.0        NaN\n",
       "2.0        NaN\n",
       "3.0        NaN\n",
       "4.0        NaN\n",
       "5.0        NaN\n",
       "            ..\n",
       "138489.0   NaN\n",
       "138490.0   NaN\n",
       "138491.0   NaN\n",
       "138492.0   NaN\n",
       "138493.0   NaN\n",
       "Name: Sabrina (1995), Length: 138493, dtype: float64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_movie_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "item_based_recommender_df = user_movie_df.corrwith(my_movie_df).sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sabrina (1995)                1.000000\n",
       "Intouchables (2011)           0.503128\n",
       "Father of the Bride (1991)    0.500332\n",
       "Anna and the King (1999)      0.494133\n",
       "Runaway Bride (1999)          0.483923\n",
       "dtype: float64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_based_recommender_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Intouchables (2011)                 0.503128\n",
       "Father of the Bride (1991)          0.500332\n",
       "Anna and the King (1999)            0.494133\n",
       "Runaway Bride (1999)                0.483923\n",
       "Phantom of the Opera, The (2004)    0.476132\n",
       "dtype: float64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_based_recommender_df[1:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Çalışmanın Basit bir Scriptini Hazırlayalım"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_item_based_recommender(movie_name, user_movie_df):\n",
    "    my_movie_df = user_movie_df[movie_name]\n",
    "    item_based_recommender_df = user_movie_df.corrwith(my_movie_df).sort_values(ascending = False)\n",
    "    return item_based_recommender_df[1:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "item_based_recommender2 = create_item_based_recommender(movie_name, user_movie_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Intouchables (2011)                 0.503128\n",
       "Father of the Bride (1991)          0.500332\n",
       "Anna and the King (1999)            0.494133\n",
       "Runaway Bride (1999)                0.483923\n",
       "Phantom of the Opera, The (2004)    0.476132\n",
       "dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_based_recommender2.head()"
   ]
  }
 ],
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