UBCF_cos_similarity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "pd.set_option('display.max_columns',200)\n",
    "pd.set_option('display.max_rows',200)\n",
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratings Dataset Shape: (100836, 4)\n",
      "Unique Users: 610\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
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       "      <td>964982931</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   userId  movieId  rating  timestamp\n",
       "0       1        1     4.0  964982703\n",
       "1       1        3     4.0  964981247\n",
       "2       1        6     4.0  964982224\n",
       "3       1       47     5.0  964983815\n",
       "4       1       50     5.0  964982931"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = pd.read_csv('F:\\\\RecommendationEngine\\\\dataset\\\\ml-latest-small\\\\ratings.csv')\n",
    "print('Ratings Dataset Shape:', ratings.shape)\n",
    "print('Unique Users:', ratings.userId.nunique())\n",
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9742, 3)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                               title  \\\n",
       "0        1                    Toy Story (1995)   \n",
       "1        2                      Jumanji (1995)   \n",
       "2        3             Grumpier Old Men (1995)   \n",
       "3        4            Waiting to Exhale (1995)   \n",
       "4        5  Father of the Bride Part II (1995)   \n",
       "\n",
       "                                        genres  \n",
       "0  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "1                   Adventure|Children|Fantasy  \n",
       "2                               Comedy|Romance  \n",
       "3                         Comedy|Drama|Romance  \n",
       "4                                       Comedy  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies = pd.read_csv('F:\\\\RecommendationEngine\\\\dataset\\\\ml-latest-small\\\\movies.csv')\n",
    "print(movies.shape)\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
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       "      <td>964982703</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>847434962</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
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       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1106635946</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1510577970</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1305696483</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userId  movieId  rating   timestamp             title  \\\n",
       "0       1        1     4.0   964982703  Toy Story (1995)   \n",
       "1       5        1     4.0   847434962  Toy Story (1995)   \n",
       "2       7        1     4.5  1106635946  Toy Story (1995)   \n",
       "3      15        1     2.5  1510577970  Toy Story (1995)   \n",
       "4      17        1     4.5  1305696483  Toy Story (1995)   \n",
       "\n",
       "                                        genres  \n",
       "0  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "1  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "2  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "3  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "4  Adventure|Animation|Children|Comedy|Fantasy  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged = ratings.merge(movies,left_on='movieId',right_on='movieId',sort=True)\n",
    "merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(610, 9719)\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>title</th>\n",
       "      <th>'71 (2014)</th>\n",
       "      <th>'Hellboy': The Seeds of Creation (2004)</th>\n",
       "      <th>'Round Midnight (1986)</th>\n",
       "      <th>'Salem's Lot (2004)</th>\n",
       "      <th>'Til There Was You (1997)</th>\n",
       "      <th>'Tis the Season for Love (2015)</th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>'night Mother (1986)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>*batteries not included (1987)</th>\n",
       "      <th>...All the Marbles (1981)</th>\n",
       "      <th>...And Justice for All (1979)</th>\n",
       "      <th>00 Schneider - Jagd auf Nihil Baxter (1994)</th>\n",
       "      <th>1-900 (06) (1994)</th>\n",
       "      <th>10 (1979)</th>\n",
       "      <th>10 Cent Pistol (2015)</th>\n",
       "      <th>10 Cloverfield Lane (2016)</th>\n",
       "      <th>10 Items or Less (2006)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10 Years (2011)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>100 Girls (2000)</th>\n",
       "      <th>100 Streets (2016)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>101 Dalmatians II: Patch's London Adventure (2003)</th>\n",
       "      <th>101 Reykjavik (101 Reykjavík) (2000)</th>\n",
       "      <th>102 Dalmatians (2000)</th>\n",
       "      <th>10th &amp; Wolf (2006)</th>\n",
       "      <th>10th Kingdom, The (2000)</th>\n",
       "      <th>10th Victim, The (La decima vittima) (1965)</th>\n",
       "      <th>11'09\"01 - September 11 (2002)</th>\n",
       "      <th>11:14 (2003)</th>\n",
       "      <th>11th Hour, The (2007)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Angry Men (1997)</th>\n",
       "      <th>12 Chairs (1971)</th>\n",
       "      <th>12 Chairs (1976)</th>\n",
       "      <th>12 Rounds (2009)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>13 Assassins (Jûsan-nin no shikaku) (2010)</th>\n",
       "      <th>13 Ghosts (1960)</th>\n",
       "      <th>13 Going on 30 (2004)</th>\n",
       "      <th>13 Hours (2016)</th>\n",
       "      <th>13 Sins (2014)</th>\n",
       "      <th>13 Tzameti (2005)</th>\n",
       "      <th>13th (2016)</th>\n",
       "      <th>13th Warrior, The (1999)</th>\n",
       "      <th>1408 (2007)</th>\n",
       "      <th>1492: Conquest of Paradise (1992)</th>\n",
       "      <th>15 Minutes (2001)</th>\n",
       "      <th>16 Blocks (2006)</th>\n",
       "      <th>17 Again (2009)</th>\n",
       "      <th>1776 (1972)</th>\n",
       "      <th>18 Again! (1988)</th>\n",
       "      <th>187 (One Eight Seven) (1997)</th>\n",
       "      <th>1900 (Novecento) (1976)</th>\n",
       "      <th>1941 (1979)</th>\n",
       "      <th>1969 (1988)</th>\n",
       "      <th>1984 (Nineteen Eighty-Four) (1984)</th>\n",
       "      <th>2 Days in New York (2012)</th>\n",
       "      <th>2 Days in Paris (2007)</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>2 Guns (2013)</th>\n",
       "      <th>20 Dates (1998)</th>\n",
       "      <th>20 Feet from Stardom (Twenty Feet from Stardom) (2013)</th>\n",
       "      <th>20 Million Miles to Earth (1957)</th>\n",
       "      <th>20,000 Days on Earth (2014)</th>\n",
       "      <th>20,000 Leagues Under the Sea (1916)</th>\n",
       "      <th>20,000 Leagues Under the Sea (1954)</th>\n",
       "      <th>200 Cigarettes (1999)</th>\n",
       "      <th>2001 Maniacs (2005)</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>2048: Nowhere to Run (2017)</th>\n",
       "      <th>21 (2008)</th>\n",
       "      <th>21 Grams (2003)</th>\n",
       "      <th>21 Jump Street (2012)</th>\n",
       "      <th>21 Up (1977)</th>\n",
       "      <th>21 and Over (2013)</th>\n",
       "      <th>22 Jump Street (2014)</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 Up (1985)</th>\n",
       "      <th>28 Weeks Later (2007)</th>\n",
       "      <th>3 Days to Kill (2014)</th>\n",
       "      <th>3 Extremes (Three... Extremes) (Saam gaang yi) (2004)</th>\n",
       "      <th>3 Idiots (2009)</th>\n",
       "      <th>3 Ninjas (1992)</th>\n",
       "      <th>3 Ninjas Kick Back (1994)</th>\n",
       "      <th>3 Ninjas Knuckle Up (1995)</th>\n",
       "      <th>3 Ninjas: High Noon On Mega Mountain (1998)</th>\n",
       "      <th>3 Women (Three Women) (1977)</th>\n",
       "      <th>...</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>Yankee Doodle Dandy (1942)</th>\n",
       "      <th>Yards, The (2000)</th>\n",
       "      <th>Year One (2009)</th>\n",
       "      <th>Year of Living Dangerously, The (1982)</th>\n",
       "      <th>Year of the Dragon (1985)</th>\n",
       "      <th>Year of the Horse (1997)</th>\n",
       "      <th>Yearling, The (1946)</th>\n",
       "      <th>Yellow Sea, The (a.k.a. The Murderer) (Hwanghae) (2010)</th>\n",
       "      <th>Yellow Submarine (1968)</th>\n",
       "      <th>Yentl (1983)</th>\n",
       "      <th>Yes Man (2008)</th>\n",
       "      <th>Yes Men Fix the World, The (2009)</th>\n",
       "      <th>Yes Men, The (2003)</th>\n",
       "      <th>Yesterday, Today and Tomorrow (Ieri, oggi, domani) (1963)</th>\n",
       "      <th>Yi Yi (2000)</th>\n",
       "      <th>Yogi Bear (2010)</th>\n",
       "      <th>Yojimbo (1961)</th>\n",
       "      <th>Yongary: Monster from the Deep (1967)</th>\n",
       "      <th>You Again (2010)</th>\n",
       "      <th>You Are the Apple of My Eye (2011)</th>\n",
       "      <th>You Can Count on Me (2000)</th>\n",
       "      <th>You Can't Take It with You (1938)</th>\n",
       "      <th>You Don't Mess with the Zohan (2008)</th>\n",
       "      <th>You Got Served (2004)</th>\n",
       "      <th>You Only Live Once (1937)</th>\n",
       "      <th>You Only Live Twice (1967)</th>\n",
       "      <th>You Will Meet a Tall Dark Stranger (2010)</th>\n",
       "      <th>You'll Never Get Rich (1941)</th>\n",
       "      <th>You're Next (2011)</th>\n",
       "      <th>You've Got Mail (1998)</th>\n",
       "      <th>You, Me and Dupree (2006)</th>\n",
       "      <th>Young Adult (2011)</th>\n",
       "      <th>Young Doctors in Love (1982)</th>\n",
       "      <th>Young Einstein (1988)</th>\n",
       "      <th>Young Frankenstein (1974)</th>\n",
       "      <th>Young Guns (1988)</th>\n",
       "      <th>Young Guns II (1990)</th>\n",
       "      <th>Young People Fucking (a.k.a. YPF) (2007)</th>\n",
       "      <th>Young Poisoner's Handbook, The (1995)</th>\n",
       "      <th>Young Sherlock Holmes (1985)</th>\n",
       "      <th>Young Victoria, The (2009)</th>\n",
       "      <th>Young and the Damned, The (Olvidados, Los) (1950)</th>\n",
       "      <th>Youngblood (1986)</th>\n",
       "      <th>Your Friends and Neighbors (1998)</th>\n",
       "      <th>Your Highness (2011)</th>\n",
       "      <th>Your Name. (2016)</th>\n",
       "      <th>Your Sister's Sister (2011)</th>\n",
       "      <th>Yours, Mine and Ours (1968)</th>\n",
       "      <th>Yours, Mine and Ours (2005)</th>\n",
       "      <th>Youth (2015)</th>\n",
       "      <th>Youth Without Youth (2007)</th>\n",
       "      <th>Youth in Revolt (2009)</th>\n",
       "      <th>Youth of the Beast (Yaju no seishun) (1963)</th>\n",
       "      <th>Z (1969)</th>\n",
       "      <th>Zabriskie Point (1970)</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zapped! (1982)</th>\n",
       "      <th>Zathura (2005)</th>\n",
       "      <th>Zatoichi and the Chest of Gold (Zatôichi senryô-kubi) (Zatôichi 6) (1964)</th>\n",
       "      <th>Zazie dans le métro (1960)</th>\n",
       "      <th>Zebraman (2004)</th>\n",
       "      <th>Zed &amp; Two Noughts, A (1985)</th>\n",
       "      <th>Zeitgeist: Addendum (2008)</th>\n",
       "      <th>Zeitgeist: Moving Forward (2011)</th>\n",
       "      <th>Zeitgeist: The Movie (2007)</th>\n",
       "      <th>Zelary (2003)</th>\n",
       "      <th>Zelig (1983)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zero Theorem, The (2013)</th>\n",
       "      <th>Zero de conduite (Zero for Conduct) (Zéro de conduite: Jeunes diables au collège) (1933)</th>\n",
       "      <th>Zeus and Roxanne (1997)</th>\n",
       "      <th>Zipper (2015)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombeavers (2014)</th>\n",
       "      <th>Zombie (a.k.a. Zombie 2: The Dead Are Among Us) (Zombi 2) (1979)</th>\n",
       "      <th>Zombie Strippers! (2008)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zone 39 (1997)</th>\n",
       "      <th>Zone, The (La Zona) (2007)</th>\n",
       "      <th>Zookeeper (2011)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zoolander 2 (2016)</th>\n",
       "      <th>Zoom (2006)</th>\n",
       "      <th>Zoom (2015)</th>\n",
       "      <th>Zootopia (2016)</th>\n",
       "      <th>Zulu (1964)</th>\n",
       "      <th>Zulu (2013)</th>\n",
       "      <th>[REC] (2007)</th>\n",
       "      <th>[REC]² (2009)</th>\n",
       "      <th>[REC]³ 3 Génesis (2012)</th>\n",
       "      <th>anohana: The Flower We Saw That Day - The Movie (2013)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>xXx: State of the Union (2005)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "      <th>À nous la liberté (Freedom for Us) (1931)</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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <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</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "</table>\n",
       "<p>5 rows × 9719 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title   '71 (2014)  'Hellboy': The Seeds of Creation (2004)  \\\n",
       "userId                                                        \n",
       "1              0.0                                      0.0   \n",
       "2              0.0                                      0.0   \n",
       "3              0.0                                      0.0   \n",
       "4              0.0                                      0.0   \n",
       "5              0.0                                      0.0   \n",
       "\n",
       "title   'Round Midnight (1986)  'Salem's Lot (2004)  \\\n",
       "userId                                                \n",
       "1                          0.0                  0.0   \n",
       "2                          0.0                  0.0   \n",
       "3                          0.0                  0.0   \n",
       "4                          0.0                  0.0   \n",
       "5                          0.0                  0.0   \n",
       "\n",
       "title   'Til There Was You (1997)  'Tis the Season for Love (2015)  \\\n",
       "userId                                                               \n",
       "1                             0.0                              0.0   \n",
       "2                             0.0                              0.0   \n",
       "3                             0.0                              0.0   \n",
       "4                             0.0                              0.0   \n",
       "5                             0.0                              0.0   \n",
       "\n",
       "title   'burbs, The (1989)  'night Mother (1986)  (500) Days of Summer (2009)  \\\n",
       "userId                                                                          \n",
       "1                      0.0                   0.0                          0.0   \n",
       "2                      0.0                   0.0                          0.0   \n",
       "3                      0.0                   0.0                          0.0   \n",
       "4                      0.0                   0.0                          0.0   \n",
       "5                      0.0                   0.0                          0.0   \n",
       "\n",
       "title   *batteries not included (1987)  ...All the Marbles (1981)  \\\n",
       "userId                                                              \n",
       "1                                  0.0                        0.0   \n",
       "2                                  0.0                        0.0   \n",
       "3                                  0.0                        0.0   \n",
       "4                                  0.0                        0.0   \n",
       "5                                  0.0                        0.0   \n",
       "\n",
       "title   ...And Justice for All (1979)  \\\n",
       "userId                                  \n",
       "1                                 0.0   \n",
       "2                                 0.0   \n",
       "3                                 0.0   \n",
       "4                                 0.0   \n",
       "5                                 0.0   \n",
       "\n",
       "title   00 Schneider - Jagd auf Nihil Baxter (1994)  1-900 (06) (1994)  \\\n",
       "userId                                                                   \n",
       "1                                               0.0                0.0   \n",
       "2                                               0.0                0.0   \n",
       "3                                               0.0                0.0   \n",
       "4                                               0.0                0.0   \n",
       "5                                               0.0                0.0   \n",
       "\n",
       "title   10 (1979)  10 Cent Pistol (2015)  10 Cloverfield Lane (2016)  \\\n",
       "userId                                                                 \n",
       "1             0.0                    0.0                         0.0   \n",
       "2             0.0                    0.0                         0.0   \n",
       "3             0.0                    0.0                         0.0   \n",
       "4             0.0                    0.0                         0.0   \n",
       "5             0.0                    0.0                         0.0   \n",
       "\n",
       "title   10 Items or Less (2006)  10 Things I Hate About You (1999)  \\\n",
       "userId                                                               \n",
       "1                           0.0                                0.0   \n",
       "2                           0.0                                0.0   \n",
       "3                           0.0                                0.0   \n",
       "4                           0.0                                0.0   \n",
       "5                           0.0                                0.0   \n",
       "\n",
       "title   10 Years (2011)  10,000 BC (2008)  100 Girls (2000)  \\\n",
       "userId                                                        \n",
       "1                   0.0               0.0               0.0   \n",
       "2                   0.0               0.0               0.0   \n",
       "3                   0.0               0.0               0.0   \n",
       "4                   0.0               0.0               0.0   \n",
       "5                   0.0               0.0               0.0   \n",
       "\n",
       "title   100 Streets (2016)  101 Dalmatians (1996)  \\\n",
       "userId                                              \n",
       "1                      0.0                    0.0   \n",
       "2                      0.0                    0.0   \n",
       "3                      0.0                    0.0   \n",
       "4                      0.0                    0.0   \n",
       "5                      0.0                    0.0   \n",
       "\n",
       "title   101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "userId                                                           \n",
       "1                                                     0.0        \n",
       "2                                                     0.0        \n",
       "3                                                     0.0        \n",
       "4                                                     0.0        \n",
       "5                                                     0.0        \n",
       "\n",
       "title   101 Dalmatians II: Patch's London Adventure (2003)  \\\n",
       "userId                                                       \n",
       "1                                                     0.0    \n",
       "2                                                     0.0    \n",
       "3                                                     0.0    \n",
       "4                                                     0.0    \n",
       "5                                                     0.0    \n",
       "\n",
       "title   101 Reykjavik (101 Reykjavík) (2000)  102 Dalmatians (2000)  \\\n",
       "userId                                                                \n",
       "1                                        0.0                    0.0   \n",
       "2                                        0.0                    0.0   \n",
       "3                                        0.0                    0.0   \n",
       "4                                        0.0                    0.0   \n",
       "5                                        0.0                    0.0   \n",
       "\n",
       "title   10th & Wolf (2006)  10th Kingdom, The (2000)  \\\n",
       "userId                                                 \n",
       "1                      0.0                       0.0   \n",
       "2                      0.0                       0.0   \n",
       "3                      0.0                       0.0   \n",
       "4                      0.0                       0.0   \n",
       "5                      0.0                       0.0   \n",
       "\n",
       "title   10th Victim, The (La decima vittima) (1965)  \\\n",
       "userId                                                \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               0.0   \n",
       "4                                               0.0   \n",
       "5                                               0.0   \n",
       "\n",
       "title   11'09\"01 - September 11 (2002)  11:14 (2003)  11th Hour, The (2007)  \\\n",
       "userId                                                                        \n",
       "1                                  0.0           0.0                    0.0   \n",
       "2                                  0.0           0.0                    0.0   \n",
       "3                                  0.0           0.0                    0.0   \n",
       "4                                  0.0           0.0                    0.0   \n",
       "5                                  0.0           0.0                    0.0   \n",
       "\n",
       "title   12 Angry Men (1957)  12 Angry Men (1997)  12 Chairs (1971)  \\\n",
       "userId                                                               \n",
       "1                       0.0                  0.0               0.0   \n",
       "2                       0.0                  0.0               0.0   \n",
       "3                       0.0                  0.0               0.0   \n",
       "4                       5.0                  0.0               0.0   \n",
       "5                       0.0                  0.0               0.0   \n",
       "\n",
       "title   12 Chairs (1976)  12 Rounds (2009)  12 Years a Slave (2013)  \\\n",
       "userId                                                                \n",
       "1                    0.0               0.0                      0.0   \n",
       "2                    0.0               0.0                      0.0   \n",
       "3                    0.0               0.0                      0.0   \n",
       "4                    0.0               0.0                      0.0   \n",
       "5                    0.0               0.0                      0.0   \n",
       "\n",
       "title   127 Hours (2010)  13 Assassins (Jûsan-nin no shikaku) (2010)  \\\n",
       "userId                                                                 \n",
       "1                    0.0                                         0.0   \n",
       "2                    0.0                                         0.0   \n",
       "3                    0.0                                         0.0   \n",
       "4                    0.0                                         0.0   \n",
       "5                    0.0                                         0.0   \n",
       "\n",
       "title   13 Ghosts (1960)  13 Going on 30 (2004)  13 Hours (2016)  \\\n",
       "userId                                                             \n",
       "1                    0.0                    0.0              0.0   \n",
       "2                    0.0                    0.0              0.0   \n",
       "3                    0.0                    0.0              0.0   \n",
       "4                    0.0                    0.0              0.0   \n",
       "5                    0.0                    0.0              0.0   \n",
       "\n",
       "title   13 Sins (2014)  13 Tzameti (2005)  13th (2016)  \\\n",
       "userId                                                   \n",
       "1                  0.0                0.0          0.0   \n",
       "2                  0.0                0.0          0.0   \n",
       "3                  0.0                0.0          0.0   \n",
       "4                  0.0                0.0          0.0   \n",
       "5                  0.0                0.0          0.0   \n",
       "\n",
       "title   13th Warrior, The (1999)  1408 (2007)  \\\n",
       "userId                                          \n",
       "1                            4.0          0.0   \n",
       "2                            0.0          0.0   \n",
       "3                            0.0          0.0   \n",
       "4                            0.0          0.0   \n",
       "5                            0.0          0.0   \n",
       "\n",
       "title   1492: Conquest of Paradise (1992)  15 Minutes (2001)  \\\n",
       "userId                                                         \n",
       "1                                     0.0                0.0   \n",
       "2                                     0.0                0.0   \n",
       "3                                     0.0                0.0   \n",
       "4                                     0.0                0.0   \n",
       "5                                     0.0                0.0   \n",
       "\n",
       "title   16 Blocks (2006)  17 Again (2009)  1776 (1972)  18 Again! (1988)  \\\n",
       "userId                                                                     \n",
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       "2                    0.0              0.0          0.0               0.0   \n",
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       "4                    0.0              0.0          0.0               0.0   \n",
       "5                    0.0              0.0          0.0               0.0   \n",
       "\n",
       "title   187 (One Eight Seven) (1997)  1900 (Novecento) (1976)  1941 (1979)  \\\n",
       "userId                                                                       \n",
       "1                                0.0                      0.0          0.0   \n",
       "2                                0.0                      0.0          0.0   \n",
       "3                                0.0                      0.0          0.0   \n",
       "4                                0.0                      0.0          0.0   \n",
       "5                                0.0                      0.0          0.0   \n",
       "\n",
       "title   1969 (1988)  1984 (Nineteen Eighty-Four) (1984)  \\\n",
       "userId                                                    \n",
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       "2               0.0                                 0.0   \n",
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       "4               0.0                                 0.0   \n",
       "5               0.0                                 0.0   \n",
       "\n",
       "title   2 Days in New York (2012)  2 Days in Paris (2007)  \\\n",
       "userId                                                      \n",
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       "5                             0.0                     0.0   \n",
       "\n",
       "title   2 Days in the Valley (1996)  \\\n",
       "userId                                \n",
       "1                               0.0   \n",
       "2                               0.0   \n",
       "3                               0.0   \n",
       "4                               0.0   \n",
       "5                               0.0   \n",
       "\n",
       "title   2 Fast 2 Furious (Fast and the Furious 2, The) (2003)  2 Guns (2013)  \\\n",
       "userId                                                                         \n",
       "1                                                     0.0                0.0   \n",
       "2                                                     0.0                0.0   \n",
       "3                                                     0.0                0.0   \n",
       "4                                                     0.0                0.0   \n",
       "5                                                     0.0                0.0   \n",
       "\n",
       "title   20 Dates (1998)  \\\n",
       "userId                    \n",
       "1                   4.0   \n",
       "2                   0.0   \n",
       "3                   0.0   \n",
       "4                   0.0   \n",
       "5                   0.0   \n",
       "\n",
       "title   20 Feet from Stardom (Twenty Feet from Stardom) (2013)  \\\n",
       "userId                                                           \n",
       "1                                                     0.0        \n",
       "2                                                     0.0        \n",
       "3                                                     0.0        \n",
       "4                                                     0.0        \n",
       "5                                                     0.0        \n",
       "\n",
       "title   20 Million Miles to Earth (1957)  20,000 Days on Earth (2014)  \\\n",
       "userId                                                                  \n",
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       "2                                    0.0                          0.0   \n",
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       "4                                    0.0                          0.0   \n",
       "5                                    0.0                          0.0   \n",
       "\n",
       "title   20,000 Leagues Under the Sea (1916)  \\\n",
       "userId                                        \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "5                                       0.0   \n",
       "\n",
       "title   20,000 Leagues Under the Sea (1954)  200 Cigarettes (1999)  \\\n",
       "userId                                                               \n",
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       "2                                       0.0                    0.0   \n",
       "3                                       0.0                    0.0   \n",
       "4                                       0.0                    0.0   \n",
       "5                                       0.0                    0.0   \n",
       "\n",
       "title   2001 Maniacs (2005)  2001: A Space Odyssey (1968)  \\\n",
       "userId                                                      \n",
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       "\n",
       "title   2010: The Year We Make Contact (1984)  2012 (2009)  2046 (2004)  \\\n",
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       "4                                         0.0          0.0          0.0   \n",
       "5                                         0.0          0.0          0.0   \n",
       "\n",
       "title   2048: Nowhere to Run (2017)  21 (2008)  21 Grams (2003)  \\\n",
       "userId                                                            \n",
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       "4                               0.0        0.0              0.0   \n",
       "5                               0.0        0.0              0.0   \n",
       "\n",
       "title   21 Jump Street (2012)  21 Up (1977)  21 and Over (2013)  \\\n",
       "userId                                                            \n",
       "1                         0.0           0.0                 0.0   \n",
       "2                         0.0           0.0                 0.0   \n",
       "3                         0.0           0.0                 0.0   \n",
       "4                         0.0           0.0                 0.0   \n",
       "5                         0.0           0.0                 0.0   \n",
       "\n",
       "title   22 Jump Street (2014)  24 Hour Party People (2002)  25th Hour (2002)  \\\n",
       "userId                                                                         \n",
       "1                         0.0                          0.0               0.0   \n",
       "2                         0.0                          0.0               0.0   \n",
       "3                         0.0                          0.0               0.0   \n",
       "4                         0.0                          0.0               0.0   \n",
       "5                         0.0                          0.0               0.0   \n",
       "\n",
       "title   27 Dresses (2008)  28 Days (2000)  28 Days Later (2002)  28 Up (1985)  \\\n",
       "userId                                                                          \n",
       "1                     0.0             0.0                   0.0           0.0   \n",
       "2                     0.0             0.0                   0.0           0.0   \n",
       "3                     0.0             0.0                   0.0           0.0   \n",
       "4                     0.0             0.0                   0.0           0.0   \n",
       "5                     0.0             0.0                   0.0           0.0   \n",
       "\n",
       "title   28 Weeks Later (2007)  3 Days to Kill (2014)  \\\n",
       "userId                                                 \n",
       "1                         0.0                    0.0   \n",
       "2                         0.0                    0.0   \n",
       "3                         0.0                    0.0   \n",
       "4                         0.0                    0.0   \n",
       "5                         0.0                    0.0   \n",
       "\n",
       "title   3 Extremes (Three... Extremes) (Saam gaang yi) (2004)  \\\n",
       "userId                                                          \n",
       "1                                                     0.0       \n",
       "2                                                     0.0       \n",
       "3                                                     0.0       \n",
       "4                                                     0.0       \n",
       "5                                                     0.0       \n",
       "\n",
       "title   3 Idiots (2009)  3 Ninjas (1992)  3 Ninjas Kick Back (1994)  \\\n",
       "userId                                                                \n",
       "1                   0.0              0.0                        0.0   \n",
       "2                   0.0              0.0                        0.0   \n",
       "3                   0.0              0.0                        0.0   \n",
       "4                   0.0              0.0                        0.0   \n",
       "5                   0.0              0.0                        0.0   \n",
       "\n",
       "title   3 Ninjas Knuckle Up (1995)  \\\n",
       "userId                               \n",
       "1                              0.0   \n",
       "2                              0.0   \n",
       "3                              0.0   \n",
       "4                              0.0   \n",
       "5                              0.0   \n",
       "\n",
       "title   3 Ninjas: High Noon On Mega Mountain (1998)  \\\n",
       "userId                                                \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               0.0   \n",
       "4                                               0.0   \n",
       "5                                               0.0   \n",
       "\n",
       "title   3 Women (Three Women) (1977)  ...  X-Men: First Class (2011)  \\\n",
       "userId                                ...                              \n",
       "1                                0.0  ...                        0.0   \n",
       "2                                0.0  ...                        0.0   \n",
       "3                                0.0  ...                        0.0   \n",
       "4                                0.0  ...                        0.0   \n",
       "5                                0.0  ...                        0.0   \n",
       "\n",
       "title   X-Men: The Last Stand (2006)  X2: X-Men United (2003)  \\\n",
       "userId                                                          \n",
       "1                                0.0                      0.0   \n",
       "2                                0.0                      0.0   \n",
       "3                                0.0                      0.0   \n",
       "4                                0.0                      0.0   \n",
       "5                                0.0                      0.0   \n",
       "\n",
       "title   Yankee Doodle Dandy (1942)  Yards, The (2000)  Year One (2009)  \\\n",
       "userId                                                                   \n",
       "1                              0.0                0.0              0.0   \n",
       "2                              0.0                0.0              0.0   \n",
       "3                              0.0                0.0              0.0   \n",
       "4                              0.0                0.0              0.0   \n",
       "5                              0.0                0.0              0.0   \n",
       "\n",
       "title   Year of Living Dangerously, The (1982)  Year of the Dragon (1985)  \\\n",
       "userId                                                                      \n",
       "1                                          0.0                        0.0   \n",
       "2                                          0.0                        0.0   \n",
       "3                                          0.0                        0.0   \n",
       "4                                          0.0                        0.0   \n",
       "5                                          0.0                        0.0   \n",
       "\n",
       "title   Year of the Horse (1997)  Yearling, The (1946)  \\\n",
       "userId                                                   \n",
       "1                            0.0                   0.0   \n",
       "2                            0.0                   0.0   \n",
       "3                            0.0                   0.0   \n",
       "4                            0.0                   0.0   \n",
       "5                            0.0                   0.0   \n",
       "\n",
       "title   Yellow Sea, The (a.k.a. The Murderer) (Hwanghae) (2010)  \\\n",
       "userId                                                            \n",
       "1                                                     0.0         \n",
       "2                                                     0.0         \n",
       "3                                                     0.0         \n",
       "4                                                     0.0         \n",
       "5                                                     0.0         \n",
       "\n",
       "title   Yellow Submarine (1968)  Yentl (1983)  Yes Man (2008)  \\\n",
       "userId                                                          \n",
       "1                           0.0           0.0             0.0   \n",
       "2                           0.0           0.0             0.0   \n",
       "3                           0.0           0.0             0.0   \n",
       "4                           0.0           0.0             0.0   \n",
       "5                           0.0           0.0             0.0   \n",
       "\n",
       "title   Yes Men Fix the World, The (2009)  Yes Men, The (2003)  \\\n",
       "userId                                                           \n",
       "1                                     0.0                  0.0   \n",
       "2                                     0.0                  0.0   \n",
       "3                                     0.0                  0.0   \n",
       "4                                     0.0                  0.0   \n",
       "5                                     0.0                  0.0   \n",
       "\n",
       "title   Yesterday, Today and Tomorrow (Ieri, oggi, domani) (1963)  \\\n",
       "userId                                                              \n",
       "1                                                     0.0           \n",
       "2                                                     0.0           \n",
       "3                                                     0.0           \n",
       "4                                                     0.0           \n",
       "5                                                     0.0           \n",
       "\n",
       "title   Yi Yi (2000)  Yogi Bear (2010)  Yojimbo (1961)  \\\n",
       "userId                                                   \n",
       "1                0.0               0.0             0.0   \n",
       "2                0.0               0.0             0.0   \n",
       "3                0.0               0.0             0.0   \n",
       "4                0.0               0.0             0.0   \n",
       "5                0.0               0.0             0.0   \n",
       "\n",
       "title   Yongary: Monster from the Deep (1967)  You Again (2010)  \\\n",
       "userId                                                            \n",
       "1                                         0.0               0.0   \n",
       "2                                         0.0               0.0   \n",
       "3                                         0.0               0.0   \n",
       "4                                         0.0               0.0   \n",
       "5                                         0.0               0.0   \n",
       "\n",
       "title   You Are the Apple of My Eye (2011)  You Can Count on Me (2000)  \\\n",
       "userId                                                                   \n",
       "1                                      0.0                         0.0   \n",
       "2                                      0.0                         0.0   \n",
       "3                                      0.0                         0.0   \n",
       "4                                      0.0                         0.0   \n",
       "5                                      0.0                         0.0   \n",
       "\n",
       "title   You Can't Take It with You (1938)  \\\n",
       "userId                                      \n",
       "1                                     0.0   \n",
       "2                                     0.0   \n",
       "3                                     0.0   \n",
       "4                                     0.0   \n",
       "5                                     0.0   \n",
       "\n",
       "title   You Don't Mess with the Zohan (2008)  You Got Served (2004)  \\\n",
       "userId                                                                \n",
       "1                                        0.0                    0.0   \n",
       "2                                        0.0                    0.0   \n",
       "3                                        0.0                    0.0   \n",
       "4                                        0.0                    0.0   \n",
       "5                                        0.0                    0.0   \n",
       "\n",
       "title   You Only Live Once (1937)  You Only Live Twice (1967)  \\\n",
       "userId                                                          \n",
       "1                             0.0                         0.0   \n",
       "2                             0.0                         0.0   \n",
       "3                             0.0                         0.0   \n",
       "4                             0.0                         0.0   \n",
       "5                             0.0                         0.0   \n",
       "\n",
       "title   You Will Meet a Tall Dark Stranger (2010)  \\\n",
       "userId                                              \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "5                                             0.0   \n",
       "\n",
       "title   You'll Never Get Rich (1941)  You're Next (2011)  \\\n",
       "userId                                                     \n",
       "1                                0.0                 0.0   \n",
       "2                                0.0                 0.0   \n",
       "3                                0.0                 0.0   \n",
       "4                                0.0                 0.0   \n",
       "5                                0.0                 0.0   \n",
       "\n",
       "title   You've Got Mail (1998)  You, Me and Dupree (2006)  Young Adult (2011)  \\\n",
       "userId                                                                          \n",
       "1                          0.0                        0.0                 0.0   \n",
       "2                          0.0                        0.0                 0.0   \n",
       "3                          0.5                        0.0                 0.0   \n",
       "4                          0.0                        0.0                 0.0   \n",
       "5                          0.0                        0.0                 0.0   \n",
       "\n",
       "title   Young Doctors in Love (1982)  Young Einstein (1988)  \\\n",
       "userId                                                        \n",
       "1                                0.0                    0.0   \n",
       "2                                0.0                    0.0   \n",
       "3                                0.0                    0.0   \n",
       "4                                0.0                    0.0   \n",
       "5                                0.0                    0.0   \n",
       "\n",
       "title   Young Frankenstein (1974)  Young Guns (1988)  Young Guns II (1990)  \\\n",
       "userId                                                                       \n",
       "1                             5.0                0.0                   0.0   \n",
       "2                             0.0                0.0                   0.0   \n",
       "3                             0.0                0.0                   0.0   \n",
       "4                             0.0                0.0                   0.0   \n",
       "5                             0.0                0.0                   0.0   \n",
       "\n",
       "title   Young People Fucking (a.k.a. YPF) (2007)  \\\n",
       "userId                                             \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "5                                            0.0   \n",
       "\n",
       "title   Young Poisoner's Handbook, The (1995)  Young Sherlock Holmes (1985)  \\\n",
       "userId                                                                        \n",
       "1                                         0.0                           3.0   \n",
       "2                                         0.0                           0.0   \n",
       "3                                         0.0                           0.0   \n",
       "4                                         0.0                           0.0   \n",
       "5                                         0.0                           0.0   \n",
       "\n",
       "title   Young Victoria, The (2009)  \\\n",
       "userId                               \n",
       "1                              0.0   \n",
       "2                              0.0   \n",
       "3                              0.0   \n",
       "4                              0.0   \n",
       "5                              0.0   \n",
       "\n",
       "title   Young and the Damned, The (Olvidados, Los) (1950)  Youngblood (1986)  \\\n",
       "userId                                                                         \n",
       "1                                                     0.0                0.0   \n",
       "2                                                     0.0                0.0   \n",
       "3                                                     0.0                0.0   \n",
       "4                                                     0.0                0.0   \n",
       "5                                                     0.0                0.0   \n",
       "\n",
       "title   Your Friends and Neighbors (1998)  Your Highness (2011)  \\\n",
       "userId                                                            \n",
       "1                                     0.0                   0.0   \n",
       "2                                     0.0                   0.0   \n",
       "3                                     0.0                   0.0   \n",
       "4                                     0.0                   0.0   \n",
       "5                                     0.0                   0.0   \n",
       "\n",
       "title   Your Name. (2016)  Your Sister's Sister (2011)  \\\n",
       "userId                                                   \n",
       "1                     0.0                          0.0   \n",
       "2                     0.0                          0.0   \n",
       "3                     0.0                          0.0   \n",
       "4                     0.0                          0.0   \n",
       "5                     0.0                          0.0   \n",
       "\n",
       "title   Yours, Mine and Ours (1968)  Yours, Mine and Ours (2005)  \\\n",
       "userId                                                             \n",
       "1                               0.0                          0.0   \n",
       "2                               0.0                          0.0   \n",
       "3                               0.0                          0.0   \n",
       "4                               0.0                          0.0   \n",
       "5                               0.0                          0.0   \n",
       "\n",
       "title   Youth (2015)  Youth Without Youth (2007)  Youth in Revolt (2009)  \\\n",
       "userId                                                                     \n",
       "1                0.0                         0.0                     0.0   \n",
       "2                0.0                         0.0                     0.0   \n",
       "3                0.0                         0.0                     0.0   \n",
       "4                0.0                         0.0                     0.0   \n",
       "5                0.0                         0.0                     0.0   \n",
       "\n",
       "title   Youth of the Beast (Yaju no seishun) (1963)  Z (1969)  \\\n",
       "userId                                                          \n",
       "1                                               0.0       0.0   \n",
       "2                                               0.0       0.0   \n",
       "3                                               0.0       0.0   \n",
       "4                                               0.0       0.0   \n",
       "5                                               0.0       0.0   \n",
       "\n",
       "title   Zabriskie Point (1970)  Zack and Miri Make a Porno (2008)  \\\n",
       "userId                                                              \n",
       "1                          0.0                                0.0   \n",
       "2                          0.0                                0.0   \n",
       "3                          0.0                                0.0   \n",
       "4                          0.0                                0.0   \n",
       "5                          0.0                                0.0   \n",
       "\n",
       "title   Zapped! (1982)  Zathura (2005)  \\\n",
       "userId                                   \n",
       "1                  0.0             0.0   \n",
       "2                  0.0             0.0   \n",
       "3                  0.0             0.0   \n",
       "4                  0.0             0.0   \n",
       "5                  0.0             0.0   \n",
       "\n",
       "title   Zatoichi and the Chest of Gold (Zatôichi senryô-kubi) (Zatôichi 6) (1964)  \\\n",
       "userId                                                                              \n",
       "1                                                     0.0                           \n",
       "2                                                     0.0                           \n",
       "3                                                     0.0                           \n",
       "4                                                     0.0                           \n",
       "5                                                     0.0                           \n",
       "\n",
       "title   Zazie dans le métro (1960)  Zebraman (2004)  \\\n",
       "userId                                                \n",
       "1                              0.0              0.0   \n",
       "2                              0.0              0.0   \n",
       "3                              0.0              0.0   \n",
       "4                              0.0              0.0   \n",
       "5                              0.0              0.0   \n",
       "\n",
       "title   Zed & Two Noughts, A (1985)  Zeitgeist: Addendum (2008)  \\\n",
       "userId                                                            \n",
       "1                               0.0                         0.0   \n",
       "2                               0.0                         0.0   \n",
       "3                               0.0                         0.0   \n",
       "4                               0.0                         0.0   \n",
       "5                               0.0                         0.0   \n",
       "\n",
       "title   Zeitgeist: Moving Forward (2011)  Zeitgeist: The Movie (2007)  \\\n",
       "userId                                                                  \n",
       "1                                    0.0                          0.0   \n",
       "2                                    0.0                          0.0   \n",
       "3                                    0.0                          0.0   \n",
       "4                                    0.0                          0.0   \n",
       "5                                    0.0                          0.0   \n",
       "\n",
       "title   Zelary (2003)  Zelig (1983)  Zero Dark Thirty (2012)  \\\n",
       "userId                                                         \n",
       "1                 0.0           0.0                      0.0   \n",
       "2                 0.0           0.0                      0.0   \n",
       "3                 0.0           0.0                      0.0   \n",
       "4                 0.0           0.0                      0.0   \n",
       "5                 0.0           0.0                      0.0   \n",
       "\n",
       "title   Zero Effect (1998)  Zero Theorem, The (2013)  \\\n",
       "userId                                                 \n",
       "1                      0.0                       0.0   \n",
       "2                      0.0                       0.0   \n",
       "3                      0.0                       0.0   \n",
       "4                      0.0                       0.0   \n",
       "5                      0.0                       0.0   \n",
       "\n",
       "title   Zero de conduite (Zero for Conduct) (Zéro de conduite: Jeunes diables au collège) (1933)  \\\n",
       "userId                                                                                             \n",
       "1                                                     0.0                                          \n",
       "2                                                     0.0                                          \n",
       "3                                                     0.0                                          \n",
       "4                                                     0.0                                          \n",
       "5                                                     0.0                                          \n",
       "\n",
       "title   Zeus and Roxanne (1997)  Zipper (2015)  Zodiac (2007)  \\\n",
       "userId                                                          \n",
       "1                           0.0            0.0            0.0   \n",
       "2                           0.0            0.0            0.0   \n",
       "3                           0.0            0.0            0.0   \n",
       "4                           0.0            0.0            0.0   \n",
       "5                           0.0            0.0            0.0   \n",
       "\n",
       "title   Zombeavers (2014)  \\\n",
       "userId                      \n",
       "1                     0.0   \n",
       "2                     0.0   \n",
       "3                     0.0   \n",
       "4                     0.0   \n",
       "5                     0.0   \n",
       "\n",
       "title   Zombie (a.k.a. Zombie 2: The Dead Are Among Us) (Zombi 2) (1979)  \\\n",
       "userId                                                                     \n",
       "1                                                     0.0                  \n",
       "2                                                     0.0                  \n",
       "3                                                     0.0                  \n",
       "4                                                     0.0                  \n",
       "5                                                     0.0                  \n",
       "\n",
       "title   Zombie Strippers! (2008)  Zombieland (2009)  Zone 39 (1997)  \\\n",
       "userId                                                                \n",
       "1                            0.0                0.0             0.0   \n",
       "2                            0.0                3.0             0.0   \n",
       "3                            0.0                0.0             0.0   \n",
       "4                            0.0                0.0             0.0   \n",
       "5                            0.0                0.0             0.0   \n",
       "\n",
       "title   Zone, The (La Zona) (2007)  Zookeeper (2011)  Zoolander (2001)  \\\n",
       "userId                                                                   \n",
       "1                              0.0               0.0               0.0   \n",
       "2                              0.0               0.0               0.0   \n",
       "3                              0.0               0.0               0.0   \n",
       "4                              0.0               0.0               0.0   \n",
       "5                              0.0               0.0               0.0   \n",
       "\n",
       "title   Zoolander 2 (2016)  Zoom (2006)  Zoom (2015)  Zootopia (2016)  \\\n",
       "userId                                                                  \n",
       "1                      0.0          0.0          0.0              0.0   \n",
       "2                      0.0          0.0          0.0              0.0   \n",
       "3                      0.0          0.0          0.0              0.0   \n",
       "4                      0.0          0.0          0.0              0.0   \n",
       "5                      0.0          0.0          0.0              0.0   \n",
       "\n",
       "title   Zulu (1964)  Zulu (2013)  [REC] (2007)  [REC]² (2009)  \\\n",
       "userId                                                          \n",
       "1               0.0          0.0           0.0            0.0   \n",
       "2               0.0          0.0           0.0            0.0   \n",
       "3               0.0          0.0           0.0            0.0   \n",
       "4               0.0          0.0           0.0            0.0   \n",
       "5               0.0          0.0           0.0            0.0   \n",
       "\n",
       "title   [REC]³ 3 Génesis (2012)  \\\n",
       "userId                            \n",
       "1                           0.0   \n",
       "2                           0.0   \n",
       "3                           0.0   \n",
       "4                           0.0   \n",
       "5                           0.0   \n",
       "\n",
       "title   anohana: The Flower We Saw That Day - The Movie (2013)  \\\n",
       "userId                                                           \n",
       "1                                                     0.0        \n",
       "2                                                     0.0        \n",
       "3                                                     0.0        \n",
       "4                                                     0.0        \n",
       "5                                                     0.0        \n",
       "\n",
       "title   eXistenZ (1999)  xXx (2002)  xXx: State of the Union (2005)  \\\n",
       "userId                                                                \n",
       "1                   0.0         0.0                             0.0   \n",
       "2                   0.0         0.0                             0.0   \n",
       "3                   0.0         0.0                             0.0   \n",
       "4                   0.0         0.0                             0.0   \n",
       "5                   0.0         0.0                             0.0   \n",
       "\n",
       "title   ¡Three Amigos! (1986)  À nous la liberté (Freedom for Us) (1931)  \n",
       "userId                                                                    \n",
       "1                         4.0                                        0.0  \n",
       "2                         0.0                                        0.0  \n",
       "3                         0.0                                        0.0  \n",
       "4                         0.0                                        0.0  \n",
       "5                         0.0                                        0.0  \n",
       "\n",
       "[5 rows x 9719 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged = merged[['userId','title','rating']]\n",
    "movieratings = merged.pivot_table(index=['userId'],columns=['title'],values='rating')\n",
    "movieratings.replace({np.nan:0},inplace=True)\n",
    "print(movieratings.shape)\n",
    "movieratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "Shape of User Similarity Matrix (610, 610)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([1.        , 0.02728287, 0.05972026, 0.19439477, 0.12907989,\n",
       "       0.12815157, 0.15874449, 0.13696806, 0.06426336, 0.01687529,\n",
       "       0.13249904, 0.01645754, 0.09297133, 0.11323836, 0.1606888 ,\n",
       "       0.1698584 , 0.26435795, 0.21486848, 0.32537616, 0.16096932,\n",
       "       0.15316181, 0.05069052, 0.10666933, 0.15519341, 0.09926135,\n",
       "       0.10579149, 0.23893292, 0.20308944, 0.14525071, 0.09978067,\n",
       "       0.16445416, 0.14621132, 0.15194516, 0.08354405, 0.07450797,\n",
       "       0.07167335, 0.14473625, 0.13858834, 0.32978223, 0.09475493,\n",
       "       0.10905268, 0.25565956, 0.12249835, 0.11082904, 0.32792169,\n",
       "       0.10997452, 0.06319282, 0.09807164, 0.10092948, 0.10608016,\n",
       "       0.1266987 , 0.04878064, 0.06283954, 0.13063235, 0.06331379,\n",
       "       0.13411018, 0.34503428, 0.15753402, 0.20937352, 0.06656422,\n",
       "       0.11552236, 0.10821489, 0.21615867, 0.31521166, 0.06460407,\n",
       "       0.23352155, 0.11904609, 0.26540794, 0.15421279, 0.07806753,\n",
       "       0.09895547, 0.2099683 , 0.04921701, 0.06306261, 0.14263913,\n",
       "       0.18298203, 0.09795508, 0.17798111, 0.21642622, 0.06530846,\n",
       "       0.10926093, 0.21606123, 0.11135559, 0.16540158, 0.01609227,\n",
       "       0.14739051, 0.03208595, 0.0714529 , 0.02557559, 0.05184062,\n",
       "       0.33472692, 0.0287666 , 0.23276623, 0.11008202, 0.17806855,\n",
       "       0.28277951, 0.08655715, 0.06218738, 0.06623056, 0.14776299,\n",
       "       0.14144682, 0.15646598, 0.21147968, 0.12117293, 0.09014198,\n",
       "       0.01942473, 0.06689433, 0.05790866, 0.15146456, 0.14293262,\n",
       "       0.07167359, 0.16729852, 0.07253168, 0.07834231, 0.22525698,\n",
       "       0.18570774, 0.16512163, 0.13233313, 0.05720282, 0.11149055,\n",
       "       0.11780088, 0.19458887, 0.08560431, 0.19916897, 0.08968106,\n",
       "       0.13070509, 0.04190746, 0.15795041, 0.1869861 , 0.08063001,\n",
       "       0.151027  , 0.16235262, 0.15771831, 0.14129771, 0.32397115,\n",
       "       0.11384733, 0.18937479, 0.02822966, 0.03360564, 0.20020157,\n",
       "       0.17715565, 0.13816832, 0.0277332 , 0.20458407, 0.09523917,\n",
       "       0.01710219, 0.08821453, 0.01741451, 0.14473607, 0.08202043,\n",
       "       0.07865853, 0.12869193, 0.0668472 , 0.03100476, 0.16131253,\n",
       "       0.20918863, 0.09097629, 0.03773916, 0.05829521, 0.29888264,\n",
       "       0.03499762, 0.07287121, 0.06426056, 0.21601487, 0.13917045,\n",
       "       0.25121443, 0.20487239, 0.10526901, 0.15877158, 0.09923734,\n",
       "       0.23003492, 0.14600182, 0.08970561, 0.1250069 , 0.        ,\n",
       "       0.13803466, 0.20741368, 0.19344929, 0.14210845, 0.16776228,\n",
       "       0.11397544, 0.26660031, 0.20412624, 0.00580055, 0.06029862,\n",
       "       0.24573695, 0.16002741, 0.05264843, 0.1049121 , 0.02748575,\n",
       "       0.08095752, 0.1041547 , 0.13552231, 0.09903808, 0.22592645,\n",
       "       0.09567197, 0.1370038 , 0.26943634, 0.21514805, 0.18890625,\n",
       "       0.24654063, 0.30938106, 0.09477682, 0.12603319, 0.05516367,\n",
       "       0.0889655 , 0.11445834, 0.16940066, 0.11534372, 0.06387559,\n",
       "       0.16598427, 0.1305057 , 0.06841123, 0.07177157, 0.20481396,\n",
       "       0.14313069, 0.32071297, 0.08864282, 0.2567359 , 0.26989119,\n",
       "       0.17462584, 0.15612206, 0.15285439, 0.10484413, 0.15811208,\n",
       "       0.31092286, 0.08485655, 0.08988194, 0.11198235, 0.1679621 ,\n",
       "       0.16486849, 0.13997066, 0.15897562, 0.27720392, 0.11966739,\n",
       "       0.1433071 , 0.08014243, 0.03659369, 0.29692183, 0.13501196,\n",
       "       0.08404266, 0.09809536, 0.04264698, 0.19696409, 0.00565544,\n",
       "       0.09444009, 0.2092352 , 0.09244273, 0.18994933, 0.03674943,\n",
       "       0.17005343, 0.01781789, 0.01225952, 0.18926002, 0.08721615,\n",
       "       0.05527218, 0.02915361, 0.0808448 , 0.02506695, 0.12439397,\n",
       "       0.14916565, 0.06938331, 0.16298875, 0.13331521, 0.19304582,\n",
       "       0.35740771, 0.16353962, 0.15329189, 0.08346428, 0.10917734,\n",
       "       0.0683104 , 0.05356143, 0.10561921, 0.27663182, 0.18765132,\n",
       "       0.14291722, 0.06441725, 0.06006304, 0.1864755 , 0.08048648,\n",
       "       0.04600205, 0.24683595, 0.12785905, 0.12904746, 0.02487675,\n",
       "       0.16805257, 0.17510999, 0.32969953, 0.10870271, 0.19771416,\n",
       "       0.0097761 , 0.21550029, 0.11999134, 0.27304439, 0.10912126,\n",
       "       0.11126097, 0.16805055, 0.20443598, 0.09673982, 0.09657419,\n",
       "       0.148539  , 0.13582598, 0.20172339, 0.24930142, 0.1970352 ,\n",
       "       0.        , 0.27125691, 0.08958294, 0.09141504, 0.06853223,\n",
       "       0.06440497, 0.2367189 , 0.35156152, 0.14649174, 0.01116316,\n",
       "       0.09285792, 0.16029613, 0.15314069, 0.05828639, 0.04813471,\n",
       "       0.10602619, 0.21269976, 0.14065571, 0.03835005, 0.13691005,\n",
       "       0.09170991, 0.09385484, 0.30226843, 0.04340588, 0.32210093,\n",
       "       0.06031749, 0.24770745, 0.02438022, 0.15526891, 0.16864251,\n",
       "       0.19316721, 0.10509651, 0.07170468, 0.116093  , 0.12051112,\n",
       "       0.04365861, 0.0827018 , 0.14154705, 0.16351974, 0.05567258,\n",
       "       0.1025691 , 0.11506568, 0.14769885, 0.0988405 , 0.09916974,\n",
       "       0.05079498, 0.15569923, 0.14175613, 0.28452296, 0.10410834,\n",
       "       0.23396378, 0.22594862, 0.00130006, 0.15208963, 0.0563163 ,\n",
       "       0.09880444, 0.19399232, 0.10732112, 0.09989336, 0.0637679 ,\n",
       "       0.0675882 , 0.15156179, 0.34512705, 0.17354289, 0.21259361,\n",
       "       0.11324646, 0.25453363, 0.14822255, 0.12179983, 0.08050061,\n",
       "       0.20106702, 0.05899932, 0.06253737, 0.13347156, 0.26443682,\n",
       "       0.22951249, 0.13662355, 0.00972001, 0.11650284, 0.26571528,\n",
       "       0.14436375, 0.2575589 , 0.01440019, 0.07487562, 0.09356048,\n",
       "       0.28320796, 0.10351469, 0.10016424, 0.14922697, 0.13016743,\n",
       "       0.09630928, 0.        , 0.06787935, 0.20188424, 0.19534199,\n",
       "       0.03483796, 0.08496376, 0.1761723 , 0.1239603 , 0.12835377,\n",
       "       0.03641797, 0.10591015, 0.09647547, 0.15340846, 0.11185614,\n",
       "       0.14941881, 0.11316258, 0.1196126 , 0.28184483, 0.1683283 ,\n",
       "       0.11855892, 0.12972013, 0.13341664, 0.16792007, 0.14306059,\n",
       "       0.06496733, 0.09016063, 0.11166947, 0.1502787 , 0.27060552,\n",
       "       0.05636283, 0.0516005 , 0.25690774, 0.04585179, 0.08155043,\n",
       "       0.10138442, 0.13824858, 0.14214238, 0.28860893, 0.0833164 ,\n",
       "       0.09983641, 0.17378973, 0.18328338, 0.11955005, 0.02156589,\n",
       "       0.13988454, 0.03777027, 0.11709748, 0.13463669, 0.13569752,\n",
       "       0.14246723, 0.10256191, 0.25696211, 0.15471496, 0.10029733,\n",
       "       0.11881241, 0.32804834, 0.25736432, 0.08228333, 0.12053995,\n",
       "       0.08315818, 0.18842016, 0.09436069, 0.03788323, 0.04745412,\n",
       "       0.0875395 , 0.15274836, 0.10489246, 0.2130427 , 0.21146266,\n",
       "       0.04193409, 0.05132276, 0.08473453, 0.33066432, 0.15538026,\n",
       "       0.07364784, 0.03102667, 0.04577294, 0.21949441, 0.11137242,\n",
       "       0.09156269, 0.25549307, 0.05242493, 0.1194003 , 0.32077507,\n",
       "       0.04102852, 0.11001411, 0.23596348, 0.17998333, 0.10402629,\n",
       "       0.13769904, 0.06166235, 0.09847643, 0.20857991, 0.08016585,\n",
       "       0.03748775, 0.07927193, 0.27249411, 0.18626187, 0.10764663,\n",
       "       0.        , 0.11383401, 0.14827583, 0.03636672, 0.16241462,\n",
       "       0.05413229, 0.11188888, 0.1306523 , 0.03956775, 0.06523609,\n",
       "       0.        , 0.11622951, 0.09440226, 0.12655532, 0.17457386,\n",
       "       0.06598356, 0.15341428, 0.16237113, 0.23319687, 0.09703769,\n",
       "       0.13880384, 0.18976945, 0.04333115, 0.02980338, 0.18578455,\n",
       "       0.08528845, 0.2093602 , 0.04745674, 0.23737276, 0.20038615,\n",
       "       0.08741412, 0.23924725, 0.1314777 , 0.10422614, 0.10180297,\n",
       "       0.13335295, 0.22794347, 0.08164648, 0.15836477, 0.09935507,\n",
       "       0.1011302 , 0.0426383 , 0.03638922, 0.08164872, 0.14479219,\n",
       "       0.14041428, 0.14231537, 0.06295011, 0.06077931, 0.04655176,\n",
       "       0.05383966, 0.03039029, 0.09272273, 0.12744781, 0.03634196,\n",
       "       0.09806977, 0.19307355, 0.12386315, 0.14614207, 0.30288829,\n",
       "       0.        , 0.14307255, 0.08351199, 0.14680695, 0.17368646,\n",
       "       0.31525402, 0.1809873 , 0.03182478, 0.03474698, 0.12887746,\n",
       "       0.1447069 , 0.05074132, 0.09909963, 0.10503333, 0.28252453,\n",
       "       0.09022445, 0.13107223, 0.25348045, 0.09345013, 0.06266777,\n",
       "       0.05180271, 0.31731916, 0.        , 0.14112858, 0.2493255 ,\n",
       "       0.05739941, 0.04891399, 0.05217456, 0.10040603, 0.11407568,\n",
       "       0.12327969, 0.12278163, 0.18392156, 0.11811237, 0.32476627,\n",
       "       0.13680939, 0.14393382, 0.17441275, 0.14196022, 0.11055793,\n",
       "       0.12371278, 0.3128426 , 0.01127998, 0.2824125 , 0.2912719 ,\n",
       "       0.08055397, 0.16445468, 0.22148553, 0.0706686 , 0.15362496,\n",
       "       0.16419147, 0.26938924, 0.29109737, 0.09357193, 0.14532081])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_similarity = cosine_similarity(movieratings)\n",
    "print(type(user_similarity))\n",
    "print('Shape of User Similarity Matrix', user_similarity.shape)\n",
    "user_similarity[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(610, 610)\n",
      "userId       1         2         3         4         5         6         7    \\\n",
      "userId                                                                         \n",
      "1       1.000000  0.027283  0.059720  0.194395  0.129080  0.128152  0.158744   \n",
      "2       0.027283  1.000000  0.000000  0.003726  0.016614  0.025333  0.027585   \n",
      "3       0.059720  0.000000  1.000000  0.002251  0.005020  0.003936  0.000000   \n",
      "4       0.194395  0.003726  0.002251  1.000000  0.128659  0.088491  0.115120   \n",
      "5       0.129080  0.016614  0.005020  0.128659  1.000000  0.300349  0.108342   \n",
      "\n",
      "userId       8         9         10        11        12        13        14   \\\n",
      "userId                                                                         \n",
      "1       0.136968  0.064263  0.016875  0.132499  0.016458  0.092971  0.113238   \n",
      "2       0.027257  0.000000  0.067445  0.044419  0.000000  0.043918  0.016901   \n",
      "3       0.004941  0.000000  0.000000  0.000000  0.000000  0.000000  0.003064   \n",
      "4       0.062969  0.011361  0.031163  0.054767  0.049945  0.076949  0.048989   \n",
      "5       0.429075  0.000000  0.030611  0.183805  0.058860  0.017157  0.221711   \n",
      "\n",
      "userId       15        16        17        18        19        20        21   \\\n",
      "userId                                                                         \n",
      "1       0.160689  0.169858  0.264358  0.214868  0.325376  0.160969  0.153162   \n",
      "2       0.119778  0.093728  0.103755  0.166253  0.012571  0.014137  0.090880   \n",
      "3       0.017251  0.032299  0.009813  0.028241  0.019142  0.008756  0.004017   \n",
      "4       0.071551  0.164761  0.145058  0.123217  0.206053  0.113755  0.053014   \n",
      "5       0.110152  0.082171  0.162633  0.121313  0.098758  0.096474  0.058264   \n",
      "\n",
      "userId       22        23        24        25        26        27        28   \\\n",
      "userId                                                                         \n",
      "1       0.050691  0.106669  0.155193  0.099261  0.105791  0.238933  0.203089   \n",
      "2       0.144635  0.013597  0.129902  0.226008  0.000000  0.000000  0.058209   \n",
      "3       0.003070  0.003081  0.002592  0.005100  0.000000  0.002332  0.029804   \n",
      "4       0.043403  0.093971  0.071690  0.032862  0.061832  0.128954  0.135743   \n",
      "5       0.033074  0.066889  0.096215  0.040705  0.294282  0.100491  0.122029   \n",
      "\n",
      "userId       29        30        31        32        33        34        35   \\\n",
      "userId                                                                         \n",
      "1       0.145251  0.099781  0.164454  0.146211  0.151945  0.083544  0.074508   \n",
      "2       0.104059  0.149324  0.000000  0.017807  0.032428  0.043299  0.000000   \n",
      "3       0.005974  0.000000  0.003507  0.015494  0.007156  0.000736  0.000000   \n",
      "4       0.061308  0.058140  0.126182  0.200597  0.167247  0.045571  0.050148   \n",
      "5       0.068876  0.065534  0.068585  0.233932  0.282323  0.029953  0.311472   \n",
      "\n",
      "userId       36        37        38        39        40        41        42   \\\n",
      "userId                                                                         \n",
      "1       0.071673  0.144736  0.138588  0.329782  0.094755  0.109053  0.255660   \n",
      "2       0.054012  0.028500  0.023147  0.000000  0.017446  0.128237  0.039293   \n",
      "3       0.000000  0.000000  0.004196  0.003639  0.002530  0.001975  0.011568   \n",
      "4       0.113807  0.061031  0.090125  0.240976  0.053436  0.129022  0.148847   \n",
      "5       0.022065  0.303078  0.377773  0.152956  0.321077  0.068567  0.128747   \n",
      "\n",
      "userId       43        44        45        46        47        48        49   \\\n",
      "userId                                                                         \n",
      "1       0.122498  0.110829  0.327922  0.109975  0.063193  0.098072  0.100929   \n",
      "2       0.011261  0.000000  0.033790  0.020886  0.067801  0.000000  0.102534   \n",
      "3       0.000000  0.030638  0.021675  0.000000  0.002646  0.000000  0.005768   \n",
      "4       0.056265  0.038021  0.200832  0.063022  0.049246  0.024882  0.004130   \n",
      "5       0.335619  0.045646  0.172993  0.430610  0.050149  0.000000  0.103334   \n",
      "\n",
      "userId       50        51        52       53        54        55        56   \\\n",
      "userId                                                                        \n",
      "1       0.106080  0.126699  0.048781  0.06284  0.130632  0.063314  0.134110   \n",
      "2       0.115801  0.015923  0.152533  0.00000  0.031531  0.055216  0.042164   \n",
      "3       0.006371  0.044297  0.000000  0.00000  0.000000  0.042039  0.000000   \n",
      "4       0.084035  0.095261  0.044063  0.00000  0.081845  0.005375  0.040357   \n",
      "5       0.050459  0.055026  0.048151  0.00000  0.376371  0.000000  0.297394   \n",
      "\n",
      "userId       57        58        59        60        61        62        63   \\\n",
      "userId                                                                         \n",
      "1       0.345034  0.157534  0.209374  0.066564  0.115522  0.108215  0.216159   \n",
      "2       0.017523  0.037781  0.000000  0.089498  0.055687  0.189780  0.134823   \n",
      "3       0.033919  0.005283  0.007611  0.007054  0.004396  0.002847  0.003631   \n",
      "4       0.255327  0.115579  0.136616  0.051512  0.078335  0.055150  0.172572   \n",
      "5       0.199558  0.452609  0.065953  0.110347  0.057699  0.049235  0.163245   \n",
      "\n",
      "userId       64        65        66        67        68        69        70   \\\n",
      "userId                                                                         \n",
      "1       0.315212  0.064604  0.233522  0.119046  0.265408  0.154213  0.078068   \n",
      "2       0.043951  0.221853  0.052091  0.116757  0.119262  0.053592  0.045259   \n",
      "3       0.009331  0.004233  0.038818  0.000000  0.028323  0.000000  0.010210   \n",
      "4       0.230425  0.012881  0.163201  0.047308  0.155738  0.109100  0.073620   \n",
      "5       0.161323  0.054061  0.102307  0.076636  0.117482  0.095705  0.082072   \n",
      "\n",
      "userId       71        72        73        74        75        76        77   \\\n",
      "userId                                                                         \n",
      "1       0.098955  0.209968  0.049217  0.063063  0.142639  0.182982  0.097955   \n",
      "2       0.000000  0.024610  0.164820  0.016050  0.000000  0.140409  0.131322   \n",
      "3       0.004504  0.007138  0.000900  0.004364  0.021314  0.000000  0.000000   \n",
      "4       0.039503  0.121692  0.023672  0.104673  0.129863  0.148000  0.075309   \n",
      "5       0.062912  0.242127  0.017234  0.062699  0.041661  0.063690  0.000000   \n",
      "\n",
      "userId       78        79        80        81        82        83        84   \\\n",
      "userId                                                                         \n",
      "1       0.177981  0.216426  0.065308  0.109261  0.216061  0.111356  0.165402   \n",
      "2       0.023631  0.010753  0.141365  0.027131  0.015892  0.102358  0.010728   \n",
      "3       0.000000  0.000000  0.001812  0.000000  0.019205  0.000000  0.020226   \n",
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      "5       0.168675  0.036173  0.032532  0.332356  0.123776  0.061317  0.240907   \n",
      "\n",
      "userId       85        86        87        88        89        90        91   \\\n",
      "userId                                                                         \n",
      "1       0.016092  0.147391  0.032086  0.071453  0.025576  0.051841  0.334727   \n",
      "2       0.027093  0.091419  0.000000  0.161381  0.005794  0.000000  0.031719   \n",
      "3       0.005457  0.000000  0.000000  0.014394  0.002101  0.000000  0.027540   \n",
      "4       0.068761  0.105023  0.043818  0.033493  0.048772  0.105275  0.206291   \n",
      "5       0.064460  0.122512  0.034737  0.070207  0.010060  0.089168  0.171594   \n",
      "\n",
      "userId       92        93        94        95        96        97        98   \\\n",
      "userId                                                                         \n",
      "1       0.028767  0.232766  0.110082  0.178069  0.282780  0.086557  0.062187   \n",
      "2       0.000000  0.037313  0.028922  0.000000  0.020503  0.028785  0.081573   \n",
      "3       0.000000  0.040584  0.000000  0.031781  0.016029  0.000000  0.001929   \n",
      "4       0.000000  0.093484  0.060809  0.087835  0.117250  0.039227  0.056847   \n",
      "5       0.000000  0.203737  0.418456  0.039914  0.206912  0.000000  0.040025   \n",
      "\n",
      "userId       99        100  ...       511       512       513       514  \\\n",
      "userId                      ...                                           \n",
      "1       0.066231  0.147763  ...  0.065984  0.153414  0.162371  0.233197   \n",
      "2       0.054751  0.000000  ...  0.177702  0.025174  0.030743  0.110536   \n",
      "3       0.000000  0.002060  ...  0.004175  0.004563  0.000000  0.051891   \n",
      "4       0.015227  0.139182  ...  0.023013  0.071878  0.159598  0.176597   \n",
      "5       0.219995  0.094535  ...  0.053309  0.453101  0.157459  0.124248   \n",
      "\n",
      "userId       515       516       517       518       519       520       521  \\\n",
      "userId                                                                         \n",
      "1       0.097038  0.138804  0.189769  0.043331  0.029803  0.185785  0.085288   \n",
      "2       0.214105  0.000000  0.025880  0.000000  0.077433  0.043687  0.000000   \n",
      "3       0.005062  0.003901  0.009612  0.043944  0.000000  0.000000  0.000000   \n",
      "4       0.025371  0.094022  0.166955  0.021138  0.029747  0.105710  0.077065   \n",
      "5       0.093741  0.033209  0.178268  0.000000  0.026888  0.038110  0.088516   \n",
      "\n",
      "userId       522       523       524       525       526       527       528  \\\n",
      "userId                                                                         \n",
      "1       0.209360  0.047457  0.237373  0.200386  0.087414  0.239247  0.131478   \n",
      "2       0.182158  0.160947  0.003339  0.084831  0.045780  0.000000  0.241492   \n",
      "3       0.021642  0.005528  0.025419  0.004807  0.000000  0.070748  0.000000   \n",
      "4       0.106386  0.008355  0.149057  0.159872  0.111683  0.117419  0.060597   \n",
      "5       0.096874  0.088734  0.210610  0.111886  0.056508  0.078466  0.114176   \n",
      "\n",
      "userId       529       530       531       532       533       534       535  \\\n",
      "userId                                                                         \n",
      "1       0.104226  0.101803  0.133353  0.227943  0.081646  0.158365  0.099355   \n",
      "2       0.000000  0.000000  0.000000  0.038232  0.026884  0.065675  0.000000   \n",
      "3       0.000000  0.000000  0.000000  0.070937  0.036550  0.015653  0.000000   \n",
      "4       0.059043  0.046566  0.132623  0.113833  0.009813  0.061533  0.127069   \n",
      "5       0.028209  0.243587  0.032614  0.150980  0.029172  0.068143  0.000000   \n",
      "\n",
      "userId       536       537       538       539       540       541       542  \\\n",
      "userId                                                                         \n",
      "1       0.101130  0.042638  0.036389  0.081649  0.144792  0.140414  0.142315   \n",
      "2       0.000000  0.209354  0.034036  0.051292  0.034859  0.016677  0.045064   \n",
      "3       0.005426  0.000866  0.000000  0.003616  0.000000  0.003779  0.002514   \n",
      "4       0.061381  0.002479  0.057589  0.033284  0.086864  0.079543  0.066359   \n",
      "5       0.280642  0.045608  0.085357  0.048650  0.058253  0.374004  0.103818   \n",
      "\n",
      "userId       543       544       545       546       547       548       549  \\\n",
      "userId                                                                         \n",
      "1       0.062950  0.060779  0.046552  0.053840  0.030390  0.092723  0.127448   \n",
      "2       0.036514  0.000000  0.000000  0.000000  0.000000  0.120988  0.180029   \n",
      "3       0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.001399   \n",
      "4       0.073306  0.015442  0.004305  0.046243  0.073782  0.033350  0.070596   \n",
      "5       0.081226  0.022954  0.000000  0.028869  0.000000  0.000000  0.084840   \n",
      "\n",
      "userId       550       551       552       553       554       555       556  \\\n",
      "userId                                                                         \n",
      "1       0.036342  0.098070  0.193074  0.123863  0.146142  0.302888  0.000000   \n",
      "2       0.254157  0.091510  0.018287  0.043870  0.000000  0.018537  0.000000   \n",
      "3       0.000000  0.000000  0.004144  0.003139  0.011407  0.065095  0.000000   \n",
      "4       0.003643  0.050960  0.136075  0.093047  0.168328  0.155897  0.030899   \n",
      "5       0.053241  0.052331  0.059532  0.051614  0.094079  0.122760  0.034446   \n",
      "\n",
      "userId       557       558       559       560       561       562       563  \\\n",
      "userId                                                                         \n",
      "1       0.143073  0.083512  0.146807  0.173686  0.315254  0.180987  0.031825   \n",
      "2       0.030109  0.000000  0.026384  0.148647  0.146946  0.085939  0.016849   \n",
      "3       0.004852  0.000000  0.000000  0.002432  0.063225  0.047333  0.002036   \n",
      "4       0.091180  0.056582  0.115680  0.123647  0.156591  0.100382  0.072709   \n",
      "5       0.114233  0.055193  0.392359  0.077399  0.130638  0.122859  0.045505   \n",
      "\n",
      "userId       564       565       566       567       568       569       570  \\\n",
      "userId                                                                         \n",
      "1       0.034747  0.128877  0.144707  0.050741  0.099100  0.105033  0.282525   \n",
      "2       0.077739  0.027396  0.021830  0.091056  0.000000  0.000000  0.055382   \n",
      "3       0.000000  0.006208  0.003957  0.000000  0.000000  0.000000  0.002347   \n",
      "4       0.025386  0.073778  0.099163  0.041899  0.076795  0.032616  0.181280   \n",
      "5       0.016980  0.511325  0.400498  0.028345  0.084127  0.341572  0.185234   \n",
      "\n",
      "userId       571       572       573       574       575       576       577  \\\n",
      "userId                                                                         \n",
      "1       0.090224  0.131072  0.253480  0.093450  0.062668  0.051803  0.317319   \n",
      "2       0.000000  0.032675  0.167959  0.035531  0.000000  0.000000  0.014870   \n",
      "3       0.020899  0.008056  0.000000  0.000000  0.000000  0.029830  0.039894   \n",
      "4       0.018553  0.182857  0.125627  0.064559  0.061035  0.005932  0.169440   \n",
      "5       0.020016  0.124806  0.129338  0.341347  0.049306  0.000000  0.122199   \n",
      "\n",
      "userId  578       579       580       581       582       583       584  \\\n",
      "userId                                                                    \n",
      "1       0.0  0.141129  0.249326  0.057399  0.048914  0.052175  0.100406   \n",
      "2       0.0  0.000000  0.061953  0.136703  0.219315  0.043620  0.000000   \n",
      "3       0.0  0.005749  0.033121  0.008561  0.000000  0.000000  0.000000   \n",
      "4       0.0  0.098777  0.148584  0.043871  0.047619  0.048474  0.041246   \n",
      "5       0.0  0.182382  0.117199  0.057538  0.000000  0.124645  0.348215   \n",
      "\n",
      "userId       585       586       587       588       589       590       591  \\\n",
      "userId                                                                         \n",
      "1       0.114076  0.123280  0.122782  0.183922  0.118112  0.324766  0.136809   \n",
      "2       0.127551  0.089562  0.000000  0.055900  0.026429  0.056348  0.036147   \n",
      "3       0.000000  0.000986  0.015793  0.003923  0.004791  0.027418  0.000000   \n",
      "4       0.088289  0.064095  0.138766  0.049146  0.064485  0.219298  0.116111   \n",
      "5       0.029293  0.072713  0.154315  0.377256  0.230961  0.152971  0.000000   \n",
      "\n",
      "userId       592       593       594       595       596       597       598  \\\n",
      "userId                                                                         \n",
      "1       0.143934  0.174413  0.141960  0.110558  0.123713  0.312843  0.011280   \n",
      "2       0.030684  0.062033  0.013125  0.000000  0.104568  0.011986  0.048508   \n",
      "3       0.000000  0.006460  0.001983  0.000000  0.025873  0.028970  0.000000   \n",
      "4       0.068196  0.217116  0.082614  0.091974  0.107908  0.275436  0.016054   \n",
      "5       0.359595  0.171864  0.137990  0.073238  0.096181  0.116071  0.000000   \n",
      "\n",
      "userId       599       600       601       602       603       604       605  \\\n",
      "userId                                                                         \n",
      "1       0.282412  0.291272  0.080554  0.164455  0.221486  0.070669  0.153625   \n",
      "2       0.098000  0.023248  0.202671  0.016866  0.011997  0.000000  0.000000   \n",
      "3       0.039539  0.013143  0.005048  0.004892  0.024992  0.000000  0.010694   \n",
      "4       0.201610  0.211921  0.085938  0.128273  0.307973  0.052985  0.084584   \n",
      "5       0.098599  0.137053  0.068048  0.418747  0.110148  0.258773  0.148758   \n",
      "\n",
      "userId       606       607       608       609       610  \n",
      "userId                                                    \n",
      "1       0.164191  0.269389  0.291097  0.093572  0.145321  \n",
      "2       0.028429  0.012948  0.046211  0.027565  0.102427  \n",
      "3       0.012993  0.019247  0.021128  0.000000  0.032119  \n",
      "4       0.200395  0.131746  0.149858  0.032198  0.107683  \n",
      "5       0.106435  0.152866  0.135535  0.261232  0.060792  \n",
      "\n",
      "[5 rows x 610 columns]\n"
     ]
    }
   ],
   "source": [
    "user_sim_df = pd.DataFrame(user_similarity,index=movieratings.index,columns=movieratings.index)\n",
    "print(user_sim_df.shape)\n",
    "print(user_sim_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9719, 610)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>userId</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
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       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
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       "      <th>66</th>\n",
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       "      <th>70</th>\n",
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       "      <th>74</th>\n",
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       "      <th>82</th>\n",
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       "      <th>84</th>\n",
       "      <th>85</th>\n",
       "      <th>86</th>\n",
       "      <th>87</th>\n",
       "      <th>88</th>\n",
       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "      <th>100</th>\n",
       "      <th>...</th>\n",
       "      <th>511</th>\n",
       "      <th>512</th>\n",
       "      <th>513</th>\n",
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       "      <th>541</th>\n",
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       "      <th>582</th>\n",
       "      <th>583</th>\n",
       "      <th>584</th>\n",
       "      <th>585</th>\n",
       "      <th>586</th>\n",
       "      <th>587</th>\n",
       "      <th>588</th>\n",
       "      <th>589</th>\n",
       "      <th>590</th>\n",
       "      <th>591</th>\n",
       "      <th>592</th>\n",
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       "      <th>594</th>\n",
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       "      <th>596</th>\n",
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       "      <th>600</th>\n",
       "      <th>601</th>\n",
       "      <th>602</th>\n",
       "      <th>603</th>\n",
       "      <th>604</th>\n",
       "      <th>605</th>\n",
       "      <th>606</th>\n",
       "      <th>607</th>\n",
       "      <th>608</th>\n",
       "      <th>609</th>\n",
       "      <th>610</th>\n",
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       "      <th>title</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>'71 (2014)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'Hellboy': The Seeds of Creation (2004)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'Round Midnight (1986)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'Salem's Lot (2004)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'Til There Was You (1997)</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   571  572  573  574  575  576  577  \\\n",
       "title                                                                        \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   578  579  580  581  582  583  584  \\\n",
       "title                                                                        \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   585  586  587  588  589  590  591  \\\n",
       "title                                                                        \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   592  593  594  595  596  597  598  \\\n",
       "title                                                                        \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   599  600  601  602  603  604  605  \\\n",
       "title                                                                        \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userId                                   606  607  608  609  610  \n",
       "title                                                             \n",
       "'71 (2014)                               0.0  0.0  0.0  0.0  4.0  \n",
       "'Hellboy': The Seeds of Creation (2004)  0.0  0.0  0.0  0.0  0.0  \n",
       "'Round Midnight (1986)                   0.0  0.0  0.0  0.0  0.0  \n",
       "'Salem's Lot (2004)                      0.0  0.0  0.0  0.0  0.0  \n",
       "'Til There Was You (1997)                0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[5 rows x 610 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movieratings = movieratings.T\n",
    "print(movieratings.shape)\n",
    "movieratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "import operator\n",
    "def recommendation(userId):\n",
    "    if userId not in movieratings.columns:\n",
    "        retrun('No Data Available for User')\n",
    "\n",
    "    # Filter top 10 users similar to given user\n",
    "    sim_user = user_sim_df.sort_values(by=userId,ascending=False).index[1:11]\n",
    "    best = []\n",
    "    # Filter each similar user best movies\n",
    "    for i in sim_user:\n",
    "        max_score = movieratings.loc[:,i].max()\n",
    "        best.append(movieratings[movieratings.loc[:,i] == max_score].index.tolist())\n",
    "    # We assume if the user given rating indicates then user already watched the movie\n",
    "    user_seen_movies = movieratings[movieratings.loc[:,userId]>0].index.tolist()\n",
    "    # Remove the already watched movies from the movies to be recommended\n",
    "    for i in range(len(best)):\n",
    "        for j in best[i]:\n",
    "            best[i].remove(j)\n",
    "    most_common = {}\n",
    "    for i in range(len(best)):\n",
    "        for j in best[i]:\n",
    "            if j in most_common:\n",
    "                most_common[j]+=1\n",
    "            else:\n",
    "                most_common[j] = 1\n",
    "\n",
    "    sorted_list = sorted(most_common.items(),key=operator.itemgetter(1), reverse=True)\n",
    "    return sorted_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Braveheart (1995)', 5),\n",
       " ('Jaws (1975)', 5),\n",
       " ('Monty Python and the Holy Grail (1975)', 5),\n",
       " ('Blade Runner (1982)', 4),\n",
       " ('Princess Bride, The (1987)', 4),\n",
       " ('Aliens (1986)', 3),\n",
       " ('Fargo (1996)', 3),\n",
       " ('Fisher King, The (1991)', 3),\n",
       " ('Matrix, The (1999)', 3),\n",
       " ('Pulp Fiction (1994)', 3),\n",
       " ('Star Wars: Episode V - The Empire Strikes Back (1980)', 3),\n",
       " ('Godfather, The (1972)', 3),\n",
       " (\"Schindler's List (1993)\", 3),\n",
       " ('L.A. Confidential (1997)', 3),\n",
       " ('Clockwork Orange, A (1971)', 3),\n",
       " ('Psycho (1960)', 3),\n",
       " ('Fight Club (1999)', 2),\n",
       " ('Full Metal Jacket (1987)', 2),\n",
       " (\"Monty Python's Life of Brian (1979)\", 2),\n",
       " ('Platoon (1986)', 2),\n",
       " ('Raising Arizona (1987)', 2),\n",
       " ('Ronin (1998)', 2),\n",
       " ('Army of Darkness (1993)', 2),\n",
       " ('Blade (1998)', 2),\n",
       " ('Harold and Maude (1971)', 2),\n",
       " ('Predator (1987)', 2),\n",
       " ('Reservoir Dogs (1992)', 2),\n",
       " ('Saving Private Ryan (1998)', 2),\n",
       " ('Shining, The (1980)', 2),\n",
       " ('Terminator, The (1984)', 2),\n",
       " (\"There's Something About Mary (1998)\", 2),\n",
       " (\"William Shakespeare's Romeo + Juliet (1996)\", 2),\n",
       " ('Apocalypse Now (1979)', 2),\n",
       " ('Airplane! (1980)', 2),\n",
       " (\"Ferris Bueller's Day Off (1986)\", 2),\n",
       " ('General, The (1926)', 2),\n",
       " ('Highlander (1986)', 2),\n",
       " ('Lifeboat (1944)', 2),\n",
       " ('Rear Window (1954)', 2),\n",
       " ('Shakespeare in Love (1998)', 2),\n",
       " ('Touch of Evil (1958)', 2),\n",
       " ('Batman (1989)', 2),\n",
       " ('Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1964)',\n",
       "  2),\n",
       " ('Pi (1998)', 2),\n",
       " ('Abyss, The (1989)', 2),\n",
       " ('Big Lebowski, The (1998)', 2),\n",
       " ('Breakfast Club, The (1985)', 2),\n",
       " ('Godfather: Part II, The (1974)', 2),\n",
       " ('Green Mile, The (1999)', 2),\n",
       " ('Shawshank Redemption, The (1994)', 2),\n",
       " ('Simple Plan, A (1998)', 2),\n",
       " ('Stand by Me (1986)', 2),\n",
       " ('Go (1999)', 2),\n",
       " ('Indiana Jones and the Last Crusade (1989)', 2),\n",
       " ('South Park: Bigger, Longer and Uncut (1999)', 2),\n",
       " ('Lord of the Rings: The Fellowship of the Ring, The (2001)', 2),\n",
       " ('O Brother, Where Art Thou? (2000)', 2),\n",
       " ('Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981)',\n",
       "  2),\n",
       " ('Star Wars: Episode IV - A New Hope (1977)', 2),\n",
       " ('Austin Powers: International Man of Mystery (1997)', 2),\n",
       " ('Crouching Tiger, Hidden Dragon (Wo hu cang long) (2000)', 2),\n",
       " ('Rocky Horror Picture Show, The (1975)', 2),\n",
       " ('Austin Powers: The Spy Who Shagged Me (1999)', 1),\n",
       " ('Casino (1995)', 1),\n",
       " ('Commitments, The (1991)', 1),\n",
       " ('Dirty Work (1998)', 1),\n",
       " ('Donnie Brasco (1997)', 1),\n",
       " ('Evil Dead II (Dead by Dawn) (1987)', 1),\n",
       " ('Goldfinger (1964)', 1),\n",
       " ('Hard-Boiled (Lat sau san taam) (1992)', 1),\n",
       " ('Hunt for Red October, The (1990)', 1),\n",
       " ('Ref, The (1994)', 1),\n",
       " ('Rock, The (1996)', 1),\n",
       " ('Summer of Sam (1999)', 1),\n",
       " ('Three Kings (1999)', 1),\n",
       " ('Total Recall (1990)', 1),\n",
       " ('True Romance (1993)', 1),\n",
       " ('Untouchables, The (1987)', 1),\n",
       " ('7th Voyage of Sinbad, The (1958)', 1),\n",
       " ('Alien Nation (1988)', 1),\n",
       " ('Beastmaster, The (1982)', 1),\n",
       " ('Big Trouble in Little China (1986)', 1),\n",
       " ('Bottle Rocket (1996)', 1),\n",
       " ('Brazil (1985)', 1),\n",
       " ('Cell, The (2000)', 1),\n",
       " ('Clash of the Titans (1981)', 1),\n",
       " ('Conan the Barbarian (1982)', 1),\n",
       " ('Dark Crystal, The (1982)', 1),\n",
       " ('Escape from New York (1981)', 1),\n",
       " ('Fright Night (1985)', 1),\n",
       " ('Game, The (1997)', 1),\n",
       " ('Heavy Metal (1981)', 1),\n",
       " ('Island of Dr. Moreau, The (1996)', 1),\n",
       " ('Lord of the Rings, The (1978)', 1),\n",
       " ('Mad Max Beyond Thunderdome (1985)', 1),\n",
       " ('Name of the Rose, The (Name der Rose, Der) (1986)', 1),\n",
       " ('Night of the Living Dead (1968)', 1),\n",
       " ('Opposite of Sex, The (1998)', 1),\n",
       " ('Spawn (1997)', 1),\n",
       " ('The Hunger (1983)', 1),\n",
       " ('True Lies (1994)', 1),\n",
       " ('Unbreakable (2000)', 1),\n",
       " ('Waiting for Guffman (1996)', 1),\n",
       " ('Beauty and the Beast (1991)', 1),\n",
       " ('Big Sleep, The (1946)', 1),\n",
       " ('Bridge on the River Kwai, The (1957)', 1),\n",
       " ('Butch Cassidy and the Sundance Kid (1969)', 1),\n",
       " ('Chinatown (1974)', 1),\n",
       " ('Close Encounters of the Third Kind (1977)', 1),\n",
       " ('Doctor Zhivago (1965)', 1),\n",
       " ('Duck Soup (1933)', 1),\n",
       " ('Fugitive, The (1993)', 1),\n",
       " ('Good, the Bad and the Ugly, The (Buono, il brutto, il cattivo, Il) (1966)',\n",
       "  1),\n",
       " ('High Noon (1952)', 1),\n",
       " (\"Kelly's Heroes (1970)\", 1),\n",
       " ('Lethal Weapon (1987)', 1),\n",
       " ('Maltese Falcon, The (1941)', 1),\n",
       " ('Sabrina (1954)', 1),\n",
       " (\"Singin' in the Rain (1952)\", 1),\n",
       " ('Star Trek II: The Wrath of Khan (1982)', 1),\n",
       " ('Sting, The (1973)', 1),\n",
       " ('This Is Spinal Tap (1984)', 1),\n",
       " ('True Grit (1969)', 1),\n",
       " ('Wallace & Gromit: The Best of Aardman Animation (1996)', 1),\n",
       " ('Yojimbo (1961)', 1),\n",
       " ('Akira (1988)', 1),\n",
       " ('Crow, The (1994)', 1),\n",
       " ('Dawn of the Dead (2004)', 1),\n",
       " ('Ginger Snaps (2000)', 1),\n",
       " ('Heat (1995)', 1),\n",
       " ('Ninja Scroll (Jûbei ninpûchô) (1995)', 1),\n",
       " ('Pitch Black (2000)', 1),\n",
       " ('Road Warrior, The (Mad Max 2) (1981)', 1),\n",
       " ('Shaun of the Dead (2004)', 1),\n",
       " ('Sleepy Hollow (1999)', 1),\n",
       " ('Spider-Man 2 (2004)', 1),\n",
       " ('Tremors (1990)', 1),\n",
       " ('Amadeus (1984)', 1),\n",
       " ('Annie Hall (1977)', 1),\n",
       " ('Being There (1979)', 1),\n",
       " ('Casablanca (1942)', 1),\n",
       " ('Christmas Story, A (1983)', 1),\n",
       " ('Conversation, The (1974)', 1),\n",
       " ('Defending Your Life (1991)', 1),\n",
       " ('Exorcist, The (1973)', 1),\n",
       " ('Fifth Element, The (1997)', 1),\n",
       " ('For a Few Dollars More (Per qualche dollaro in più) (1965)', 1),\n",
       " ('Goodbye Girl, The (1977)', 1),\n",
       " ('Heartbreak Ridge (1986)', 1),\n",
       " ('Hudsucker Proxy, The (1994)', 1),\n",
       " ('Local Hero (1983)', 1),\n",
       " ('Manhattan (1979)', 1),\n",
       " ('Odd Couple, The (1968)', 1),\n",
       " ('On the Waterfront (1954)', 1),\n",
       " (\"One Flew Over the Cuckoo's Nest (1975)\", 1),\n",
       " ('Paths of Glory (1957)', 1),\n",
       " ('Raging Bull (1980)', 1),\n",
       " ('Searching for Bobby Fischer (1993)', 1),\n",
       " ('Strangers on a Train (1951)', 1),\n",
       " ('Sweet Hereafter, The (1997)', 1),\n",
       " ('Thing, The (1982)', 1),\n",
       " ('Time Bandits (1981)', 1),\n",
       " ('Trial, The (Procès, Le) (1962)', 1),\n",
       " ('Twelve Monkeys (a.k.a. 12 Monkeys) (1995)', 1),\n",
       " ('Verdict, The (1982)', 1),\n",
       " ('Willy Wonka & the Chocolate Factory (1971)', 1),\n",
       " ('Being John Malkovich (1999)', 1),\n",
       " ('Dead Zone, The (1983)', 1),\n",
       " ('Drugstore Cowboy (1989)', 1),\n",
       " ('Hard Core Logo (1996)', 1),\n",
       " ('American Graffiti (1973)', 1),\n",
       " ('Back to the Future (1985)', 1),\n",
       " ('Dances with Wolves (1990)', 1),\n",
       " ('Ed Wood (1994)', 1),\n",
       " ('In Bruges (2008)', 1),\n",
       " ('Lawrence of Arabia (1962)', 1),\n",
       " ('Papillon (1973)', 1),\n",
       " ('Rocky (1976)', 1),\n",
       " ('Winnie the Pooh and the Blustery Day (1968)', 1),\n",
       " ('American Pie (1999)', 1),\n",
       " ('Arlington Road (1999)', 1),\n",
       " ('Caddyshack (1980)', 1),\n",
       " ('Chicken Run (2000)', 1),\n",
       " ('Deliverance (1972)', 1),\n",
       " (\"Dude, Where's My Car? (2000)\", 1),\n",
       " ('Enemy of the State (1998)', 1),\n",
       " ('Escape from the Planet of the Apes (1971)', 1),\n",
       " ('Face/Off (1997)', 1),\n",
       " ('Fatal Attraction (1987)', 1),\n",
       " ('Fish Called Wanda, A (1988)', 1),\n",
       " ('Friday (1995)', 1),\n",
       " ('Full Monty, The (1997)', 1),\n",
       " ('Gattaca (1997)', 1),\n",
       " ('Independence Day (a.k.a. ID4) (1996)', 1),\n",
       " ('Jackal, The (1997)', 1),\n",
       " ('Jay and Silent Bob Strike Back (2001)', 1),\n",
       " ('Lost Boys, The (1987)', 1),\n",
       " ('Man in the Iron Mask, The (1998)', 1),\n",
       " ('Mission: Impossible (1996)', 1),\n",
       " ('Pacific Heights (1990)', 1),\n",
       " ('Payback (1999)', 1),\n",
       " ('Planes, Trains & Automobiles (1987)', 1),\n",
       " ('Red Dawn (1984)', 1),\n",
       " ('Road Trip (2000)', 1),\n",
       " (\"Rosemary's Baby (1968)\", 1),\n",
       " ('Rush Hour (1998)', 1),\n",
       " ('Scream 2 (1997)', 1),\n",
       " ('Slap Shot (1977)', 1),\n",
       " ('Snatch (2000)', 1),\n",
       " ('Star Trek IV: The Voyage Home (1986)', 1),\n",
       " ('Star Trek: Insurrection (1998)', 1),\n",
       " ('Starship Troopers (1997)', 1),\n",
       " ('Stripes (1981)', 1),\n",
       " ('Three Musketeers, The (1993)', 1),\n",
       " ('U.S. Marshals (1998)', 1),\n",
       " ('Whole Nine Yards, The (2000)', 1),\n",
       " ('X-Files: Fight the Future, The (1998)', 1),\n",
       " ('Along Came Polly (2004)', 1),\n",
       " ('American History X (1998)', 1),\n",
       " ('Anger Management (2003)', 1),\n",
       " ('Big Daddy (1999)', 1),\n",
       " ('Bourne Identity, The (2002)', 1),\n",
       " (\"Bug's Life, A (1998)\", 1),\n",
       " ('Cast Away (2000)', 1),\n",
       " ('Clerks (1994)', 1),\n",
       " ('Die Hard: With a Vengeance (1995)', 1),\n",
       " ('Dumb & Dumber (Dumb and Dumber) (1994)', 1),\n",
       " (\"Emperor's New Groove, The (2000)\", 1),\n",
       " ('Fantasia (1940)', 1),\n",
       " ('Field of Dreams (1989)', 1),\n",
       " ('Finding Nemo (2003)', 1),\n",
       " ('Gladiator (2000)', 1),\n",
       " ('Gone in 60 Seconds (2000)', 1),\n",
       " ('Goodfellas (1990)', 1),\n",
       " ('Happy Gilmore (1996)', 1),\n",
       " ('Jerry Maguire (1996)', 1),\n",
       " ('Jungle Book, The (1994)', 1),\n",
       " ('Legend of Drunken Master, The (Jui kuen II) (1994)', 1),\n",
       " ('Lion King, The (1994)', 1),\n",
       " ('Matrix Reloaded, The (2003)', 1),\n",
       " ('Monsters, Inc. (2001)', 1),\n",
       " ('Moulin Rouge (2001)', 1),\n",
       " ('Muppet Christmas Carol, The (1992)', 1),\n",
       " (\"Ocean's Eleven (2001)\", 1),\n",
       " ('Office Space (1999)', 1),\n",
       " ('Patch Adams (1998)', 1),\n",
       " ('Ratatouille (2007)', 1),\n",
       " ('Shrek (2001)', 1),\n",
       " ('Signs (2002)', 1),\n",
       " ('Sixth Sense, The (1999)', 1),\n",
       " ('So I Married an Axe Murderer (1993)', 1),\n",
       " ('Spy Game (2001)', 1),\n",
       " ('Star Wars: Episode II - Attack of the Clones (2002)', 1),\n",
       " ('Star Wars: Episode VI - Return of the Jedi (1983)', 1),\n",
       " ('Swingers (1996)', 1),\n",
       " ('Top Secret! (1984)', 1),\n",
       " ('Usual Suspects, The (1995)', 1),\n",
       " ('X2: X-Men United (2003)', 1)]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recommendation(1)"
   ]
  }
 ],
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