collaborative based 2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = pd.read_csv(\"m.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating = pd.read_csv(\"r.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = pd.merge(movie,rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Toy Story (1995)</td>\n",
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       "      <td>193587</td>\n",
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       "      <td>1537157606</td>\n",
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       "<p>100836 rows × 6 columns</p>\n",
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      ],
      "text/plain": [
       "        movieId                                      title  \\\n",
       "0             1                           Toy Story (1995)   \n",
       "1             1                           Toy Story (1995)   \n",
       "2             1                           Toy Story (1995)   \n",
       "3             1                           Toy Story (1995)   \n",
       "4             1                           Toy Story (1995)   \n",
       "...         ...                                        ...   \n",
       "100831   193581  Black Butler: Book of the Atlantic (2017)   \n",
       "100832   193583               No Game No Life: Zero (2017)   \n",
       "100833   193585                               Flint (2017)   \n",
       "100834   193587        Bungo Stray Dogs: Dead Apple (2018)   \n",
       "100835   193609        Andrew Dice Clay: Dice Rules (1991)   \n",
       "\n",
       "                                             genres  userId  rating  \\\n",
       "0       Adventure|Animation|Children|Comedy|Fantasy       1     4.0   \n",
       "1       Adventure|Animation|Children|Comedy|Fantasy       5     4.0   \n",
       "2       Adventure|Animation|Children|Comedy|Fantasy       7     4.5   \n",
       "3       Adventure|Animation|Children|Comedy|Fantasy      15     2.5   \n",
       "4       Adventure|Animation|Children|Comedy|Fantasy      17     4.5   \n",
       "...                                             ...     ...     ...   \n",
       "100831              Action|Animation|Comedy|Fantasy     184     4.0   \n",
       "100832                     Animation|Comedy|Fantasy     184     3.5   \n",
       "100833                                        Drama     184     3.5   \n",
       "100834                             Action|Animation     184     3.5   \n",
       "100835                                       Comedy     331     4.0   \n",
       "\n",
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       "100832  1537109545  \n",
       "100833  1537109805  \n",
       "100834  1537110021  \n",
       "100835  1537157606  \n",
       "\n",
       "[100836 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = final.drop(columns=[\"timestamp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "<p>100836 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "        movieId                                      title  \\\n",
       "0             1                           Toy Story (1995)   \n",
       "1             1                           Toy Story (1995)   \n",
       "2             1                           Toy Story (1995)   \n",
       "3             1                           Toy Story (1995)   \n",
       "4             1                           Toy Story (1995)   \n",
       "...         ...                                        ...   \n",
       "100831   193581  Black Butler: Book of the Atlantic (2017)   \n",
       "100832   193583               No Game No Life: Zero (2017)   \n",
       "100833   193585                               Flint (2017)   \n",
       "100834   193587        Bungo Stray Dogs: Dead Apple (2018)   \n",
       "100835   193609        Andrew Dice Clay: Dice Rules (1991)   \n",
       "\n",
       "                                             genres  userId  rating  \n",
       "0       Adventure|Animation|Children|Comedy|Fantasy       1     4.0  \n",
       "1       Adventure|Animation|Children|Comedy|Fantasy       5     4.0  \n",
       "2       Adventure|Animation|Children|Comedy|Fantasy       7     4.5  \n",
       "3       Adventure|Animation|Children|Comedy|Fantasy      15     2.5  \n",
       "4       Adventure|Animation|Children|Comedy|Fantasy      17     4.5  \n",
       "...                                             ...     ...     ...  \n",
       "100831              Action|Animation|Comedy|Fantasy     184     4.0  \n",
       "100832                     Animation|Comedy|Fantasy     184     3.5  \n",
       "100833                                        Drama     184     3.5  \n",
       "100834                             Action|Animation     184     3.5  \n",
       "100835                                       Comedy     331     4.0  \n",
       "\n",
       "[100836 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = final.drop(columns=[\"genres\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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       "      <td>4.0</td>\n",
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      ],
      "text/plain": [
       "        movieId                                      title  userId  rating\n",
       "0             1                           Toy Story (1995)       1     4.0\n",
       "1             1                           Toy Story (1995)       5     4.0\n",
       "2             1                           Toy Story (1995)       7     4.5\n",
       "3             1                           Toy Story (1995)      15     2.5\n",
       "4             1                           Toy Story (1995)      17     4.5\n",
       "...         ...                                        ...     ...     ...\n",
       "100831   193581  Black Butler: Book of the Atlantic (2017)     184     4.0\n",
       "100832   193583               No Game No Life: Zero (2017)     184     3.5\n",
       "100833   193585                               Flint (2017)     184     3.5\n",
       "100834   193587        Bungo Stray Dogs: Dead Apple (2018)     184     3.5\n",
       "100835   193609        Andrew Dice Clay: Dice Rules (1991)     331     4.0\n",
       "\n",
       "[100836 rows x 4 columns]"
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     "execution_count": 12,
     "metadata": {},
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   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = final.pivot_table(index=[\"userId\"],columns=[\"title\"],values=\"rating\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
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   "outputs": [
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       "      <th>title</th>\n",
       "      <th>'71 (2014)</th>\n",
       "      <th>'Hellboy': The Seeds of Creation (2004)</th>\n",
       "      <th>'Round Midnight (1986)</th>\n",
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       "      <th>'Til There Was You (1997)</th>\n",
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       "      <th>'burbs, The (1989)</th>\n",
       "      <th>'night Mother (1986)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
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       "      <th>...</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>610 rows × 9719 columns</p>\n",
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      ],
      "text/plain": [
       "title   '71 (2014)  'Hellboy': The Seeds of Creation (2004)  \\\n",
       "userId                                                        \n",
       "1              NaN                                      NaN   \n",
       "2              NaN                                      NaN   \n",
       "3              NaN                                      NaN   \n",
       "4              NaN                                      NaN   \n",
       "5              NaN                                      NaN   \n",
       "...            ...                                      ...   \n",
       "606            NaN                                      NaN   \n",
       "607            NaN                                      NaN   \n",
       "608            NaN                                      NaN   \n",
       "609            NaN                                      NaN   \n",
       "610            4.0                                      NaN   \n",
       "\n",
       "title   'Round Midnight (1986)  'Salem's Lot (2004)  \\\n",
       "userId                                                \n",
       "1                          NaN                  NaN   \n",
       "2                          NaN                  NaN   \n",
       "3                          NaN                  NaN   \n",
       "4                          NaN                  NaN   \n",
       "5                          NaN                  NaN   \n",
       "...                        ...                  ...   \n",
       "606                        NaN                  NaN   \n",
       "607                        NaN                  NaN   \n",
       "608                        NaN                  NaN   \n",
       "609                        NaN                  NaN   \n",
       "610                        NaN                  NaN   \n",
       "\n",
       "title   'Til There Was You (1997)  'Tis the Season for Love (2015)  \\\n",
       "userId                                                               \n",
       "1                             NaN                              NaN   \n",
       "2                             NaN                              NaN   \n",
       "3                             NaN                              NaN   \n",
       "4                             NaN                              NaN   \n",
       "5                             NaN                              NaN   \n",
       "...                           ...                              ...   \n",
       "606                           NaN                              NaN   \n",
       "607                           NaN                              NaN   \n",
       "608                           NaN                              NaN   \n",
       "609                           NaN                              NaN   \n",
       "610                           NaN                              NaN   \n",
       "\n",
       "title   'burbs, The (1989)  'night Mother (1986)  (500) Days of Summer (2009)  \\\n",
       "userId                                                                          \n",
       "1                      NaN                   NaN                          NaN   \n",
       "2                      NaN                   NaN                          NaN   \n",
       "3                      NaN                   NaN                          NaN   \n",
       "4                      NaN                   NaN                          NaN   \n",
       "5                      NaN                   NaN                          NaN   \n",
       "...                    ...                   ...                          ...   \n",
       "606                    NaN                   NaN                          NaN   \n",
       "607                    NaN                   NaN                          NaN   \n",
       "608                    NaN                   NaN                          NaN   \n",
       "609                    NaN                   NaN                          NaN   \n",
       "610                    NaN                   NaN                          3.5   \n",
       "\n",
       "title   *batteries not included (1987)  ...  Zulu (2013)  [REC] (2007)  \\\n",
       "userId                                  ...                              \n",
       "1                                  NaN  ...          NaN           NaN   \n",
       "2                                  NaN  ...          NaN           NaN   \n",
       "3                                  NaN  ...          NaN           NaN   \n",
       "4                                  NaN  ...          NaN           NaN   \n",
       "5                                  NaN  ...          NaN           NaN   \n",
       "...                                ...  ...          ...           ...   \n",
       "606                                NaN  ...          NaN           NaN   \n",
       "607                                NaN  ...          NaN           NaN   \n",
       "608                                NaN  ...          NaN           NaN   \n",
       "609                                NaN  ...          NaN           NaN   \n",
       "610                                NaN  ...          NaN           4.0   \n",
       "\n",
       "title   [REC]² (2009)  [REC]³ 3 Génesis (2012)  \\\n",
       "userId                                           \n",
       "1                 NaN                      NaN   \n",
       "2                 NaN                      NaN   \n",
       "3                 NaN                      NaN   \n",
       "4                 NaN                      NaN   \n",
       "5                 NaN                      NaN   \n",
       "...               ...                      ...   \n",
       "606               NaN                      NaN   \n",
       "607               NaN                      NaN   \n",
       "608               NaN                      NaN   \n",
       "609               NaN                      NaN   \n",
       "610               3.5                      3.0   \n",
       "\n",
       "title   anohana: The Flower We Saw That Day - The Movie (2013)  \\\n",
       "userId                                                           \n",
       "1                                                     NaN        \n",
       "2                                                     NaN        \n",
       "3                                                     NaN        \n",
       "4                                                     NaN        \n",
       "5                                                     NaN        \n",
       "...                                                   ...        \n",
       "606                                                   NaN        \n",
       "607                                                   NaN        \n",
       "608                                                   NaN        \n",
       "609                                                   NaN        \n",
       "610                                                   NaN        \n",
       "\n",
       "title   eXistenZ (1999)  xXx (2002)  xXx: State of the Union (2005)  \\\n",
       "userId                                                                \n",
       "1                   NaN         NaN                             NaN   \n",
       "2                   NaN         NaN                             NaN   \n",
       "3                   NaN         NaN                             NaN   \n",
       "4                   NaN         NaN                             NaN   \n",
       "5                   NaN         NaN                             NaN   \n",
       "...                 ...         ...                             ...   \n",
       "606                 NaN         NaN                             NaN   \n",
       "607                 NaN         NaN                             NaN   \n",
       "608                 4.5         3.5                             NaN   \n",
       "609                 NaN         NaN                             NaN   \n",
       "610                 NaN         2.0                             1.5   \n",
       "\n",
       "title   ¡Three Amigos! (1986)  À nous la liberté (Freedom for Us) (1931)  \n",
       "userId                                                                    \n",
       "1                         4.0                                        NaN  \n",
       "2                         NaN                                        NaN  \n",
       "3                         NaN                                        NaN  \n",
       "4                         NaN                                        NaN  \n",
       "5                         NaN                                        NaN  \n",
       "...                       ...                                        ...  \n",
       "606                       NaN                                        NaN  \n",
       "607                       NaN                                        NaN  \n",
       "608                       NaN                                        NaN  \n",
       "609                       NaN                                        NaN  \n",
       "610                       NaN                                        NaN  \n",
       "\n",
       "[610 rows x 9719 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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  {
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   "execution_count": 15,
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</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              NaN                                      NaN   \n",
       "2              NaN                                      NaN   \n",
       "3              NaN                                      NaN   \n",
       "4              NaN                                      NaN   \n",
       "5              NaN                                      NaN   \n",
       "\n",
       "title   'Round Midnight (1986)  'Salem's Lot (2004)  \\\n",
       "userId                                                \n",
       "1                          NaN                  NaN   \n",
       "2                          NaN                  NaN   \n",
       "3                          NaN                  NaN   \n",
       "4                          NaN                  NaN   \n",
       "5                          NaN                  NaN   \n",
       "\n",
       "title   'Til There Was You (1997)  'Tis the Season for Love (2015)  \\\n",
       "userId                                                               \n",
       "1                             NaN                              NaN   \n",
       "2                             NaN                              NaN   \n",
       "3                             NaN                              NaN   \n",
       "4                             NaN                              NaN   \n",
       "5                             NaN                              NaN   \n",
       "\n",
       "title   'burbs, The (1989)  'night Mother (1986)  (500) Days of Summer (2009)  \\\n",
       "userId                                                                          \n",
       "1                      NaN                   NaN                          NaN   \n",
       "2                      NaN                   NaN                          NaN   \n",
       "3                      NaN                   NaN                          NaN   \n",
       "4                      NaN                   NaN                          NaN   \n",
       "5                      NaN                   NaN                          NaN   \n",
       "\n",
       "title   *batteries not included (1987)  ...  Zulu (2013)  [REC] (2007)  \\\n",
       "userId                                  ...                              \n",
       "1                                  NaN  ...          NaN           NaN   \n",
       "2                                  NaN  ...          NaN           NaN   \n",
       "3                                  NaN  ...          NaN           NaN   \n",
       "4                                  NaN  ...          NaN           NaN   \n",
       "5                                  NaN  ...          NaN           NaN   \n",
       "\n",
       "title   [REC]² (2009)  [REC]³ 3 Génesis (2012)  \\\n",
       "userId                                           \n",
       "1                 NaN                      NaN   \n",
       "2                 NaN                      NaN   \n",
       "3                 NaN                      NaN   \n",
       "4                 NaN                      NaN   \n",
       "5                 NaN                      NaN   \n",
       "\n",
       "title   anohana: The Flower We Saw That Day - The Movie (2013)  \\\n",
       "userId                                                           \n",
       "1                                                     NaN        \n",
       "2                                                     NaN        \n",
       "3                                                     NaN        \n",
       "4                                                     NaN        \n",
       "5                                                     NaN        \n",
       "\n",
       "title   eXistenZ (1999)  xXx (2002)  xXx: State of the Union (2005)  \\\n",
       "userId                                                                \n",
       "1                   NaN         NaN                             NaN   \n",
       "2                   NaN         NaN                             NaN   \n",
       "3                   NaN         NaN                             NaN   \n",
       "4                   NaN         NaN                             NaN   \n",
       "5                   NaN         NaN                             NaN   \n",
       "\n",
       "title   ¡Three Amigos! (1986)  À nous la liberté (Freedom for Us) (1931)  \n",
       "userId                                                                    \n",
       "1                         4.0                                        NaN  \n",
       "2                         NaN                                        NaN  \n",
       "3                         NaN                                        NaN  \n",
       "4                         NaN                                        NaN  \n",
       "5                         NaN                                        NaN  \n",
       "\n",
       "[5 rows x 9719 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna(thresh=10,axis=1).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "      <th>127 Hours (2010)</th>\n",
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       "<p>610 rows × 2269 columns</p>\n",
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      "text/plain": [
       "title   'burbs, The (1989)  (500) Days of Summer (2009)  \\\n",
       "userId                                                    \n",
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       "\n",
       "title   10 Cloverfield Lane (2016)  10 Things I Hate About You (1999)  \\\n",
       "userId                                                                  \n",
       "1                              0.0                                0.0   \n",
       "2                              0.0                                0.0   \n",
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       "610                            4.0                                0.0   \n",
       "\n",
       "title   10,000 BC (2008)  101 Dalmatians (1996)  \\\n",
       "userId                                            \n",
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       "608                  0.0                    0.0   \n",
       "609                  0.0                    0.0   \n",
       "610                  0.0                    0.0   \n",
       "\n",
       "title   101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "userId                                                           \n",
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       "4                       5.0                      0.0               0.0  ...   \n",
       "5                       0.0                      0.0               0.0  ...   \n",
       "...                     ...                      ...               ...  ...   \n",
       "606                     0.0                      0.0               0.0  ...   \n",
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       "609                     0.0                      0.0               0.0  ...   \n",
       "610                     0.0                      0.0               4.0  ...   \n",
       "\n",
       "title   Zack and Miri Make a Porno (2008)  Zero Dark Thirty (2012)  \\\n",
       "userId                                                               \n",
       "1                                     0.0                      0.0   \n",
       "2                                     0.0                      0.0   \n",
       "3                                     0.0                      0.0   \n",
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       "5                                     0.0                      0.0   \n",
       "...                                   ...                      ...   \n",
       "606                                   0.0                      0.0   \n",
       "607                                   0.0                      0.0   \n",
       "608                                   0.0                      0.0   \n",
       "609                                   0.0                      0.0   \n",
       "610                                   3.5                      0.0   \n",
       "\n",
       "title   Zero Effect (1998)  Zodiac (2007)  Zombieland (2009)  \\\n",
       "userId                                                         \n",
       "1                      0.0            0.0                0.0   \n",
       "2                      0.0            0.0                3.0   \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",
       "606                    0.0            0.0                0.0   \n",
       "607                    0.0            0.0                0.0   \n",
       "608                    0.0            0.0                0.0   \n",
       "609                    0.0            0.0                0.0   \n",
       "610                    0.0            5.0                3.5   \n",
       "\n",
       "title   Zoolander (2001)  Zootopia (2016)  eXistenZ (1999)  xXx (2002)  \\\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",
       "606                  0.0              0.0              0.0         0.0   \n",
       "607                  0.0              0.0              0.0         0.0   \n",
       "608                  3.0              0.0              4.5         3.5   \n",
       "609                  0.0              0.0              0.0         0.0   \n",
       "610                  4.0              4.0              0.0         2.0   \n",
       "\n",
       "title   ¡Three Amigos! (1986)  \n",
       "userId                         \n",
       "1                         4.0  \n",
       "2                         0.0  \n",
       "3                         0.0  \n",
       "4                         0.0  \n",
       "5                         0.0  \n",
       "...                       ...  \n",
       "606                       0.0  \n",
       "607                       0.0  \n",
       "608                       0.0  \n",
       "609                       0.0  \n",
       "610                       0.0  \n",
       "\n",
       "[610 rows x 2269 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "item_similarity_df = df.corr(method ='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "title                              'burbs, The (1989)  \\\n",
       "title                                                   \n",
       "'burbs, The (1989)                           1.000000   \n",
       "(500) Days of Summer (2009)                  0.063117   \n",
       "10 Cloverfield Lane (2016)                  -0.023768   \n",
       "10 Things I Hate About You (1999)            0.143482   \n",
       "10,000 BC (2008)                             0.011998   \n",
       "\n",
       "title                              (500) Days of Summer (2009)  \\\n",
       "title                                                            \n",
       "'burbs, The (1989)                                    0.063117   \n",
       "(500) Days of Summer (2009)                           1.000000   \n",
       "10 Cloverfield Lane (2016)                            0.142471   \n",
       "10 Things I Hate About You (1999)                     0.273989   \n",
       "10,000 BC (2008)                                      0.193960   \n",
       "\n",
       "title                              10 Cloverfield Lane (2016)  \\\n",
       "title                                                           \n",
       "'burbs, The (1989)                                  -0.023768   \n",
       "(500) Days of Summer (2009)                          0.142471   \n",
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       "10,000 BC (2008)                                     0.112396   \n",
       "\n",
       "title                              10 Things I Hate About You (1999)  \\\n",
       "title                                                                  \n",
       "'burbs, The (1989)                                          0.143482   \n",
       "(500) Days of Summer (2009)                                 0.273989   \n",
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       "\n",
       "title                              10,000 BC (2008)  101 Dalmatians (1996)  \\\n",
       "title                                                                        \n",
       "'burbs, The (1989)                         0.011998               0.087931   \n",
       "(500) Days of Summer (2009)                0.193960               0.148903   \n",
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       "10 Things I Hate About You (1999)          0.244670               0.223481   \n",
       "10,000 BC (2008)                           1.000000               0.234459   \n",
       "\n",
       "title                              101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "title                                                                                       \n",
       "'burbs, The (1989)                                                          0.224052        \n",
       "(500) Days of Summer (2009)                                                 0.142141        \n",
       "10 Cloverfield Lane (2016)                                                 -0.016835        \n",
       "10 Things I Hate About You (1999)                                           0.211473        \n",
       "10,000 BC (2008)                                                            0.119132        \n",
       "\n",
       "title                              12 Angry Men (1957)  \\\n",
       "title                                                    \n",
       "'burbs, The (1989)                            0.034223   \n",
       "(500) Days of Summer (2009)                   0.159756   \n",
       "10 Cloverfield Lane (2016)                    0.031704   \n",
       "10 Things I Hate About You (1999)             0.011784   \n",
       "10,000 BC (2008)                              0.059187   \n",
       "\n",
       "title                              12 Years a Slave (2013)  127 Hours (2010)  \\\n",
       "title                                                                          \n",
       "'burbs, The (1989)                                0.009277          0.008331   \n",
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       "10,000 BC (2008)                                 -0.025882          0.089328   \n",
       "\n",
       "title                              ...  Zack and Miri Make a Porno (2008)  \\\n",
       "title                              ...                                      \n",
       "'burbs, The (1989)                 ...                           0.017477   \n",
       "(500) Days of Summer (2009)        ...                           0.374515   \n",
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       "10,000 BC (2008)                   ...                           0.260261   \n",
       "\n",
       "title                              Zero Dark Thirty (2012)  \\\n",
       "title                                                        \n",
       "'burbs, The (1989)                                0.032470   \n",
       "(500) Days of Summer (2009)                       0.178655   \n",
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       "10,000 BC (2008)                                  0.087592   \n",
       "\n",
       "title                              Zero Effect (1998)  Zodiac (2007)  \\\n",
       "title                                                                  \n",
       "'burbs, The (1989)                           0.134701       0.153158   \n",
       "(500) Days of Summer (2009)                  0.068407       0.414585   \n",
       "10 Cloverfield Lane (2016)                  -0.023477       0.272347   \n",
       "10 Things I Hate About You (1999)            0.132460       0.091853   \n",
       "10,000 BC (2008)                             0.094913       0.184521   \n",
       "\n",
       "title                              Zombieland (2009)  Zoolander (2001)  \\\n",
       "title                                                                    \n",
       "'burbs, The (1989)                          0.101301          0.049897   \n",
       "(500) Days of Summer (2009)                 0.355723          0.252226   \n",
       "10 Cloverfield Lane (2016)                  0.241751          0.195054   \n",
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       "10,000 BC (2008)                            0.242299          0.240231   \n",
       "\n",
       "title                              Zootopia (2016)  eXistenZ (1999)  \\\n",
       "title                                                                 \n",
       "'burbs, The (1989)                        0.003233         0.187953   \n",
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       "10,000 BC (2008)                          0.094773         0.088045   \n",
       "\n",
       "title                              xXx (2002)  ¡Three Amigos! (1986)  \n",
       "title                                                                 \n",
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       "10,000 BC (2008)                     0.203002               0.083518  \n",
       "\n",
       "[5 rows x 2269 columns]"
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     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
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  {
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       "      <td>0.049897</td>\n",
       "      <td>0.003233</td>\n",
       "      <td>0.187953</td>\n",
       "      <td>0.062174</td>\n",
       "      <td>0.353194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <td>0.063117</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.142471</td>\n",
       "      <td>0.273989</td>\n",
       "      <td>0.193960</td>\n",
       "      <td>0.148903</td>\n",
       "      <td>0.142141</td>\n",
       "      <td>0.159756</td>\n",
       "      <td>0.135486</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>...</td>\n",
       "      <td>0.374515</td>\n",
       "      <td>0.178655</td>\n",
       "      <td>0.068407</td>\n",
       "      <td>0.414585</td>\n",
       "      <td>0.355723</td>\n",
       "      <td>0.252226</td>\n",
       "      <td>0.216007</td>\n",
       "      <td>0.053614</td>\n",
       "      <td>0.241092</td>\n",
       "      <td>0.125905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10 Cloverfield Lane (2016)</th>\n",
       "      <td>-0.023768</td>\n",
       "      <td>0.142471</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.005799</td>\n",
       "      <td>0.112396</td>\n",
       "      <td>0.006139</td>\n",
       "      <td>-0.016835</td>\n",
       "      <td>0.031704</td>\n",
       "      <td>-0.024275</td>\n",
       "      <td>0.272943</td>\n",
       "      <td>...</td>\n",
       "      <td>0.242663</td>\n",
       "      <td>0.099059</td>\n",
       "      <td>-0.023477</td>\n",
       "      <td>0.272347</td>\n",
       "      <td>0.241751</td>\n",
       "      <td>0.195054</td>\n",
       "      <td>0.319371</td>\n",
       "      <td>0.177846</td>\n",
       "      <td>0.096638</td>\n",
       "      <td>0.002733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <td>0.143482</td>\n",
       "      <td>0.273989</td>\n",
       "      <td>-0.005799</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.244670</td>\n",
       "      <td>0.223481</td>\n",
       "      <td>0.211473</td>\n",
       "      <td>0.011784</td>\n",
       "      <td>0.091964</td>\n",
       "      <td>0.043383</td>\n",
       "      <td>...</td>\n",
       "      <td>0.243118</td>\n",
       "      <td>0.104858</td>\n",
       "      <td>0.132460</td>\n",
       "      <td>0.091853</td>\n",
       "      <td>0.158637</td>\n",
       "      <td>0.281934</td>\n",
       "      <td>0.050031</td>\n",
       "      <td>0.121029</td>\n",
       "      <td>0.130813</td>\n",
       "      <td>0.110612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <td>0.011998</td>\n",
       "      <td>0.193960</td>\n",
       "      <td>0.112396</td>\n",
       "      <td>0.244670</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.234459</td>\n",
       "      <td>0.119132</td>\n",
       "      <td>0.059187</td>\n",
       "      <td>-0.025882</td>\n",
       "      <td>0.089328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.260261</td>\n",
       "      <td>0.087592</td>\n",
       "      <td>0.094913</td>\n",
       "      <td>0.184521</td>\n",
       "      <td>0.242299</td>\n",
       "      <td>0.240231</td>\n",
       "      <td>0.094773</td>\n",
       "      <td>0.088045</td>\n",
       "      <td>0.203002</td>\n",
       "      <td>0.083518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <td>0.087931</td>\n",
       "      <td>0.148903</td>\n",
       "      <td>0.006139</td>\n",
       "      <td>0.223481</td>\n",
       "      <td>0.234459</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.285112</td>\n",
       "      <td>0.119843</td>\n",
       "      <td>0.072399</td>\n",
       "      <td>0.029967</td>\n",
       "      <td>...</td>\n",
       "      <td>0.114968</td>\n",
       "      <td>0.077232</td>\n",
       "      <td>0.096294</td>\n",
       "      <td>0.067134</td>\n",
       "      <td>0.113224</td>\n",
       "      <td>0.184324</td>\n",
       "      <td>0.054024</td>\n",
       "      <td>0.047804</td>\n",
       "      <td>0.156932</td>\n",
       "      <td>0.078734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <td>0.224052</td>\n",
       "      <td>0.142141</td>\n",
       "      <td>-0.016835</td>\n",
       "      <td>0.211473</td>\n",
       "      <td>0.119132</td>\n",
       "      <td>0.285112</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.134037</td>\n",
       "      <td>0.017264</td>\n",
       "      <td>-0.046277</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120302</td>\n",
       "      <td>0.125816</td>\n",
       "      <td>0.049818</td>\n",
       "      <td>0.083650</td>\n",
       "      <td>0.171654</td>\n",
       "      <td>0.274260</td>\n",
       "      <td>0.077594</td>\n",
       "      <td>0.085606</td>\n",
       "      <td>0.248820</td>\n",
       "      <td>0.171118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <td>0.034223</td>\n",
       "      <td>0.159756</td>\n",
       "      <td>0.031704</td>\n",
       "      <td>0.011784</td>\n",
       "      <td>0.059187</td>\n",
       "      <td>0.119843</td>\n",
       "      <td>0.134037</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.132979</td>\n",
       "      <td>0.058862</td>\n",
       "      <td>...</td>\n",
       "      <td>0.104518</td>\n",
       "      <td>0.028415</td>\n",
       "      <td>0.079905</td>\n",
       "      <td>0.241435</td>\n",
       "      <td>0.144652</td>\n",
       "      <td>0.122107</td>\n",
       "      <td>0.056742</td>\n",
       "      <td>-0.001708</td>\n",
       "      <td>0.074306</td>\n",
       "      <td>0.102744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <td>0.009277</td>\n",
       "      <td>0.135486</td>\n",
       "      <td>-0.024275</td>\n",
       "      <td>0.091964</td>\n",
       "      <td>-0.025882</td>\n",
       "      <td>0.072399</td>\n",
       "      <td>0.017264</td>\n",
       "      <td>0.132979</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.249931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024045</td>\n",
       "      <td>0.038127</td>\n",
       "      <td>0.013786</td>\n",
       "      <td>0.190366</td>\n",
       "      <td>0.104150</td>\n",
       "      <td>0.017351</td>\n",
       "      <td>0.063325</td>\n",
       "      <td>0.002528</td>\n",
       "      <td>0.037469</td>\n",
       "      <td>0.004213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <td>0.008331</td>\n",
       "      <td>0.200135</td>\n",
       "      <td>0.272943</td>\n",
       "      <td>0.043383</td>\n",
       "      <td>0.089328</td>\n",
       "      <td>0.029967</td>\n",
       "      <td>-0.046277</td>\n",
       "      <td>0.058862</td>\n",
       "      <td>0.249931</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.223135</td>\n",
       "      <td>0.154299</td>\n",
       "      <td>0.012907</td>\n",
       "      <td>0.364841</td>\n",
       "      <td>0.198926</td>\n",
       "      <td>0.091416</td>\n",
       "      <td>0.225747</td>\n",
       "      <td>0.128638</td>\n",
       "      <td>0.153335</td>\n",
       "      <td>0.002912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13 Going on 30 (2004)</th>\n",
       "      <td>0.049700</td>\n",
       "      <td>0.297152</td>\n",
       "      <td>-0.027835</td>\n",
       "      <td>0.321071</td>\n",
       "      <td>0.167098</td>\n",
       "      <td>0.188467</td>\n",
       "      <td>0.218406</td>\n",
       "      <td>-0.027672</td>\n",
       "      <td>0.092133</td>\n",
       "      <td>0.043314</td>\n",
       "      <td>...</td>\n",
       "      <td>0.103892</td>\n",
       "      <td>0.171578</td>\n",
       "      <td>0.024181</td>\n",
       "      <td>0.134812</td>\n",
       "      <td>0.108230</td>\n",
       "      <td>0.225685</td>\n",
       "      <td>0.069602</td>\n",
       "      <td>0.010007</td>\n",
       "      <td>0.139022</td>\n",
       "      <td>0.021094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13th Warrior, The (1999)</th>\n",
       "      <td>0.176071</td>\n",
       "      <td>0.072835</td>\n",
       "      <td>-0.029983</td>\n",
       "      <td>0.215828</td>\n",
       "      <td>0.163148</td>\n",
       "      <td>0.004213</td>\n",
       "      <td>0.135894</td>\n",
       "      <td>0.084760</td>\n",
       "      <td>0.040699</td>\n",
       "      <td>0.005800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.104176</td>\n",
       "      <td>0.020703</td>\n",
       "      <td>0.120064</td>\n",
       "      <td>0.166900</td>\n",
       "      <td>0.074339</td>\n",
       "      <td>0.110602</td>\n",
       "      <td>0.043481</td>\n",
       "      <td>0.193831</td>\n",
       "      <td>0.120495</td>\n",
       "      <td>0.164405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408 (2007)</th>\n",
       "      <td>0.131993</td>\n",
       "      <td>0.226574</td>\n",
       "      <td>0.181245</td>\n",
       "      <td>0.069470</td>\n",
       "      <td>0.133706</td>\n",
       "      <td>0.159777</td>\n",
       "      <td>0.227193</td>\n",
       "      <td>0.189497</td>\n",
       "      <td>0.227912</td>\n",
       "      <td>0.226178</td>\n",
       "      <td>...</td>\n",
       "      <td>0.255607</td>\n",
       "      <td>0.080251</td>\n",
       "      <td>0.085942</td>\n",
       "      <td>0.489065</td>\n",
       "      <td>0.340620</td>\n",
       "      <td>0.250310</td>\n",
       "      <td>0.155936</td>\n",
       "      <td>0.185768</td>\n",
       "      <td>0.336272</td>\n",
       "      <td>0.130120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15 Minutes (2001)</th>\n",
       "      <td>0.104500</td>\n",
       "      <td>0.087240</td>\n",
       "      <td>0.017315</td>\n",
       "      <td>0.223197</td>\n",
       "      <td>0.190482</td>\n",
       "      <td>0.023682</td>\n",
       "      <td>0.150835</td>\n",
       "      <td>0.001958</td>\n",
       "      <td>0.036131</td>\n",
       "      <td>0.027306</td>\n",
       "      <td>...</td>\n",
       "      <td>0.203207</td>\n",
       "      <td>0.146579</td>\n",
       "      <td>0.202411</td>\n",
       "      <td>0.148711</td>\n",
       "      <td>0.205183</td>\n",
       "      <td>0.161740</td>\n",
       "      <td>0.052809</td>\n",
       "      <td>0.149044</td>\n",
       "      <td>0.328057</td>\n",
       "      <td>0.122113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17 Again (2009)</th>\n",
       "      <td>0.047271</td>\n",
       "      <td>0.342948</td>\n",
       "      <td>-0.019197</td>\n",
       "      <td>0.231261</td>\n",
       "      <td>0.174499</td>\n",
       "      <td>0.064464</td>\n",
       "      <td>0.121410</td>\n",
       "      <td>0.049762</td>\n",
       "      <td>0.177934</td>\n",
       "      <td>0.054016</td>\n",
       "      <td>...</td>\n",
       "      <td>0.263390</td>\n",
       "      <td>0.122126</td>\n",
       "      <td>0.060692</td>\n",
       "      <td>0.194117</td>\n",
       "      <td>0.274326</td>\n",
       "      <td>0.127872</td>\n",
       "      <td>0.098426</td>\n",
       "      <td>0.044268</td>\n",
       "      <td>0.117481</td>\n",
       "      <td>0.031311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984 (Nineteen Eighty-Four) (1984)</th>\n",
       "      <td>0.184452</td>\n",
       "      <td>0.038255</td>\n",
       "      <td>0.049227</td>\n",
       "      <td>0.131719</td>\n",
       "      <td>0.076915</td>\n",
       "      <td>0.060264</td>\n",
       "      <td>0.016212</td>\n",
       "      <td>0.083904</td>\n",
       "      <td>-0.024158</td>\n",
       "      <td>0.042696</td>\n",
       "      <td>...</td>\n",
       "      <td>0.086713</td>\n",
       "      <td>0.097415</td>\n",
       "      <td>0.248409</td>\n",
       "      <td>0.044366</td>\n",
       "      <td>0.033937</td>\n",
       "      <td>0.119897</td>\n",
       "      <td>0.055617</td>\n",
       "      <td>0.348052</td>\n",
       "      <td>0.228618</td>\n",
       "      <td>0.056773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Days in the Valley (1996)</th>\n",
       "      <td>0.092824</td>\n",
       "      <td>0.040104</td>\n",
       "      <td>-0.020711</td>\n",
       "      <td>0.084953</td>\n",
       "      <td>0.074188</td>\n",
       "      <td>-0.011668</td>\n",
       "      <td>0.012298</td>\n",
       "      <td>0.005600</td>\n",
       "      <td>0.045062</td>\n",
       "      <td>0.044682</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034641</td>\n",
       "      <td>0.051850</td>\n",
       "      <td>0.132592</td>\n",
       "      <td>0.082067</td>\n",
       "      <td>0.039383</td>\n",
       "      <td>0.079517</td>\n",
       "      <td>0.019376</td>\n",
       "      <td>0.208630</td>\n",
       "      <td>0.114278</td>\n",
       "      <td>0.157638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Fast 2 Furious (Fast and the Furious 2, The) (2003)</th>\n",
       "      <td>0.084066</td>\n",
       "      <td>0.241906</td>\n",
       "      <td>0.097364</td>\n",
       "      <td>0.241569</td>\n",
       "      <td>0.383957</td>\n",
       "      <td>0.226195</td>\n",
       "      <td>0.278202</td>\n",
       "      <td>0.038303</td>\n",
       "      <td>0.042812</td>\n",
       "      <td>0.206104</td>\n",
       "      <td>...</td>\n",
       "      <td>0.325163</td>\n",
       "      <td>0.234824</td>\n",
       "      <td>0.028620</td>\n",
       "      <td>0.245552</td>\n",
       "      <td>0.258282</td>\n",
       "      <td>0.392528</td>\n",
       "      <td>0.228663</td>\n",
       "      <td>0.066253</td>\n",
       "      <td>0.536836</td>\n",
       "      <td>0.067338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20,000 Leagues Under the Sea (1954)</th>\n",
       "      <td>0.166599</td>\n",
       "      <td>0.001739</td>\n",
       "      <td>0.012478</td>\n",
       "      <td>-0.025007</td>\n",
       "      <td>0.062390</td>\n",
       "      <td>0.048827</td>\n",
       "      <td>0.077642</td>\n",
       "      <td>0.095175</td>\n",
       "      <td>-0.026507</td>\n",
       "      <td>-0.027924</td>\n",
       "      <td>...</td>\n",
       "      <td>0.060311</td>\n",
       "      <td>0.028748</td>\n",
       "      <td>0.150319</td>\n",
       "      <td>0.044810</td>\n",
       "      <td>0.005268</td>\n",
       "      <td>0.048607</td>\n",
       "      <td>-0.018962</td>\n",
       "      <td>0.015235</td>\n",
       "      <td>0.071050</td>\n",
       "      <td>0.097238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001: A Space Odyssey (1968)</th>\n",
       "      <td>0.205977</td>\n",
       "      <td>0.113616</td>\n",
       "      <td>0.099310</td>\n",
       "      <td>0.085974</td>\n",
       "      <td>0.043458</td>\n",
       "      <td>0.110844</td>\n",
       "      <td>0.102230</td>\n",
       "      <td>0.195909</td>\n",
       "      <td>0.123191</td>\n",
       "      <td>0.140796</td>\n",
       "      <td>...</td>\n",
       "      <td>0.150649</td>\n",
       "      <td>0.097214</td>\n",
       "      <td>0.257591</td>\n",
       "      <td>0.350332</td>\n",
       "      <td>0.196175</td>\n",
       "      <td>0.148409</td>\n",
       "      <td>0.099252</td>\n",
       "      <td>0.306034</td>\n",
       "      <td>0.164096</td>\n",
       "      <td>0.182865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010: The Year We Make Contact (1984)</th>\n",
       "      <td>0.187019</td>\n",
       "      <td>0.030603</td>\n",
       "      <td>-0.025037</td>\n",
       "      <td>0.011587</td>\n",
       "      <td>0.013928</td>\n",
       "      <td>0.059165</td>\n",
       "      <td>0.047708</td>\n",
       "      <td>0.101566</td>\n",
       "      <td>0.013679</td>\n",
       "      <td>0.012730</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.030538</td>\n",
       "      <td>-0.025196</td>\n",
       "      <td>0.001312</td>\n",
       "      <td>0.058882</td>\n",
       "      <td>0.012049</td>\n",
       "      <td>0.074948</td>\n",
       "      <td>-0.038347</td>\n",
       "      <td>0.200411</td>\n",
       "      <td>0.035180</td>\n",
       "      <td>0.219199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012 (2009)</th>\n",
       "      <td>0.006377</td>\n",
       "      <td>0.274272</td>\n",
       "      <td>0.205739</td>\n",
       "      <td>0.064187</td>\n",
       "      <td>0.183503</td>\n",
       "      <td>0.090231</td>\n",
       "      <td>0.112334</td>\n",
       "      <td>0.236037</td>\n",
       "      <td>0.148870</td>\n",
       "      <td>0.167471</td>\n",
       "      <td>...</td>\n",
       "      <td>0.509651</td>\n",
       "      <td>0.259952</td>\n",
       "      <td>0.092917</td>\n",
       "      <td>0.360150</td>\n",
       "      <td>0.333374</td>\n",
       "      <td>0.247075</td>\n",
       "      <td>0.237767</td>\n",
       "      <td>0.001442</td>\n",
       "      <td>0.185387</td>\n",
       "      <td>0.015040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21 (2008)</th>\n",
       "      <td>-0.027152</td>\n",
       "      <td>0.285043</td>\n",
       "      <td>0.082904</td>\n",
       "      <td>0.148407</td>\n",
       "      <td>0.150917</td>\n",
       "      <td>0.162742</td>\n",
       "      <td>0.067912</td>\n",
       "      <td>0.151766</td>\n",
       "      <td>0.231514</td>\n",
       "      <td>0.153485</td>\n",
       "      <td>...</td>\n",
       "      <td>0.225184</td>\n",
       "      <td>0.235334</td>\n",
       "      <td>-0.026819</td>\n",
       "      <td>0.331253</td>\n",
       "      <td>0.256881</td>\n",
       "      <td>0.233673</td>\n",
       "      <td>0.057323</td>\n",
       "      <td>-0.032526</td>\n",
       "      <td>0.171219</td>\n",
       "      <td>0.011468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21 Grams (2003)</th>\n",
       "      <td>0.035609</td>\n",
       "      <td>0.094029</td>\n",
       "      <td>-0.030166</td>\n",
       "      <td>0.092169</td>\n",
       "      <td>0.169458</td>\n",
       "      <td>0.065939</td>\n",
       "      <td>0.077724</td>\n",
       "      <td>0.008812</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>0.070118</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124965</td>\n",
       "      <td>0.032101</td>\n",
       "      <td>0.101073</td>\n",
       "      <td>0.127659</td>\n",
       "      <td>0.055743</td>\n",
       "      <td>0.111366</td>\n",
       "      <td>0.018279</td>\n",
       "      <td>0.242192</td>\n",
       "      <td>0.190836</td>\n",
       "      <td>0.078982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21 Jump Street (2012)</th>\n",
       "      <td>-0.014293</td>\n",
       "      <td>0.284552</td>\n",
       "      <td>0.309963</td>\n",
       "      <td>0.253355</td>\n",
       "      <td>0.230999</td>\n",
       "      <td>0.083229</td>\n",
       "      <td>0.131736</td>\n",
       "      <td>0.032199</td>\n",
       "      <td>0.087002</td>\n",
       "      <td>0.184179</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542606</td>\n",
       "      <td>0.126981</td>\n",
       "      <td>0.047505</td>\n",
       "      <td>0.321640</td>\n",
       "      <td>0.442869</td>\n",
       "      <td>0.264151</td>\n",
       "      <td>0.304622</td>\n",
       "      <td>0.090014</td>\n",
       "      <td>0.081160</td>\n",
       "      <td>0.081730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22 Jump Street (2014)</th>\n",
       "      <td>-0.027713</td>\n",
       "      <td>0.194200</td>\n",
       "      <td>0.292432</td>\n",
       "      <td>0.128083</td>\n",
       "      <td>0.083669</td>\n",
       "      <td>0.047292</td>\n",
       "      <td>0.040373</td>\n",
       "      <td>0.030868</td>\n",
       "      <td>0.080137</td>\n",
       "      <td>0.199895</td>\n",
       "      <td>...</td>\n",
       "      <td>0.446611</td>\n",
       "      <td>0.102079</td>\n",
       "      <td>-0.027374</td>\n",
       "      <td>0.285790</td>\n",
       "      <td>0.436226</td>\n",
       "      <td>0.153485</td>\n",
       "      <td>0.289426</td>\n",
       "      <td>-0.005970</td>\n",
       "      <td>0.085019</td>\n",
       "      <td>0.010023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th Hour (2002)</th>\n",
       "      <td>0.099271</td>\n",
       "      <td>0.086447</td>\n",
       "      <td>0.092291</td>\n",
       "      <td>0.129941</td>\n",
       "      <td>0.007843</td>\n",
       "      <td>0.024449</td>\n",
       "      <td>0.159008</td>\n",
       "      <td>0.098673</td>\n",
       "      <td>0.045102</td>\n",
       "      <td>0.083324</td>\n",
       "      <td>...</td>\n",
       "      <td>0.191859</td>\n",
       "      <td>0.087437</td>\n",
       "      <td>0.059913</td>\n",
       "      <td>0.225921</td>\n",
       "      <td>0.100098</td>\n",
       "      <td>0.240280</td>\n",
       "      <td>0.047956</td>\n",
       "      <td>0.249499</td>\n",
       "      <td>0.248507</td>\n",
       "      <td>0.168650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27 Dresses (2008)</th>\n",
       "      <td>-0.028021</td>\n",
       "      <td>0.205511</td>\n",
       "      <td>-0.026642</td>\n",
       "      <td>0.294837</td>\n",
       "      <td>0.188470</td>\n",
       "      <td>0.145437</td>\n",
       "      <td>0.064660</td>\n",
       "      <td>0.021898</td>\n",
       "      <td>0.089952</td>\n",
       "      <td>0.018312</td>\n",
       "      <td>...</td>\n",
       "      <td>0.160286</td>\n",
       "      <td>0.063689</td>\n",
       "      <td>-0.027678</td>\n",
       "      <td>0.060365</td>\n",
       "      <td>0.118533</td>\n",
       "      <td>0.147150</td>\n",
       "      <td>0.037197</td>\n",
       "      <td>-0.033567</td>\n",
       "      <td>0.064983</td>\n",
       "      <td>0.029157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28 Days (2000)</th>\n",
       "      <td>0.107001</td>\n",
       "      <td>0.048670</td>\n",
       "      <td>-0.008488</td>\n",
       "      <td>0.132403</td>\n",
       "      <td>0.019482</td>\n",
       "      <td>0.206737</td>\n",
       "      <td>0.151488</td>\n",
       "      <td>0.081308</td>\n",
       "      <td>0.033600</td>\n",
       "      <td>-0.034045</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065049</td>\n",
       "      <td>0.163407</td>\n",
       "      <td>0.027005</td>\n",
       "      <td>0.010332</td>\n",
       "      <td>0.152368</td>\n",
       "      <td>0.072583</td>\n",
       "      <td>0.015494</td>\n",
       "      <td>0.065135</td>\n",
       "      <td>0.104210</td>\n",
       "      <td>0.216301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28 Days Later (2002)</th>\n",
       "      <td>0.117119</td>\n",
       "      <td>0.149167</td>\n",
       "      <td>0.228241</td>\n",
       "      <td>0.092319</td>\n",
       "      <td>0.206790</td>\n",
       "      <td>0.071455</td>\n",
       "      <td>0.160777</td>\n",
       "      <td>0.140021</td>\n",
       "      <td>0.083261</td>\n",
       "      <td>0.239685</td>\n",
       "      <td>...</td>\n",
       "      <td>0.214041</td>\n",
       "      <td>0.172517</td>\n",
       "      <td>0.092135</td>\n",
       "      <td>0.401588</td>\n",
       "      <td>0.383334</td>\n",
       "      <td>0.229685</td>\n",
       "      <td>0.189544</td>\n",
       "      <td>0.224503</td>\n",
       "      <td>0.197735</td>\n",
       "      <td>0.168626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28 Weeks Later (2007)</th>\n",
       "      <td>-0.028967</td>\n",
       "      <td>0.157145</td>\n",
       "      <td>0.231702</td>\n",
       "      <td>0.101060</td>\n",
       "      <td>0.189832</td>\n",
       "      <td>0.148436</td>\n",
       "      <td>0.100161</td>\n",
       "      <td>0.198601</td>\n",
       "      <td>0.166171</td>\n",
       "      <td>0.274473</td>\n",
       "      <td>...</td>\n",
       "      <td>0.242398</td>\n",
       "      <td>0.159216</td>\n",
       "      <td>-0.028613</td>\n",
       "      <td>0.357109</td>\n",
       "      <td>0.374932</td>\n",
       "      <td>0.238080</td>\n",
       "      <td>0.224031</td>\n",
       "      <td>0.064251</td>\n",
       "      <td>0.321246</td>\n",
       "      <td>0.029030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30 Days of Night (2007)</th>\n",
       "      <td>0.144642</td>\n",
       "      <td>0.249836</td>\n",
       "      <td>0.263072</td>\n",
       "      <td>0.281717</td>\n",
       "      <td>0.312540</td>\n",
       "      <td>0.188786</td>\n",
       "      <td>0.190600</td>\n",
       "      <td>0.036231</td>\n",
       "      <td>0.034845</td>\n",
       "      <td>0.294734</td>\n",
       "      <td>...</td>\n",
       "      <td>0.324590</td>\n",
       "      <td>0.174297</td>\n",
       "      <td>0.089886</td>\n",
       "      <td>0.363568</td>\n",
       "      <td>0.321178</td>\n",
       "      <td>0.187827</td>\n",
       "      <td>0.223492</td>\n",
       "      <td>0.161365</td>\n",
       "      <td>0.312990</td>\n",
       "      <td>0.194935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300 (2007)</th>\n",
       "      <td>0.109059</td>\n",
       "      <td>0.343028</td>\n",
       "      <td>0.170440</td>\n",
       "      <td>0.279463</td>\n",
       "      <td>0.269534</td>\n",
       "      <td>0.203492</td>\n",
       "      <td>0.225538</td>\n",
       "      <td>0.176187</td>\n",
       "      <td>0.116833</td>\n",
       "      <td>0.159385</td>\n",
       "      <td>...</td>\n",
       "      <td>0.387559</td>\n",
       "      <td>0.154857</td>\n",
       "      <td>0.072462</td>\n",
       "      <td>0.356441</td>\n",
       "      <td>0.423674</td>\n",
       "      <td>0.405754</td>\n",
       "      <td>0.196377</td>\n",
       "      <td>0.143665</td>\n",
       "      <td>0.325824</td>\n",
       "      <td>0.151013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39 Steps, The (1935)</th>\n",
       "      <td>0.021677</td>\n",
       "      <td>-0.034688</td>\n",
       "      <td>-0.019994</td>\n",
       "      <td>0.031647</td>\n",
       "      <td>0.029504</td>\n",
       "      <td>0.053974</td>\n",
       "      <td>0.114909</td>\n",
       "      <td>0.093545</td>\n",
       "      <td>0.039436</td>\n",
       "      <td>-0.022627</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029823</td>\n",
       "      <td>0.056629</td>\n",
       "      <td>0.127582</td>\n",
       "      <td>0.109203</td>\n",
       "      <td>0.045321</td>\n",
       "      <td>0.052951</td>\n",
       "      <td>0.036812</td>\n",
       "      <td>0.096690</td>\n",
       "      <td>0.084613</td>\n",
       "      <td>0.116609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3:10 to Yuma (2007)</th>\n",
       "      <td>0.131405</td>\n",
       "      <td>0.252980</td>\n",
       "      <td>0.104868</td>\n",
       "      <td>0.054965</td>\n",
       "      <td>0.156718</td>\n",
       "      <td>0.098664</td>\n",
       "      <td>0.186649</td>\n",
       "      <td>0.080942</td>\n",
       "      <td>0.118440</td>\n",
       "      <td>0.194177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.273538</td>\n",
       "      <td>0.136278</td>\n",
       "      <td>0.019544</td>\n",
       "      <td>0.395323</td>\n",
       "      <td>0.289559</td>\n",
       "      <td>0.263533</td>\n",
       "      <td>0.226954</td>\n",
       "      <td>0.043132</td>\n",
       "      <td>0.297079</td>\n",
       "      <td>0.189668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40 Days and 40 Nights (2002)</th>\n",
       "      <td>0.115386</td>\n",
       "      <td>0.174618</td>\n",
       "      <td>0.081960</td>\n",
       "      <td>0.169333</td>\n",
       "      <td>0.241806</td>\n",
       "      <td>0.204085</td>\n",
       "      <td>0.201044</td>\n",
       "      <td>0.065062</td>\n",
       "      <td>0.062084</td>\n",
       "      <td>0.089848</td>\n",
       "      <td>...</td>\n",
       "      <td>0.280314</td>\n",
       "      <td>0.172607</td>\n",
       "      <td>0.052942</td>\n",
       "      <td>0.215405</td>\n",
       "      <td>0.183491</td>\n",
       "      <td>0.281322</td>\n",
       "      <td>0.147631</td>\n",
       "      <td>0.077368</td>\n",
       "      <td>0.396211</td>\n",
       "      <td>0.135242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40-Year-Old Virgin, The (2005)</th>\n",
       "      <td>0.124265</td>\n",
       "      <td>0.344805</td>\n",
       "      <td>0.145923</td>\n",
       "      <td>0.282269</td>\n",
       "      <td>0.229602</td>\n",
       "      <td>0.192091</td>\n",
       "      <td>0.211736</td>\n",
       "      <td>0.152124</td>\n",
       "      <td>0.159343</td>\n",
       "      <td>0.213953</td>\n",
       "      <td>...</td>\n",
       "      <td>0.385291</td>\n",
       "      <td>0.159255</td>\n",
       "      <td>0.065284</td>\n",
       "      <td>0.286849</td>\n",
       "      <td>0.330806</td>\n",
       "      <td>0.434640</td>\n",
       "      <td>0.174127</td>\n",
       "      <td>0.114796</td>\n",
       "      <td>0.160508</td>\n",
       "      <td>0.149350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400 Blows, The (Les quatre cents coups) (1959)</th>\n",
       "      <td>-0.022021</td>\n",
       "      <td>0.023625</td>\n",
       "      <td>0.033310</td>\n",
       "      <td>0.044299</td>\n",
       "      <td>0.033181</td>\n",
       "      <td>0.117375</td>\n",
       "      <td>-0.037886</td>\n",
       "      <td>0.035256</td>\n",
       "      <td>0.056354</td>\n",
       "      <td>0.046126</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.025536</td>\n",
       "      <td>-0.021069</td>\n",
       "      <td>0.168723</td>\n",
       "      <td>0.057872</td>\n",
       "      <td>-0.000441</td>\n",
       "      <td>0.051857</td>\n",
       "      <td>0.055491</td>\n",
       "      <td>0.165889</td>\n",
       "      <td>0.044594</td>\n",
       "      <td>-0.028133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48 Hrs. (1982)</th>\n",
       "      <td>0.255706</td>\n",
       "      <td>0.156628</td>\n",
       "      <td>0.147068</td>\n",
       "      <td>0.113891</td>\n",
       "      <td>0.085560</td>\n",
       "      <td>0.018163</td>\n",
       "      <td>0.081776</td>\n",
       "      <td>0.052905</td>\n",
       "      <td>0.038356</td>\n",
       "      <td>0.128584</td>\n",
       "      <td>...</td>\n",
       "      <td>0.249058</td>\n",
       "      <td>0.141218</td>\n",
       "      <td>0.094618</td>\n",
       "      <td>0.249926</td>\n",
       "      <td>0.211042</td>\n",
       "      <td>0.279235</td>\n",
       "      <td>0.113094</td>\n",
       "      <td>0.225293</td>\n",
       "      <td>0.209532</td>\n",
       "      <td>0.236549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50 First Dates (2004)</th>\n",
       "      <td>0.024466</td>\n",
       "      <td>0.314037</td>\n",
       "      <td>0.025681</td>\n",
       "      <td>0.260104</td>\n",
       "      <td>0.171531</td>\n",
       "      <td>0.201456</td>\n",
       "      <td>0.254503</td>\n",
       "      <td>0.155885</td>\n",
       "      <td>0.044939</td>\n",
       "      <td>-0.012261</td>\n",
       "      <td>...</td>\n",
       "      <td>0.217317</td>\n",
       "      <td>0.064908</td>\n",
       "      <td>0.041938</td>\n",
       "      <td>0.172814</td>\n",
       "      <td>0.295761</td>\n",
       "      <td>0.370877</td>\n",
       "      <td>0.132905</td>\n",
       "      <td>0.010718</td>\n",
       "      <td>0.151376</td>\n",
       "      <td>0.021899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50/50 (2011)</th>\n",
       "      <td>0.027045</td>\n",
       "      <td>0.449556</td>\n",
       "      <td>0.110626</td>\n",
       "      <td>0.193500</td>\n",
       "      <td>0.149107</td>\n",
       "      <td>0.013975</td>\n",
       "      <td>0.052022</td>\n",
       "      <td>0.133550</td>\n",
       "      <td>0.212519</td>\n",
       "      <td>0.277113</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294750</td>\n",
       "      <td>0.146408</td>\n",
       "      <td>0.038144</td>\n",
       "      <td>0.394241</td>\n",
       "      <td>0.324213</td>\n",
       "      <td>0.113825</td>\n",
       "      <td>0.180237</td>\n",
       "      <td>0.022306</td>\n",
       "      <td>0.221786</td>\n",
       "      <td>0.065205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6th Day, The (2000)</th>\n",
       "      <td>0.025169</td>\n",
       "      <td>0.046024</td>\n",
       "      <td>0.136828</td>\n",
       "      <td>0.106531</td>\n",
       "      <td>-0.008063</td>\n",
       "      <td>0.073324</td>\n",
       "      <td>0.085693</td>\n",
       "      <td>0.003208</td>\n",
       "      <td>0.018046</td>\n",
       "      <td>0.201381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.162725</td>\n",
       "      <td>0.123075</td>\n",
       "      <td>0.042405</td>\n",
       "      <td>0.167434</td>\n",
       "      <td>0.157313</td>\n",
       "      <td>0.156145</td>\n",
       "      <td>0.138474</td>\n",
       "      <td>0.289664</td>\n",
       "      <td>0.279485</td>\n",
       "      <td>0.057537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 1/2 (8½) (1963)</th>\n",
       "      <td>0.050693</td>\n",
       "      <td>0.038648</td>\n",
       "      <td>-0.022720</td>\n",
       "      <td>0.104176</td>\n",
       "      <td>0.026497</td>\n",
       "      <td>0.034064</td>\n",
       "      <td>0.072525</td>\n",
       "      <td>0.029581</td>\n",
       "      <td>0.029632</td>\n",
       "      <td>0.010178</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008357</td>\n",
       "      <td>0.021818</td>\n",
       "      <td>-0.023604</td>\n",
       "      <td>0.052655</td>\n",
       "      <td>-0.009934</td>\n",
       "      <td>0.102720</td>\n",
       "      <td>-0.001147</td>\n",
       "      <td>0.109232</td>\n",
       "      <td>0.052459</td>\n",
       "      <td>-0.030530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 Mile (2002)</th>\n",
       "      <td>0.081298</td>\n",
       "      <td>0.142570</td>\n",
       "      <td>0.167165</td>\n",
       "      <td>0.201865</td>\n",
       "      <td>0.224552</td>\n",
       "      <td>0.142100</td>\n",
       "      <td>0.198804</td>\n",
       "      <td>0.147206</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>0.184963</td>\n",
       "      <td>...</td>\n",
       "      <td>0.217765</td>\n",
       "      <td>0.140563</td>\n",
       "      <td>0.027522</td>\n",
       "      <td>0.291352</td>\n",
       "      <td>0.195765</td>\n",
       "      <td>0.391360</td>\n",
       "      <td>0.167494</td>\n",
       "      <td>0.183789</td>\n",
       "      <td>0.313652</td>\n",
       "      <td>0.129380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8MM (1999)</th>\n",
       "      <td>0.075174</td>\n",
       "      <td>0.007742</td>\n",
       "      <td>0.042378</td>\n",
       "      <td>0.192870</td>\n",
       "      <td>0.117657</td>\n",
       "      <td>0.014575</td>\n",
       "      <td>-0.003891</td>\n",
       "      <td>0.059525</td>\n",
       "      <td>0.066930</td>\n",
       "      <td>0.114178</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033798</td>\n",
       "      <td>0.035551</td>\n",
       "      <td>0.109279</td>\n",
       "      <td>0.081398</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>0.110335</td>\n",
       "      <td>0.009572</td>\n",
       "      <td>0.157403</td>\n",
       "      <td>0.186961</td>\n",
       "      <td>0.151428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 (2009)</th>\n",
       "      <td>0.049602</td>\n",
       "      <td>0.245365</td>\n",
       "      <td>0.373762</td>\n",
       "      <td>0.040689</td>\n",
       "      <td>0.207873</td>\n",
       "      <td>0.129690</td>\n",
       "      <td>0.156452</td>\n",
       "      <td>0.057516</td>\n",
       "      <td>-0.024113</td>\n",
       "      <td>0.187057</td>\n",
       "      <td>...</td>\n",
       "      <td>0.300092</td>\n",
       "      <td>-0.022589</td>\n",
       "      <td>0.061061</td>\n",
       "      <td>0.253712</td>\n",
       "      <td>0.253367</td>\n",
       "      <td>0.132043</td>\n",
       "      <td>0.162968</td>\n",
       "      <td>0.218462</td>\n",
       "      <td>0.190881</td>\n",
       "      <td>0.031810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 1/2 Weeks (Nine 1/2 Weeks) (1986)</th>\n",
       "      <td>0.177167</td>\n",
       "      <td>0.107561</td>\n",
       "      <td>0.022235</td>\n",
       "      <td>0.175393</td>\n",
       "      <td>0.214284</td>\n",
       "      <td>0.035412</td>\n",
       "      <td>0.178146</td>\n",
       "      <td>0.060902</td>\n",
       "      <td>-0.020013</td>\n",
       "      <td>0.075563</td>\n",
       "      <td>...</td>\n",
       "      <td>0.168066</td>\n",
       "      <td>0.128587</td>\n",
       "      <td>0.068838</td>\n",
       "      <td>0.110726</td>\n",
       "      <td>0.097819</td>\n",
       "      <td>0.084348</td>\n",
       "      <td>0.064672</td>\n",
       "      <td>0.051398</td>\n",
       "      <td>0.161388</td>\n",
       "      <td>0.197042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A Million Ways to Die in the West (2014)</th>\n",
       "      <td>-0.007649</td>\n",
       "      <td>0.217948</td>\n",
       "      <td>0.368760</td>\n",
       "      <td>0.156074</td>\n",
       "      <td>0.145973</td>\n",
       "      <td>0.082494</td>\n",
       "      <td>0.007053</td>\n",
       "      <td>0.063883</td>\n",
       "      <td>0.053311</td>\n",
       "      <td>0.246537</td>\n",
       "      <td>...</td>\n",
       "      <td>0.459982</td>\n",
       "      <td>0.148306</td>\n",
       "      <td>-0.005778</td>\n",
       "      <td>0.230698</td>\n",
       "      <td>0.246576</td>\n",
       "      <td>0.118824</td>\n",
       "      <td>0.290719</td>\n",
       "      <td>0.089432</td>\n",
       "      <td>0.117484</td>\n",
       "      <td>0.046792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A-Team, The (2010)</th>\n",
       "      <td>0.048600</td>\n",
       "      <td>0.177987</td>\n",
       "      <td>0.131206</td>\n",
       "      <td>0.012709</td>\n",
       "      <td>0.144953</td>\n",
       "      <td>0.126314</td>\n",
       "      <td>0.179150</td>\n",
       "      <td>0.140806</td>\n",
       "      <td>0.184099</td>\n",
       "      <td>0.081474</td>\n",
       "      <td>...</td>\n",
       "      <td>0.407142</td>\n",
       "      <td>0.195365</td>\n",
       "      <td>-0.025942</td>\n",
       "      <td>0.289814</td>\n",
       "      <td>0.350772</td>\n",
       "      <td>0.301890</td>\n",
       "      <td>0.163150</td>\n",
       "      <td>-0.031462</td>\n",
       "      <td>0.278494</td>\n",
       "      <td>0.057983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A.I. Artificial Intelligence (2001)</th>\n",
       "      <td>0.190290</td>\n",
       "      <td>0.181817</td>\n",
       "      <td>0.112347</td>\n",
       "      <td>0.150340</td>\n",
       "      <td>0.065893</td>\n",
       "      <td>0.103390</td>\n",
       "      <td>0.232931</td>\n",
       "      <td>0.133630</td>\n",
       "      <td>0.102999</td>\n",
       "      <td>0.149502</td>\n",
       "      <td>...</td>\n",
       "      <td>0.261123</td>\n",
       "      <td>0.133278</td>\n",
       "      <td>0.047304</td>\n",
       "      <td>0.281377</td>\n",
       "      <td>0.189392</td>\n",
       "      <td>0.301106</td>\n",
       "      <td>0.141724</td>\n",
       "      <td>0.342150</td>\n",
       "      <td>0.282150</td>\n",
       "      <td>0.100487</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 2269 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "title                                               'burbs, The (1989)  \\\n",
       "title                                                                    \n",
       "'burbs, The (1989)                                            1.000000   \n",
       "(500) Days of Summer (2009)                                   0.063117   \n",
       "10 Cloverfield Lane (2016)                                   -0.023768   \n",
       "10 Things I Hate About You (1999)                             0.143482   \n",
       "10,000 BC (2008)                                              0.011998   \n",
       "101 Dalmatians (1996)                                         0.087931   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...            0.224052   \n",
       "12 Angry Men (1957)                                           0.034223   \n",
       "12 Years a Slave (2013)                                       0.009277   \n",
       "127 Hours (2010)                                              0.008331   \n",
       "13 Going on 30 (2004)                                         0.049700   \n",
       "13th Warrior, The (1999)                                      0.176071   \n",
       "1408 (2007)                                                   0.131993   \n",
       "15 Minutes (2001)                                             0.104500   \n",
       "17 Again (2009)                                               0.047271   \n",
       "1984 (Nineteen Eighty-Four) (1984)                            0.184452   \n",
       "2 Days in the Valley (1996)                                   0.092824   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...            0.084066   \n",
       "20,000 Leagues Under the Sea (1954)                           0.166599   \n",
       "2001: A Space Odyssey (1968)                                  0.205977   \n",
       "2010: The Year We Make Contact (1984)                         0.187019   \n",
       "2012 (2009)                                                   0.006377   \n",
       "21 (2008)                                                    -0.027152   \n",
       "21 Grams (2003)                                               0.035609   \n",
       "21 Jump Street (2012)                                        -0.014293   \n",
       "22 Jump Street (2014)                                        -0.027713   \n",
       "25th Hour (2002)                                              0.099271   \n",
       "27 Dresses (2008)                                            -0.028021   \n",
       "28 Days (2000)                                                0.107001   \n",
       "28 Days Later (2002)                                          0.117119   \n",
       "28 Weeks Later (2007)                                        -0.028967   \n",
       "30 Days of Night (2007)                                       0.144642   \n",
       "300 (2007)                                                    0.109059   \n",
       "39 Steps, The (1935)                                          0.021677   \n",
       "3:10 to Yuma (2007)                                           0.131405   \n",
       "40 Days and 40 Nights (2002)                                  0.115386   \n",
       "40-Year-Old Virgin, The (2005)                                0.124265   \n",
       "400 Blows, The (Les quatre cents coups) (1959)               -0.022021   \n",
       "48 Hrs. (1982)                                                0.255706   \n",
       "50 First Dates (2004)                                         0.024466   \n",
       "50/50 (2011)                                                  0.027045   \n",
       "6th Day, The (2000)                                           0.025169   \n",
       "8 1/2 (8½) (1963)                                             0.050693   \n",
       "8 Mile (2002)                                                 0.081298   \n",
       "8MM (1999)                                                    0.075174   \n",
       "9 (2009)                                                      0.049602   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                           0.177167   \n",
       "A Million Ways to Die in the West (2014)                     -0.007649   \n",
       "A-Team, The (2010)                                            0.048600   \n",
       "A.I. Artificial Intelligence (2001)                           0.190290   \n",
       "\n",
       "title                                               (500) Days of Summer (2009)  \\\n",
       "title                                                                             \n",
       "'burbs, The (1989)                                                     0.063117   \n",
       "(500) Days of Summer (2009)                                            1.000000   \n",
       "10 Cloverfield Lane (2016)                                             0.142471   \n",
       "10 Things I Hate About You (1999)                                      0.273989   \n",
       "10,000 BC (2008)                                                       0.193960   \n",
       "101 Dalmatians (1996)                                                  0.148903   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                     0.142141   \n",
       "12 Angry Men (1957)                                                    0.159756   \n",
       "12 Years a Slave (2013)                                                0.135486   \n",
       "127 Hours (2010)                                                       0.200135   \n",
       "13 Going on 30 (2004)                                                  0.297152   \n",
       "13th Warrior, The (1999)                                               0.072835   \n",
       "1408 (2007)                                                            0.226574   \n",
       "15 Minutes (2001)                                                      0.087240   \n",
       "17 Again (2009)                                                        0.342948   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                     0.038255   \n",
       "2 Days in the Valley (1996)                                            0.040104   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                     0.241906   \n",
       "20,000 Leagues Under the Sea (1954)                                    0.001739   \n",
       "2001: A Space Odyssey (1968)                                           0.113616   \n",
       "2010: The Year We Make Contact (1984)                                  0.030603   \n",
       "2012 (2009)                                                            0.274272   \n",
       "21 (2008)                                                              0.285043   \n",
       "21 Grams (2003)                                                        0.094029   \n",
       "21 Jump Street (2012)                                                  0.284552   \n",
       "22 Jump Street (2014)                                                  0.194200   \n",
       "25th Hour (2002)                                                       0.086447   \n",
       "27 Dresses (2008)                                                      0.205511   \n",
       "28 Days (2000)                                                         0.048670   \n",
       "28 Days Later (2002)                                                   0.149167   \n",
       "28 Weeks Later (2007)                                                  0.157145   \n",
       "30 Days of Night (2007)                                                0.249836   \n",
       "300 (2007)                                                             0.343028   \n",
       "39 Steps, The (1935)                                                  -0.034688   \n",
       "3:10 to Yuma (2007)                                                    0.252980   \n",
       "40 Days and 40 Nights (2002)                                           0.174618   \n",
       "40-Year-Old Virgin, The (2005)                                         0.344805   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                         0.023625   \n",
       "48 Hrs. (1982)                                                         0.156628   \n",
       "50 First Dates (2004)                                                  0.314037   \n",
       "50/50 (2011)                                                           0.449556   \n",
       "6th Day, The (2000)                                                    0.046024   \n",
       "8 1/2 (8½) (1963)                                                      0.038648   \n",
       "8 Mile (2002)                                                          0.142570   \n",
       "8MM (1999)                                                             0.007742   \n",
       "9 (2009)                                                               0.245365   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                    0.107561   \n",
       "A Million Ways to Die in the West (2014)                               0.217948   \n",
       "A-Team, The (2010)                                                     0.177987   \n",
       "A.I. Artificial Intelligence (2001)                                    0.181817   \n",
       "\n",
       "title                                               10 Cloverfield Lane (2016)  \\\n",
       "title                                                                            \n",
       "'burbs, The (1989)                                                   -0.023768   \n",
       "(500) Days of Summer (2009)                                           0.142471   \n",
       "10 Cloverfield Lane (2016)                                            1.000000   \n",
       "10 Things I Hate About You (1999)                                    -0.005799   \n",
       "10,000 BC (2008)                                                      0.112396   \n",
       "101 Dalmatians (1996)                                                 0.006139   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                   -0.016835   \n",
       "12 Angry Men (1957)                                                   0.031704   \n",
       "12 Years a Slave (2013)                                              -0.024275   \n",
       "127 Hours (2010)                                                      0.272943   \n",
       "13 Going on 30 (2004)                                                -0.027835   \n",
       "13th Warrior, The (1999)                                             -0.029983   \n",
       "1408 (2007)                                                           0.181245   \n",
       "15 Minutes (2001)                                                     0.017315   \n",
       "17 Again (2009)                                                      -0.019197   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                    0.049227   \n",
       "2 Days in the Valley (1996)                                          -0.020711   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                    0.097364   \n",
       "20,000 Leagues Under the Sea (1954)                                   0.012478   \n",
       "2001: A Space Odyssey (1968)                                          0.099310   \n",
       "2010: The Year We Make Contact (1984)                                -0.025037   \n",
       "2012 (2009)                                                           0.205739   \n",
       "21 (2008)                                                             0.082904   \n",
       "21 Grams (2003)                                                      -0.030166   \n",
       "21 Jump Street (2012)                                                 0.309963   \n",
       "22 Jump Street (2014)                                                 0.292432   \n",
       "25th Hour (2002)                                                      0.092291   \n",
       "27 Dresses (2008)                                                    -0.026642   \n",
       "28 Days (2000)                                                       -0.008488   \n",
       "28 Days Later (2002)                                                  0.228241   \n",
       "28 Weeks Later (2007)                                                 0.231702   \n",
       "30 Days of Night (2007)                                               0.263072   \n",
       "300 (2007)                                                            0.170440   \n",
       "39 Steps, The (1935)                                                 -0.019994   \n",
       "3:10 to Yuma (2007)                                                   0.104868   \n",
       "40 Days and 40 Nights (2002)                                          0.081960   \n",
       "40-Year-Old Virgin, The (2005)                                        0.145923   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                        0.033310   \n",
       "48 Hrs. (1982)                                                        0.147068   \n",
       "50 First Dates (2004)                                                 0.025681   \n",
       "50/50 (2011)                                                          0.110626   \n",
       "6th Day, The (2000)                                                   0.136828   \n",
       "8 1/2 (8½) (1963)                                                    -0.022720   \n",
       "8 Mile (2002)                                                         0.167165   \n",
       "8MM (1999)                                                            0.042378   \n",
       "9 (2009)                                                              0.373762   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                   0.022235   \n",
       "A Million Ways to Die in the West (2014)                              0.368760   \n",
       "A-Team, The (2010)                                                    0.131206   \n",
       "A.I. Artificial Intelligence (2001)                                   0.112347   \n",
       "\n",
       "title                                               10 Things I Hate About You (1999)  \\\n",
       "title                                                                                   \n",
       "'burbs, The (1989)                                                           0.143482   \n",
       "(500) Days of Summer (2009)                                                  0.273989   \n",
       "10 Cloverfield Lane (2016)                                                  -0.005799   \n",
       "10 Things I Hate About You (1999)                                            1.000000   \n",
       "10,000 BC (2008)                                                             0.244670   \n",
       "101 Dalmatians (1996)                                                        0.223481   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                           0.211473   \n",
       "12 Angry Men (1957)                                                          0.011784   \n",
       "12 Years a Slave (2013)                                                      0.091964   \n",
       "127 Hours (2010)                                                             0.043383   \n",
       "13 Going on 30 (2004)                                                        0.321071   \n",
       "13th Warrior, The (1999)                                                     0.215828   \n",
       "1408 (2007)                                                                  0.069470   \n",
       "15 Minutes (2001)                                                            0.223197   \n",
       "17 Again (2009)                                                              0.231261   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                           0.131719   \n",
       "2 Days in the Valley (1996)                                                  0.084953   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                           0.241569   \n",
       "20,000 Leagues Under the Sea (1954)                                         -0.025007   \n",
       "2001: A Space Odyssey (1968)                                                 0.085974   \n",
       "2010: The Year We Make Contact (1984)                                        0.011587   \n",
       "2012 (2009)                                                                  0.064187   \n",
       "21 (2008)                                                                    0.148407   \n",
       "21 Grams (2003)                                                              0.092169   \n",
       "21 Jump Street (2012)                                                        0.253355   \n",
       "22 Jump Street (2014)                                                        0.128083   \n",
       "25th Hour (2002)                                                             0.129941   \n",
       "27 Dresses (2008)                                                            0.294837   \n",
       "28 Days (2000)                                                               0.132403   \n",
       "28 Days Later (2002)                                                         0.092319   \n",
       "28 Weeks Later (2007)                                                        0.101060   \n",
       "30 Days of Night (2007)                                                      0.281717   \n",
       "300 (2007)                                                                   0.279463   \n",
       "39 Steps, The (1935)                                                         0.031647   \n",
       "3:10 to Yuma (2007)                                                          0.054965   \n",
       "40 Days and 40 Nights (2002)                                                 0.169333   \n",
       "40-Year-Old Virgin, The (2005)                                               0.282269   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                               0.044299   \n",
       "48 Hrs. (1982)                                                               0.113891   \n",
       "50 First Dates (2004)                                                        0.260104   \n",
       "50/50 (2011)                                                                 0.193500   \n",
       "6th Day, The (2000)                                                          0.106531   \n",
       "8 1/2 (8½) (1963)                                                            0.104176   \n",
       "8 Mile (2002)                                                                0.201865   \n",
       "8MM (1999)                                                                   0.192870   \n",
       "9 (2009)                                                                     0.040689   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                          0.175393   \n",
       "A Million Ways to Die in the West (2014)                                     0.156074   \n",
       "A-Team, The (2010)                                                           0.012709   \n",
       "A.I. Artificial Intelligence (2001)                                          0.150340   \n",
       "\n",
       "title                                               10,000 BC (2008)  \\\n",
       "title                                                                  \n",
       "'burbs, The (1989)                                          0.011998   \n",
       "(500) Days of Summer (2009)                                 0.193960   \n",
       "10 Cloverfield Lane (2016)                                  0.112396   \n",
       "10 Things I Hate About You (1999)                           0.244670   \n",
       "10,000 BC (2008)                                            1.000000   \n",
       "101 Dalmatians (1996)                                       0.234459   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...          0.119132   \n",
       "12 Angry Men (1957)                                         0.059187   \n",
       "12 Years a Slave (2013)                                    -0.025882   \n",
       "127 Hours (2010)                                            0.089328   \n",
       "13 Going on 30 (2004)                                       0.167098   \n",
       "13th Warrior, The (1999)                                    0.163148   \n",
       "1408 (2007)                                                 0.133706   \n",
       "15 Minutes (2001)                                           0.190482   \n",
       "17 Again (2009)                                             0.174499   \n",
       "1984 (Nineteen Eighty-Four) (1984)                          0.076915   \n",
       "2 Days in the Valley (1996)                                 0.074188   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...          0.383957   \n",
       "20,000 Leagues Under the Sea (1954)                         0.062390   \n",
       "2001: A Space Odyssey (1968)                                0.043458   \n",
       "2010: The Year We Make Contact (1984)                       0.013928   \n",
       "2012 (2009)                                                 0.183503   \n",
       "21 (2008)                                                   0.150917   \n",
       "21 Grams (2003)                                             0.169458   \n",
       "21 Jump Street (2012)                                       0.230999   \n",
       "22 Jump Street (2014)                                       0.083669   \n",
       "25th Hour (2002)                                            0.007843   \n",
       "27 Dresses (2008)                                           0.188470   \n",
       "28 Days (2000)                                              0.019482   \n",
       "28 Days Later (2002)                                        0.206790   \n",
       "28 Weeks Later (2007)                                       0.189832   \n",
       "30 Days of Night (2007)                                     0.312540   \n",
       "300 (2007)                                                  0.269534   \n",
       "39 Steps, The (1935)                                        0.029504   \n",
       "3:10 to Yuma (2007)                                         0.156718   \n",
       "40 Days and 40 Nights (2002)                                0.241806   \n",
       "40-Year-Old Virgin, The (2005)                              0.229602   \n",
       "400 Blows, The (Les quatre cents coups) (1959)              0.033181   \n",
       "48 Hrs. (1982)                                              0.085560   \n",
       "50 First Dates (2004)                                       0.171531   \n",
       "50/50 (2011)                                                0.149107   \n",
       "6th Day, The (2000)                                        -0.008063   \n",
       "8 1/2 (8½) (1963)                                           0.026497   \n",
       "8 Mile (2002)                                               0.224552   \n",
       "8MM (1999)                                                  0.117657   \n",
       "9 (2009)                                                    0.207873   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                         0.214284   \n",
       "A Million Ways to Die in the West (2014)                    0.145973   \n",
       "A-Team, The (2010)                                          0.144953   \n",
       "A.I. Artificial Intelligence (2001)                         0.065893   \n",
       "\n",
       "title                                               101 Dalmatians (1996)  \\\n",
       "title                                                                       \n",
       "'burbs, The (1989)                                               0.087931   \n",
       "(500) Days of Summer (2009)                                      0.148903   \n",
       "10 Cloverfield Lane (2016)                                       0.006139   \n",
       "10 Things I Hate About You (1999)                                0.223481   \n",
       "10,000 BC (2008)                                                 0.234459   \n",
       "101 Dalmatians (1996)                                            1.000000   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...               0.285112   \n",
       "12 Angry Men (1957)                                              0.119843   \n",
       "12 Years a Slave (2013)                                          0.072399   \n",
       "127 Hours (2010)                                                 0.029967   \n",
       "13 Going on 30 (2004)                                            0.188467   \n",
       "13th Warrior, The (1999)                                         0.004213   \n",
       "1408 (2007)                                                      0.159777   \n",
       "15 Minutes (2001)                                                0.023682   \n",
       "17 Again (2009)                                                  0.064464   \n",
       "1984 (Nineteen Eighty-Four) (1984)                               0.060264   \n",
       "2 Days in the Valley (1996)                                     -0.011668   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...               0.226195   \n",
       "20,000 Leagues Under the Sea (1954)                              0.048827   \n",
       "2001: A Space Odyssey (1968)                                     0.110844   \n",
       "2010: The Year We Make Contact (1984)                            0.059165   \n",
       "2012 (2009)                                                      0.090231   \n",
       "21 (2008)                                                        0.162742   \n",
       "21 Grams (2003)                                                  0.065939   \n",
       "21 Jump Street (2012)                                            0.083229   \n",
       "22 Jump Street (2014)                                            0.047292   \n",
       "25th Hour (2002)                                                 0.024449   \n",
       "27 Dresses (2008)                                                0.145437   \n",
       "28 Days (2000)                                                   0.206737   \n",
       "28 Days Later (2002)                                             0.071455   \n",
       "28 Weeks Later (2007)                                            0.148436   \n",
       "30 Days of Night (2007)                                          0.188786   \n",
       "300 (2007)                                                       0.203492   \n",
       "39 Steps, The (1935)                                             0.053974   \n",
       "3:10 to Yuma (2007)                                              0.098664   \n",
       "40 Days and 40 Nights (2002)                                     0.204085   \n",
       "40-Year-Old Virgin, The (2005)                                   0.192091   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                   0.117375   \n",
       "48 Hrs. (1982)                                                   0.018163   \n",
       "50 First Dates (2004)                                            0.201456   \n",
       "50/50 (2011)                                                     0.013975   \n",
       "6th Day, The (2000)                                              0.073324   \n",
       "8 1/2 (8½) (1963)                                                0.034064   \n",
       "8 Mile (2002)                                                    0.142100   \n",
       "8MM (1999)                                                       0.014575   \n",
       "9 (2009)                                                         0.129690   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                              0.035412   \n",
       "A Million Ways to Die in the West (2014)                         0.082494   \n",
       "A-Team, The (2010)                                               0.126314   \n",
       "A.I. Artificial Intelligence (2001)                              0.103390   \n",
       "\n",
       "title                                               101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "title                                                                                                        \n",
       "'burbs, The (1989)                                                                           0.224052        \n",
       "(500) Days of Summer (2009)                                                                  0.142141        \n",
       "10 Cloverfield Lane (2016)                                                                  -0.016835        \n",
       "10 Things I Hate About You (1999)                                                            0.211473        \n",
       "10,000 BC (2008)                                                                             0.119132        \n",
       "101 Dalmatians (1996)                                                                        0.285112        \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                                           1.000000        \n",
       "12 Angry Men (1957)                                                                          0.134037        \n",
       "12 Years a Slave (2013)                                                                      0.017264        \n",
       "127 Hours (2010)                                                                            -0.046277        \n",
       "13 Going on 30 (2004)                                                                        0.218406        \n",
       "13th Warrior, The (1999)                                                                     0.135894        \n",
       "1408 (2007)                                                                                  0.227193        \n",
       "15 Minutes (2001)                                                                            0.150835        \n",
       "17 Again (2009)                                                                              0.121410        \n",
       "1984 (Nineteen Eighty-Four) (1984)                                                           0.016212        \n",
       "2 Days in the Valley (1996)                                                                  0.012298        \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                                           0.278202        \n",
       "20,000 Leagues Under the Sea (1954)                                                          0.077642        \n",
       "2001: A Space Odyssey (1968)                                                                 0.102230        \n",
       "2010: The Year We Make Contact (1984)                                                        0.047708        \n",
       "2012 (2009)                                                                                  0.112334        \n",
       "21 (2008)                                                                                    0.067912        \n",
       "21 Grams (2003)                                                                              0.077724        \n",
       "21 Jump Street (2012)                                                                        0.131736        \n",
       "22 Jump Street (2014)                                                                        0.040373        \n",
       "25th Hour (2002)                                                                             0.159008        \n",
       "27 Dresses (2008)                                                                            0.064660        \n",
       "28 Days (2000)                                                                               0.151488        \n",
       "28 Days Later (2002)                                                                         0.160777        \n",
       "28 Weeks Later (2007)                                                                        0.100161        \n",
       "30 Days of Night (2007)                                                                      0.190600        \n",
       "300 (2007)                                                                                   0.225538        \n",
       "39 Steps, The (1935)                                                                         0.114909        \n",
       "3:10 to Yuma (2007)                                                                          0.186649        \n",
       "40 Days and 40 Nights (2002)                                                                 0.201044        \n",
       "40-Year-Old Virgin, The (2005)                                                               0.211736        \n",
       "400 Blows, The (Les quatre cents coups) (1959)                                              -0.037886        \n",
       "48 Hrs. (1982)                                                                               0.081776        \n",
       "50 First Dates (2004)                                                                        0.254503        \n",
       "50/50 (2011)                                                                                 0.052022        \n",
       "6th Day, The (2000)                                                                          0.085693        \n",
       "8 1/2 (8½) (1963)                                                                            0.072525        \n",
       "8 Mile (2002)                                                                                0.198804        \n",
       "8MM (1999)                                                                                  -0.003891        \n",
       "9 (2009)                                                                                     0.156452        \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                                          0.178146        \n",
       "A Million Ways to Die in the West (2014)                                                     0.007053        \n",
       "A-Team, The (2010)                                                                           0.179150        \n",
       "A.I. Artificial Intelligence (2001)                                                          0.232931        \n",
       "\n",
       "title                                               12 Angry Men (1957)  \\\n",
       "title                                                                     \n",
       "'burbs, The (1989)                                             0.034223   \n",
       "(500) Days of Summer (2009)                                    0.159756   \n",
       "10 Cloverfield Lane (2016)                                     0.031704   \n",
       "10 Things I Hate About You (1999)                              0.011784   \n",
       "10,000 BC (2008)                                               0.059187   \n",
       "101 Dalmatians (1996)                                          0.119843   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...             0.134037   \n",
       "12 Angry Men (1957)                                            1.000000   \n",
       "12 Years a Slave (2013)                                        0.132979   \n",
       "127 Hours (2010)                                               0.058862   \n",
       "13 Going on 30 (2004)                                         -0.027672   \n",
       "13th Warrior, The (1999)                                       0.084760   \n",
       "1408 (2007)                                                    0.189497   \n",
       "15 Minutes (2001)                                              0.001958   \n",
       "17 Again (2009)                                                0.049762   \n",
       "1984 (Nineteen Eighty-Four) (1984)                             0.083904   \n",
       "2 Days in the Valley (1996)                                    0.005600   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...             0.038303   \n",
       "20,000 Leagues Under the Sea (1954)                            0.095175   \n",
       "2001: A Space Odyssey (1968)                                   0.195909   \n",
       "2010: The Year We Make Contact (1984)                          0.101566   \n",
       "2012 (2009)                                                    0.236037   \n",
       "21 (2008)                                                      0.151766   \n",
       "21 Grams (2003)                                                0.008812   \n",
       "21 Jump Street (2012)                                          0.032199   \n",
       "22 Jump Street (2014)                                          0.030868   \n",
       "25th Hour (2002)                                               0.098673   \n",
       "27 Dresses (2008)                                              0.021898   \n",
       "28 Days (2000)                                                 0.081308   \n",
       "28 Days Later (2002)                                           0.140021   \n",
       "28 Weeks Later (2007)                                          0.198601   \n",
       "30 Days of Night (2007)                                        0.036231   \n",
       "300 (2007)                                                     0.176187   \n",
       "39 Steps, The (1935)                                           0.093545   \n",
       "3:10 to Yuma (2007)                                            0.080942   \n",
       "40 Days and 40 Nights (2002)                                   0.065062   \n",
       "40-Year-Old Virgin, The (2005)                                 0.152124   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                 0.035256   \n",
       "48 Hrs. (1982)                                                 0.052905   \n",
       "50 First Dates (2004)                                          0.155885   \n",
       "50/50 (2011)                                                   0.133550   \n",
       "6th Day, The (2000)                                            0.003208   \n",
       "8 1/2 (8½) (1963)                                              0.029581   \n",
       "8 Mile (2002)                                                  0.147206   \n",
       "8MM (1999)                                                     0.059525   \n",
       "9 (2009)                                                       0.057516   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                            0.060902   \n",
       "A Million Ways to Die in the West (2014)                       0.063883   \n",
       "A-Team, The (2010)                                             0.140806   \n",
       "A.I. Artificial Intelligence (2001)                            0.133630   \n",
       "\n",
       "title                                               12 Years a Slave (2013)  \\\n",
       "title                                                                         \n",
       "'burbs, The (1989)                                                 0.009277   \n",
       "(500) Days of Summer (2009)                                        0.135486   \n",
       "10 Cloverfield Lane (2016)                                        -0.024275   \n",
       "10 Things I Hate About You (1999)                                  0.091964   \n",
       "10,000 BC (2008)                                                  -0.025882   \n",
       "101 Dalmatians (1996)                                              0.072399   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                 0.017264   \n",
       "12 Angry Men (1957)                                                0.132979   \n",
       "12 Years a Slave (2013)                                            1.000000   \n",
       "127 Hours (2010)                                                   0.249931   \n",
       "13 Going on 30 (2004)                                              0.092133   \n",
       "13th Warrior, The (1999)                                           0.040699   \n",
       "1408 (2007)                                                        0.227912   \n",
       "15 Minutes (2001)                                                  0.036131   \n",
       "17 Again (2009)                                                    0.177934   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                -0.024158   \n",
       "2 Days in the Valley (1996)                                        0.045062   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                 0.042812   \n",
       "20,000 Leagues Under the Sea (1954)                               -0.026507   \n",
       "2001: A Space Odyssey (1968)                                       0.123191   \n",
       "2010: The Year We Make Contact (1984)                              0.013679   \n",
       "2012 (2009)                                                        0.148870   \n",
       "21 (2008)                                                          0.231514   \n",
       "21 Grams (2003)                                                    0.075000   \n",
       "21 Jump Street (2012)                                              0.087002   \n",
       "22 Jump Street (2014)                                              0.080137   \n",
       "25th Hour (2002)                                                   0.045102   \n",
       "27 Dresses (2008)                                                  0.089952   \n",
       "28 Days (2000)                                                     0.033600   \n",
       "28 Days Later (2002)                                               0.083261   \n",
       "28 Weeks Later (2007)                                              0.166171   \n",
       "30 Days of Night (2007)                                            0.034845   \n",
       "300 (2007)                                                         0.116833   \n",
       "39 Steps, The (1935)                                               0.039436   \n",
       "3:10 to Yuma (2007)                                                0.118440   \n",
       "40 Days and 40 Nights (2002)                                       0.062084   \n",
       "40-Year-Old Virgin, The (2005)                                     0.159343   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                     0.056354   \n",
       "48 Hrs. (1982)                                                     0.038356   \n",
       "50 First Dates (2004)                                              0.044939   \n",
       "50/50 (2011)                                                       0.212519   \n",
       "6th Day, The (2000)                                                0.018046   \n",
       "8 1/2 (8½) (1963)                                                  0.029632   \n",
       "8 Mile (2002)                                                      0.160446   \n",
       "8MM (1999)                                                         0.066930   \n",
       "9 (2009)                                                          -0.024113   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                               -0.020013   \n",
       "A Million Ways to Die in the West (2014)                           0.053311   \n",
       "A-Team, The (2010)                                                 0.184099   \n",
       "A.I. Artificial Intelligence (2001)                                0.102999   \n",
       "\n",
       "title                                               127 Hours (2010)  ...  \\\n",
       "title                                                                 ...   \n",
       "'burbs, The (1989)                                          0.008331  ...   \n",
       "(500) Days of Summer (2009)                                 0.200135  ...   \n",
       "10 Cloverfield Lane (2016)                                  0.272943  ...   \n",
       "10 Things I Hate About You (1999)                           0.043383  ...   \n",
       "10,000 BC (2008)                                            0.089328  ...   \n",
       "101 Dalmatians (1996)                                       0.029967  ...   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...         -0.046277  ...   \n",
       "12 Angry Men (1957)                                         0.058862  ...   \n",
       "12 Years a Slave (2013)                                     0.249931  ...   \n",
       "127 Hours (2010)                                            1.000000  ...   \n",
       "13 Going on 30 (2004)                                       0.043314  ...   \n",
       "13th Warrior, The (1999)                                    0.005800  ...   \n",
       "1408 (2007)                                                 0.226178  ...   \n",
       "15 Minutes (2001)                                           0.027306  ...   \n",
       "17 Again (2009)                                             0.054016  ...   \n",
       "1984 (Nineteen Eighty-Four) (1984)                          0.042696  ...   \n",
       "2 Days in the Valley (1996)                                 0.044682  ...   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...          0.206104  ...   \n",
       "20,000 Leagues Under the Sea (1954)                        -0.027924  ...   \n",
       "2001: A Space Odyssey (1968)                                0.140796  ...   \n",
       "2010: The Year We Make Contact (1984)                       0.012730  ...   \n",
       "2012 (2009)                                                 0.167471  ...   \n",
       "21 (2008)                                                   0.153485  ...   \n",
       "21 Grams (2003)                                             0.070118  ...   \n",
       "21 Jump Street (2012)                                       0.184179  ...   \n",
       "22 Jump Street (2014)                                       0.199895  ...   \n",
       "25th Hour (2002)                                            0.083324  ...   \n",
       "27 Dresses (2008)                                           0.018312  ...   \n",
       "28 Days (2000)                                             -0.034045  ...   \n",
       "28 Days Later (2002)                                        0.239685  ...   \n",
       "28 Weeks Later (2007)                                       0.274473  ...   \n",
       "30 Days of Night (2007)                                     0.294734  ...   \n",
       "300 (2007)                                                  0.159385  ...   \n",
       "39 Steps, The (1935)                                       -0.022627  ...   \n",
       "3:10 to Yuma (2007)                                         0.194177  ...   \n",
       "40 Days and 40 Nights (2002)                                0.089848  ...   \n",
       "40-Year-Old Virgin, The (2005)                              0.213953  ...   \n",
       "400 Blows, The (Les quatre cents coups) (1959)              0.046126  ...   \n",
       "48 Hrs. (1982)                                              0.128584  ...   \n",
       "50 First Dates (2004)                                      -0.012261  ...   \n",
       "50/50 (2011)                                                0.277113  ...   \n",
       "6th Day, The (2000)                                         0.201381  ...   \n",
       "8 1/2 (8½) (1963)                                           0.010178  ...   \n",
       "8 Mile (2002)                                               0.184963  ...   \n",
       "8MM (1999)                                                  0.114178  ...   \n",
       "9 (2009)                                                    0.187057  ...   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                         0.075563  ...   \n",
       "A Million Ways to Die in the West (2014)                    0.246537  ...   \n",
       "A-Team, The (2010)                                          0.081474  ...   \n",
       "A.I. Artificial Intelligence (2001)                         0.149502  ...   \n",
       "\n",
       "title                                               Zack and Miri Make a Porno (2008)  \\\n",
       "title                                                                                   \n",
       "'burbs, The (1989)                                                           0.017477   \n",
       "(500) Days of Summer (2009)                                                  0.374515   \n",
       "10 Cloverfield Lane (2016)                                                   0.242663   \n",
       "10 Things I Hate About You (1999)                                            0.243118   \n",
       "10,000 BC (2008)                                                             0.260261   \n",
       "101 Dalmatians (1996)                                                        0.114968   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                           0.120302   \n",
       "12 Angry Men (1957)                                                          0.104518   \n",
       "12 Years a Slave (2013)                                                      0.024045   \n",
       "127 Hours (2010)                                                             0.223135   \n",
       "13 Going on 30 (2004)                                                        0.103892   \n",
       "13th Warrior, The (1999)                                                     0.104176   \n",
       "1408 (2007)                                                                  0.255607   \n",
       "15 Minutes (2001)                                                            0.203207   \n",
       "17 Again (2009)                                                              0.263390   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                           0.086713   \n",
       "2 Days in the Valley (1996)                                                  0.034641   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                           0.325163   \n",
       "20,000 Leagues Under the Sea (1954)                                          0.060311   \n",
       "2001: A Space Odyssey (1968)                                                 0.150649   \n",
       "2010: The Year We Make Contact (1984)                                       -0.030538   \n",
       "2012 (2009)                                                                  0.509651   \n",
       "21 (2008)                                                                    0.225184   \n",
       "21 Grams (2003)                                                              0.124965   \n",
       "21 Jump Street (2012)                                                        0.542606   \n",
       "22 Jump Street (2014)                                                        0.446611   \n",
       "25th Hour (2002)                                                             0.191859   \n",
       "27 Dresses (2008)                                                            0.160286   \n",
       "28 Days (2000)                                                               0.065049   \n",
       "28 Days Later (2002)                                                         0.214041   \n",
       "28 Weeks Later (2007)                                                        0.242398   \n",
       "30 Days of Night (2007)                                                      0.324590   \n",
       "300 (2007)                                                                   0.387559   \n",
       "39 Steps, The (1935)                                                         0.029823   \n",
       "3:10 to Yuma (2007)                                                          0.273538   \n",
       "40 Days and 40 Nights (2002)                                                 0.280314   \n",
       "40-Year-Old Virgin, The (2005)                                               0.385291   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                              -0.025536   \n",
       "48 Hrs. (1982)                                                               0.249058   \n",
       "50 First Dates (2004)                                                        0.217317   \n",
       "50/50 (2011)                                                                 0.294750   \n",
       "6th Day, The (2000)                                                          0.162725   \n",
       "8 1/2 (8½) (1963)                                                            0.008357   \n",
       "8 Mile (2002)                                                                0.217765   \n",
       "8MM (1999)                                                                   0.033798   \n",
       "9 (2009)                                                                     0.300092   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                          0.168066   \n",
       "A Million Ways to Die in the West (2014)                                     0.459982   \n",
       "A-Team, The (2010)                                                           0.407142   \n",
       "A.I. Artificial Intelligence (2001)                                          0.261123   \n",
       "\n",
       "title                                               Zero Dark Thirty (2012)  \\\n",
       "title                                                                         \n",
       "'burbs, The (1989)                                                 0.032470   \n",
       "(500) Days of Summer (2009)                                        0.178655   \n",
       "10 Cloverfield Lane (2016)                                         0.099059   \n",
       "10 Things I Hate About You (1999)                                  0.104858   \n",
       "10,000 BC (2008)                                                   0.087592   \n",
       "101 Dalmatians (1996)                                              0.077232   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...                 0.125816   \n",
       "12 Angry Men (1957)                                                0.028415   \n",
       "12 Years a Slave (2013)                                            0.038127   \n",
       "127 Hours (2010)                                                   0.154299   \n",
       "13 Going on 30 (2004)                                              0.171578   \n",
       "13th Warrior, The (1999)                                           0.020703   \n",
       "1408 (2007)                                                        0.080251   \n",
       "15 Minutes (2001)                                                  0.146579   \n",
       "17 Again (2009)                                                    0.122126   \n",
       "1984 (Nineteen Eighty-Four) (1984)                                 0.097415   \n",
       "2 Days in the Valley (1996)                                        0.051850   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...                 0.234824   \n",
       "20,000 Leagues Under the Sea (1954)                                0.028748   \n",
       "2001: A Space Odyssey (1968)                                       0.097214   \n",
       "2010: The Year We Make Contact (1984)                             -0.025196   \n",
       "2012 (2009)                                                        0.259952   \n",
       "21 (2008)                                                          0.235334   \n",
       "21 Grams (2003)                                                    0.032101   \n",
       "21 Jump Street (2012)                                              0.126981   \n",
       "22 Jump Street (2014)                                              0.102079   \n",
       "25th Hour (2002)                                                   0.087437   \n",
       "27 Dresses (2008)                                                  0.063689   \n",
       "28 Days (2000)                                                     0.163407   \n",
       "28 Days Later (2002)                                               0.172517   \n",
       "28 Weeks Later (2007)                                              0.159216   \n",
       "30 Days of Night (2007)                                            0.174297   \n",
       "300 (2007)                                                         0.154857   \n",
       "39 Steps, The (1935)                                               0.056629   \n",
       "3:10 to Yuma (2007)                                                0.136278   \n",
       "40 Days and 40 Nights (2002)                                       0.172607   \n",
       "40-Year-Old Virgin, The (2005)                                     0.159255   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                    -0.021069   \n",
       "48 Hrs. (1982)                                                     0.141218   \n",
       "50 First Dates (2004)                                              0.064908   \n",
       "50/50 (2011)                                                       0.146408   \n",
       "6th Day, The (2000)                                                0.123075   \n",
       "8 1/2 (8½) (1963)                                                  0.021818   \n",
       "8 Mile (2002)                                                      0.140563   \n",
       "8MM (1999)                                                         0.035551   \n",
       "9 (2009)                                                          -0.022589   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                                0.128587   \n",
       "A Million Ways to Die in the West (2014)                           0.148306   \n",
       "A-Team, The (2010)                                                 0.195365   \n",
       "A.I. Artificial Intelligence (2001)                                0.133278   \n",
       "\n",
       "title                                               Zero Effect (1998)  \\\n",
       "title                                                                    \n",
       "'burbs, The (1989)                                            0.134701   \n",
       "(500) Days of Summer (2009)                                   0.068407   \n",
       "10 Cloverfield Lane (2016)                                   -0.023477   \n",
       "10 Things I Hate About You (1999)                             0.132460   \n",
       "10,000 BC (2008)                                              0.094913   \n",
       "101 Dalmatians (1996)                                         0.096294   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...            0.049818   \n",
       "12 Angry Men (1957)                                           0.079905   \n",
       "12 Years a Slave (2013)                                       0.013786   \n",
       "127 Hours (2010)                                              0.012907   \n",
       "13 Going on 30 (2004)                                         0.024181   \n",
       "13th Warrior, The (1999)                                      0.120064   \n",
       "1408 (2007)                                                   0.085942   \n",
       "15 Minutes (2001)                                             0.202411   \n",
       "17 Again (2009)                                               0.060692   \n",
       "1984 (Nineteen Eighty-Four) (1984)                            0.248409   \n",
       "2 Days in the Valley (1996)                                   0.132592   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...            0.028620   \n",
       "20,000 Leagues Under the Sea (1954)                           0.150319   \n",
       "2001: A Space Odyssey (1968)                                  0.257591   \n",
       "2010: The Year We Make Contact (1984)                         0.001312   \n",
       "2012 (2009)                                                   0.092917   \n",
       "21 (2008)                                                    -0.026819   \n",
       "21 Grams (2003)                                               0.101073   \n",
       "21 Jump Street (2012)                                         0.047505   \n",
       "22 Jump Street (2014)                                        -0.027374   \n",
       "25th Hour (2002)                                              0.059913   \n",
       "27 Dresses (2008)                                            -0.027678   \n",
       "28 Days (2000)                                                0.027005   \n",
       "28 Days Later (2002)                                          0.092135   \n",
       "28 Weeks Later (2007)                                        -0.028613   \n",
       "30 Days of Night (2007)                                       0.089886   \n",
       "300 (2007)                                                    0.072462   \n",
       "39 Steps, The (1935)                                          0.127582   \n",
       "3:10 to Yuma (2007)                                           0.019544   \n",
       "40 Days and 40 Nights (2002)                                  0.052942   \n",
       "40-Year-Old Virgin, The (2005)                                0.065284   \n",
       "400 Blows, The (Les quatre cents coups) (1959)                0.168723   \n",
       "48 Hrs. (1982)                                                0.094618   \n",
       "50 First Dates (2004)                                         0.041938   \n",
       "50/50 (2011)                                                  0.038144   \n",
       "6th Day, The (2000)                                           0.042405   \n",
       "8 1/2 (8½) (1963)                                            -0.023604   \n",
       "8 Mile (2002)                                                 0.027522   \n",
       "8MM (1999)                                                    0.109279   \n",
       "9 (2009)                                                      0.061061   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                           0.068838   \n",
       "A Million Ways to Die in the West (2014)                     -0.005778   \n",
       "A-Team, The (2010)                                           -0.025942   \n",
       "A.I. Artificial Intelligence (2001)                           0.047304   \n",
       "\n",
       "title                                               Zodiac (2007)  \\\n",
       "title                                                               \n",
       "'burbs, The (1989)                                       0.153158   \n",
       "(500) Days of Summer (2009)                              0.414585   \n",
       "10 Cloverfield Lane (2016)                               0.272347   \n",
       "10 Things I Hate About You (1999)                        0.091853   \n",
       "10,000 BC (2008)                                         0.184521   \n",
       "101 Dalmatians (1996)                                    0.067134   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...       0.083650   \n",
       "12 Angry Men (1957)                                      0.241435   \n",
       "12 Years a Slave (2013)                                  0.190366   \n",
       "127 Hours (2010)                                         0.364841   \n",
       "13 Going on 30 (2004)                                    0.134812   \n",
       "13th Warrior, The (1999)                                 0.166900   \n",
       "1408 (2007)                                              0.489065   \n",
       "15 Minutes (2001)                                        0.148711   \n",
       "17 Again (2009)                                          0.194117   \n",
       "1984 (Nineteen Eighty-Four) (1984)                       0.044366   \n",
       "2 Days in the Valley (1996)                              0.082067   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...       0.245552   \n",
       "20,000 Leagues Under the Sea (1954)                      0.044810   \n",
       "2001: A Space Odyssey (1968)                             0.350332   \n",
       "2010: The Year We Make Contact (1984)                    0.058882   \n",
       "2012 (2009)                                              0.360150   \n",
       "21 (2008)                                                0.331253   \n",
       "21 Grams (2003)                                          0.127659   \n",
       "21 Jump Street (2012)                                    0.321640   \n",
       "22 Jump Street (2014)                                    0.285790   \n",
       "25th Hour (2002)                                         0.225921   \n",
       "27 Dresses (2008)                                        0.060365   \n",
       "28 Days (2000)                                           0.010332   \n",
       "28 Days Later (2002)                                     0.401588   \n",
       "28 Weeks Later (2007)                                    0.357109   \n",
       "30 Days of Night (2007)                                  0.363568   \n",
       "300 (2007)                                               0.356441   \n",
       "39 Steps, The (1935)                                     0.109203   \n",
       "3:10 to Yuma (2007)                                      0.395323   \n",
       "40 Days and 40 Nights (2002)                             0.215405   \n",
       "40-Year-Old Virgin, The (2005)                           0.286849   \n",
       "400 Blows, The (Les quatre cents coups) (1959)           0.057872   \n",
       "48 Hrs. (1982)                                           0.249926   \n",
       "50 First Dates (2004)                                    0.172814   \n",
       "50/50 (2011)                                             0.394241   \n",
       "6th Day, The (2000)                                      0.167434   \n",
       "8 1/2 (8½) (1963)                                        0.052655   \n",
       "8 Mile (2002)                                            0.291352   \n",
       "8MM (1999)                                               0.081398   \n",
       "9 (2009)                                                 0.253712   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                      0.110726   \n",
       "A Million Ways to Die in the West (2014)                 0.230698   \n",
       "A-Team, The (2010)                                       0.289814   \n",
       "A.I. Artificial Intelligence (2001)                      0.281377   \n",
       "\n",
       "title                                               Zombieland (2009)  \\\n",
       "title                                                                   \n",
       "'burbs, The (1989)                                           0.101301   \n",
       "(500) Days of Summer (2009)                                  0.355723   \n",
       "10 Cloverfield Lane (2016)                                   0.241751   \n",
       "10 Things I Hate About You (1999)                            0.158637   \n",
       "10,000 BC (2008)                                             0.242299   \n",
       "101 Dalmatians (1996)                                        0.113224   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...           0.171654   \n",
       "12 Angry Men (1957)                                          0.144652   \n",
       "12 Years a Slave (2013)                                      0.104150   \n",
       "127 Hours (2010)                                             0.198926   \n",
       "13 Going on 30 (2004)                                        0.108230   \n",
       "13th Warrior, The (1999)                                     0.074339   \n",
       "1408 (2007)                                                  0.340620   \n",
       "15 Minutes (2001)                                            0.205183   \n",
       "17 Again (2009)                                              0.274326   \n",
       "1984 (Nineteen Eighty-Four) (1984)                           0.033937   \n",
       "2 Days in the Valley (1996)                                  0.039383   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...           0.258282   \n",
       "20,000 Leagues Under the Sea (1954)                          0.005268   \n",
       "2001: A Space Odyssey (1968)                                 0.196175   \n",
       "2010: The Year We Make Contact (1984)                        0.012049   \n",
       "2012 (2009)                                                  0.333374   \n",
       "21 (2008)                                                    0.256881   \n",
       "21 Grams (2003)                                              0.055743   \n",
       "21 Jump Street (2012)                                        0.442869   \n",
       "22 Jump Street (2014)                                        0.436226   \n",
       "25th Hour (2002)                                             0.100098   \n",
       "27 Dresses (2008)                                            0.118533   \n",
       "28 Days (2000)                                               0.152368   \n",
       "28 Days Later (2002)                                         0.383334   \n",
       "28 Weeks Later (2007)                                        0.374932   \n",
       "30 Days of Night (2007)                                      0.321178   \n",
       "300 (2007)                                                   0.423674   \n",
       "39 Steps, The (1935)                                         0.045321   \n",
       "3:10 to Yuma (2007)                                          0.289559   \n",
       "40 Days and 40 Nights (2002)                                 0.183491   \n",
       "40-Year-Old Virgin, The (2005)                               0.330806   \n",
       "400 Blows, The (Les quatre cents coups) (1959)              -0.000441   \n",
       "48 Hrs. (1982)                                               0.211042   \n",
       "50 First Dates (2004)                                        0.295761   \n",
       "50/50 (2011)                                                 0.324213   \n",
       "6th Day, The (2000)                                          0.157313   \n",
       "8 1/2 (8½) (1963)                                           -0.009934   \n",
       "8 Mile (2002)                                                0.195765   \n",
       "8MM (1999)                                                   0.000409   \n",
       "9 (2009)                                                     0.253367   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                          0.097819   \n",
       "A Million Ways to Die in the West (2014)                     0.246576   \n",
       "A-Team, The (2010)                                           0.350772   \n",
       "A.I. Artificial Intelligence (2001)                          0.189392   \n",
       "\n",
       "title                                               Zoolander (2001)  \\\n",
       "title                                                                  \n",
       "'burbs, The (1989)                                          0.049897   \n",
       "(500) Days of Summer (2009)                                 0.252226   \n",
       "10 Cloverfield Lane (2016)                                  0.195054   \n",
       "10 Things I Hate About You (1999)                           0.281934   \n",
       "10,000 BC (2008)                                            0.240231   \n",
       "101 Dalmatians (1996)                                       0.184324   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...          0.274260   \n",
       "12 Angry Men (1957)                                         0.122107   \n",
       "12 Years a Slave (2013)                                     0.017351   \n",
       "127 Hours (2010)                                            0.091416   \n",
       "13 Going on 30 (2004)                                       0.225685   \n",
       "13th Warrior, The (1999)                                    0.110602   \n",
       "1408 (2007)                                                 0.250310   \n",
       "15 Minutes (2001)                                           0.161740   \n",
       "17 Again (2009)                                             0.127872   \n",
       "1984 (Nineteen Eighty-Four) (1984)                          0.119897   \n",
       "2 Days in the Valley (1996)                                 0.079517   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...          0.392528   \n",
       "20,000 Leagues Under the Sea (1954)                         0.048607   \n",
       "2001: A Space Odyssey (1968)                                0.148409   \n",
       "2010: The Year We Make Contact (1984)                       0.074948   \n",
       "2012 (2009)                                                 0.247075   \n",
       "21 (2008)                                                   0.233673   \n",
       "21 Grams (2003)                                             0.111366   \n",
       "21 Jump Street (2012)                                       0.264151   \n",
       "22 Jump Street (2014)                                       0.153485   \n",
       "25th Hour (2002)                                            0.240280   \n",
       "27 Dresses (2008)                                           0.147150   \n",
       "28 Days (2000)                                              0.072583   \n",
       "28 Days Later (2002)                                        0.229685   \n",
       "28 Weeks Later (2007)                                       0.238080   \n",
       "30 Days of Night (2007)                                     0.187827   \n",
       "300 (2007)                                                  0.405754   \n",
       "39 Steps, The (1935)                                        0.052951   \n",
       "3:10 to Yuma (2007)                                         0.263533   \n",
       "40 Days and 40 Nights (2002)                                0.281322   \n",
       "40-Year-Old Virgin, The (2005)                              0.434640   \n",
       "400 Blows, The (Les quatre cents coups) (1959)              0.051857   \n",
       "48 Hrs. (1982)                                              0.279235   \n",
       "50 First Dates (2004)                                       0.370877   \n",
       "50/50 (2011)                                                0.113825   \n",
       "6th Day, The (2000)                                         0.156145   \n",
       "8 1/2 (8½) (1963)                                           0.102720   \n",
       "8 Mile (2002)                                               0.391360   \n",
       "8MM (1999)                                                  0.110335   \n",
       "9 (2009)                                                    0.132043   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                         0.084348   \n",
       "A Million Ways to Die in the West (2014)                    0.118824   \n",
       "A-Team, The (2010)                                          0.301890   \n",
       "A.I. Artificial Intelligence (2001)                         0.301106   \n",
       "\n",
       "title                                               Zootopia (2016)  \\\n",
       "title                                                                 \n",
       "'burbs, The (1989)                                         0.003233   \n",
       "(500) Days of Summer (2009)                                0.216007   \n",
       "10 Cloverfield Lane (2016)                                 0.319371   \n",
       "10 Things I Hate About You (1999)                          0.050031   \n",
       "10,000 BC (2008)                                           0.094773   \n",
       "101 Dalmatians (1996)                                      0.054024   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...         0.077594   \n",
       "12 Angry Men (1957)                                        0.056742   \n",
       "12 Years a Slave (2013)                                    0.063325   \n",
       "127 Hours (2010)                                           0.225747   \n",
       "13 Going on 30 (2004)                                      0.069602   \n",
       "13th Warrior, The (1999)                                   0.043481   \n",
       "1408 (2007)                                                0.155936   \n",
       "15 Minutes (2001)                                          0.052809   \n",
       "17 Again (2009)                                            0.098426   \n",
       "1984 (Nineteen Eighty-Four) (1984)                         0.055617   \n",
       "2 Days in the Valley (1996)                                0.019376   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...         0.228663   \n",
       "20,000 Leagues Under the Sea (1954)                       -0.018962   \n",
       "2001: A Space Odyssey (1968)                               0.099252   \n",
       "2010: The Year We Make Contact (1984)                     -0.038347   \n",
       "2012 (2009)                                                0.237767   \n",
       "21 (2008)                                                  0.057323   \n",
       "21 Grams (2003)                                            0.018279   \n",
       "21 Jump Street (2012)                                      0.304622   \n",
       "22 Jump Street (2014)                                      0.289426   \n",
       "25th Hour (2002)                                           0.047956   \n",
       "27 Dresses (2008)                                          0.037197   \n",
       "28 Days (2000)                                             0.015494   \n",
       "28 Days Later (2002)                                       0.189544   \n",
       "28 Weeks Later (2007)                                      0.224031   \n",
       "30 Days of Night (2007)                                    0.223492   \n",
       "300 (2007)                                                 0.196377   \n",
       "39 Steps, The (1935)                                       0.036812   \n",
       "3:10 to Yuma (2007)                                        0.226954   \n",
       "40 Days and 40 Nights (2002)                               0.147631   \n",
       "40-Year-Old Virgin, The (2005)                             0.174127   \n",
       "400 Blows, The (Les quatre cents coups) (1959)             0.055491   \n",
       "48 Hrs. (1982)                                             0.113094   \n",
       "50 First Dates (2004)                                      0.132905   \n",
       "50/50 (2011)                                               0.180237   \n",
       "6th Day, The (2000)                                        0.138474   \n",
       "8 1/2 (8½) (1963)                                         -0.001147   \n",
       "8 Mile (2002)                                              0.167494   \n",
       "8MM (1999)                                                 0.009572   \n",
       "9 (2009)                                                   0.162968   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                        0.064672   \n",
       "A Million Ways to Die in the West (2014)                   0.290719   \n",
       "A-Team, The (2010)                                         0.163150   \n",
       "A.I. Artificial Intelligence (2001)                        0.141724   \n",
       "\n",
       "title                                               eXistenZ (1999)  \\\n",
       "title                                                                 \n",
       "'burbs, The (1989)                                         0.187953   \n",
       "(500) Days of Summer (2009)                                0.053614   \n",
       "10 Cloverfield Lane (2016)                                 0.177846   \n",
       "10 Things I Hate About You (1999)                          0.121029   \n",
       "10,000 BC (2008)                                           0.088045   \n",
       "101 Dalmatians (1996)                                      0.047804   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...         0.085606   \n",
       "12 Angry Men (1957)                                       -0.001708   \n",
       "12 Years a Slave (2013)                                    0.002528   \n",
       "127 Hours (2010)                                           0.128638   \n",
       "13 Going on 30 (2004)                                      0.010007   \n",
       "13th Warrior, The (1999)                                   0.193831   \n",
       "1408 (2007)                                                0.185768   \n",
       "15 Minutes (2001)                                          0.149044   \n",
       "17 Again (2009)                                            0.044268   \n",
       "1984 (Nineteen Eighty-Four) (1984)                         0.348052   \n",
       "2 Days in the Valley (1996)                                0.208630   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...         0.066253   \n",
       "20,000 Leagues Under the Sea (1954)                        0.015235   \n",
       "2001: A Space Odyssey (1968)                               0.306034   \n",
       "2010: The Year We Make Contact (1984)                      0.200411   \n",
       "2012 (2009)                                                0.001442   \n",
       "21 (2008)                                                 -0.032526   \n",
       "21 Grams (2003)                                            0.242192   \n",
       "21 Jump Street (2012)                                      0.090014   \n",
       "22 Jump Street (2014)                                     -0.005970   \n",
       "25th Hour (2002)                                           0.249499   \n",
       "27 Dresses (2008)                                         -0.033567   \n",
       "28 Days (2000)                                             0.065135   \n",
       "28 Days Later (2002)                                       0.224503   \n",
       "28 Weeks Later (2007)                                      0.064251   \n",
       "30 Days of Night (2007)                                    0.161365   \n",
       "300 (2007)                                                 0.143665   \n",
       "39 Steps, The (1935)                                       0.096690   \n",
       "3:10 to Yuma (2007)                                        0.043132   \n",
       "40 Days and 40 Nights (2002)                               0.077368   \n",
       "40-Year-Old Virgin, The (2005)                             0.114796   \n",
       "400 Blows, The (Les quatre cents coups) (1959)             0.165889   \n",
       "48 Hrs. (1982)                                             0.225293   \n",
       "50 First Dates (2004)                                      0.010718   \n",
       "50/50 (2011)                                               0.022306   \n",
       "6th Day, The (2000)                                        0.289664   \n",
       "8 1/2 (8½) (1963)                                          0.109232   \n",
       "8 Mile (2002)                                              0.183789   \n",
       "8MM (1999)                                                 0.157403   \n",
       "9 (2009)                                                   0.218462   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                        0.051398   \n",
       "A Million Ways to Die in the West (2014)                   0.089432   \n",
       "A-Team, The (2010)                                        -0.031462   \n",
       "A.I. Artificial Intelligence (2001)                        0.342150   \n",
       "\n",
       "title                                               xXx (2002)  \\\n",
       "title                                                            \n",
       "'burbs, The (1989)                                    0.062174   \n",
       "(500) Days of Summer (2009)                           0.241092   \n",
       "10 Cloverfield Lane (2016)                            0.096638   \n",
       "10 Things I Hate About You (1999)                     0.130813   \n",
       "10,000 BC (2008)                                      0.203002   \n",
       "101 Dalmatians (1996)                                 0.156932   \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...    0.248820   \n",
       "12 Angry Men (1957)                                   0.074306   \n",
       "12 Years a Slave (2013)                               0.037469   \n",
       "127 Hours (2010)                                      0.153335   \n",
       "13 Going on 30 (2004)                                 0.139022   \n",
       "13th Warrior, The (1999)                              0.120495   \n",
       "1408 (2007)                                           0.336272   \n",
       "15 Minutes (2001)                                     0.328057   \n",
       "17 Again (2009)                                       0.117481   \n",
       "1984 (Nineteen Eighty-Four) (1984)                    0.228618   \n",
       "2 Days in the Valley (1996)                           0.114278   \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...    0.536836   \n",
       "20,000 Leagues Under the Sea (1954)                   0.071050   \n",
       "2001: A Space Odyssey (1968)                          0.164096   \n",
       "2010: The Year We Make Contact (1984)                 0.035180   \n",
       "2012 (2009)                                           0.185387   \n",
       "21 (2008)                                             0.171219   \n",
       "21 Grams (2003)                                       0.190836   \n",
       "21 Jump Street (2012)                                 0.081160   \n",
       "22 Jump Street (2014)                                 0.085019   \n",
       "25th Hour (2002)                                      0.248507   \n",
       "27 Dresses (2008)                                     0.064983   \n",
       "28 Days (2000)                                        0.104210   \n",
       "28 Days Later (2002)                                  0.197735   \n",
       "28 Weeks Later (2007)                                 0.321246   \n",
       "30 Days of Night (2007)                               0.312990   \n",
       "300 (2007)                                            0.325824   \n",
       "39 Steps, The (1935)                                  0.084613   \n",
       "3:10 to Yuma (2007)                                   0.297079   \n",
       "40 Days and 40 Nights (2002)                          0.396211   \n",
       "40-Year-Old Virgin, The (2005)                        0.160508   \n",
       "400 Blows, The (Les quatre cents coups) (1959)        0.044594   \n",
       "48 Hrs. (1982)                                        0.209532   \n",
       "50 First Dates (2004)                                 0.151376   \n",
       "50/50 (2011)                                          0.221786   \n",
       "6th Day, The (2000)                                   0.279485   \n",
       "8 1/2 (8½) (1963)                                     0.052459   \n",
       "8 Mile (2002)                                         0.313652   \n",
       "8MM (1999)                                            0.186961   \n",
       "9 (2009)                                              0.190881   \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                   0.161388   \n",
       "A Million Ways to Die in the West (2014)              0.117484   \n",
       "A-Team, The (2010)                                    0.278494   \n",
       "A.I. Artificial Intelligence (2001)                   0.282150   \n",
       "\n",
       "title                                               ¡Three Amigos! (1986)  \n",
       "title                                                                      \n",
       "'burbs, The (1989)                                               0.353194  \n",
       "(500) Days of Summer (2009)                                      0.125905  \n",
       "10 Cloverfield Lane (2016)                                       0.002733  \n",
       "10 Things I Hate About You (1999)                                0.110612  \n",
       "10,000 BC (2008)                                                 0.083518  \n",
       "101 Dalmatians (1996)                                            0.078734  \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...               0.171118  \n",
       "12 Angry Men (1957)                                              0.102744  \n",
       "12 Years a Slave (2013)                                          0.004213  \n",
       "127 Hours (2010)                                                 0.002912  \n",
       "13 Going on 30 (2004)                                            0.021094  \n",
       "13th Warrior, The (1999)                                         0.164405  \n",
       "1408 (2007)                                                      0.130120  \n",
       "15 Minutes (2001)                                                0.122113  \n",
       "17 Again (2009)                                                  0.031311  \n",
       "1984 (Nineteen Eighty-Four) (1984)                               0.056773  \n",
       "2 Days in the Valley (1996)                                      0.157638  \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...               0.067338  \n",
       "20,000 Leagues Under the Sea (1954)                              0.097238  \n",
       "2001: A Space Odyssey (1968)                                     0.182865  \n",
       "2010: The Year We Make Contact (1984)                            0.219199  \n",
       "2012 (2009)                                                      0.015040  \n",
       "21 (2008)                                                        0.011468  \n",
       "21 Grams (2003)                                                  0.078982  \n",
       "21 Jump Street (2012)                                            0.081730  \n",
       "22 Jump Street (2014)                                            0.010023  \n",
       "25th Hour (2002)                                                 0.168650  \n",
       "27 Dresses (2008)                                                0.029157  \n",
       "28 Days (2000)                                                   0.216301  \n",
       "28 Days Later (2002)                                             0.168626  \n",
       "28 Weeks Later (2007)                                            0.029030  \n",
       "30 Days of Night (2007)                                          0.194935  \n",
       "300 (2007)                                                       0.151013  \n",
       "39 Steps, The (1935)                                             0.116609  \n",
       "3:10 to Yuma (2007)                                              0.189668  \n",
       "40 Days and 40 Nights (2002)                                     0.135242  \n",
       "40-Year-Old Virgin, The (2005)                                   0.149350  \n",
       "400 Blows, The (Les quatre cents coups) (1959)                  -0.028133  \n",
       "48 Hrs. (1982)                                                   0.236549  \n",
       "50 First Dates (2004)                                            0.021899  \n",
       "50/50 (2011)                                                     0.065205  \n",
       "6th Day, The (2000)                                              0.057537  \n",
       "8 1/2 (8½) (1963)                                               -0.030530  \n",
       "8 Mile (2002)                                                    0.129380  \n",
       "8MM (1999)                                                       0.151428  \n",
       "9 (2009)                                                         0.031810  \n",
       "9 1/2 Weeks (Nine 1/2 Weeks) (1986)                              0.197042  \n",
       "A Million Ways to Die in the West (2014)                         0.046792  \n",
       "A-Team, The (2010)                                               0.057983  \n",
       "A.I. Artificial Intelligence (2001)                              0.100487  \n",
       "\n",
       "[50 rows x 2269 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_similarity_df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def similar_movies(movie_name,user_rating):\n",
    "    similar_sc = item_similarity_df[movie_name]*(user_rating-2.5)\n",
    "    similar_sc = similar_sc.sort_values(ascending=False)\n",
    "    \n",
    "    return similar_sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_1 = [(\"Harry Potter and the Chamber of Secrets (2002)\",4),(\"Fast and the Furious: Tokyo Drift, The (Fast and the Furious 3, The) (2006)\",5),\n",
    "          (\"(500) Days of Summer (2009)\",1),(\"Chronicles of Narnia: Prince Caspian, The (2008)\",4)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "for (movie,rating) in user_1:\n",
    "    dff = dff.append(similar_movies(movie,rating),ignore_index=True)\n",
    "\n",
    "dff.head()\n",
    "answer = dff.sum().sort_values(ascending=False)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fast and the Furious: Tokyo Drift, The (Fast and the Furious 3, The) (2006)    2.667216\n",
       "Harry Potter and the Chamber of Secrets (2002)                                 2.087958\n",
       "Golden Compass, The (2007)                                                     2.054389\n",
       "Chronicles of Narnia: Prince Caspian, The (2008)                               1.822854\n",
       "Harry Potter and the Goblet of Fire (2005)                                     1.811637\n",
       "                                                                                 ...   \n",
       "Made in America (1993)                                                        -0.218676\n",
       "The Intern (2015)                                                             -0.224304\n",
       "No Strings Attached (2011)                                                    -0.241201\n",
       "Internship, The (2013)                                                        -0.310783\n",
       "(500) Days of Summer (2009)                                                   -0.437314\n",
       "Length: 2269, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fast and the Furious: Tokyo Drift, The (Fast and the Furious 3, The) (2006)                       2.667216\n",
       "Harry Potter and the Chamber of Secrets (2002)                                                    2.087958\n",
       "Golden Compass, The (2007)                                                                        2.054389\n",
       "Chronicles of Narnia: Prince Caspian, The (2008)                                                  1.822854\n",
       "Harry Potter and the Goblet of Fire (2005)                                                        1.811637\n",
       "Chronicles of Narnia: The Lion, the Witch and the Wardrobe, The (2005)                            1.775367\n",
       "Harry Potter and the Prisoner of Azkaban (2004)                                                   1.728339\n",
       "Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001)    1.720694\n",
       "Fun with Dick and Jane (2005)                                                                     1.693371\n",
       "Lemony Snicket's A Series of Unfortunate Events (2004)                                            1.665310\n",
       "Ultraviolet (2006)                                                                                1.586780\n",
       "Pirates of the Caribbean: Dead Man's Chest (2006)                                                 1.585388\n",
       "Snakes on a Plane (2006)                                                                          1.565461\n",
       "Harry Potter and the Order of the Phoenix (2007)                                                  1.557388\n",
       "Transporter, The (2002)                                                                           1.556585\n",
       "Chronicles of Riddick, The (2004)                                                                 1.547289\n",
       "Mission: Impossible III (2006)                                                                    1.536999\n",
       "Spider-Man 2 (2004)                                                                               1.522510\n",
       "Shanghai Knights (2003)                                                                           1.520050\n",
       "Harold and Kumar Go to White Castle (2004)                                                        1.503980\n",
       "Superman Returns (2006)                                                                           1.495453\n",
       "Star Wars: Episode III - Revenge of the Sith (2005)                                               1.494619\n",
       "Jumper (2008)                                                                                     1.491050\n",
       "Star Wars: Episode II - Attack of the Clones (2002)                                               1.486618\n",
       "Fast Five (Fast and the Furious 5, The) (2011)                                                    1.483140\n",
       "Spider-Man (2002)                                                                                 1.453321\n",
       "Surrogates (2009)                                                                                 1.441892\n",
       "Fast & Furious (Fast and the Furious 4, The) (2009)                                               1.419601\n",
       "Harold & Kumar Escape from Guantanamo Bay (2008)                                                  1.417333\n",
       "Atlantis: The Lost Empire (2001)                                                                  1.415992\n",
       "Empire of the Sun (1987)                                                                          1.412302\n",
       "Final Fantasy: The Spirits Within (2001)                                                          1.405893\n",
       "Fantastic Four (2005)                                                                             1.404898\n",
       "Final Fantasy VII: Advent Children (2004)                                                         1.403896\n",
       "Joe Dirt (2001)                                                                                   1.403679\n",
       "Crank (2006)                                                                                      1.395226\n",
       "Underworld: Evolution (2006)                                                                      1.394494\n",
       "Spider-Man 3 (2007)                                                                               1.391508\n",
       "Enchanted (2007)                                                                                  1.386022\n",
       "Shark Tale (2004)                                                                                 1.383207\n",
       "X-Men: The Last Stand (2006)                                                                      1.382636\n",
       "Pirates of the Caribbean: At World's End (2007)                                                   1.367619\n",
       "Daredevil (2003)                                                                                  1.360509\n",
       "One, The (2001)                                                                                   1.356241\n",
       "Paycheck (2003)                                                                                   1.348753\n",
       "Brick (2005)                                                                                      1.338146\n",
       "Rush Hour 2 (2001)                                                                                1.330532\n",
       "Transporter 2 (2005)                                                                              1.329342\n",
       "Fast and the Furious, The (2001)                                                                  1.328746\n",
       "Hidalgo (2004)                                                                                    1.327340\n",
       "dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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