Movie-Recommendation-System/Movie Lens Collaborative Filtering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from scipy import sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100836, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>userId</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>7</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>15</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>17</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = pd.read_csv('dataset/ratings.csv')\n",
    "movies = pd.read_csv('dataset/movies.csv')\n",
    "ratings = pd.merge(movies,ratings).drop(['genres','timestamp'],axis=1)\n",
    "print(ratings.shape)\n",
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before:  (610, 9719)\n",
      "After:  (610, 2269)\n"
     ]
    }
   ],
   "source": [
    "userRatings = ratings.pivot_table(index=['userId'],columns=['title'],values='rating')\n",
    "userRatings.head()\n",
    "print(\"Before: \",userRatings.shape)\n",
    "userRatings = userRatings.dropna(thresh=10, axis=1).fillna(0,axis=1)\n",
    "#userRatings.fillna(0, inplace=True)\n",
    "print(\"After: \",userRatings.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>title</th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>10 Cloverfield Lane (2016)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>...</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zootopia (2016)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.063117</td>\n",
       "      <td>-0.023768</td>\n",
       "      <td>0.143482</td>\n",
       "      <td>0.011998</td>\n",
       "      <td>0.087931</td>\n",
       "      <td>0.224052</td>\n",
       "      <td>0.034223</td>\n",
       "      <td>0.009277</td>\n",
       "      <td>0.008331</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017477</td>\n",
       "      <td>0.032470</td>\n",
       "      <td>0.134701</td>\n",
       "      <td>0.153158</td>\n",
       "      <td>0.101301</td>\n",
       "      <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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adventures of Tintin, The (2011)</th>\n",
       "      <td>0.058126</td>\n",
       "      <td>0.145710</td>\n",
       "      <td>0.315174</td>\n",
       "      <td>0.002803</td>\n",
       "      <td>0.147313</td>\n",
       "      <td>0.192574</td>\n",
       "      <td>0.093607</td>\n",
       "      <td>0.052644</td>\n",
       "      <td>-0.022564</td>\n",
       "      <td>0.262680</td>\n",
       "      <td>...</td>\n",
       "      <td>0.328887</td>\n",
       "      <td>0.224473</td>\n",
       "      <td>0.074061</td>\n",
       "      <td>0.312020</td>\n",
       "      <td>0.356956</td>\n",
       "      <td>0.161384</td>\n",
       "      <td>0.238989</td>\n",
       "      <td>0.054934</td>\n",
       "      <td>0.186170</td>\n",
       "      <td>0.084949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aeon Flux (2005)</th>\n",
       "      <td>0.004780</td>\n",
       "      <td>0.182400</td>\n",
       "      <td>0.041858</td>\n",
       "      <td>0.173629</td>\n",
       "      <td>0.271907</td>\n",
       "      <td>0.149928</td>\n",
       "      <td>0.138942</td>\n",
       "      <td>0.084400</td>\n",
       "      <td>-0.028958</td>\n",
       "      <td>0.021805</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316439</td>\n",
       "      <td>0.082038</td>\n",
       "      <td>0.089567</td>\n",
       "      <td>0.255802</td>\n",
       "      <td>0.164586</td>\n",
       "      <td>0.267491</td>\n",
       "      <td>0.025853</td>\n",
       "      <td>0.152003</td>\n",
       "      <td>0.290934</td>\n",
       "      <td>0.005847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>African Queen, The (1951)</th>\n",
       "      <td>0.140176</td>\n",
       "      <td>-0.032542</td>\n",
       "      <td>-0.035356</td>\n",
       "      <td>0.042100</td>\n",
       "      <td>0.014144</td>\n",
       "      <td>0.119096</td>\n",
       "      <td>0.186821</td>\n",
       "      <td>0.109981</td>\n",
       "      <td>0.009361</td>\n",
       "      <td>-0.021669</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006259</td>\n",
       "      <td>0.009156</td>\n",
       "      <td>0.178054</td>\n",
       "      <td>0.022269</td>\n",
       "      <td>-0.020935</td>\n",
       "      <td>0.041560</td>\n",
       "      <td>-0.005509</td>\n",
       "      <td>0.124770</td>\n",
       "      <td>0.028350</td>\n",
       "      <td>0.142137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age of Innocence, The (1993)</th>\n",
       "      <td>0.136564</td>\n",
       "      <td>0.051691</td>\n",
       "      <td>0.018431</td>\n",
       "      <td>0.148320</td>\n",
       "      <td>0.024920</td>\n",
       "      <td>0.134095</td>\n",
       "      <td>0.140306</td>\n",
       "      <td>0.101633</td>\n",
       "      <td>0.027143</td>\n",
       "      <td>0.061359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064163</td>\n",
       "      <td>0.051461</td>\n",
       "      <td>0.201522</td>\n",
       "      <td>0.115915</td>\n",
       "      <td>0.047371</td>\n",
       "      <td>0.095380</td>\n",
       "      <td>0.043483</td>\n",
       "      <td>0.314265</td>\n",
       "      <td>0.141280</td>\n",
       "      <td>0.107412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Air Force One (1997)</th>\n",
       "      <td>0.139988</td>\n",
       "      <td>0.085087</td>\n",
       "      <td>0.090340</td>\n",
       "      <td>0.167386</td>\n",
       "      <td>0.153746</td>\n",
       "      <td>0.123396</td>\n",
       "      <td>0.151793</td>\n",
       "      <td>0.086400</td>\n",
       "      <td>-0.001927</td>\n",
       "      <td>0.087177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.176712</td>\n",
       "      <td>0.098674</td>\n",
       "      <td>0.152250</td>\n",
       "      <td>0.227304</td>\n",
       "      <td>0.166260</td>\n",
       "      <td>0.280155</td>\n",
       "      <td>-0.009370</td>\n",
       "      <td>0.171667</td>\n",
       "      <td>0.250354</td>\n",
       "      <td>0.210324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airheads (1994)</th>\n",
       "      <td>0.223244</td>\n",
       "      <td>0.076753</td>\n",
       "      <td>-0.005503</td>\n",
       "      <td>0.083112</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.108950</td>\n",
       "      <td>0.124392</td>\n",
       "      <td>0.025761</td>\n",
       "      <td>0.043815</td>\n",
       "      <td>0.007461</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048779</td>\n",
       "      <td>0.040560</td>\n",
       "      <td>0.071422</td>\n",
       "      <td>0.123233</td>\n",
       "      <td>0.046890</td>\n",
       "      <td>0.106643</td>\n",
       "      <td>-0.021142</td>\n",
       "      <td>0.140161</td>\n",
       "      <td>0.093510</td>\n",
       "      <td>0.307706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airplane II: The Sequel (1982)</th>\n",
       "      <td>0.212666</td>\n",
       "      <td>0.014986</td>\n",
       "      <td>0.048894</td>\n",
       "      <td>0.014840</td>\n",
       "      <td>-0.003318</td>\n",
       "      <td>0.094583</td>\n",
       "      <td>0.077860</td>\n",
       "      <td>0.094223</td>\n",
       "      <td>0.005881</td>\n",
       "      <td>0.029877</td>\n",
       "      <td>...</td>\n",
       "      <td>0.055216</td>\n",
       "      <td>0.063694</td>\n",
       "      <td>0.173776</td>\n",
       "      <td>0.069236</td>\n",
       "      <td>0.052262</td>\n",
       "      <td>0.023234</td>\n",
       "      <td>0.005956</td>\n",
       "      <td>0.062520</td>\n",
       "      <td>0.011701</td>\n",
       "      <td>0.167525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airplane! (1980)</th>\n",
       "      <td>0.211379</td>\n",
       "      <td>0.075865</td>\n",
       "      <td>0.085034</td>\n",
       "      <td>0.121175</td>\n",
       "      <td>0.029197</td>\n",
       "      <td>0.148502</td>\n",
       "      <td>0.139281</td>\n",
       "      <td>0.144098</td>\n",
       "      <td>0.115354</td>\n",
       "      <td>0.028340</td>\n",
       "      <td>...</td>\n",
       "      <td>0.151371</td>\n",
       "      <td>0.058178</td>\n",
       "      <td>0.201193</td>\n",
       "      <td>0.185066</td>\n",
       "      <td>0.250136</td>\n",
       "      <td>0.197012</td>\n",
       "      <td>0.039105</td>\n",
       "      <td>0.144031</td>\n",
       "      <td>0.081144</td>\n",
       "      <td>0.239507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Akira (1988)</th>\n",
       "      <td>0.214711</td>\n",
       "      <td>0.178899</td>\n",
       "      <td>0.069790</td>\n",
       "      <td>0.181706</td>\n",
       "      <td>0.106912</td>\n",
       "      <td>0.101584</td>\n",
       "      <td>0.160513</td>\n",
       "      <td>0.172250</td>\n",
       "      <td>0.102313</td>\n",
       "      <td>0.115701</td>\n",
       "      <td>...</td>\n",
       "      <td>0.131114</td>\n",
       "      <td>0.025075</td>\n",
       "      <td>0.167249</td>\n",
       "      <td>0.241494</td>\n",
       "      <td>0.178023</td>\n",
       "      <td>0.201881</td>\n",
       "      <td>0.063349</td>\n",
       "      <td>0.325094</td>\n",
       "      <td>0.236705</td>\n",
       "      <td>0.121449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aladdin (1992)</th>\n",
       "      <td>0.021213</td>\n",
       "      <td>0.054042</td>\n",
       "      <td>-0.034952</td>\n",
       "      <td>0.164741</td>\n",
       "      <td>0.079544</td>\n",
       "      <td>0.141089</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.060693</td>\n",
       "      <td>-0.007700</td>\n",
       "      <td>-0.003420</td>\n",
       "      <td>...</td>\n",
       "      <td>0.092147</td>\n",
       "      <td>0.047904</td>\n",
       "      <td>0.023009</td>\n",
       "      <td>0.020033</td>\n",
       "      <td>0.101272</td>\n",
       "      <td>0.227837</td>\n",
       "      <td>0.108820</td>\n",
       "      <td>-0.003652</td>\n",
       "      <td>0.096567</td>\n",
       "      <td>0.075979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aladdin and the King of Thieves (1996)</th>\n",
       "      <td>0.050843</td>\n",
       "      <td>0.012820</td>\n",
       "      <td>-0.020961</td>\n",
       "      <td>0.046039</td>\n",
       "      <td>-0.022348</td>\n",
       "      <td>0.176934</td>\n",
       "      <td>0.115296</td>\n",
       "      <td>0.093764</td>\n",
       "      <td>0.220065</td>\n",
       "      <td>-0.023720</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.025566</td>\n",
       "      <td>0.142645</td>\n",
       "      <td>0.043565</td>\n",
       "      <td>-0.034927</td>\n",
       "      <td>0.055142</td>\n",
       "      <td>0.062168</td>\n",
       "      <td>0.075316</td>\n",
       "      <td>0.035996</td>\n",
       "      <td>0.107491</td>\n",
       "      <td>0.033535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alexander (2004)</th>\n",
       "      <td>-0.018786</td>\n",
       "      <td>0.006672</td>\n",
       "      <td>-0.017861</td>\n",
       "      <td>0.179636</td>\n",
       "      <td>0.133048</td>\n",
       "      <td>0.116955</td>\n",
       "      <td>0.081925</td>\n",
       "      <td>0.065970</td>\n",
       "      <td>-0.019186</td>\n",
       "      <td>-0.020212</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049638</td>\n",
       "      <td>-0.017974</td>\n",
       "      <td>-0.018556</td>\n",
       "      <td>0.078512</td>\n",
       "      <td>0.046165</td>\n",
       "      <td>0.182596</td>\n",
       "      <td>-0.027356</td>\n",
       "      <td>-0.022504</td>\n",
       "      <td>0.064866</td>\n",
       "      <td>-0.024000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alice in Wonderland (1951)</th>\n",
       "      <td>0.212212</td>\n",
       "      <td>0.174071</td>\n",
       "      <td>-0.004689</td>\n",
       "      <td>0.198293</td>\n",
       "      <td>0.175513</td>\n",
       "      <td>0.312089</td>\n",
       "      <td>0.335655</td>\n",
       "      <td>0.131065</td>\n",
       "      <td>0.129344</td>\n",
       "      <td>-0.003601</td>\n",
       "      <td>...</td>\n",
       "      <td>0.241742</td>\n",
       "      <td>0.121806</td>\n",
       "      <td>0.129991</td>\n",
       "      <td>0.202782</td>\n",
       "      <td>0.181475</td>\n",
       "      <td>0.306768</td>\n",
       "      <td>0.038684</td>\n",
       "      <td>0.076048</td>\n",
       "      <td>0.093432</td>\n",
       "      <td>0.218566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alice in Wonderland (2010)</th>\n",
       "      <td>-0.032552</td>\n",
       "      <td>0.407996</td>\n",
       "      <td>0.253668</td>\n",
       "      <td>0.226482</td>\n",
       "      <td>0.184437</td>\n",
       "      <td>0.171580</td>\n",
       "      <td>0.145650</td>\n",
       "      <td>0.195589</td>\n",
       "      <td>0.167644</td>\n",
       "      <td>0.169795</td>\n",
       "      <td>...</td>\n",
       "      <td>0.319815</td>\n",
       "      <td>0.171004</td>\n",
       "      <td>0.023128</td>\n",
       "      <td>0.353775</td>\n",
       "      <td>0.336603</td>\n",
       "      <td>0.243419</td>\n",
       "      <td>0.145180</td>\n",
       "      <td>0.051391</td>\n",
       "      <td>0.163528</td>\n",
       "      <td>0.055080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alien (1979)</th>\n",
       "      <td>0.223900</td>\n",
       "      <td>0.089935</td>\n",
       "      <td>0.181006</td>\n",
       "      <td>0.112710</td>\n",
       "      <td>0.078027</td>\n",
       "      <td>0.110184</td>\n",
       "      <td>0.160703</td>\n",
       "      <td>0.266570</td>\n",
       "      <td>0.046642</td>\n",
       "      <td>0.102835</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085700</td>\n",
       "      <td>0.107378</td>\n",
       "      <td>0.228796</td>\n",
       "      <td>0.222000</td>\n",
       "      <td>0.200301</td>\n",
       "      <td>0.178030</td>\n",
       "      <td>0.048447</td>\n",
       "      <td>0.261880</td>\n",
       "      <td>0.187619</td>\n",
       "      <td>0.162873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alien Nation (1988)</th>\n",
       "      <td>0.336156</td>\n",
       "      <td>0.052312</td>\n",
       "      <td>0.024903</td>\n",
       "      <td>0.089397</td>\n",
       "      <td>0.014175</td>\n",
       "      <td>-0.006381</td>\n",
       "      <td>0.075231</td>\n",
       "      <td>0.055832</td>\n",
       "      <td>0.038703</td>\n",
       "      <td>0.038240</td>\n",
       "      <td>...</td>\n",
       "      <td>0.089808</td>\n",
       "      <td>0.100012</td>\n",
       "      <td>0.159411</td>\n",
       "      <td>0.075727</td>\n",
       "      <td>0.060669</td>\n",
       "      <td>0.021150</td>\n",
       "      <td>0.006704</td>\n",
       "      <td>0.111139</td>\n",
       "      <td>0.036558</td>\n",
       "      <td>0.262138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alien: Resurrection (1997)</th>\n",
       "      <td>0.168549</td>\n",
       "      <td>0.150177</td>\n",
       "      <td>0.068129</td>\n",
       "      <td>0.180885</td>\n",
       "      <td>0.116550</td>\n",
       "      <td>0.145693</td>\n",
       "      <td>0.157858</td>\n",
       "      <td>0.166583</td>\n",
       "      <td>0.010305</td>\n",
       "      <td>0.094015</td>\n",
       "      <td>...</td>\n",
       "      <td>0.143975</td>\n",
       "      <td>0.076701</td>\n",
       "      <td>0.216140</td>\n",
       "      <td>0.239941</td>\n",
       "      <td>0.180861</td>\n",
       "      <td>0.214909</td>\n",
       "      <td>0.075741</td>\n",
       "      <td>0.362386</td>\n",
       "      <td>0.287189</td>\n",
       "      <td>0.150548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aliens (1986)</th>\n",
       "      <td>0.203148</td>\n",
       "      <td>0.041756</td>\n",
       "      <td>0.143133</td>\n",
       "      <td>0.079169</td>\n",
       "      <td>0.024706</td>\n",
       "      <td>0.042661</td>\n",
       "      <td>0.113463</td>\n",
       "      <td>0.186727</td>\n",
       "      <td>0.010855</td>\n",
       "      <td>0.068329</td>\n",
       "      <td>...</td>\n",
       "      <td>0.098226</td>\n",
       "      <td>0.108258</td>\n",
       "      <td>0.245808</td>\n",
       "      <td>0.187413</td>\n",
       "      <td>0.175791</td>\n",
       "      <td>0.152375</td>\n",
       "      <td>0.096194</td>\n",
       "      <td>0.273933</td>\n",
       "      <td>0.161957</td>\n",
       "      <td>0.158940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alien³ (a.k.a. Alien 3) (1992)</th>\n",
       "      <td>0.136266</td>\n",
       "      <td>0.060001</td>\n",
       "      <td>-0.001644</td>\n",
       "      <td>0.138368</td>\n",
       "      <td>0.086590</td>\n",
       "      <td>0.109373</td>\n",
       "      <td>0.165257</td>\n",
       "      <td>0.076907</td>\n",
       "      <td>0.012444</td>\n",
       "      <td>0.037198</td>\n",
       "      <td>...</td>\n",
       "      <td>0.075551</td>\n",
       "      <td>0.077987</td>\n",
       "      <td>0.186867</td>\n",
       "      <td>0.071342</td>\n",
       "      <td>0.100848</td>\n",
       "      <td>0.122900</td>\n",
       "      <td>0.038496</td>\n",
       "      <td>0.265931</td>\n",
       "      <td>0.180236</td>\n",
       "      <td>0.081018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All About Eve (1950)</th>\n",
       "      <td>0.108986</td>\n",
       "      <td>0.069811</td>\n",
       "      <td>-0.029780</td>\n",
       "      <td>0.083852</td>\n",
       "      <td>-0.031751</td>\n",
       "      <td>0.101357</td>\n",
       "      <td>0.106971</td>\n",
       "      <td>0.203077</td>\n",
       "      <td>0.087339</td>\n",
       "      <td>0.071969</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.036323</td>\n",
       "      <td>0.024847</td>\n",
       "      <td>0.047186</td>\n",
       "      <td>0.106894</td>\n",
       "      <td>0.011842</td>\n",
       "      <td>-0.002874</td>\n",
       "      <td>-0.005980</td>\n",
       "      <td>0.087166</td>\n",
       "      <td>0.010041</td>\n",
       "      <td>0.086869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All About My Mother (Todo sobre mi madre) (1999)</th>\n",
       "      <td>-0.013787</td>\n",
       "      <td>-0.036394</td>\n",
       "      <td>0.162609</td>\n",
       "      <td>0.094988</td>\n",
       "      <td>0.018986</td>\n",
       "      <td>0.031712</td>\n",
       "      <td>0.015648</td>\n",
       "      <td>0.014845</td>\n",
       "      <td>-0.028188</td>\n",
       "      <td>0.083290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028108</td>\n",
       "      <td>-0.026407</td>\n",
       "      <td>0.176165</td>\n",
       "      <td>0.080791</td>\n",
       "      <td>-0.013029</td>\n",
       "      <td>0.101885</td>\n",
       "      <td>-0.000309</td>\n",
       "      <td>0.255269</td>\n",
       "      <td>-0.033359</td>\n",
       "      <td>-0.000183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All Dogs Go to Heaven (1989)</th>\n",
       "      <td>0.288337</td>\n",
       "      <td>0.027947</td>\n",
       "      <td>-0.022639</td>\n",
       "      <td>0.162594</td>\n",
       "      <td>0.039089</td>\n",
       "      <td>0.153796</td>\n",
       "      <td>0.244053</td>\n",
       "      <td>0.090418</td>\n",
       "      <td>0.019888</td>\n",
       "      <td>0.019119</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031400</td>\n",
       "      <td>-0.022783</td>\n",
       "      <td>0.149139</td>\n",
       "      <td>0.131524</td>\n",
       "      <td>0.051734</td>\n",
       "      <td>0.213325</td>\n",
       "      <td>-0.034674</td>\n",
       "      <td>0.214087</td>\n",
       "      <td>0.099960</td>\n",
       "      <td>0.136832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All Dogs Go to Heaven 2 (1996)</th>\n",
       "      <td>-0.020412</td>\n",
       "      <td>-0.033669</td>\n",
       "      <td>-0.019407</td>\n",
       "      <td>0.014315</td>\n",
       "      <td>-0.020692</td>\n",
       "      <td>0.286360</td>\n",
       "      <td>0.079391</td>\n",
       "      <td>-0.011307</td>\n",
       "      <td>-0.020847</td>\n",
       "      <td>-0.021962</td>\n",
       "      <td>...</td>\n",
       "      <td>0.025110</td>\n",
       "      <td>0.075186</td>\n",
       "      <td>-0.020162</td>\n",
       "      <td>-0.002359</td>\n",
       "      <td>0.033571</td>\n",
       "      <td>0.032368</td>\n",
       "      <td>0.053496</td>\n",
       "      <td>-0.024452</td>\n",
       "      <td>0.093334</td>\n",
       "      <td>-0.026078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All Quiet on the Western Front (1930)</th>\n",
       "      <td>0.135823</td>\n",
       "      <td>0.027353</td>\n",
       "      <td>-0.019201</td>\n",
       "      <td>-0.013538</td>\n",
       "      <td>-0.020472</td>\n",
       "      <td>0.029825</td>\n",
       "      <td>0.062055</td>\n",
       "      <td>0.258943</td>\n",
       "      <td>-0.020625</td>\n",
       "      <td>-0.021728</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.023419</td>\n",
       "      <td>-0.019322</td>\n",
       "      <td>-0.019948</td>\n",
       "      <td>0.063465</td>\n",
       "      <td>0.008757</td>\n",
       "      <td>0.001373</td>\n",
       "      <td>-0.029408</td>\n",
       "      <td>0.087559</td>\n",
       "      <td>-0.024409</td>\n",
       "      <td>0.249434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All the President's Men (1976)</th>\n",
       "      <td>0.161573</td>\n",
       "      <td>0.095920</td>\n",
       "      <td>-0.032149</td>\n",
       "      <td>0.095612</td>\n",
       "      <td>0.049510</td>\n",
       "      <td>0.059401</td>\n",
       "      <td>0.173592</td>\n",
       "      <td>0.254187</td>\n",
       "      <td>0.052502</td>\n",
       "      <td>0.046621</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085912</td>\n",
       "      <td>0.115534</td>\n",
       "      <td>0.155957</td>\n",
       "      <td>0.271644</td>\n",
       "      <td>0.046475</td>\n",
       "      <td>0.046513</td>\n",
       "      <td>-0.013663</td>\n",
       "      <td>0.109530</td>\n",
       "      <td>0.042057</td>\n",
       "      <td>0.087923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Almost Famous (2000)</th>\n",
       "      <td>0.099554</td>\n",
       "      <td>0.209549</td>\n",
       "      <td>0.032088</td>\n",
       "      <td>0.296727</td>\n",
       "      <td>0.134434</td>\n",
       "      <td>0.118628</td>\n",
       "      <td>0.242958</td>\n",
       "      <td>0.079158</td>\n",
       "      <td>0.005092</td>\n",
       "      <td>0.051279</td>\n",
       "      <td>...</td>\n",
       "      <td>0.244619</td>\n",
       "      <td>0.085395</td>\n",
       "      <td>0.072505</td>\n",
       "      <td>0.221259</td>\n",
       "      <td>0.126008</td>\n",
       "      <td>0.362571</td>\n",
       "      <td>0.011577</td>\n",
       "      <td>0.208008</td>\n",
       "      <td>0.186599</td>\n",
       "      <td>0.147413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Along Came Polly (2004)</th>\n",
       "      <td>0.027287</td>\n",
       "      <td>0.282426</td>\n",
       "      <td>0.113213</td>\n",
       "      <td>0.193085</td>\n",
       "      <td>0.162678</td>\n",
       "      <td>0.180259</td>\n",
       "      <td>0.112928</td>\n",
       "      <td>0.121704</td>\n",
       "      <td>0.125792</td>\n",
       "      <td>0.124032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.173133</td>\n",
       "      <td>0.160430</td>\n",
       "      <td>0.029076</td>\n",
       "      <td>0.189165</td>\n",
       "      <td>0.166278</td>\n",
       "      <td>0.309183</td>\n",
       "      <td>0.078468</td>\n",
       "      <td>-0.036498</td>\n",
       "      <td>0.231566</td>\n",
       "      <td>0.025928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Along Came a Spider (2001)</th>\n",
       "      <td>0.064762</td>\n",
       "      <td>-0.003205</td>\n",
       "      <td>0.016372</td>\n",
       "      <td>0.085365</td>\n",
       "      <td>-0.018241</td>\n",
       "      <td>0.080388</td>\n",
       "      <td>0.094016</td>\n",
       "      <td>-0.016678</td>\n",
       "      <td>0.079375</td>\n",
       "      <td>-0.028052</td>\n",
       "      <td>...</td>\n",
       "      <td>0.115347</td>\n",
       "      <td>0.093774</td>\n",
       "      <td>0.085286</td>\n",
       "      <td>0.150757</td>\n",
       "      <td>0.052144</td>\n",
       "      <td>0.174489</td>\n",
       "      <td>0.014189</td>\n",
       "      <td>0.025327</td>\n",
       "      <td>0.233244</td>\n",
       "      <td>0.043581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amadeus (1984)</th>\n",
       "      <td>0.136013</td>\n",
       "      <td>0.084829</td>\n",
       "      <td>-0.055707</td>\n",
       "      <td>0.105783</td>\n",
       "      <td>-0.008620</td>\n",
       "      <td>0.055704</td>\n",
       "      <td>0.121697</td>\n",
       "      <td>0.244291</td>\n",
       "      <td>0.084634</td>\n",
       "      <td>0.047370</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.010703</td>\n",
       "      <td>0.015008</td>\n",
       "      <td>0.173486</td>\n",
       "      <td>0.103232</td>\n",
       "      <td>0.062977</td>\n",
       "      <td>0.097432</td>\n",
       "      <td>-0.007432</td>\n",
       "      <td>0.132956</td>\n",
       "      <td>0.075753</td>\n",
       "      <td>0.136565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazing Spider-Man, The (2012)</th>\n",
       "      <td>0.083419</td>\n",
       "      <td>0.224961</td>\n",
       "      <td>0.149903</td>\n",
       "      <td>0.103802</td>\n",
       "      <td>0.278253</td>\n",
       "      <td>0.096137</td>\n",
       "      <td>0.152795</td>\n",
       "      <td>0.070514</td>\n",
       "      <td>0.121492</td>\n",
       "      <td>0.168369</td>\n",
       "      <td>...</td>\n",
       "      <td>0.350739</td>\n",
       "      <td>0.234351</td>\n",
       "      <td>0.089202</td>\n",
       "      <td>0.262828</td>\n",
       "      <td>0.409487</td>\n",
       "      <td>0.151747</td>\n",
       "      <td>0.373173</td>\n",
       "      <td>0.023512</td>\n",
       "      <td>0.192038</td>\n",
       "      <td>0.143658</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 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",
       "...                                                                ...   \n",
       "Adventures of Tintin, The (2011)                              0.058126   \n",
       "Aeon Flux (2005)                                              0.004780   \n",
       "African Queen, The (1951)                                     0.140176   \n",
       "Age of Innocence, The (1993)                                  0.136564   \n",
       "Air Force One (1997)                                          0.139988   \n",
       "Airheads (1994)                                               0.223244   \n",
       "Airplane II: The Sequel (1982)                                0.212666   \n",
       "Airplane! (1980)                                              0.211379   \n",
       "Akira (1988)                                                  0.214711   \n",
       "Aladdin (1992)                                                0.021213   \n",
       "Aladdin and the King of Thieves (1996)                        0.050843   \n",
       "Alexander (2004)                                             -0.018786   \n",
       "Alice in Wonderland (1951)                                    0.212212   \n",
       "Alice in Wonderland (2010)                                   -0.032552   \n",
       "Alien (1979)                                                  0.223900   \n",
       "Alien Nation (1988)                                           0.336156   \n",
       "Alien: Resurrection (1997)                                    0.168549   \n",
       "Aliens (1986)                                                 0.203148   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                0.136266   \n",
       "All About Eve (1950)                                          0.108986   \n",
       "All About My Mother (Todo sobre mi madre) (1999)             -0.013787   \n",
       "All Dogs Go to Heaven (1989)                                  0.288337   \n",
       "All Dogs Go to Heaven 2 (1996)                               -0.020412   \n",
       "All Quiet on the Western Front (1930)                         0.135823   \n",
       "All the President's Men (1976)                                0.161573   \n",
       "Almost Famous (2000)                                          0.099554   \n",
       "Along Came Polly (2004)                                       0.027287   \n",
       "Along Came a Spider (2001)                                    0.064762   \n",
       "Amadeus (1984)                                                0.136013   \n",
       "Amazing Spider-Man, The (2012)                                0.083419   \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",
       "...                                                                         ...   \n",
       "Adventures of Tintin, The (2011)                                       0.145710   \n",
       "Aeon Flux (2005)                                                       0.182400   \n",
       "African Queen, The (1951)                                             -0.032542   \n",
       "Age of Innocence, The (1993)                                           0.051691   \n",
       "Air Force One (1997)                                                   0.085087   \n",
       "Airheads (1994)                                                        0.076753   \n",
       "Airplane II: The Sequel (1982)                                         0.014986   \n",
       "Airplane! (1980)                                                       0.075865   \n",
       "Akira (1988)                                                           0.178899   \n",
       "Aladdin (1992)                                                         0.054042   \n",
       "Aladdin and the King of Thieves (1996)                                 0.012820   \n",
       "Alexander (2004)                                                       0.006672   \n",
       "Alice in Wonderland (1951)                                             0.174071   \n",
       "Alice in Wonderland (2010)                                             0.407996   \n",
       "Alien (1979)                                                           0.089935   \n",
       "Alien Nation (1988)                                                    0.052312   \n",
       "Alien: Resurrection (1997)                                             0.150177   \n",
       "Aliens (1986)                                                          0.041756   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                         0.060001   \n",
       "All About Eve (1950)                                                   0.069811   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                      -0.036394   \n",
       "All Dogs Go to Heaven (1989)                                           0.027947   \n",
       "All Dogs Go to Heaven 2 (1996)                                        -0.033669   \n",
       "All Quiet on the Western Front (1930)                                  0.027353   \n",
       "All the President's Men (1976)                                         0.095920   \n",
       "Almost Famous (2000)                                                   0.209549   \n",
       "Along Came Polly (2004)                                                0.282426   \n",
       "Along Came a Spider (2001)                                            -0.003205   \n",
       "Amadeus (1984)                                                         0.084829   \n",
       "Amazing Spider-Man, The (2012)                                         0.224961   \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",
       "...                                                                        ...   \n",
       "Adventures of Tintin, The (2011)                                      0.315174   \n",
       "Aeon Flux (2005)                                                      0.041858   \n",
       "African Queen, The (1951)                                            -0.035356   \n",
       "Age of Innocence, The (1993)                                          0.018431   \n",
       "Air Force One (1997)                                                  0.090340   \n",
       "Airheads (1994)                                                      -0.005503   \n",
       "Airplane II: The Sequel (1982)                                        0.048894   \n",
       "Airplane! (1980)                                                      0.085034   \n",
       "Akira (1988)                                                          0.069790   \n",
       "Aladdin (1992)                                                       -0.034952   \n",
       "Aladdin and the King of Thieves (1996)                               -0.020961   \n",
       "Alexander (2004)                                                     -0.017861   \n",
       "Alice in Wonderland (1951)                                           -0.004689   \n",
       "Alice in Wonderland (2010)                                            0.253668   \n",
       "Alien (1979)                                                          0.181006   \n",
       "Alien Nation (1988)                                                   0.024903   \n",
       "Alien: Resurrection (1997)                                            0.068129   \n",
       "Aliens (1986)                                                         0.143133   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                       -0.001644   \n",
       "All About Eve (1950)                                                 -0.029780   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                      0.162609   \n",
       "All Dogs Go to Heaven (1989)                                         -0.022639   \n",
       "All Dogs Go to Heaven 2 (1996)                                       -0.019407   \n",
       "All Quiet on the Western Front (1930)                                -0.019201   \n",
       "All the President's Men (1976)                                       -0.032149   \n",
       "Almost Famous (2000)                                                  0.032088   \n",
       "Along Came Polly (2004)                                               0.113213   \n",
       "Along Came a Spider (2001)                                            0.016372   \n",
       "Amadeus (1984)                                                       -0.055707   \n",
       "Amazing Spider-Man, The (2012)                                        0.149903   \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",
       "...                                                                               ...   \n",
       "Adventures of Tintin, The (2011)                                             0.002803   \n",
       "Aeon Flux (2005)                                                             0.173629   \n",
       "African Queen, The (1951)                                                    0.042100   \n",
       "Age of Innocence, The (1993)                                                 0.148320   \n",
       "Air Force One (1997)                                                         0.167386   \n",
       "Airheads (1994)                                                              0.083112   \n",
       "Airplane II: The Sequel (1982)                                               0.014840   \n",
       "Airplane! (1980)                                                             0.121175   \n",
       "Akira (1988)                                                                 0.181706   \n",
       "Aladdin (1992)                                                               0.164741   \n",
       "Aladdin and the King of Thieves (1996)                                       0.046039   \n",
       "Alexander (2004)                                                             0.179636   \n",
       "Alice in Wonderland (1951)                                                   0.198293   \n",
       "Alice in Wonderland (2010)                                                   0.226482   \n",
       "Alien (1979)                                                                 0.112710   \n",
       "Alien Nation (1988)                                                          0.089397   \n",
       "Alien: Resurrection (1997)                                                   0.180885   \n",
       "Aliens (1986)                                                                0.079169   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                               0.138368   \n",
       "All About Eve (1950)                                                         0.083852   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                             0.094988   \n",
       "All Dogs Go to Heaven (1989)                                                 0.162594   \n",
       "All Dogs Go to Heaven 2 (1996)                                               0.014315   \n",
       "All Quiet on the Western Front (1930)                                       -0.013538   \n",
       "All the President's Men (1976)                                               0.095612   \n",
       "Almost Famous (2000)                                                         0.296727   \n",
       "Along Came Polly (2004)                                                      0.193085   \n",
       "Along Came a Spider (2001)                                                   0.085365   \n",
       "Amadeus (1984)                                                               0.105783   \n",
       "Amazing Spider-Man, The (2012)                                               0.103802   \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",
       "...                                                              ...   \n",
       "Adventures of Tintin, The (2011)                            0.147313   \n",
       "Aeon Flux (2005)                                            0.271907   \n",
       "African Queen, The (1951)                                   0.014144   \n",
       "Age of Innocence, The (1993)                                0.024920   \n",
       "Air Force One (1997)                                        0.153746   \n",
       "Airheads (1994)                                             0.003122   \n",
       "Airplane II: The Sequel (1982)                             -0.003318   \n",
       "Airplane! (1980)                                            0.029197   \n",
       "Akira (1988)                                                0.106912   \n",
       "Aladdin (1992)                                              0.079544   \n",
       "Aladdin and the King of Thieves (1996)                     -0.022348   \n",
       "Alexander (2004)                                            0.133048   \n",
       "Alice in Wonderland (1951)                                  0.175513   \n",
       "Alice in Wonderland (2010)                                  0.184437   \n",
       "Alien (1979)                                                0.078027   \n",
       "Alien Nation (1988)                                         0.014175   \n",
       "Alien: Resurrection (1997)                                  0.116550   \n",
       "Aliens (1986)                                               0.024706   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                              0.086590   \n",
       "All About Eve (1950)                                       -0.031751   \n",
       "All About My Mother (Todo sobre mi madre) (1999)            0.018986   \n",
       "All Dogs Go to Heaven (1989)                                0.039089   \n",
       "All Dogs Go to Heaven 2 (1996)                             -0.020692   \n",
       "All Quiet on the Western Front (1930)                      -0.020472   \n",
       "All the President's Men (1976)                              0.049510   \n",
       "Almost Famous (2000)                                        0.134434   \n",
       "Along Came Polly (2004)                                     0.162678   \n",
       "Along Came a Spider (2001)                                 -0.018241   \n",
       "Amadeus (1984)                                             -0.008620   \n",
       "Amazing Spider-Man, The (2012)                              0.278253   \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",
       "...                                                                   ...   \n",
       "Adventures of Tintin, The (2011)                                 0.192574   \n",
       "Aeon Flux (2005)                                                 0.149928   \n",
       "African Queen, The (1951)                                        0.119096   \n",
       "Age of Innocence, The (1993)                                     0.134095   \n",
       "Air Force One (1997)                                             0.123396   \n",
       "Airheads (1994)                                                  0.108950   \n",
       "Airplane II: The Sequel (1982)                                   0.094583   \n",
       "Airplane! (1980)                                                 0.148502   \n",
       "Akira (1988)                                                     0.101584   \n",
       "Aladdin (1992)                                                   0.141089   \n",
       "Aladdin and the King of Thieves (1996)                           0.176934   \n",
       "Alexander (2004)                                                 0.116955   \n",
       "Alice in Wonderland (1951)                                       0.312089   \n",
       "Alice in Wonderland (2010)                                       0.171580   \n",
       "Alien (1979)                                                     0.110184   \n",
       "Alien Nation (1988)                                             -0.006381   \n",
       "Alien: Resurrection (1997)                                       0.145693   \n",
       "Aliens (1986)                                                    0.042661   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                   0.109373   \n",
       "All About Eve (1950)                                             0.101357   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                 0.031712   \n",
       "All Dogs Go to Heaven (1989)                                     0.153796   \n",
       "All Dogs Go to Heaven 2 (1996)                                   0.286360   \n",
       "All Quiet on the Western Front (1930)                            0.029825   \n",
       "All the President's Men (1976)                                   0.059401   \n",
       "Almost Famous (2000)                                             0.118628   \n",
       "Along Came Polly (2004)                                          0.180259   \n",
       "Along Came a Spider (2001)                                       0.080388   \n",
       "Amadeus (1984)                                                   0.055704   \n",
       "Amazing Spider-Man, The (2012)                                   0.096137   \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",
       "...                                                                                               ...        \n",
       "Adventures of Tintin, The (2011)                                                             0.093607        \n",
       "Aeon Flux (2005)                                                                             0.138942        \n",
       "African Queen, The (1951)                                                                    0.186821        \n",
       "Age of Innocence, The (1993)                                                                 0.140306        \n",
       "Air Force One (1997)                                                                         0.151793        \n",
       "Airheads (1994)                                                                              0.124392        \n",
       "Airplane II: The Sequel (1982)                                                               0.077860        \n",
       "Airplane! (1980)                                                                             0.139281        \n",
       "Akira (1988)                                                                                 0.160513        \n",
       "Aladdin (1992)                                                                               0.228992        \n",
       "Aladdin and the King of Thieves (1996)                                                       0.115296        \n",
       "Alexander (2004)                                                                             0.081925        \n",
       "Alice in Wonderland (1951)                                                                   0.335655        \n",
       "Alice in Wonderland (2010)                                                                   0.145650        \n",
       "Alien (1979)                                                                                 0.160703        \n",
       "Alien Nation (1988)                                                                          0.075231        \n",
       "Alien: Resurrection (1997)                                                                   0.157858        \n",
       "Aliens (1986)                                                                                0.113463        \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                                               0.165257        \n",
       "All About Eve (1950)                                                                         0.106971        \n",
       "All About My Mother (Todo sobre mi madre) (1999)                                             0.015648        \n",
       "All Dogs Go to Heaven (1989)                                                                 0.244053        \n",
       "All Dogs Go to Heaven 2 (1996)                                                               0.079391        \n",
       "All Quiet on the Western Front (1930)                                                        0.062055        \n",
       "All the President's Men (1976)                                                               0.173592        \n",
       "Almost Famous (2000)                                                                         0.242958        \n",
       "Along Came Polly (2004)                                                                      0.112928        \n",
       "Along Came a Spider (2001)                                                                   0.094016        \n",
       "Amadeus (1984)                                                                               0.121697        \n",
       "Amazing Spider-Man, The (2012)                                                               0.152795        \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",
       "...                                                                 ...   \n",
       "Adventures of Tintin, The (2011)                               0.052644   \n",
       "Aeon Flux (2005)                                               0.084400   \n",
       "African Queen, The (1951)                                      0.109981   \n",
       "Age of Innocence, The (1993)                                   0.101633   \n",
       "Air Force One (1997)                                           0.086400   \n",
       "Airheads (1994)                                                0.025761   \n",
       "Airplane II: The Sequel (1982)                                 0.094223   \n",
       "Airplane! (1980)                                               0.144098   \n",
       "Akira (1988)                                                   0.172250   \n",
       "Aladdin (1992)                                                 0.060693   \n",
       "Aladdin and the King of Thieves (1996)                         0.093764   \n",
       "Alexander (2004)                                               0.065970   \n",
       "Alice in Wonderland (1951)                                     0.131065   \n",
       "Alice in Wonderland (2010)                                     0.195589   \n",
       "Alien (1979)                                                   0.266570   \n",
       "Alien Nation (1988)                                            0.055832   \n",
       "Alien: Resurrection (1997)                                     0.166583   \n",
       "Aliens (1986)                                                  0.186727   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                 0.076907   \n",
       "All About Eve (1950)                                           0.203077   \n",
       "All About My Mother (Todo sobre mi madre) (1999)               0.014845   \n",
       "All Dogs Go to Heaven (1989)                                   0.090418   \n",
       "All Dogs Go to Heaven 2 (1996)                                -0.011307   \n",
       "All Quiet on the Western Front (1930)                          0.258943   \n",
       "All the President's Men (1976)                                 0.254187   \n",
       "Almost Famous (2000)                                           0.079158   \n",
       "Along Came Polly (2004)                                        0.121704   \n",
       "Along Came a Spider (2001)                                    -0.016678   \n",
       "Amadeus (1984)                                                 0.244291   \n",
       "Amazing Spider-Man, The (2012)                                 0.070514   \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",
       "...                                                                     ...   \n",
       "Adventures of Tintin, The (2011)                                  -0.022564   \n",
       "Aeon Flux (2005)                                                  -0.028958   \n",
       "African Queen, The (1951)                                          0.009361   \n",
       "Age of Innocence, The (1993)                                       0.027143   \n",
       "Air Force One (1997)                                              -0.001927   \n",
       "Airheads (1994)                                                    0.043815   \n",
       "Airplane II: The Sequel (1982)                                     0.005881   \n",
       "Airplane! (1980)                                                   0.115354   \n",
       "Akira (1988)                                                       0.102313   \n",
       "Aladdin (1992)                                                    -0.007700   \n",
       "Aladdin and the King of Thieves (1996)                             0.220065   \n",
       "Alexander (2004)                                                  -0.019186   \n",
       "Alice in Wonderland (1951)                                         0.129344   \n",
       "Alice in Wonderland (2010)                                         0.167644   \n",
       "Alien (1979)                                                       0.046642   \n",
       "Alien Nation (1988)                                                0.038703   \n",
       "Alien: Resurrection (1997)                                         0.010305   \n",
       "Aliens (1986)                                                      0.010855   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                     0.012444   \n",
       "All About Eve (1950)                                               0.087339   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                  -0.028188   \n",
       "All Dogs Go to Heaven (1989)                                       0.019888   \n",
       "All Dogs Go to Heaven 2 (1996)                                    -0.020847   \n",
       "All Quiet on the Western Front (1930)                             -0.020625   \n",
       "All the President's Men (1976)                                     0.052502   \n",
       "Almost Famous (2000)                                               0.005092   \n",
       "Along Came Polly (2004)                                            0.125792   \n",
       "Along Came a Spider (2001)                                         0.079375   \n",
       "Amadeus (1984)                                                     0.084634   \n",
       "Amazing Spider-Man, The (2012)                                     0.121492   \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",
       "...                                                              ...   \n",
       "Adventures of Tintin, The (2011)                            0.262680   \n",
       "Aeon Flux (2005)                                            0.021805   \n",
       "African Queen, The (1951)                                  -0.021669   \n",
       "Age of Innocence, The (1993)                                0.061359   \n",
       "Air Force One (1997)                                        0.087177   \n",
       "Airheads (1994)                                             0.007461   \n",
       "Airplane II: The Sequel (1982)                              0.029877   \n",
       "Airplane! (1980)                                            0.028340   \n",
       "Akira (1988)                                                0.115701   \n",
       "Aladdin (1992)                                             -0.003420   \n",
       "Aladdin and the King of Thieves (1996)                     -0.023720   \n",
       "Alexander (2004)                                           -0.020212   \n",
       "Alice in Wonderland (1951)                                 -0.003601   \n",
       "Alice in Wonderland (2010)                                  0.169795   \n",
       "Alien (1979)                                                0.102835   \n",
       "Alien Nation (1988)                                         0.038240   \n",
       "Alien: Resurrection (1997)                                  0.094015   \n",
       "Aliens (1986)                                               0.068329   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                              0.037198   \n",
       "All About Eve (1950)                                        0.071969   \n",
       "All About My Mother (Todo sobre mi madre) (1999)            0.083290   \n",
       "All Dogs Go to Heaven (1989)                                0.019119   \n",
       "All Dogs Go to Heaven 2 (1996)                             -0.021962   \n",
       "All Quiet on the Western Front (1930)                      -0.021728   \n",
       "All the President's Men (1976)                              0.046621   \n",
       "Almost Famous (2000)                                        0.051279   \n",
       "Along Came Polly (2004)                                     0.124032   \n",
       "Along Came a Spider (2001)                                 -0.028052   \n",
       "Amadeus (1984)                                              0.047370   \n",
       "Amazing Spider-Man, The (2012)                              0.168369   \n",
       "\n",
       "title                                                       ...            \\\n",
       "title                                                       ...             \n",
       "'burbs, The (1989)                                          ...             \n",
       "(500) Days of Summer (2009)                                 ...             \n",
       "10 Cloverfield Lane (2016)                                  ...             \n",
       "10 Things I Hate About You (1999)                           ...             \n",
       "10,000 BC (2008)                                            ...             \n",
       "101 Dalmatians (1996)                                       ...             \n",
       "101 Dalmatians (One Hundred and One Dalmatians)...          ...             \n",
       "12 Angry Men (1957)                                         ...             \n",
       "12 Years a Slave (2013)                                     ...             \n",
       "127 Hours (2010)                                            ...             \n",
       "13 Going on 30 (2004)                                       ...             \n",
       "13th Warrior, The (1999)                                    ...             \n",
       "1408 (2007)                                                 ...             \n",
       "15 Minutes (2001)                                           ...             \n",
       "17 Again (2009)                                             ...             \n",
       "1984 (Nineteen Eighty-Four) (1984)                          ...             \n",
       "2 Days in the Valley (1996)                                 ...             \n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) ...          ...             \n",
       "20,000 Leagues Under the Sea (1954)                         ...             \n",
       "2001: A Space Odyssey (1968)                                ...             \n",
       "2010: The Year We Make Contact (1984)                       ...             \n",
       "2012 (2009)                                                 ...             \n",
       "21 (2008)                                                   ...             \n",
       "21 Grams (2003)                                             ...             \n",
       "21 Jump Street (2012)                                       ...             \n",
       "22 Jump Street (2014)                                       ...             \n",
       "25th Hour (2002)                                            ...             \n",
       "27 Dresses (2008)                                           ...             \n",
       "28 Days (2000)                                              ...             \n",
       "28 Days Later (2002)                                        ...             \n",
       "...                                                         ...             \n",
       "Adventures of Tintin, The (2011)                            ...             \n",
       "Aeon Flux (2005)                                            ...             \n",
       "African Queen, The (1951)                                   ...             \n",
       "Age of Innocence, The (1993)                                ...             \n",
       "Air Force One (1997)                                        ...             \n",
       "Airheads (1994)                                             ...             \n",
       "Airplane II: The Sequel (1982)                              ...             \n",
       "Airplane! (1980)                                            ...             \n",
       "Akira (1988)                                                ...             \n",
       "Aladdin (1992)                                              ...             \n",
       "Aladdin and the King of Thieves (1996)                      ...             \n",
       "Alexander (2004)                                            ...             \n",
       "Alice in Wonderland (1951)                                  ...             \n",
       "Alice in Wonderland (2010)                                  ...             \n",
       "Alien (1979)                                                ...             \n",
       "Alien Nation (1988)                                         ...             \n",
       "Alien: Resurrection (1997)                                  ...             \n",
       "Aliens (1986)                                               ...             \n",
       "Alien³ (a.k.a. Alien 3) (1992)                              ...             \n",
       "All About Eve (1950)                                        ...             \n",
       "All About My Mother (Todo sobre mi madre) (1999)            ...             \n",
       "All Dogs Go to Heaven (1989)                                ...             \n",
       "All Dogs Go to Heaven 2 (1996)                              ...             \n",
       "All Quiet on the Western Front (1930)                       ...             \n",
       "All the President's Men (1976)                              ...             \n",
       "Almost Famous (2000)                                        ...             \n",
       "Along Came Polly (2004)                                     ...             \n",
       "Along Came a Spider (2001)                                  ...             \n",
       "Amadeus (1984)                                              ...             \n",
       "Amazing Spider-Man, The (2012)                              ...             \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",
       "...                                                                               ...   \n",
       "Adventures of Tintin, The (2011)                                             0.328887   \n",
       "Aeon Flux (2005)                                                             0.316439   \n",
       "African Queen, The (1951)                                                   -0.006259   \n",
       "Age of Innocence, The (1993)                                                 0.064163   \n",
       "Air Force One (1997)                                                         0.176712   \n",
       "Airheads (1994)                                                              0.048779   \n",
       "Airplane II: The Sequel (1982)                                               0.055216   \n",
       "Airplane! (1980)                                                             0.151371   \n",
       "Akira (1988)                                                                 0.131114   \n",
       "Aladdin (1992)                                                               0.092147   \n",
       "Aladdin and the King of Thieves (1996)                                      -0.025566   \n",
       "Alexander (2004)                                                             0.049638   \n",
       "Alice in Wonderland (1951)                                                   0.241742   \n",
       "Alice in Wonderland (2010)                                                   0.319815   \n",
       "Alien (1979)                                                                 0.085700   \n",
       "Alien Nation (1988)                                                          0.089808   \n",
       "Alien: Resurrection (1997)                                                   0.143975   \n",
       "Aliens (1986)                                                                0.098226   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                               0.075551   \n",
       "All About Eve (1950)                                                        -0.036323   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                             0.028108   \n",
       "All Dogs Go to Heaven (1989)                                                 0.031400   \n",
       "All Dogs Go to Heaven 2 (1996)                                               0.025110   \n",
       "All Quiet on the Western Front (1930)                                       -0.023419   \n",
       "All the President's Men (1976)                                               0.085912   \n",
       "Almost Famous (2000)                                                         0.244619   \n",
       "Along Came Polly (2004)                                                      0.173133   \n",
       "Along Came a Spider (2001)                                                   0.115347   \n",
       "Amadeus (1984)                                                              -0.010703   \n",
       "Amazing Spider-Man, The (2012)                                               0.350739   \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",
       "...                                                                     ...   \n",
       "Adventures of Tintin, The (2011)                                   0.224473   \n",
       "Aeon Flux (2005)                                                   0.082038   \n",
       "African Queen, The (1951)                                          0.009156   \n",
       "Age of Innocence, The (1993)                                       0.051461   \n",
       "Air Force One (1997)                                               0.098674   \n",
       "Airheads (1994)                                                    0.040560   \n",
       "Airplane II: The Sequel (1982)                                     0.063694   \n",
       "Airplane! (1980)                                                   0.058178   \n",
       "Akira (1988)                                                       0.025075   \n",
       "Aladdin (1992)                                                     0.047904   \n",
       "Aladdin and the King of Thieves (1996)                             0.142645   \n",
       "Alexander (2004)                                                  -0.017974   \n",
       "Alice in Wonderland (1951)                                         0.121806   \n",
       "Alice in Wonderland (2010)                                         0.171004   \n",
       "Alien (1979)                                                       0.107378   \n",
       "Alien Nation (1988)                                                0.100012   \n",
       "Alien: Resurrection (1997)                                         0.076701   \n",
       "Aliens (1986)                                                      0.108258   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                     0.077987   \n",
       "All About Eve (1950)                                               0.024847   \n",
       "All About My Mother (Todo sobre mi madre) (1999)                  -0.026407   \n",
       "All Dogs Go to Heaven (1989)                                      -0.022783   \n",
       "All Dogs Go to Heaven 2 (1996)                                     0.075186   \n",
       "All Quiet on the Western Front (1930)                             -0.019322   \n",
       "All the President's Men (1976)                                     0.115534   \n",
       "Almost Famous (2000)                                               0.085395   \n",
       "Along Came Polly (2004)                                            0.160430   \n",
       "Along Came a Spider (2001)                                         0.093774   \n",
       "Amadeus (1984)                                                     0.015008   \n",
       "Amazing Spider-Man, The (2012)                                     0.234351   \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",
       "...                                                                ...   \n",
       "Adventures of Tintin, The (2011)                              0.074061   \n",
       "Aeon Flux (2005)                                              0.089567   \n",
       "African Queen, The (1951)                                     0.178054   \n",
       "Age of Innocence, The (1993)                                  0.201522   \n",
       "Air Force One (1997)                                          0.152250   \n",
       "Airheads (1994)                                               0.071422   \n",
       "Airplane II: The Sequel (1982)                                0.173776   \n",
       "Airplane! (1980)                                              0.201193   \n",
       "Akira (1988)                                                  0.167249   \n",
       "Aladdin (1992)                                                0.023009   \n",
       "Aladdin and the King of Thieves (1996)                        0.043565   \n",
       "Alexander (2004)                                             -0.018556   \n",
       "Alice in Wonderland (1951)                                    0.129991   \n",
       "Alice in Wonderland (2010)                                    0.023128   \n",
       "Alien (1979)                                                  0.228796   \n",
       "Alien Nation (1988)                                           0.159411   \n",
       "Alien: Resurrection (1997)                                    0.216140   \n",
       "Aliens (1986)                                                 0.245808   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                0.186867   \n",
       "All About Eve (1950)                                          0.047186   \n",
       "All About My Mother (Todo sobre mi madre) (1999)              0.176165   \n",
       "All Dogs Go to Heaven (1989)                                  0.149139   \n",
       "All Dogs Go to Heaven 2 (1996)                               -0.020162   \n",
       "All Quiet on the Western Front (1930)                        -0.019948   \n",
       "All the President's Men (1976)                                0.155957   \n",
       "Almost Famous (2000)                                          0.072505   \n",
       "Along Came Polly (2004)                                       0.029076   \n",
       "Along Came a Spider (2001)                                    0.085286   \n",
       "Amadeus (1984)                                                0.173486   \n",
       "Amazing Spider-Man, The (2012)                                0.089202   \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",
       "...                                                           ...   \n",
       "Adventures of Tintin, The (2011)                         0.312020   \n",
       "Aeon Flux (2005)                                         0.255802   \n",
       "African Queen, The (1951)                                0.022269   \n",
       "Age of Innocence, The (1993)                             0.115915   \n",
       "Air Force One (1997)                                     0.227304   \n",
       "Airheads (1994)                                          0.123233   \n",
       "Airplane II: The Sequel (1982)                           0.069236   \n",
       "Airplane! (1980)                                         0.185066   \n",
       "Akira (1988)                                             0.241494   \n",
       "Aladdin (1992)                                           0.020033   \n",
       "Aladdin and the King of Thieves (1996)                  -0.034927   \n",
       "Alexander (2004)                                         0.078512   \n",
       "Alice in Wonderland (1951)                               0.202782   \n",
       "Alice in Wonderland (2010)                               0.353775   \n",
       "Alien (1979)                                             0.222000   \n",
       "Alien Nation (1988)                                      0.075727   \n",
       "Alien: Resurrection (1997)                               0.239941   \n",
       "Aliens (1986)                                            0.187413   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                           0.071342   \n",
       "All About Eve (1950)                                     0.106894   \n",
       "All About My Mother (Todo sobre mi madre) (1999)         0.080791   \n",
       "All Dogs Go to Heaven (1989)                             0.131524   \n",
       "All Dogs Go to Heaven 2 (1996)                          -0.002359   \n",
       "All Quiet on the Western Front (1930)                    0.063465   \n",
       "All the President's Men (1976)                           0.271644   \n",
       "Almost Famous (2000)                                     0.221259   \n",
       "Along Came Polly (2004)                                  0.189165   \n",
       "Along Came a Spider (2001)                               0.150757   \n",
       "Amadeus (1984)                                           0.103232   \n",
       "Amazing Spider-Man, The (2012)                           0.262828   \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",
       "...                                                               ...   \n",
       "Adventures of Tintin, The (2011)                             0.356956   \n",
       "Aeon Flux (2005)                                             0.164586   \n",
       "African Queen, The (1951)                                   -0.020935   \n",
       "Age of Innocence, The (1993)                                 0.047371   \n",
       "Air Force One (1997)                                         0.166260   \n",
       "Airheads (1994)                                              0.046890   \n",
       "Airplane II: The Sequel (1982)                               0.052262   \n",
       "Airplane! (1980)                                             0.250136   \n",
       "Akira (1988)                                                 0.178023   \n",
       "Aladdin (1992)                                               0.101272   \n",
       "Aladdin and the King of Thieves (1996)                       0.055142   \n",
       "Alexander (2004)                                             0.046165   \n",
       "Alice in Wonderland (1951)                                   0.181475   \n",
       "Alice in Wonderland (2010)                                   0.336603   \n",
       "Alien (1979)                                                 0.200301   \n",
       "Alien Nation (1988)                                          0.060669   \n",
       "Alien: Resurrection (1997)                                   0.180861   \n",
       "Aliens (1986)                                                0.175791   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                               0.100848   \n",
       "All About Eve (1950)                                         0.011842   \n",
       "All About My Mother (Todo sobre mi madre) (1999)            -0.013029   \n",
       "All Dogs Go to Heaven (1989)                                 0.051734   \n",
       "All Dogs Go to Heaven 2 (1996)                               0.033571   \n",
       "All Quiet on the Western Front (1930)                        0.008757   \n",
       "All the President's Men (1976)                               0.046475   \n",
       "Almost Famous (2000)                                         0.126008   \n",
       "Along Came Polly (2004)                                      0.166278   \n",
       "Along Came a Spider (2001)                                   0.052144   \n",
       "Amadeus (1984)                                               0.062977   \n",
       "Amazing Spider-Man, The (2012)                               0.409487   \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",
       "...                                                              ...   \n",
       "Adventures of Tintin, The (2011)                            0.161384   \n",
       "Aeon Flux (2005)                                            0.267491   \n",
       "African Queen, The (1951)                                   0.041560   \n",
       "Age of Innocence, The (1993)                                0.095380   \n",
       "Air Force One (1997)                                        0.280155   \n",
       "Airheads (1994)                                             0.106643   \n",
       "Airplane II: The Sequel (1982)                              0.023234   \n",
       "Airplane! (1980)                                            0.197012   \n",
       "Akira (1988)                                                0.201881   \n",
       "Aladdin (1992)                                              0.227837   \n",
       "Aladdin and the King of Thieves (1996)                      0.062168   \n",
       "Alexander (2004)                                            0.182596   \n",
       "Alice in Wonderland (1951)                                  0.306768   \n",
       "Alice in Wonderland (2010)                                  0.243419   \n",
       "Alien (1979)                                                0.178030   \n",
       "Alien Nation (1988)                                         0.021150   \n",
       "Alien: Resurrection (1997)                                  0.214909   \n",
       "Aliens (1986)                                               0.152375   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                              0.122900   \n",
       "All About Eve (1950)                                       -0.002874   \n",
       "All About My Mother (Todo sobre mi madre) (1999)            0.101885   \n",
       "All Dogs Go to Heaven (1989)                                0.213325   \n",
       "All Dogs Go to Heaven 2 (1996)                              0.032368   \n",
       "All Quiet on the Western Front (1930)                       0.001373   \n",
       "All the President's Men (1976)                              0.046513   \n",
       "Almost Famous (2000)                                        0.362571   \n",
       "Along Came Polly (2004)                                     0.309183   \n",
       "Along Came a Spider (2001)                                  0.174489   \n",
       "Amadeus (1984)                                              0.097432   \n",
       "Amazing Spider-Man, The (2012)                              0.151747   \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",
       "...                                                             ...   \n",
       "Adventures of Tintin, The (2011)                           0.238989   \n",
       "Aeon Flux (2005)                                           0.025853   \n",
       "African Queen, The (1951)                                 -0.005509   \n",
       "Age of Innocence, The (1993)                               0.043483   \n",
       "Air Force One (1997)                                      -0.009370   \n",
       "Airheads (1994)                                           -0.021142   \n",
       "Airplane II: The Sequel (1982)                             0.005956   \n",
       "Airplane! (1980)                                           0.039105   \n",
       "Akira (1988)                                               0.063349   \n",
       "Aladdin (1992)                                             0.108820   \n",
       "Aladdin and the King of Thieves (1996)                     0.075316   \n",
       "Alexander (2004)                                          -0.027356   \n",
       "Alice in Wonderland (1951)                                 0.038684   \n",
       "Alice in Wonderland (2010)                                 0.145180   \n",
       "Alien (1979)                                               0.048447   \n",
       "Alien Nation (1988)                                        0.006704   \n",
       "Alien: Resurrection (1997)                                 0.075741   \n",
       "Aliens (1986)                                              0.096194   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                             0.038496   \n",
       "All About Eve (1950)                                      -0.005980   \n",
       "All About My Mother (Todo sobre mi madre) (1999)          -0.000309   \n",
       "All Dogs Go to Heaven (1989)                              -0.034674   \n",
       "All Dogs Go to Heaven 2 (1996)                             0.053496   \n",
       "All Quiet on the Western Front (1930)                     -0.029408   \n",
       "All the President's Men (1976)                            -0.013663   \n",
       "Almost Famous (2000)                                       0.011577   \n",
       "Along Came Polly (2004)                                    0.078468   \n",
       "Along Came a Spider (2001)                                 0.014189   \n",
       "Amadeus (1984)                                            -0.007432   \n",
       "Amazing Spider-Man, The (2012)                             0.373173   \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",
       "...                                                             ...   \n",
       "Adventures of Tintin, The (2011)                           0.054934   \n",
       "Aeon Flux (2005)                                           0.152003   \n",
       "African Queen, The (1951)                                  0.124770   \n",
       "Age of Innocence, The (1993)                               0.314265   \n",
       "Air Force One (1997)                                       0.171667   \n",
       "Airheads (1994)                                            0.140161   \n",
       "Airplane II: The Sequel (1982)                             0.062520   \n",
       "Airplane! (1980)                                           0.144031   \n",
       "Akira (1988)                                               0.325094   \n",
       "Aladdin (1992)                                            -0.003652   \n",
       "Aladdin and the King of Thieves (1996)                     0.035996   \n",
       "Alexander (2004)                                          -0.022504   \n",
       "Alice in Wonderland (1951)                                 0.076048   \n",
       "Alice in Wonderland (2010)                                 0.051391   \n",
       "Alien (1979)                                               0.261880   \n",
       "Alien Nation (1988)                                        0.111139   \n",
       "Alien: Resurrection (1997)                                 0.362386   \n",
       "Aliens (1986)                                              0.273933   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                             0.265931   \n",
       "All About Eve (1950)                                       0.087166   \n",
       "All About My Mother (Todo sobre mi madre) (1999)           0.255269   \n",
       "All Dogs Go to Heaven (1989)                               0.214087   \n",
       "All Dogs Go to Heaven 2 (1996)                            -0.024452   \n",
       "All Quiet on the Western Front (1930)                      0.087559   \n",
       "All the President's Men (1976)                             0.109530   \n",
       "Almost Famous (2000)                                       0.208008   \n",
       "Along Came Polly (2004)                                   -0.036498   \n",
       "Along Came a Spider (2001)                                 0.025327   \n",
       "Amadeus (1984)                                             0.132956   \n",
       "Amazing Spider-Man, The (2012)                             0.023512   \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",
       "...                                                        ...   \n",
       "Adventures of Tintin, The (2011)                      0.186170   \n",
       "Aeon Flux (2005)                                      0.290934   \n",
       "African Queen, The (1951)                             0.028350   \n",
       "Age of Innocence, The (1993)                          0.141280   \n",
       "Air Force One (1997)                                  0.250354   \n",
       "Airheads (1994)                                       0.093510   \n",
       "Airplane II: The Sequel (1982)                        0.011701   \n",
       "Airplane! (1980)                                      0.081144   \n",
       "Akira (1988)                                          0.236705   \n",
       "Aladdin (1992)                                        0.096567   \n",
       "Aladdin and the King of Thieves (1996)                0.107491   \n",
       "Alexander (2004)                                      0.064866   \n",
       "Alice in Wonderland (1951)                            0.093432   \n",
       "Alice in Wonderland (2010)                            0.163528   \n",
       "Alien (1979)                                          0.187619   \n",
       "Alien Nation (1988)                                   0.036558   \n",
       "Alien: Resurrection (1997)                            0.287189   \n",
       "Aliens (1986)                                         0.161957   \n",
       "Alien³ (a.k.a. Alien 3) (1992)                        0.180236   \n",
       "All About Eve (1950)                                  0.010041   \n",
       "All About My Mother (Todo sobre mi madre) (1999)     -0.033359   \n",
       "All Dogs Go to Heaven (1989)                          0.099960   \n",
       "All Dogs Go to Heaven 2 (1996)                        0.093334   \n",
       "All Quiet on the Western Front (1930)                -0.024409   \n",
       "All the President's Men (1976)                        0.042057   \n",
       "Almost Famous (2000)                                  0.186599   \n",
       "Along Came Polly (2004)                               0.231566   \n",
       "Along Came a Spider (2001)                            0.233244   \n",
       "Amadeus (1984)                                        0.075753   \n",
       "Amazing Spider-Man, The (2012)                        0.192038   \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",
       "...                                                                   ...  \n",
       "Adventures of Tintin, The (2011)                                 0.084949  \n",
       "Aeon Flux (2005)                                                 0.005847  \n",
       "African Queen, The (1951)                                        0.142137  \n",
       "Age of Innocence, The (1993)                                     0.107412  \n",
       "Air Force One (1997)                                             0.210324  \n",
       "Airheads (1994)                                                  0.307706  \n",
       "Airplane II: The Sequel (1982)                                   0.167525  \n",
       "Airplane! (1980)                                                 0.239507  \n",
       "Akira (1988)                                                     0.121449  \n",
       "Aladdin (1992)                                                   0.075979  \n",
       "Aladdin and the King of Thieves (1996)                           0.033535  \n",
       "Alexander (2004)                                                -0.024000  \n",
       "Alice in Wonderland (1951)                                       0.218566  \n",
       "Alice in Wonderland (2010)                                       0.055080  \n",
       "Alien (1979)                                                     0.162873  \n",
       "Alien Nation (1988)                                              0.262138  \n",
       "Alien: Resurrection (1997)                                       0.150548  \n",
       "Aliens (1986)                                                    0.158940  \n",
       "Alien³ (a.k.a. Alien 3) (1992)                                   0.081018  \n",
       "All About Eve (1950)                                             0.086869  \n",
       "All About My Mother (Todo sobre mi madre) (1999)                -0.000183  \n",
       "All Dogs Go to Heaven (1989)                                     0.136832  \n",
       "All Dogs Go to Heaven 2 (1996)                                  -0.026078  \n",
       "All Quiet on the Western Front (1930)                            0.249434  \n",
       "All the President's Men (1976)                                   0.087923  \n",
       "Almost Famous (2000)                                             0.147413  \n",
       "Along Came Polly (2004)                                          0.025928  \n",
       "Along Came a Spider (2001)                                       0.043581  \n",
       "Amadeus (1984)                                                   0.136565  \n",
       "Amazing Spider-Man, The (2012)                                   0.143658  \n",
       "\n",
       "[100 rows x 2269 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corrMatrix = userRatings.corr(method='pearson')\n",
    "corrMatrix.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_similar(movie_name,rating):\n",
    "    similar_ratings = corrMatrix[movie_name]*(rating-2.5)\n",
    "    similar_ratings = similar_ratings.sort_values(ascending=False)\n",
    "    #print(type(similar_ratings))\n",
    "    return similar_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>'burbs, The (1989)</th>\n",
       "      <th>(500) Days of Summer (2009)</th>\n",
       "      <th>10 Cloverfield Lane (2016)</th>\n",
       "      <th>10 Things I Hate About You (1999)</th>\n",
       "      <th>10,000 BC (2008)</th>\n",
       "      <th>101 Dalmatians (1996)</th>\n",
       "      <th>101 Dalmatians (One Hundred and One Dalmatians) (1961)</th>\n",
       "      <th>12 Angry Men (1957)</th>\n",
       "      <th>12 Years a Slave (2013)</th>\n",
       "      <th>127 Hours (2010)</th>\n",
       "      <th>...</th>\n",
       "      <th>Zack and Miri Make a Porno (2008)</th>\n",
       "      <th>Zero Dark Thirty (2012)</th>\n",
       "      <th>Zero Effect (1998)</th>\n",
       "      <th>Zodiac (2007)</th>\n",
       "      <th>Zombieland (2009)</th>\n",
       "      <th>Zoolander (2001)</th>\n",
       "      <th>Zootopia (2016)</th>\n",
       "      <th>eXistenZ (1999)</th>\n",
       "      <th>xXx (2002)</th>\n",
       "      <th>¡Three Amigos! (1986)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.157792</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.356179</td>\n",
       "      <td>0.684973</td>\n",
       "      <td>0.484900</td>\n",
       "      <td>0.372257</td>\n",
       "      <td>0.355353</td>\n",
       "      <td>0.399389</td>\n",
       "      <td>0.338715</td>\n",
       "      <td>0.500338</td>\n",
       "      <td>...</td>\n",
       "      <td>0.936288</td>\n",
       "      <td>0.446637</td>\n",
       "      <td>0.171018</td>\n",
       "      <td>1.036463</td>\n",
       "      <td>0.889309</td>\n",
       "      <td>0.630565</td>\n",
       "      <td>0.540017</td>\n",
       "      <td>0.134034</td>\n",
       "      <td>0.602730</td>\n",
       "      <td>0.314763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.016276</td>\n",
       "      <td>0.203998</td>\n",
       "      <td>0.126834</td>\n",
       "      <td>0.113241</td>\n",
       "      <td>0.092218</td>\n",
       "      <td>0.085790</td>\n",
       "      <td>0.072825</td>\n",
       "      <td>0.097794</td>\n",
       "      <td>0.083822</td>\n",
       "      <td>0.084897</td>\n",
       "      <td>...</td>\n",
       "      <td>0.159907</td>\n",
       "      <td>0.085502</td>\n",
       "      <td>0.011564</td>\n",
       "      <td>0.176888</td>\n",
       "      <td>0.168302</td>\n",
       "      <td>0.121710</td>\n",
       "      <td>0.072590</td>\n",
       "      <td>0.025695</td>\n",
       "      <td>0.081764</td>\n",
       "      <td>0.027540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.304722</td>\n",
       "      <td>-0.062634</td>\n",
       "      <td>-0.214700</td>\n",
       "      <td>-0.118754</td>\n",
       "      <td>-0.037059</td>\n",
       "      <td>-0.063992</td>\n",
       "      <td>-0.170195</td>\n",
       "      <td>-0.280090</td>\n",
       "      <td>-0.016283</td>\n",
       "      <td>-0.102493</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.147339</td>\n",
       "      <td>-0.162387</td>\n",
       "      <td>-0.368712</td>\n",
       "      <td>-0.281119</td>\n",
       "      <td>-0.263686</td>\n",
       "      <td>-0.228562</td>\n",
       "      <td>-0.144292</td>\n",
       "      <td>-0.410899</td>\n",
       "      <td>-0.242935</td>\n",
       "      <td>-0.238410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.102988</td>\n",
       "      <td>-0.056808</td>\n",
       "      <td>-0.049655</td>\n",
       "      <td>-0.042987</td>\n",
       "      <td>-0.021729</td>\n",
       "      <td>-0.055422</td>\n",
       "      <td>-0.051115</td>\n",
       "      <td>-0.097954</td>\n",
       "      <td>-0.061595</td>\n",
       "      <td>-0.070398</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.075325</td>\n",
       "      <td>-0.048607</td>\n",
       "      <td>-0.128795</td>\n",
       "      <td>-0.175166</td>\n",
       "      <td>-0.098088</td>\n",
       "      <td>-0.074205</td>\n",
       "      <td>-0.049626</td>\n",
       "      <td>-0.153017</td>\n",
       "      <td>-0.082048</td>\n",
       "      <td>-0.091432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 2269 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   'burbs, The (1989)  (500) Days of Summer (2009)  \\\n",
       "0            0.157792                     2.500000   \n",
       "1           -0.016276                     0.203998   \n",
       "2           -0.304722                    -0.062634   \n",
       "3           -0.102988                    -0.056808   \n",
       "\n",
       "   10 Cloverfield Lane (2016)  10 Things I Hate About You (1999)  \\\n",
       "0                    0.356179                           0.684973   \n",
       "1                    0.126834                           0.113241   \n",
       "2                   -0.214700                          -0.118754   \n",
       "3                   -0.049655                          -0.042987   \n",
       "\n",
       "   10,000 BC (2008)  101 Dalmatians (1996)  \\\n",
       "0          0.484900               0.372257   \n",
       "1          0.092218               0.085790   \n",
       "2         -0.037059              -0.063992   \n",
       "3         -0.021729              -0.055422   \n",
       "\n",
       "   101 Dalmatians (One Hundred and One Dalmatians) (1961)  \\\n",
       "0                                           0.355353        \n",
       "1                                           0.072825        \n",
       "2                                          -0.170195        \n",
       "3                                          -0.051115        \n",
       "\n",
       "   12 Angry Men (1957)  12 Years a Slave (2013)  127 Hours (2010)  \\\n",
       "0             0.399389                 0.338715          0.500338   \n",
       "1             0.097794                 0.083822          0.084897   \n",
       "2            -0.280090                -0.016283         -0.102493   \n",
       "3            -0.097954                -0.061595         -0.070398   \n",
       "\n",
       "           ...            Zack and Miri Make a Porno (2008)  \\\n",
       "0          ...                                     0.936288   \n",
       "1          ...                                     0.159907   \n",
       "2          ...                                    -0.147339   \n",
       "3          ...                                    -0.075325   \n",
       "\n",
       "   Zero Dark Thirty (2012)  Zero Effect (1998)  Zodiac (2007)  \\\n",
       "0                 0.446637            0.171018       1.036463   \n",
       "1                 0.085502            0.011564       0.176888   \n",
       "2                -0.162387           -0.368712      -0.281119   \n",
       "3                -0.048607           -0.128795      -0.175166   \n",
       "\n",
       "   Zombieland (2009)  Zoolander (2001)  Zootopia (2016)  eXistenZ (1999)  \\\n",
       "0           0.889309          0.630565         0.540017         0.134034   \n",
       "1           0.168302          0.121710         0.072590         0.025695   \n",
       "2          -0.263686         -0.228562        -0.144292        -0.410899   \n",
       "3          -0.098088         -0.074205        -0.049626        -0.153017   \n",
       "\n",
       "   xXx (2002)  ¡Three Amigos! (1986)  \n",
       "0    0.602730               0.314763  \n",
       "1    0.081764               0.027540  \n",
       "2   -0.242935              -0.238410  \n",
       "3   -0.082048              -0.091432  \n",
       "\n",
       "[4 rows x 2269 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "romantic_lover = [(\"(500) Days of Summer (2009)\",5),(\"Alice in Wonderland (2010)\",3),(\"Aliens (1986)\",1),(\"2001: A Space Odyssey (1968)\",2)]\n",
    "similar_movies = pd.DataFrame()\n",
    "for movie,rating in romantic_lover:\n",
    "    similar_movies = similar_movies.append(get_similar(movie,rating),ignore_index = True)\n",
    "\n",
    "similar_movies.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500) Days of Summer (2009)                      2.584556\n",
       "Alice in Wonderland (2010)                       1.395229\n",
       "Silver Linings Playbook (2012)                   1.254800\n",
       "Yes Man (2008)                                   1.116264\n",
       "Adventureland (2009)                             1.112235\n",
       "Marley & Me (2008)                               1.108381\n",
       "About Time (2013)                                1.102192\n",
       "Crazy, Stupid, Love. (2011)                      1.088757\n",
       "50/50 (2011)                                     1.086517\n",
       "Help, The (2011)                                 1.075963\n",
       "Up in the Air (2009)                             1.053037\n",
       "Holiday, The (2006)                              1.034470\n",
       "Friends with Benefits (2011)                     1.030875\n",
       "Notebook, The (2004)                             1.025880\n",
       "Easy A (2010)                                    1.015771\n",
       "Secret Life of Walter Mitty, The (2013)          0.997979\n",
       "Perks of Being a Wallflower, The (2012)          0.967425\n",
       "Toy Story 3 (2010)                               0.963276\n",
       "Ugly Truth, The (2009)                           0.959079\n",
       "Harry Potter and the Half-Blood Prince (2009)    0.954180\n",
       "dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similar_movies.sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amazing Spider-Man, The (2012)                           3.233134\n",
       "Mission: Impossible III (2006)                           2.874798\n",
       "2 Fast 2 Furious (Fast and the Furious 2, The) (2003)    2.701477\n",
       "Over the Hedge (2006)                                    2.229721\n",
       "Crank (2006)                                             2.176259\n",
       "Mission: Impossible - Ghost Protocol (2011)              2.159666\n",
       "Hancock (2008)                                           2.156098\n",
       "The Amazing Spider-Man 2 (2014)                          2.153677\n",
       "Hellboy (2004)                                           2.137518\n",
       "Snakes on a Plane (2006)                                 2.137396\n",
       "Jumper (2008)                                            2.129716\n",
       "Chronicles of Riddick, The (2004)                        2.121689\n",
       "Tron: Legacy (2010)                                      2.111843\n",
       "Fantastic Four (2005)                                    2.083022\n",
       "X-Men: The Last Stand (2006)                             2.077530\n",
       "Wreck-It Ralph (2012)                                    2.067907\n",
       "Kung Fu Hustle (Gong fu) (2004)                          2.067457\n",
       "Godzilla (2014)                                          2.061653\n",
       "Incredible Hulk, The (2008)                              2.050104\n",
       "Quantum of Solace (2008)                                 2.016189\n",
       "dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "action_lover = [(\"Amazing Spider-Man, The (2012)\",5),(\"Mission: Impossible III (2006)\",4),(\"Toy Story 3 (2010)\",2),(\"2 Fast 2 Furious (Fast and the Furious 2, The) (2003)\",4)]\n",
    "similar_movies = pd.DataFrame()\n",
    "for movie,rating in action_lover:\n",
    "    similar_movies = similar_movies.append(get_similar(movie,rating),ignore_index = True)\n",
    "\n",
    "similar_movies.head(10)\n",
    "similar_movies.sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}