predictor.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import pickle, gzip, pickletools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62418</th>\n",
       "      <td>209157</td>\n",
       "      <td>We (2018)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62419</th>\n",
       "      <td>209159</td>\n",
       "      <td>Window of the Soul (2001)</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62420</th>\n",
       "      <td>209163</td>\n",
       "      <td>Bad Poems (2018)</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62421</th>\n",
       "      <td>209169</td>\n",
       "      <td>A Girl Thing (2001)</td>\n",
       "      <td>(no genres listed)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62422</th>\n",
       "      <td>209171</td>\n",
       "      <td>Women of Devil's Island (1962)</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62423 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                               title  \\\n",
       "0            1                    Toy Story (1995)   \n",
       "1            2                      Jumanji (1995)   \n",
       "2            3             Grumpier Old Men (1995)   \n",
       "3            4            Waiting to Exhale (1995)   \n",
       "4            5  Father of the Bride Part II (1995)   \n",
       "...        ...                                 ...   \n",
       "62418   209157                           We (2018)   \n",
       "62419   209159           Window of the Soul (2001)   \n",
       "62420   209163                    Bad Poems (2018)   \n",
       "62421   209169                 A Girl Thing (2001)   \n",
       "62422   209171      Women of Devil's Island (1962)   \n",
       "\n",
       "                                            genres  \n",
       "0      Adventure|Animation|Children|Comedy|Fantasy  \n",
       "1                       Adventure|Children|Fantasy  \n",
       "2                                   Comedy|Romance  \n",
       "3                             Comedy|Drama|Romance  \n",
       "4                                           Comedy  \n",
       "...                                            ...  \n",
       "62418                                        Drama  \n",
       "62419                                  Documentary  \n",
       "62420                                 Comedy|Drama  \n",
       "62421                           (no genres listed)  \n",
       "62422                       Action|Adventure|Drama  \n",
       "\n",
       "[62423 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies = pd.read_csv(\"movies.csv\")\n",
    "movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with gzip.open(\"svd_model_200.h5\", 'rb') as f:\n",
    "    p = pickle.Unpickler(f)\n",
    "    model = p.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.matrix_factorization.SVD at 0x17d61884f40>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
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       "      <th>0</th>\n",
       "      <td>0.092911</td>\n",
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       "      <td>-0.191643</td>\n",
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       "      <td>-0.144732</td>\n",
       "      <td>0.182517</td>\n",
       "      <td>-0.250486</td>\n",
       "      <td>-0.080231</td>\n",
       "      <td>0.295197</td>\n",
       "      <td>-0.178140</td>\n",
       "      <td>-0.043730</td>\n",
       "      <td>0.141406</td>\n",
       "      <td>0.228242</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.155719</td>\n",
       "      <td>0.006572</td>\n",
       "      <td>-0.173806</td>\n",
       "      <td>-0.467705</td>\n",
       "      <td>-0.133925</td>\n",
       "      <td>0.009027</td>\n",
       "      <td>-0.237722</td>\n",
       "      <td>-0.072540</td>\n",
       "      <td>0.173588</td>\n",
       "      <td>0.418212</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003281</td>\n",
       "      <td>-0.072620</td>\n",
       "      <td>-0.095393</td>\n",
       "      <td>0.005335</td>\n",
       "      <td>0.128289</td>\n",
       "      <td>-0.211230</td>\n",
       "      <td>-0.029933</td>\n",
       "      <td>-0.110155</td>\n",
       "      <td>0.161082</td>\n",
       "      <td>-0.165910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.067867</td>\n",
       "      <td>0.131585</td>\n",
       "      <td>-0.181855</td>\n",
       "      <td>-0.392417</td>\n",
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       "      <td>-0.323412</td>\n",
       "      <td>-0.029370</td>\n",
       "      <td>0.169489</td>\n",
       "      <td>0.536339</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056961</td>\n",
       "      <td>-0.070830</td>\n",
       "      <td>-0.079441</td>\n",
       "      <td>0.031269</td>\n",
       "      <td>0.104580</td>\n",
       "      <td>-0.201259</td>\n",
       "      <td>-0.080997</td>\n",
       "      <td>-0.068325</td>\n",
       "      <td>0.208108</td>\n",
       "      <td>-0.214221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.086705</td>\n",
       "      <td>-0.200623</td>\n",
       "      <td>0.127798</td>\n",
       "      <td>0.201543</td>\n",
       "      <td>-0.274319</td>\n",
       "      <td>0.247829</td>\n",
       "      <td>0.321979</td>\n",
       "      <td>0.157721</td>\n",
       "      <td>0.093206</td>\n",
       "      <td>0.170906</td>\n",
       "      <td>...</td>\n",
       "      <td>0.257186</td>\n",
       "      <td>-0.097709</td>\n",
       "      <td>-0.034014</td>\n",
       "      <td>-0.176692</td>\n",
       "      <td>-0.267322</td>\n",
       "      <td>0.130085</td>\n",
       "      <td>0.046935</td>\n",
       "      <td>0.098134</td>\n",
       "      <td>0.227614</td>\n",
       "      <td>-0.113436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.027162</td>\n",
       "      <td>-0.053153</td>\n",
       "      <td>0.248671</td>\n",
       "      <td>0.014023</td>\n",
       "      <td>-0.156786</td>\n",
       "      <td>0.019172</td>\n",
       "      <td>0.106355</td>\n",
       "      <td>-0.079683</td>\n",
       "      <td>-0.054304</td>\n",
       "      <td>-0.078932</td>\n",
       "      <td>...</td>\n",
       "      <td>0.089938</td>\n",
       "      <td>0.025405</td>\n",
       "      <td>0.116515</td>\n",
       "      <td>0.179420</td>\n",
       "      <td>-0.136900</td>\n",
       "      <td>-0.059179</td>\n",
       "      <td>-0.133654</td>\n",
       "      <td>0.209362</td>\n",
       "      <td>-0.167199</td>\n",
       "      <td>-0.310286</td>\n",
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       "      <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",
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       "      <th>10321</th>\n",
       "      <td>-0.133377</td>\n",
       "      <td>0.123795</td>\n",
       "      <td>-0.094611</td>\n",
       "      <td>-0.209561</td>\n",
       "      <td>0.238845</td>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.049117</td>\n",
       "      <td>0.008699</td>\n",
       "      <td>-0.048034</td>\n",
       "      <td>-0.014302</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.053197</td>\n",
       "      <td>-0.043657</td>\n",
       "      <td>0.157117</td>\n",
       "      <td>-0.021411</td>\n",
       "      <td>0.121109</td>\n",
       "      <td>-0.043007</td>\n",
       "      <td>0.111063</td>\n",
       "      <td>-0.035564</td>\n",
       "      <td>-0.068555</td>\n",
       "      <td>0.128844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10322</th>\n",
       "      <td>0.033434</td>\n",
       "      <td>-0.034879</td>\n",
       "      <td>-0.033346</td>\n",
       "      <td>0.104356</td>\n",
       "      <td>0.040119</td>\n",
       "      <td>-0.019659</td>\n",
       "      <td>-0.191097</td>\n",
       "      <td>-0.002892</td>\n",
       "      <td>0.068158</td>\n",
       "      <td>-0.041645</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.139047</td>\n",
       "      <td>0.035186</td>\n",
       "      <td>-0.029097</td>\n",
       "      <td>0.023629</td>\n",
       "      <td>0.058487</td>\n",
       "      <td>0.021235</td>\n",
       "      <td>0.069953</td>\n",
       "      <td>-0.182462</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>-0.037520</td>\n",
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       "    <tr>\n",
       "      <th>10323</th>\n",
       "      <td>-0.153988</td>\n",
       "      <td>-0.071133</td>\n",
       "      <td>0.038423</td>\n",
       "      <td>-0.011384</td>\n",
       "      <td>0.052243</td>\n",
       "      <td>-0.013778</td>\n",
       "      <td>-0.069157</td>\n",
       "      <td>-0.108385</td>\n",
       "      <td>-0.064169</td>\n",
       "      <td>0.221172</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.202419</td>\n",
       "      <td>-0.087412</td>\n",
       "      <td>0.105667</td>\n",
       "      <td>0.204611</td>\n",
       "      <td>0.071265</td>\n",
       "      <td>-0.029253</td>\n",
       "      <td>0.129750</td>\n",
       "      <td>0.099976</td>\n",
       "      <td>0.043406</td>\n",
       "      <td>0.036265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10324</th>\n",
       "      <td>-0.020823</td>\n",
       "      <td>-0.291100</td>\n",
       "      <td>0.133457</td>\n",
       "      <td>-0.095066</td>\n",
       "      <td>0.036794</td>\n",
       "      <td>-0.247820</td>\n",
       "      <td>0.030986</td>\n",
       "      <td>0.069741</td>\n",
       "      <td>-0.037520</td>\n",
       "      <td>-0.258988</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.065199</td>\n",
       "      <td>-0.067630</td>\n",
       "      <td>0.085485</td>\n",
       "      <td>0.049197</td>\n",
       "      <td>0.316060</td>\n",
       "      <td>-0.151204</td>\n",
       "      <td>0.154312</td>\n",
       "      <td>-0.139390</td>\n",
       "      <td>0.041974</td>\n",
       "      <td>0.331698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10325</th>\n",
       "      <td>-0.296529</td>\n",
       "      <td>0.149856</td>\n",
       "      <td>0.082760</td>\n",
       "      <td>-0.110764</td>\n",
       "      <td>-0.138455</td>\n",
       "      <td>0.127025</td>\n",
       "      <td>0.154109</td>\n",
       "      <td>0.114269</td>\n",
       "      <td>0.160279</td>\n",
       "      <td>0.148730</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.199139</td>\n",
       "      <td>0.043322</td>\n",
       "      <td>-0.102140</td>\n",
       "      <td>0.097749</td>\n",
       "      <td>0.192566</td>\n",
       "      <td>-0.040941</td>\n",
       "      <td>0.155972</td>\n",
       "      <td>0.017029</td>\n",
       "      <td>-0.100835</td>\n",
       "      <td>-0.194499</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10326 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0         1         2         3         4         5         6    \\\n",
       "0      0.092911 -0.064177 -0.191643 -0.143336  0.027168  0.227176 -0.156938   \n",
       "1      0.155719  0.006572 -0.173806 -0.467705 -0.133925  0.009027 -0.237722   \n",
       "2      0.067867  0.131585 -0.181855 -0.392417  0.012519 -0.008601 -0.323412   \n",
       "3      0.086705 -0.200623  0.127798  0.201543 -0.274319  0.247829  0.321979   \n",
       "4      0.027162 -0.053153  0.248671  0.014023 -0.156786  0.019172  0.106355   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "10321 -0.133377  0.123795 -0.094611 -0.209561  0.238845  0.047246 -0.049117   \n",
       "10322  0.033434 -0.034879 -0.033346  0.104356  0.040119 -0.019659 -0.191097   \n",
       "10323 -0.153988 -0.071133  0.038423 -0.011384  0.052243 -0.013778 -0.069157   \n",
       "10324 -0.020823 -0.291100  0.133457 -0.095066  0.036794 -0.247820  0.030986   \n",
       "10325 -0.296529  0.149856  0.082760 -0.110764 -0.138455  0.127025  0.154109   \n",
       "\n",
       "            7         8         9    ...       190       191       192  \\\n",
       "0     -0.126235  0.079970  0.158107  ...  0.239507 -0.144732  0.182517   \n",
       "1     -0.072540  0.173588  0.418212  ... -0.003281 -0.072620 -0.095393   \n",
       "2     -0.029370  0.169489  0.536339  ...  0.056961 -0.070830 -0.079441   \n",
       "3      0.157721  0.093206  0.170906  ...  0.257186 -0.097709 -0.034014   \n",
       "4     -0.079683 -0.054304 -0.078932  ...  0.089938  0.025405  0.116515   \n",
       "...         ...       ...       ...  ...       ...       ...       ...   \n",
       "10321  0.008699 -0.048034 -0.014302  ... -0.053197 -0.043657  0.157117   \n",
       "10322 -0.002892  0.068158 -0.041645  ... -0.139047  0.035186 -0.029097   \n",
       "10323 -0.108385 -0.064169  0.221172  ... -0.202419 -0.087412  0.105667   \n",
       "10324  0.069741 -0.037520 -0.258988  ... -0.065199 -0.067630  0.085485   \n",
       "10325  0.114269  0.160279  0.148730  ... -0.199139  0.043322 -0.102140   \n",
       "\n",
       "            193       194       195       196       197       198       199  \n",
       "0     -0.250486 -0.080231  0.295197 -0.178140 -0.043730  0.141406  0.228242  \n",
       "1      0.005335  0.128289 -0.211230 -0.029933 -0.110155  0.161082 -0.165910  \n",
       "2      0.031269  0.104580 -0.201259 -0.080997 -0.068325  0.208108 -0.214221  \n",
       "3     -0.176692 -0.267322  0.130085  0.046935  0.098134  0.227614 -0.113436  \n",
       "4      0.179420 -0.136900 -0.059179 -0.133654  0.209362 -0.167199 -0.310286  \n",
       "...         ...       ...       ...       ...       ...       ...       ...  \n",
       "10321 -0.021411  0.121109 -0.043007  0.111063 -0.035564 -0.068555  0.128844  \n",
       "10322  0.023629  0.058487  0.021235  0.069953 -0.182462  0.000644 -0.037520  \n",
       "10323  0.204611  0.071265 -0.029253  0.129750  0.099976  0.043406  0.036265  \n",
       "10324  0.049197  0.316060 -0.151204  0.154312 -0.139390  0.041974  0.331698  \n",
       "10325  0.097749  0.192566 -0.040941  0.155972  0.017029 -0.100835 -0.194499  \n",
       "\n",
       "[10326 rows x 200 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(model.qi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10326, 200)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.qi.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.spatial.distance import cosine as cosine_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_vector(raw_id: int, trained_model=model) -> np.array:\n",
    "    \"\"\"Returns the latent features of a movie in the form of a numpy array\"\"\"\n",
    "    movie_row_idx = trained_model.trainset._raw2inner_id_items[raw_id]\n",
    "    return trained_model.qi[movie_row_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_recs(liked_movie_title: str, model=model):\n",
    "    try:\n",
    "        \"\"\"Returns the top 25 most similar movies to a specified movie\n",
    "        \n",
    "        This function iterates over every possible movie in MovieLens and calculates\n",
    "        distance between `movie_title` vector and that movie's vector.\n",
    "        \"\"\"\n",
    "        liked_raw_id = movies[movies['title']==liked_movie_title][\"movieId\"].item()\n",
    "        # Get the first movie vector\n",
    "        movie_vector: np.array = get_vector(liked_raw_id, model)\n",
    "        similarity_table = []\n",
    "        \n",
    "        # Iterate over every possible movie and calculate similarity\n",
    "        for other_raw_id in model.trainset._raw2inner_id_items.keys():\n",
    "            other_movie_vector = get_vector(other_raw_id, model)\n",
    "            \n",
    "            # Get the second movie vector, and calculate distance\n",
    "            similarity_score = cosine_distance(other_movie_vector, movie_vector)\n",
    "            recommended_movies = movies[movies['movieId']==other_raw_id][\"title\"].item()\n",
    "            if similarity_score != 0:\n",
    "                similarity_table.append((similarity_score, recommended_movies))\n",
    "        recs = pd.DataFrame(sorted(similarity_table), columns=[\"vector cosine distance\", \"Movie Title\"])\n",
    "        # sort movies by ascending similarity\n",
    "        return recs.head(25)\n",
    "    # Exception for if there isnt enough info about the movie\n",
    "    except:\n",
    "        print(\"Not enough info about movie\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.025581</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.029506</td>\n",
       "      <td>Harry Potter and the Prisoner of Azkaban (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.036699</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.047256</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.047568</td>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 2 (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.048301</td>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 1 (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.061164</td>\n",
       "      <td>Harry Potter and the Sorcerer's Stone (a.k.a. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.610381</td>\n",
       "      <td>Fantastic Beasts and Where to Find Them (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.632760</td>\n",
       "      <td>Fantastic Beasts and Where to Find Them 2 (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.686948</td>\n",
       "      <td>Chronicles of Narnia: The Lion, the Witch and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.708114</td>\n",
       "      <td>Percy Jackson &amp; the Olympians: The Lightning T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.715331</td>\n",
       "      <td>The Hate U Give (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.727998</td>\n",
       "      <td>Chronicles of Narnia: The Voyage of the Dawn T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.736040</td>\n",
       "      <td>The Hobbit: The Battle of the Five Armies (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.749538</td>\n",
       "      <td>Chronicles of Narnia: Prince Caspian, The (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.750862</td>\n",
       "      <td>Pirates of the Caribbean: Dead Man's Chest (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.752351</td>\n",
       "      <td>Pirates of the Caribbean: At World's End (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.753368</td>\n",
       "      <td>Hobbit: The Desolation of Smaug, The (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.757537</td>\n",
       "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.758511</td>\n",
       "      <td>Hobbit: An Unexpected Journey, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.759362</td>\n",
       "      <td>Peter Pan (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.764911</td>\n",
       "      <td>The Hunger Games: Catching Fire (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.768635</td>\n",
       "      <td>Halloweentown II: Kalabar's Revenge (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.771343</td>\n",
       "      <td>Da Vinci Code, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.771459</td>\n",
       "      <td>The Hunger Games: Mockingjay - Part 1 (2014)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                        Movie Title\n",
       "0                 0.025581   Harry Potter and the Order of the Phoenix (2007)\n",
       "1                 0.029506    Harry Potter and the Prisoner of Azkaban (2004)\n",
       "2                 0.036699      Harry Potter and the Half-Blood Prince (2009)\n",
       "3                 0.047256     Harry Potter and the Chamber of Secrets (2002)\n",
       "4                 0.047568  Harry Potter and the Deathly Hallows: Part 2 (...\n",
       "5                 0.048301  Harry Potter and the Deathly Hallows: Part 1 (...\n",
       "6                 0.061164  Harry Potter and the Sorcerer's Stone (a.k.a. ...\n",
       "7                 0.610381     Fantastic Beasts and Where to Find Them (2016)\n",
       "8                 0.632760   Fantastic Beasts and Where to Find Them 2 (2018)\n",
       "9                 0.686948  Chronicles of Narnia: The Lion, the Witch and ...\n",
       "10                0.708114  Percy Jackson & the Olympians: The Lightning T...\n",
       "11                0.715331                             The Hate U Give (2018)\n",
       "12                0.727998  Chronicles of Narnia: The Voyage of the Dawn T...\n",
       "13                0.736040   The Hobbit: The Battle of the Five Armies (2014)\n",
       "14                0.749538   Chronicles of Narnia: Prince Caspian, The (2008)\n",
       "15                0.750862  Pirates of the Caribbean: Dead Man's Chest (2006)\n",
       "16                0.752351    Pirates of the Caribbean: At World's End (2007)\n",
       "17                0.753368        Hobbit: The Desolation of Smaug, The (2013)\n",
       "18                0.757537  Pirates of the Caribbean: The Curse of the Bla...\n",
       "19                0.758511          Hobbit: An Unexpected Journey, The (2012)\n",
       "20                0.759362                                   Peter Pan (2003)\n",
       "21                0.764911             The Hunger Games: Catching Fire (2013)\n",
       "22                0.768635         Halloweentown II: Kalabar's Revenge (2001)\n",
       "23                0.771343                          Da Vinci Code, The (2006)\n",
       "24                0.771459       The Hunger Games: Mockingjay - Part 1 (2014)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Harry Potter and the Goblet of Fire (2005)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.557568</td>\n",
       "      <td>P.S. I Love You (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.577432</td>\n",
       "      <td>Walk to Remember, A (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.608776</td>\n",
       "      <td>Sweet Home Alabama (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.611584</td>\n",
       "      <td>Time Traveler's Wife, The (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.622701</td>\n",
       "      <td>Vow, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.626631</td>\n",
       "      <td>August Rush (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.642285</td>\n",
       "      <td>Titanic (1997)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.654184</td>\n",
       "      <td>Dear John (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.655111</td>\n",
       "      <td>Pretty Woman (1990)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.655921</td>\n",
       "      <td>Me Before You (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.658602</td>\n",
       "      <td>Help, The (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.661657</td>\n",
       "      <td>No Strings Attached (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.673208</td>\n",
       "      <td>Bodyguard, The (1992)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.673454</td>\n",
       "      <td>The Fault in Our Stars (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.677638</td>\n",
       "      <td>Blind Side, The  (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.678967</td>\n",
       "      <td>Pearl Harbor (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.680414</td>\n",
       "      <td>Dirty Dancing (1987)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.683068</td>\n",
       "      <td>Step Up (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.685235</td>\n",
       "      <td>Speak (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.685428</td>\n",
       "      <td>Love, Rosie (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.685678</td>\n",
       "      <td>Life as We Know It (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.688444</td>\n",
       "      <td>Curious Case of Benjamin Button, The (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.692062</td>\n",
       "      <td>Step Up 3D (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.693942</td>\n",
       "      <td>Ghost (1990)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.694012</td>\n",
       "      <td>How to Lose a Guy in 10 Days (2003)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                  Movie Title\n",
       "0                 0.557568                       P.S. I Love You (2007)\n",
       "1                 0.577432                   Walk to Remember, A (2002)\n",
       "2                 0.608776                    Sweet Home Alabama (2002)\n",
       "3                 0.611584             Time Traveler's Wife, The (2009)\n",
       "4                 0.622701                              Vow, The (2012)\n",
       "5                 0.626631                           August Rush (2007)\n",
       "6                 0.642285                               Titanic (1997)\n",
       "7                 0.654184                             Dear John (2010)\n",
       "8                 0.655111                          Pretty Woman (1990)\n",
       "9                 0.655921                         Me Before You (2016)\n",
       "10                0.658602                             Help, The (2011)\n",
       "11                0.661657                   No Strings Attached (2011)\n",
       "12                0.673208                        Bodyguard, The (1992)\n",
       "13                0.673454                The Fault in Our Stars (2014)\n",
       "14                0.677638                      Blind Side, The  (2009)\n",
       "15                0.678967                          Pearl Harbor (2001)\n",
       "16                0.680414                         Dirty Dancing (1987)\n",
       "17                0.683068                               Step Up (2006)\n",
       "18                0.685235                                 Speak (2004)\n",
       "19                0.685428                           Love, Rosie (2014)\n",
       "20                0.685678                    Life as We Know It (2010)\n",
       "21                0.688444  Curious Case of Benjamin Button, The (2008)\n",
       "22                0.692062                            Step Up 3D (2010)\n",
       "23                0.693942                                 Ghost (1990)\n",
       "24                0.694012          How to Lose a Guy in 10 Days (2003)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Notebook, The (2004)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not enough info about movie\n"
     ]
    }
   ],
   "source": [
    "get_recs(\"Scream - Because I Will Kill You! (1999)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.540658</td>\n",
       "      <td>Sense and Sensibility (1995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.572484</td>\n",
       "      <td>Emma (1996)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.645985</td>\n",
       "      <td>While You Were Sleeping (1995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.651684</td>\n",
       "      <td>Yentl (1983)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.658214</td>\n",
       "      <td>Roman Holiday (1953)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.663841</td>\n",
       "      <td>The Second Best Exotic Marigold Hotel (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.664567</td>\n",
       "      <td>Meet Me in St. Louis (1944)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.669860</td>\n",
       "      <td>Much Ado About Nothing (1993)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.675515</td>\n",
       "      <td>Jane Eyre (1996)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.684101</td>\n",
       "      <td>Remains of the Day, The (1993)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.695599</td>\n",
       "      <td>Camp X-Ray (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.696171</td>\n",
       "      <td>Beaches (1988)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.699902</td>\n",
       "      <td>Howards End (1992)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.700720</td>\n",
       "      <td>Office Romance (1977)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.701589</td>\n",
       "      <td>Baby Boom (1987)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.705891</td>\n",
       "      <td>Under the Tuscan Sun (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.706802</td>\n",
       "      <td>Sleepless in Seattle (1993)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.706901</td>\n",
       "      <td>42nd Street (1933)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.707034</td>\n",
       "      <td>Ayn Rand: A Sense of Life (1997)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.707680</td>\n",
       "      <td>Age of Innocence, The (1993)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.708384</td>\n",
       "      <td>Driving Miss Daisy (1989)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.710236</td>\n",
       "      <td>Little Women (1933)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.711217</td>\n",
       "      <td>Mirror Has Two Faces, The (1996)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.712250</td>\n",
       "      <td>Pride &amp; Prejudice (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.712420</td>\n",
       "      <td>Miracle Worker, The (1962)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                   Movie Title\n",
       "0                 0.540658                  Sense and Sensibility (1995)\n",
       "1                 0.572484                                   Emma (1996)\n",
       "2                 0.645985                While You Were Sleeping (1995)\n",
       "3                 0.651684                                  Yentl (1983)\n",
       "4                 0.658214                          Roman Holiday (1953)\n",
       "5                 0.663841  The Second Best Exotic Marigold Hotel (2015)\n",
       "6                 0.664567                   Meet Me in St. Louis (1944)\n",
       "7                 0.669860                 Much Ado About Nothing (1993)\n",
       "8                 0.675515                              Jane Eyre (1996)\n",
       "9                 0.684101                Remains of the Day, The (1993)\n",
       "10                0.695599                             Camp X-Ray (2014)\n",
       "11                0.696171                                Beaches (1988)\n",
       "12                0.699902                            Howards End (1992)\n",
       "13                0.700720                         Office Romance (1977)\n",
       "14                0.701589                              Baby Boom (1987)\n",
       "15                0.705891                   Under the Tuscan Sun (2003)\n",
       "16                0.706802                   Sleepless in Seattle (1993)\n",
       "17                0.706901                            42nd Street (1933)\n",
       "18                0.707034              Ayn Rand: A Sense of Life (1997)\n",
       "19                0.707680                  Age of Innocence, The (1993)\n",
       "20                0.708384                     Driving Miss Daisy (1989)\n",
       "21                0.710236                           Little Women (1933)\n",
       "22                0.711217              Mirror Has Two Faces, The (1996)\n",
       "23                0.712250                      Pride & Prejudice (2005)\n",
       "24                0.712420                    Miracle Worker, The (1962)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Little Women (1994)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.278463</td>\n",
       "      <td>Da Vinci Code, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.502948</td>\n",
       "      <td>National Treasure: Book of Secrets (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.544117</td>\n",
       "      <td>National Treasure (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.564982</td>\n",
       "      <td>Inferno (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.576858</td>\n",
       "      <td>21 (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.583356</td>\n",
       "      <td>Sherlock Holmes: A Game of Shadows (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.586345</td>\n",
       "      <td>Sherlock Holmes (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.635759</td>\n",
       "      <td>Mummy: Tomb of the Dragon Emperor, The (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.657886</td>\n",
       "      <td>Now You See Me (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.660367</td>\n",
       "      <td>Dilemma, The (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.672113</td>\n",
       "      <td>Sahara (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.675317</td>\n",
       "      <td>Raven, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.677757</td>\n",
       "      <td>Illusionist, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.678364</td>\n",
       "      <td>Lara Croft: Tomb Raider (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.679037</td>\n",
       "      <td>Thick as Thieves (a.k.a. Code, The) (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.680173</td>\n",
       "      <td>Perfect Stranger (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.680603</td>\n",
       "      <td>Eye See You (D-Tox) (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.681299</td>\n",
       "      <td>Salt (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682620</td>\n",
       "      <td>Two for the Money (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.682693</td>\n",
       "      <td>Prince of Persia: The Sands of Time (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.682781</td>\n",
       "      <td>Cold Creek Manor (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.682946</td>\n",
       "      <td>Wanted (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.684783</td>\n",
       "      <td>Underworld: Rise of the Lycans (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.686075</td>\n",
       "      <td>Golden Compass, The (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.688222</td>\n",
       "      <td>Knowing (2009)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                    Movie Title\n",
       "0                 0.278463                      Da Vinci Code, The (2006)\n",
       "1                 0.502948      National Treasure: Book of Secrets (2007)\n",
       "2                 0.544117                       National Treasure (2004)\n",
       "3                 0.564982                                 Inferno (2016)\n",
       "4                 0.576858                                      21 (2008)\n",
       "5                 0.583356      Sherlock Holmes: A Game of Shadows (2011)\n",
       "6                 0.586345                         Sherlock Holmes (2009)\n",
       "7                 0.635759  Mummy: Tomb of the Dragon Emperor, The (2008)\n",
       "8                 0.657886                          Now You See Me (2013)\n",
       "9                 0.660367                            Dilemma, The (2011)\n",
       "10                0.672113                                  Sahara (2005)\n",
       "11                0.675317                              Raven, The (2012)\n",
       "12                0.677757                        Illusionist, The (2006)\n",
       "13                0.678364                 Lara Croft: Tomb Raider (2001)\n",
       "14                0.679037     Thick as Thieves (a.k.a. Code, The) (2009)\n",
       "15                0.680173                        Perfect Stranger (2007)\n",
       "16                0.680603                     Eye See You (D-Tox) (2002)\n",
       "17                0.681299                                    Salt (2010)\n",
       "18                0.682620                       Two for the Money (2005)\n",
       "19                0.682693     Prince of Persia: The Sands of Time (2010)\n",
       "20                0.682781                        Cold Creek Manor (2003)\n",
       "21                0.682946                                  Wanted (2008)\n",
       "22                0.684783          Underworld: Rise of the Lycans (2009)\n",
       "23                0.686075                     Golden Compass, The (2007)\n",
       "24                0.688222                                 Knowing (2009)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Angels & Demons (2009)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.248675</td>\n",
       "      <td>Django Unchained (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.425897</td>\n",
       "      <td>The Hateful Eight (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.426318</td>\n",
       "      <td>Kill Bill: Vol. 1 (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.432731</td>\n",
       "      <td>Kill Bill: Vol. 2 (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.502008</td>\n",
       "      <td>Inglorious Bastards (Quel maledetto treno blin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.542213</td>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.548770</td>\n",
       "      <td>Reservoir Dogs (1992)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.560535</td>\n",
       "      <td>Departed, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.566100</td>\n",
       "      <td>Death Proof (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.576728</td>\n",
       "      <td>Grindhouse (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.621340</td>\n",
       "      <td>Jackie Brown (1997)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.647651</td>\n",
       "      <td>Snatch (2000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.666382</td>\n",
       "      <td>Once Upon a Time in Hollywood (2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.666482</td>\n",
       "      <td>Planet Terror (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.667901</td>\n",
       "      <td>No Country for Old Men (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.670109</td>\n",
       "      <td>Wolf of Wall Street, The (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.681175</td>\n",
       "      <td>Sin City (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.691247</td>\n",
       "      <td>Lock, Stock &amp; Two Smoking Barrels (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.713243</td>\n",
       "      <td>The Revenant (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.713504</td>\n",
       "      <td>Burn After Reading (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.726706</td>\n",
       "      <td>There Will Be Blood (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.727207</td>\n",
       "      <td>Grand Budapest Hotel, The (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.729452</td>\n",
       "      <td>The Ballad of Buster Scruggs (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.729540</td>\n",
       "      <td>Sin City: A Dame to Kill For (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.733233</td>\n",
       "      <td>Gone Girl (2014)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                        Movie Title\n",
       "0                 0.248675                            Django Unchained (2012)\n",
       "1                 0.425897                           The Hateful Eight (2015)\n",
       "2                 0.426318                           Kill Bill: Vol. 1 (2003)\n",
       "3                 0.432731                           Kill Bill: Vol. 2 (2004)\n",
       "4                 0.502008  Inglorious Bastards (Quel maledetto treno blin...\n",
       "5                 0.542213                                Pulp Fiction (1994)\n",
       "6                 0.548770                              Reservoir Dogs (1992)\n",
       "7                 0.560535                               Departed, The (2006)\n",
       "8                 0.566100                                 Death Proof (2007)\n",
       "9                 0.576728                                  Grindhouse (2007)\n",
       "10                0.621340                                Jackie Brown (1997)\n",
       "11                0.647651                                      Snatch (2000)\n",
       "12                0.666382               Once Upon a Time in Hollywood (2019)\n",
       "13                0.666482                               Planet Terror (2007)\n",
       "14                0.667901                      No Country for Old Men (2007)\n",
       "15                0.670109                    Wolf of Wall Street, The (2013)\n",
       "16                0.681175                                    Sin City (2005)\n",
       "17                0.691247           Lock, Stock & Two Smoking Barrels (1998)\n",
       "18                0.713243                                The Revenant (2015)\n",
       "19                0.713504                          Burn After Reading (2008)\n",
       "20                0.726706                         There Will Be Blood (2007)\n",
       "21                0.727207                   Grand Budapest Hotel, The (2014)\n",
       "22                0.729452                The Ballad of Buster Scruggs (2018)\n",
       "23                0.729540                Sin City: A Dame to Kill For (2014)\n",
       "24                0.733233                                   Gone Girl (2014)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Inglourious Basterds (2009)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.113676</td>\n",
       "      <td>Avengers, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.167925</td>\n",
       "      <td>Captain America: Civil War (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.199439</td>\n",
       "      <td>Captain America: The First Avenger (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.202669</td>\n",
       "      <td>Iron Man 2 (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.205441</td>\n",
       "      <td>Captain America: The Winter Soldier (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.214377</td>\n",
       "      <td>Iron Man 3 (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.221537</td>\n",
       "      <td>Thor: The Dark World (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.230426</td>\n",
       "      <td>Thor (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.258326</td>\n",
       "      <td>Iron Man (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.298608</td>\n",
       "      <td>Avengers: Infinity War - Part I (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.311283</td>\n",
       "      <td>Ant-Man (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.347671</td>\n",
       "      <td>Avengers: Infinity War - Part II (2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.350489</td>\n",
       "      <td>Ant-Man and the Wasp (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.353089</td>\n",
       "      <td>Doctor Strange (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.386382</td>\n",
       "      <td>Thor: Ragnarok (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.403809</td>\n",
       "      <td>Untitled Spider-Man Reboot (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.415616</td>\n",
       "      <td>X-Men: First Class (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.428655</td>\n",
       "      <td>Guardians of the Galaxy (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.435933</td>\n",
       "      <td>X-Men: Days of Future Past (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.444753</td>\n",
       "      <td>Guardians of the Galaxy 2 (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.468835</td>\n",
       "      <td>X-Men: Apocalypse (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.517025</td>\n",
       "      <td>Spider-Man: Far from Home (2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.530194</td>\n",
       "      <td>Incredible Hulk, The (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.532992</td>\n",
       "      <td>Captain Marvel (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.569830</td>\n",
       "      <td>Wolverine, The (2013)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                 Movie Title\n",
       "0                 0.113676                        Avengers, The (2012)\n",
       "1                 0.167925           Captain America: Civil War (2016)\n",
       "2                 0.199439   Captain America: The First Avenger (2011)\n",
       "3                 0.202669                           Iron Man 2 (2010)\n",
       "4                 0.205441  Captain America: The Winter Soldier (2014)\n",
       "5                 0.214377                           Iron Man 3 (2013)\n",
       "6                 0.221537                 Thor: The Dark World (2013)\n",
       "7                 0.230426                                 Thor (2011)\n",
       "8                 0.258326                             Iron Man (2008)\n",
       "9                 0.298608      Avengers: Infinity War - Part I (2018)\n",
       "10                0.311283                              Ant-Man (2015)\n",
       "11                0.347671     Avengers: Infinity War - Part II (2019)\n",
       "12                0.350489                 Ant-Man and the Wasp (2018)\n",
       "13                0.353089                       Doctor Strange (2016)\n",
       "14                0.386382                       Thor: Ragnarok (2017)\n",
       "15                0.403809           Untitled Spider-Man Reboot (2017)\n",
       "16                0.415616                   X-Men: First Class (2011)\n",
       "17                0.428655              Guardians of the Galaxy (2014)\n",
       "18                0.435933           X-Men: Days of Future Past (2014)\n",
       "19                0.444753            Guardians of the Galaxy 2 (2017)\n",
       "20                0.468835                    X-Men: Apocalypse (2016)\n",
       "21                0.517025            Spider-Man: Far from Home (2019)\n",
       "22                0.530194                 Incredible Hulk, The (2008)\n",
       "23                0.532992                       Captain Marvel (2018)\n",
       "24                0.569830                       Wolverine, The (2013)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Avengers: Age of Ultron (2015)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.461971</td>\n",
       "      <td>Date Night (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.566560</td>\n",
       "      <td>Bewitched (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.587587</td>\n",
       "      <td>Johnny English (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.597320</td>\n",
       "      <td>Tower Heist (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.597857</td>\n",
       "      <td>Night at the Museum (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.611228</td>\n",
       "      <td>Starsky &amp; Hutch (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.611413</td>\n",
       "      <td>Johnny English Reborn (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.613163</td>\n",
       "      <td>Incredible Burt Wonderstone, The (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.632855</td>\n",
       "      <td>Old Dogs (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.633576</td>\n",
       "      <td>Longest Yard, The (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.633591</td>\n",
       "      <td>Daddy Day Care (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.641290</td>\n",
       "      <td>Sahara (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.643000</td>\n",
       "      <td>I Now Pronounce You Chuck and Larry (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.645542</td>\n",
       "      <td>This Means War (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.648828</td>\n",
       "      <td>Evan Almighty (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.650243</td>\n",
       "      <td>You, Me and Dupree (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.652471</td>\n",
       "      <td>Stuck on You (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.654577</td>\n",
       "      <td>Fun with Dick and Jane (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.655571</td>\n",
       "      <td>Hitch (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.655771</td>\n",
       "      <td>I Spy (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.657191</td>\n",
       "      <td>License to Wed (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.657349</td>\n",
       "      <td>Other Guys, The (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.660472</td>\n",
       "      <td>Killers (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.660571</td>\n",
       "      <td>Thousand Words, A (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.661087</td>\n",
       "      <td>Couples Retreat (2009)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                 Movie Title\n",
       "0                 0.461971                           Date Night (2010)\n",
       "1                 0.566560                            Bewitched (2005)\n",
       "2                 0.587587                       Johnny English (2003)\n",
       "3                 0.597320                          Tower Heist (2011)\n",
       "4                 0.597857                  Night at the Museum (2006)\n",
       "5                 0.611228                      Starsky & Hutch (2004)\n",
       "6                 0.611413                Johnny English Reborn (2011)\n",
       "7                 0.613163     Incredible Burt Wonderstone, The (2013)\n",
       "8                 0.632855                             Old Dogs (2009)\n",
       "9                 0.633576                    Longest Yard, The (2005)\n",
       "10                0.633591                       Daddy Day Care (2003)\n",
       "11                0.641290                               Sahara (2005)\n",
       "12                0.643000  I Now Pronounce You Chuck and Larry (2007)\n",
       "13                0.645542                       This Means War (2012)\n",
       "14                0.648828                        Evan Almighty (2007)\n",
       "15                0.650243                   You, Me and Dupree (2006)\n",
       "16                0.652471                         Stuck on You (2003)\n",
       "17                0.654577               Fun with Dick and Jane (2005)\n",
       "18                0.655571                                Hitch (2005)\n",
       "19                0.655771                                I Spy (2002)\n",
       "20                0.657191                       License to Wed (2007)\n",
       "21                0.657349                      Other Guys, The (2010)\n",
       "22                0.660472                              Killers (2010)\n",
       "23                0.660571                    Thousand Words, A (2012)\n",
       "24                0.661087                      Couples Retreat (2009)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Get Smart (2008)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.233832</td>\n",
       "      <td>Up (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.385226</td>\n",
       "      <td>Ratatouille (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.411262</td>\n",
       "      <td>Finding Nemo (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.441640</td>\n",
       "      <td>Monsters, Inc. (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.450007</td>\n",
       "      <td>Incredibles, The (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.507757</td>\n",
       "      <td>Toy Story 3 (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.509448</td>\n",
       "      <td>Inside Out (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.509724</td>\n",
       "      <td>How to Train Your Dragon (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.523540</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.556391</td>\n",
       "      <td>Big Hero 6 (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.563707</td>\n",
       "      <td>Wreck-It Ralph (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.569551</td>\n",
       "      <td>Toy Story 2 (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.601216</td>\n",
       "      <td>Bug's Life, A (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.605679</td>\n",
       "      <td>Brave (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.606612</td>\n",
       "      <td>Zootopia (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.613161</td>\n",
       "      <td>Finding Dory (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.643398</td>\n",
       "      <td>Spirited Away (Sen to Chihiro no kamikakushi) ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.643650</td>\n",
       "      <td>Ice Age (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.646281</td>\n",
       "      <td>Paperman (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.646832</td>\n",
       "      <td>Kung Fu Panda (2008)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.647543</td>\n",
       "      <td>Iron Giant, The (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.647671</td>\n",
       "      <td>Toy Story of Terror (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.647892</td>\n",
       "      <td>For the Birds (2000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.650634</td>\n",
       "      <td>Cars (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.650989</td>\n",
       "      <td>How to Train Your Dragon 2 (2014)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                        Movie Title\n",
       "0                 0.233832                                          Up (2009)\n",
       "1                 0.385226                                 Ratatouille (2007)\n",
       "2                 0.411262                                Finding Nemo (2003)\n",
       "3                 0.441640                              Monsters, Inc. (2001)\n",
       "4                 0.450007                            Incredibles, The (2004)\n",
       "5                 0.507757                                 Toy Story 3 (2010)\n",
       "6                 0.509448                                  Inside Out (2015)\n",
       "7                 0.509724                    How to Train Your Dragon (2010)\n",
       "8                 0.523540                                   Toy Story (1995)\n",
       "9                 0.556391                                  Big Hero 6 (2014)\n",
       "10                0.563707                              Wreck-It Ralph (2012)\n",
       "11                0.569551                                 Toy Story 2 (1999)\n",
       "12                0.601216                               Bug's Life, A (1998)\n",
       "13                0.605679                                       Brave (2012)\n",
       "14                0.606612                                    Zootopia (2016)\n",
       "15                0.613161                                Finding Dory (2016)\n",
       "16                0.643398  Spirited Away (Sen to Chihiro no kamikakushi) ...\n",
       "17                0.643650                                     Ice Age (2002)\n",
       "18                0.646281                                    Paperman (2012)\n",
       "19                0.646832                               Kung Fu Panda (2008)\n",
       "20                0.647543                             Iron Giant, The (1999)\n",
       "21                0.647671                         Toy Story of Terror (2013)\n",
       "22                0.647892                               For the Birds (2000)\n",
       "23                0.650634                                        Cars (2006)\n",
       "24                0.650989                  How to Train Your Dragon 2 (2014)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"WALL·E (2008)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.636145</td>\n",
       "      <td>Three Billboards Outside Ebbing, Missouri (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.665552</td>\n",
       "      <td>Hostiles (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.684360</td>\n",
       "      <td>Place Beyond the Pines, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.691917</td>\n",
       "      <td>Orphanage, The (Orfanato, El) (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.695469</td>\n",
       "      <td>Sicario (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.701606</td>\n",
       "      <td>Sicario: Day of the Soldado (2018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.706141</td>\n",
       "      <td>Passion of the Christ, The (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.710486</td>\n",
       "      <td>True Grit (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.716491</td>\n",
       "      <td>Conspirator, The (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.718688</td>\n",
       "      <td>Green Room (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.723063</td>\n",
       "      <td>Hell or High Water (2016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.724156</td>\n",
       "      <td>Prisoners (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.725449</td>\n",
       "      <td>Margaret's Museum (1995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.728728</td>\n",
       "      <td>Grey Zone, The (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.732152</td>\n",
       "      <td>Desperate Hours, The (1955)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.737124</td>\n",
       "      <td>Shot Caller (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.739734</td>\n",
       "      <td>Lincoln Lawyer, The (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.739757</td>\n",
       "      <td>Gone Baby Gone (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.743040</td>\n",
       "      <td>In the Valley of Elah (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.743674</td>\n",
       "      <td>Logan Lucky (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.744463</td>\n",
       "      <td>Downfall (Untergang, Der) (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.744915</td>\n",
       "      <td>Crazy Heart (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.748050</td>\n",
       "      <td>Angels' Share, The (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.749412</td>\n",
       "      <td>Argo (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.749955</td>\n",
       "      <td>Felon (2008)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                       Movie Title\n",
       "0                 0.636145  Three Billboards Outside Ebbing, Missouri (2017)\n",
       "1                 0.665552                                   Hostiles (2017)\n",
       "2                 0.684360                Place Beyond the Pines, The (2012)\n",
       "3                 0.691917              Orphanage, The (Orfanato, El) (2007)\n",
       "4                 0.695469                                    Sicario (2015)\n",
       "5                 0.701606                Sicario: Day of the Soldado (2018)\n",
       "6                 0.706141                 Passion of the Christ, The (2004)\n",
       "7                 0.710486                                  True Grit (2010)\n",
       "8                 0.716491                           Conspirator, The (2010)\n",
       "9                 0.718688                                 Green Room (2015)\n",
       "10                0.723063                         Hell or High Water (2016)\n",
       "11                0.724156                                  Prisoners (2013)\n",
       "12                0.725449                          Margaret's Museum (1995)\n",
       "13                0.728728                             Grey Zone, The (2001)\n",
       "14                0.732152                       Desperate Hours, The (1955)\n",
       "15                0.737124                                Shot Caller (2017)\n",
       "16                0.739734                        Lincoln Lawyer, The (2011)\n",
       "17                0.739757                             Gone Baby Gone (2007)\n",
       "18                0.743040                      In the Valley of Elah (2007)\n",
       "19                0.743674                                Logan Lucky (2017)\n",
       "20                0.744463                  Downfall (Untergang, Der) (2004)\n",
       "21                0.744915                                Crazy Heart (2009)\n",
       "22                0.748050                         Angels' Share, The (2012)\n",
       "23                0.749412                                       Argo (2012)\n",
       "24                0.749955                                      Felon (2008)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Wind River (2017)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.569029</td>\n",
       "      <td>Sicario (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.579726</td>\n",
       "      <td>Prisoners (2013)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.592197</td>\n",
       "      <td>Michael Clayton (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.597214</td>\n",
       "      <td>Gone Baby Gone (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.601980</td>\n",
       "      <td>Contagion (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.602176</td>\n",
       "      <td>Collateral (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.603128</td>\n",
       "      <td>No Country for Old Men (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.646726</td>\n",
       "      <td>Aviator, The (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.654045</td>\n",
       "      <td>Assassination of Jesse James by the Coward Rob...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.659574</td>\n",
       "      <td>All the President's Men (1976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.660138</td>\n",
       "      <td>Social Network, The (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.686095</td>\n",
       "      <td>True Grit (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.692204</td>\n",
       "      <td>Insider, The (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.693979</td>\n",
       "      <td>Insomnia (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.695829</td>\n",
       "      <td>Departed, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.700296</td>\n",
       "      <td>Eastern Promises (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.702301</td>\n",
       "      <td>Zero Dark Thirty (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.706503</td>\n",
       "      <td>Nightcrawler (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.709865</td>\n",
       "      <td>Descendants, The (2011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.710031</td>\n",
       "      <td>One Hour Photo (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.712957</td>\n",
       "      <td>Prestige, The (2006)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.715152</td>\n",
       "      <td>Munich (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.715436</td>\n",
       "      <td>Mighty Heart, A (2007)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.715564</td>\n",
       "      <td>State of Play (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.719088</td>\n",
       "      <td>Bridge of Spies (2015)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                                        Movie Title\n",
       "0                 0.569029                                     Sicario (2015)\n",
       "1                 0.579726                                   Prisoners (2013)\n",
       "2                 0.592197                             Michael Clayton (2007)\n",
       "3                 0.597214                              Gone Baby Gone (2007)\n",
       "4                 0.601980                                   Contagion (2011)\n",
       "5                 0.602176                                  Collateral (2004)\n",
       "6                 0.603128                      No Country for Old Men (2007)\n",
       "7                 0.646726                                Aviator, The (2004)\n",
       "8                 0.654045  Assassination of Jesse James by the Coward Rob...\n",
       "9                 0.659574                     All the President's Men (1976)\n",
       "10                0.660138                         Social Network, The (2010)\n",
       "11                0.686095                                   True Grit (2010)\n",
       "12                0.692204                                Insider, The (1999)\n",
       "13                0.693979                                    Insomnia (2002)\n",
       "14                0.695829                               Departed, The (2006)\n",
       "15                0.700296                            Eastern Promises (2007)\n",
       "16                0.702301                            Zero Dark Thirty (2012)\n",
       "17                0.706503                                Nightcrawler (2014)\n",
       "18                0.709865                            Descendants, The (2011)\n",
       "19                0.710031                              One Hour Photo (2002)\n",
       "20                0.712957                               Prestige, The (2006)\n",
       "21                0.715152                                      Munich (2005)\n",
       "22                0.715436                             Mighty Heart, A (2007)\n",
       "23                0.715564                               State of Play (2009)\n",
       "24                0.719088                             Bridge of Spies (2015)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"Zodiac (2007)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vector cosine distance</th>\n",
       "      <th>Movie Title</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.522964</td>\n",
       "      <td>Requiem for a Dream (2000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.540017</td>\n",
       "      <td>Memento (2000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.553194</td>\n",
       "      <td>Shutter Island (2010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.553744</td>\n",
       "      <td>Following (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.562321</td>\n",
       "      <td>Donnie Darko (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.597490</td>\n",
       "      <td>21 Grams (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.611442</td>\n",
       "      <td>Jacob's Ladder (1990)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.624966</td>\n",
       "      <td>American History X (1998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.640816</td>\n",
       "      <td>Stay (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.641969</td>\n",
       "      <td>Jacket, The (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.642790</td>\n",
       "      <td>One Hour Photo (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.643981</td>\n",
       "      <td>Moon (2009)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.653190</td>\n",
       "      <td>Identity (2003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.659784</td>\n",
       "      <td>Spun (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.662351</td>\n",
       "      <td>Insomnia (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.670348</td>\n",
       "      <td>Seven (a.k.a. Se7en) (1995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.671313</td>\n",
       "      <td>Ballad of Jack and Rose, The (2005)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.671927</td>\n",
       "      <td>Spider (2002)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.673121</td>\n",
       "      <td>Fight Club (1999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.675047</td>\n",
       "      <td>Nightcrawler (2014)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.675294</td>\n",
       "      <td>Trainspotting (1996)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.676116</td>\n",
       "      <td>Others, The (2001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.676928</td>\n",
       "      <td>Mean Creek (2004)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.677071</td>\n",
       "      <td>Hunt, The (Jagten) (2012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.678087</td>\n",
       "      <td>Prestige, The (2006)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    vector cosine distance                          Movie Title\n",
       "0                 0.522964           Requiem for a Dream (2000)\n",
       "1                 0.540017                       Memento (2000)\n",
       "2                 0.553194                Shutter Island (2010)\n",
       "3                 0.553744                     Following (1998)\n",
       "4                 0.562321                  Donnie Darko (2001)\n",
       "5                 0.597490                      21 Grams (2003)\n",
       "6                 0.611442                Jacob's Ladder (1990)\n",
       "7                 0.624966            American History X (1998)\n",
       "8                 0.640816                          Stay (2005)\n",
       "9                 0.641969                   Jacket, The (2005)\n",
       "10                0.642790                One Hour Photo (2002)\n",
       "11                0.643981                          Moon (2009)\n",
       "12                0.653190                      Identity (2003)\n",
       "13                0.659784                          Spun (2001)\n",
       "14                0.662351                      Insomnia (2002)\n",
       "15                0.670348          Seven (a.k.a. Se7en) (1995)\n",
       "16                0.671313  Ballad of Jack and Rose, The (2005)\n",
       "17                0.671927                        Spider (2002)\n",
       "18                0.673121                    Fight Club (1999)\n",
       "19                0.675047                  Nightcrawler (2014)\n",
       "20                0.675294                 Trainspotting (1996)\n",
       "21                0.676116                   Others, The (2001)\n",
       "22                0.676928                    Mean Creek (2004)\n",
       "23                0.677071            Hunt, The (Jagten) (2012)\n",
       "24                0.678087                 Prestige, The (2006)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recs(\"The Machinist (2004)\")"
   ]
  }
 ],
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