genreAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "c3da654c-1513-4a8b-86fb-b89cd701e9ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8cdea65-7d0d-4657-a6ae-2dfd7fce771e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "320e4330-cbe4-41a5-8716-102c7c6b9e62",
   "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>Unnamed: 0.1</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>studio</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>original_language</th>\n",
       "      <th>popularity</th>\n",
       "      <th>release_date_x</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross_y</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>roi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>BV</td>\n",
       "      <td>103.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>24.445</td>\n",
       "      <td>2010-06-17</td>\n",
       "      <td>7.7</td>\n",
       "      <td>8340</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>$415,004,880</td>\n",
       "      <td>$1,068,879,522</td>\n",
       "      <td>5.344398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Inception</td>\n",
       "      <td>WB</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>27.920</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>8.3</td>\n",
       "      <td>22186</td>\n",
       "      <td>$160,000,000</td>\n",
       "      <td>$292,576,195</td>\n",
       "      <td>$835,524,642</td>\n",
       "      <td>5.222029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Shrek Forever After</td>\n",
       "      <td>P/DW</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>15.041</td>\n",
       "      <td>2010-05-16</td>\n",
       "      <td>6.1</td>\n",
       "      <td>3843</td>\n",
       "      <td>$165,000,000</td>\n",
       "      <td>$238,736,787</td>\n",
       "      <td>$756,244,673</td>\n",
       "      <td>4.583301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>The Twilight Saga: Eclipse</td>\n",
       "      <td>Sum.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Adventure,Drama,Fantasy</td>\n",
       "      <td>en</td>\n",
       "      <td>20.340</td>\n",
       "      <td>2010-06-23</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4909</td>\n",
       "      <td>$68,000,000</td>\n",
       "      <td>$300,531,751</td>\n",
       "      <td>$706,102,828</td>\n",
       "      <td>10.383865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Iron Man 2</td>\n",
       "      <td>Par.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>28.515</td>\n",
       "      <td>2010-05-07</td>\n",
       "      <td>6.8</td>\n",
       "      <td>12368</td>\n",
       "      <td>$170,000,000</td>\n",
       "      <td>$312,433,331</td>\n",
       "      <td>$621,156,389</td>\n",
       "      <td>3.653861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>1947</td>\n",
       "      <td>2092</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>1948</td>\n",
       "      <td>2093</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>0.600</td>\n",
       "      <td>2016-01-24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>1949</td>\n",
       "      <td>2094</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>1950</td>\n",
       "      <td>2095</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>1951</td>\n",
       "      <td>2096</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1952 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0.1  Unnamed: 0                        name studio  \\\n",
       "0                0           0                 Toy Story 3     BV   \n",
       "1                1           1                   Inception     WB   \n",
       "2                2           2         Shrek Forever After   P/DW   \n",
       "3                3           3  The Twilight Saga: Eclipse   Sum.   \n",
       "4                4           4                  Iron Man 2   Par.   \n",
       "...            ...         ...                         ...    ...   \n",
       "1947          1947        2092                       Mandy    RLJ   \n",
       "1948          1948        2093                       Mandy    RLJ   \n",
       "1949          1949        2094                       Mandy    RLJ   \n",
       "1950          1950        2095                Lean on Pete    A24   \n",
       "1951          1951        2096                Lean on Pete    A24   \n",
       "\n",
       "      runtime_minutes                      genres original_language  \\\n",
       "0               103.0  Adventure,Animation,Comedy                en   \n",
       "1               148.0     Action,Adventure,Sci-Fi                en   \n",
       "2                93.0  Adventure,Animation,Comedy                en   \n",
       "3               124.0     Adventure,Drama,Fantasy                en   \n",
       "4               124.0     Action,Adventure,Sci-Fi                en   \n",
       "...               ...                         ...               ...   \n",
       "1947            113.0              Drama,Thriller                en   \n",
       "1948            121.0       Action,Fantasy,Horror                en   \n",
       "1949            121.0       Action,Fantasy,Horror                en   \n",
       "1950            121.0             Adventure,Drama                en   \n",
       "1951            121.0             Adventure,Drama                en   \n",
       "\n",
       "      popularity release_date_x  vote_average  vote_count production_budget  \\\n",
       "0         24.445     2010-06-17           7.7        8340      $200,000,000   \n",
       "1         27.920     2010-07-16           8.3       22186      $160,000,000   \n",
       "2         15.041     2010-05-16           6.1        3843      $165,000,000   \n",
       "3         20.340     2010-06-23           6.0        4909       $68,000,000   \n",
       "4         28.515     2010-05-07           6.8       12368      $170,000,000   \n",
       "...          ...            ...           ...         ...               ...   \n",
       "1947      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1948       0.600     2016-01-24           3.5           2        $6,000,000   \n",
       "1949      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1950       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "1951       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "\n",
       "     domestic_gross_y worldwide_gross        roi  \n",
       "0        $415,004,880  $1,068,879,522   5.344398  \n",
       "1        $292,576,195    $835,524,642   5.222029  \n",
       "2        $238,736,787    $756,244,673   4.583301  \n",
       "3        $300,531,751    $706,102,828  10.383865  \n",
       "4        $312,433,331    $621,156,389   3.653861  \n",
       "...               ...             ...        ...  \n",
       "1947       $1,214,525      $1,427,656   0.237943  \n",
       "1948       $1,214,525      $1,427,656   0.237943  \n",
       "1949       $1,214,525      $1,427,656   0.237943  \n",
       "1950       $1,163,056      $2,455,027   0.306878  \n",
       "1951       $1,163,056      $2,455,027   0.306878  \n",
       "\n",
       "[1952 rows x 15 columns]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./addedroi.csv')\n",
    "\n",
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "561caacf-b5db-483a-a465-fc15bdb0436e",
   "metadata": {},
   "outputs": [],
   "source": [
    "title = data.loc[:,['name']]\n",
    "studio = data.loc[:,['studio']]\n",
    "runtime = data.loc[:,['runtime_minutes']]\n",
    "listofgenre = data.loc[:,['genres']]\n",
    "language = data.loc[:,['original_language']]\n",
    "popularity = data.loc[:,['popularity']]\n",
    "releaseDate = data.loc[:,['release_date_x']]\n",
    "voteavg = data.loc[:,['vote_average']]\n",
    "votecount = data.loc[:,['vote_count']]\n",
    "budget = data.loc[:,['production_budget']]\n",
    "domesticGross = data.loc[:,['domestic_gross_y']]\n",
    "worldGross = data.loc[:,['worldwide_gross']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "59168b2a-bf6e-4586-b069-dd97542d0d74",
   "metadata": {},
   "outputs": [],
   "source": [
    "gen = listofgenre.stack().to_list()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "bddbd1af-5831-4df5-975e-8b0021ed0ce0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Adventure': 367, 'Animation': 112, 'Comedy': 550, 'Action': 471, 'Sci-Fi': 131, 'Drama': 1009, 'Fantasy': 129, 'Family': 95, 'Thriller': 332, 'History': 73, 'Romance': 231, 'Horror': 225, 'Mystery': 145, 'Western': 8, 'Biography': 192, 'Documentary': 137, 'Crime': 255, 'Sport': 45, 'War': 15, 'Music': 55, 'Musical': 6, 'News': 2}\n"
     ]
    }
   ],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "# Step 1: Initialize a dictionary to hold genre counts\n",
    "genre_counts = defaultdict(int)\n",
    "\n",
    "# Step 2: Loop through each genre string, split it, and count each genre\n",
    "for genres in gen:\n",
    "    # Split the genres and strip any extra whitespace\n",
    "    individual_genres = genres.split(',')\n",
    "    for genre in individual_genres:\n",
    "        genre = genre.strip()  # Ensure no leading/trailing whitespace\n",
    "        genre_counts[genre] += 1\n",
    "\n",
    "# Convert the defaultdict to a regular dictionary (optional)\n",
    "genre_counts = dict(genre_counts)\n",
    "\n",
    "# Display the result\n",
    "print(genre_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "a05847c8-e058-40b8-9cd6-d216879bc158",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Convert dictionary keys and values to lists for plotting\n",
    "genres = list(genre_counts.keys())\n",
    "counts = list(genre_counts.values())\n",
    "\n",
    "# Bar plot for genre counts\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.barh(genres, counts, color='skyblue')\n",
    "plt.xlabel('Number of Movies')\n",
    "plt.ylabel('Genres')\n",
    "plt.title('Distribution of Movie Genres')\n",
    "plt.gca().invert_yaxis()  # Optional, to have highest count at the top\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "5f4fc213-5962-45a2-85c9-e5d10a7c40dc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
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      "{'Adventure': ['Toy Story 3', 'Inception', 'Shrek Forever After', 'The Twilight Saga: Eclipse', 'Iron Man 2', 'Tangled', 'How to Train Your Dragon', 'The Chronicles of Narnia: The Voyage of the Dawn Treader', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'The Last Airbender', 'Resident Evil: Afterlife', 'The Tourist', 'The Expendables', 'True Grit', \"Gulliver's Travels\", \"The Sorcerer's Apprentice\", 'Due Date', 'Yogi Bear', 'The A-Team', 'The Book of Eli', \"Legend of the Guardians: The Owls of Ga'Hoole\", 'Predators', 'Get Him to the Greek', 'Letters to Juliet', '127 Hours', 'The Losers', 'Ramona and Beezus', 'Centurion', 'The Runaways', 'Transformers: Dark of the Moon', 'Pirates of the Caribbean: On Stranger Tides', 'Kung Fu Panda 2', 'The Smurfs', 'Cars 2', 'Puss in Boots', 'Sherlock Holmes: A Game of Shadows', 'Rio', 'Thor', 'The Adventures of Tintin', 'Captain America: The First Avenger', 'X-Men: First Class', 'Alvin and the Chipmunks: Chipwrecked', 'Rango', 'Green Lantern', 'Hugo', 'Hop', 'The Muppets', 'Johnny English Reborn', 'Happy Feet Two', 'Arthur Christmas', 'Sanctum', 'Paul', 'Season of the Witch', 'Sucker Punch', 'Priest', 'The Darkest Hour', 'Winnie the Pooh', 'Monte Carlo', 'Mars Needs Moms', 'The Eagle', 'Your Highness', 'Your Highness', 'Blackthorn', 'Super', 'Skyfall', 'The Hobbit: An Unexpected Journey', 'Ice Age: Continental Drift', 'The Amazing Spider-Man', \"Madagascar 3: Europe's Most Wanted\", 'The Hunger Games', 'Life of Pi', 'Brave', 'Brave', 'Wreck-It Ralph', 'Prometheus', 'Snow White and the Huntsman', 'Journey 2: The Mysterious Island', 'The Expendables 2', 'Rise of the Guardians', 'Wrath of the Titans', 'Battleship', 'John Carter', 'The Bourne Legacy', 'Safe House', 'Mirror Mirror', 'ParaNorman', 'Act of Valor', 'The Grey', 'The Grey', 'Moonrise Kingdom', 'Lawless', 'Red Tails', 'Man on a Ledge', 'Wanderlust', 'Beasts of the Southern Wild', 'Fun Size', 'Seeking a Friend for the End of the World', 'On the Road', 'Frozen', 'Frozen', 'Frozen', 'Frozen', 'Iron Man 3', 'Despicable Me 2', 'The Hobbit: The Desolation of Smaug', 'The Hunger Games: Catching Fire', 'Monsters University', 'Man of Steel', 'Thor: The Dark World', 'The Croods', 'World War Z', 'Star Trek Into Darkness', 'The Wolverine', 'Pacific Rim', 'G.I. Joe: Retaliation', 'The Smurfs 2', 'Oblivion', 'Turbo', 'Cloudy with a Chance of Meatballs 2', 'Epic', 'The Lone Ranger', 'After Earth', 'Percy Jackson: Sea of Monsters', 'Jack the Giant Slayer', 'The Secret Life of Walter Mitty', 'Identity Thief', '47 Ronin', \"Ender's Game\", 'Free Birds', 'Riddick', 'R.I.P.D.', 'Nebraska', 'The Incredible Burt Wonderstone', 'Khumba', 'The East', 'Transformers: Age of Extinction', 'The Hobbit: The Battle of the Five Armies', 'Guardians of the Galaxy', 'Maleficent', 'The Hunger Games: Mockingjay - Part 1', 'X-Men: Days of Future Past', 'Captain America: The Winter Soldier', 'Dawn of the Planet of the Apes', 'The Amazing Spider-Man 2', 'Interstellar', 'Big Hero 6', 'Big Hero 6', 'How to Train Your Dragon 2', 'Rio 2', 'Penguins of Madagascar', 'Night at the Museum: Secret of the Tomb', 'Noah', 'Noah', 'Noah', 'Divergent', 'Mr. Peabody & Sherman', 'Exodus: Gods and Kings', 'The Expendables 3', 'Into the Woods', 'The Grand Budapest Hotel', 'Dumb and Dumber To', 'The Nut Job', 'Pompeii', 'The Boxtrolls', 'Muppets Most Wanted', 'The Legend of Hercules', 'Earth to Echo', 'Falcon Rising', 'Jurassic World', 'Avengers: Age of Ultron', 'Minions', 'Spectre', 'Spectre', 'Inside Out', 'Inside Out', 'The Hunger Games: Mockingjay - Part 2', 'The Hunger Games: Mockingjay - Part 2', 'The Martian', 'The Martian', 'The Revenant', 'The Revenant', 'Ant-Man', 'San Andreas', 'Kingsman: The Secret Service', 'Kingsman: The Secret Service', 'Mad Max: Fury Road', 'The Good Dinosaur', 'The Good Dinosaur', 'The SpongeBob Movie: Sponge Out of Water', 'Paddington', 'The Peanuts Movie', 'The Peanuts Movie', 'Alvin and the Chipmunks: The Road Chip', 'Tomorrowland', 'Jupiter Ascending', 'Fantastic Four', 'Fantastic Four', 'Goosebumps', 'Goosebumps', 'The Last Witch Hunter', 'The Last Witch Hunter', 'Pan', 'Seventh Son', 'Vacation', 'Vacation', 'In the Heart of the Sea', 'In the Heart of the Sea', 'Hitman: Agent 47', 'The Transporter Refueled', 'The Walk', 'The Night Before', 'The Night Before', 'A Walk in the Woods', 'The Green Inferno', 'Trash', 'Trash', 'Jem and the Holograms', 'Jem and the Holograms', 'Captain America: Civil War', 'Rogue One: A Star Wars Story', 'Rogue One: A Star Wars Story', 'Finding Dory', 'Zootopia', 'The Secret Life of Pets', 'Batman v Superman: Dawn of Justice', 'Deadpool', 'Suicide Squad', 'Doctor Strange', 'Doctor Strange', 'Moana', 'Moana', 'Moana', 'X-Men: Apocalypse', 'Kung Fu Panda 3', 'Warcraft', 'Ice Age: Collision Course', 'Independence Day: Resurgence', 'The Legend of Tarzan', 'Trolls', 'Trolls', 'Star Trek Beyond', 'Now You See Me 2', 'Alice Through the Looking Glass', 'Teenage Mutant Ninja Turtles: Out of the Shadows', 'Inferno', 'Inferno', 'Storks', 'The BFG', 'Gods of Egypt', 'Sausage Party', 'Mechanic: Resurrection', 'The 5th Wave', 'The Little Prince', 'Nerve', 'Nerve', 'Nerve', 'Mike and Dave Need Wedding Dates', 'Kubo and the Two Strings', 'Risen', 'Norm of the North', 'Hardcore Henry', 'Max Steel', 'Max Steel', 'Hunt for the Wilderpeople', 'Swiss Army Man', 'American Honey', 'Despicable Me 3', 'Jumanji: Welcome to the Jungle', 'Jumanji: Welcome to the Jungle', 'Spider-Man: Homecoming', 'Thor: Ragnarok', 'Thor: Ragnarok', 'Wonder Woman', 'Wonder Woman', 'Coco', 'Coco', 'Pirates of the Caribbean: Dead Men Tell No Tales', 'Justice League', 'Justice League', 'Transformers: The Last Knight', 'Kong: Skull Island', 'The Boss Baby', 'War for the Planet of the Apes', 'Kingsman: The Golden Circle', 'Cars 3', 'The Great Wall', 'Ferdinand', 'Ferdinand', 'Valerian and the City of a Thousand Planets', 'The Emoji Movie', 'Smurfs: The Lost Village', 'The Shape of Water', 'The Shape of Water', 'King Arthur: Legend of the Sword', 'A Bad Moms Christmas', 'A Bad Moms Christmas', 'The Dark Tower', 'Underworld: Blood Wars', 'The Nut Job 2: Nutty by Nature', 'Monster Trucks', 'The Star', 'Snatched', 'Snatched', 'Father Figures', 'Father Figures', 'The Lost City of Z', 'The Lost City of Z', 'The Space Between Us', 'Rock Dog', 'The Journey', 'Avengers: Infinity War', 'Black Panther', 'Black Panther', 'Jurassic World: Fallen Kingdom', 'Incredibles 2', 'Aquaman', 'Deadpool 2', 'Fantastic Beasts: The Crimes of Grindelwald', 'Ant-Man and the Wasp', 'Ready Player One', 'Hotel Transylvania 3: Summer Vacation', 'Bumblebee', 'Solo: A Star Wars Story', 'Peter Rabbit', 'Skyscraper', 'Tomb Raider', 'Smallfoot', 'The Nutcracker and the Four Realms', 'A Wrinkle in Time', 'Alpha', 'Alpha', 'Goosebumps 2: Haunted Halloween', 'Sherlock Gnomes', 'Mortal Engines', 'Tag', 'Tag', 'Vice', 'Vice', 'Mile 22', 'Adrift', 'Adrift', 'Early Man', 'Slender Man', 'The Darkest Minds', 'Paul, Apostle of Christ', 'The Sisters Brothers', 'The Hurricane Heist', 'Bilal: A New Breed of Hero', 'Lean on Pete', 'Lean on Pete'], 'Animation': ['Toy Story 3', 'Shrek Forever After', 'Tangled', 'Despicable Me', 'How to Train Your Dragon', 'Megamind', 'Yogi Bear', \"Legend of the Guardians: The Owls of Ga'Hoole\", 'Kung Fu Panda 2', 'The Smurfs', 'Cars 2', 'Puss in Boots', 'Rio', 'The Adventures of Tintin', 'Alvin and the Chipmunks: Chipwrecked', 'Rango', 'Hop', 'Happy Feet Two', 'Arthur Christmas', 'Winnie the Pooh', 'Mars Needs Moms', 'Ice Age: Continental Drift', \"Madagascar 3: Europe's Most Wanted\", 'Brave', 'Brave', 'Wreck-It Ralph', 'Hotel Transylvania', 'Rise of the Guardians', 'ParaNorman', 'Frankenweenie', 'Frozen', 'Frozen', 'Despicable Me 2', 'Monsters University', 'The Croods', 'The Smurfs 2', 'Turbo', 'Cloudy with a Chance of Meatballs 2', 'Epic', 'Free Birds', 'Khumba', 'Big Hero 6', 'Big Hero 6', 'How to Train Your Dragon 2', 'Rio 2', 'Lucy', 'Penguins of Madagascar', 'Mr. Peabody & Sherman', 'The Nut Job', 'The Boxtrolls', 'Minions', 'Inside Out', 'Inside Out', 'Hotel Transylvania 2', 'The Good Dinosaur', 'The Good Dinosaur', 'The SpongeBob Movie: Sponge Out of Water', 'The Peanuts Movie', 'The Peanuts Movie', 'Alvin and the Chipmunks: The Road Chip', 'Anomalisa', 'Anomalisa', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Finding Dory', 'Zootopia', 'The Secret Life of Pets', 'Moana', 'Moana', 'Moana', 'Sing', 'Sing', 'Kung Fu Panda 3', 'Ice Age: Collision Course', 'The Angry Birds Movie', 'Trolls', 'Trolls', 'Storks', 'Sausage Party', 'The Little Prince', 'Kubo and the Two Strings', 'A Monster Calls', 'A Monster Calls', 'Norm of the North', 'Despicable Me 3', 'Coco', 'Coco', 'The Boss Baby', 'Cars 3', 'Ferdinand', 'Ferdinand', 'The Emoji Movie', 'Smurfs: The Lost Village', 'Captain Underpants: The First Epic Movie', 'The Nut Job 2: Nutty by Nature', 'The Star', 'The House', 'Rock Dog', 'Incredibles 2', 'Hotel Transylvania 3: Summer Vacation', 'Peter Rabbit', 'Smallfoot', 'Sherlock Gnomes', 'Tag', 'Tag', 'Early Man', 'Bilal: A New Breed of Hero'], 'Comedy': ['Toy Story 3', 'Shrek Forever After', 'Tangled', 'Despicable Me', 'Megamind', 'Little Fockers', 'Sex and the City 2', 'Grown Ups', \"Gulliver's Travels\", \"Valentine's Day\", 'Due Date', 'Yogi Bear', 'The Other Guys', 'Date Night', 'The Bounty Hunter', 'Cats & Dogs: The Revenge of Kitty Galore', 'Tooth Fairy', 'Killers', 'Kick-Ass', 'Get Him to the Greek', 'Dinner for Schmucks', 'Marmaduke', 'Piranha 3D', 'Vampires Suck', 'Letters to Juliet', 'Diary of a Wimpy Kid', 'Easy A', 'Hot Tub Time Machine', 'Morning Glory', 'Remember Me', 'Cop Out', 'The Switch', \"She's Out of My League\", 'The Spy Next Door', 'Going the Distance', 'Going the Distance', 'Furry Vengeance', 'The Kids Are All Right', 'You Will Meet a Tall Dark Stranger', 'Leap Year', 'Leap Year', 'You Again', 'Ramona and Beezus', 'Just Wright', 'Our Family Wedding', 'Another Year', 'Another Year', 'Somewhere', 'Made in Dagenham', 'Cyrus', 'MacGruber', 'The Joneses', 'The Joneses', \"It's Kind of a Funny Story\", 'Four Lions', 'Please Give', 'Wild Target', 'Flipped', 'Flipped', \"It's a Wonderful Afterlife\", 'Casino Jack', 'The Extra Man', 'Tiny Furniture', 'The Tempest', 'The Tempest', 'The Hangover Part II', 'The Smurfs', 'Cars 2', 'Rio', 'Alvin and the Chipmunks: Chipwrecked', 'Bridesmaids', 'Rango', 'The Green Hornet', 'Bad Teacher', 'Horrible Bosses', 'Hop', 'The Descendants', 'Zookeeper', 'The Muppets', 'Johnny English Reborn', 'Tower Heist', 'Midnight in Paris', 'Midnight in Paris', 'Happy Feet Two', 'Jack and Jill', 'Friends with Benefits', 'No Strings Attached', 'No Strings Attached', 'Arthur Christmas', 'The Artist', 'We Bought a Zoo', 'Paul', 'Hall Pass', 'Big Mommas: Like Father, Like Son', 'Abduction', 'The Change-Up', 'Diary of a Wimpy Kid: Rodrick Rules', 'Larry Crowne', 'The Dilemma', 'Something Borrowed', 'Winnie the Pooh', '30 Minutes or Less', 'Monte Carlo', '50/50', 'Jumping the Broom', 'The Sitter', \"I Don't Know How She Does It\", \"What's Your Number?\", 'Your Highness', 'Your Highness', 'Our Idiot Brother', 'The Rum Diary', 'Young Adult', 'The Guard', 'The Last Godfather', 'Anonymous', 'Beginners', 'Le Havre', 'Prom', 'The Big Year', 'Take Me Home Tonight', 'Cedar Rapids', 'Attack the Block', 'Dylan Dog: Dead of Night', 'Like Crazy', 'Everything Must Go', 'Submarine', 'The Other Woman', 'The Other Woman', 'The Other Woman', 'Hesher', 'Another Happy Day', 'Super', 'Rubber', 'Rubber', 'Ice Age: Continental Drift', \"Madagascar 3: Europe's Most Wanted\", 'Ted', 'Brave', 'Brave', 'Wreck-It Ralph', 'Hotel Transylvania', 'Journey 2: The Mysterious Island', 'Dark Shadows', 'Silver Linings Playbook', 'American Reunion', '21 Jump Street', 'Mirror Mirror', 'The Dictator', 'Magic Mike', 'This Means War', 'The Best Exotic Marigold Hotel', 'Parental Guidance', 'Pitch Perfect', 'Hope Springs', 'ParaNorman', 'The Campaign', 'Project X', 'Project X', 'Think Like a Man', \"What to Expect When You're Expecting\", 'Frankenweenie', 'Diary of a Wimpy Kid: Dog Days', 'To Rome with Love', 'Here Comes the Boom', 'The Watch', 'Moonrise Kingdom', 'Rock of Ages', \"That's My Boy\", 'The Odd Life of Timothy Green', 'The Three Stooges', 'The Five-Year Engagement', 'The Guilt Trip', 'Joyful Noise', 'A Thousand Words', 'Wanderlust', 'Seven Psychopaths', 'Playing for Keeps', 'People Like Us', 'Bachelorette', 'Fun Size', 'Seeking a Friend for the End of the World', 'Bernie', 'Bernie', 'The Sessions', 'Jeff, Who Lives at Home', 'Safety Not Guaranteed', 'Robot & Frank', \"Your Sister's Sister\", 'A Little Bit of Heaven', 'Damsels in Distress', 'Darling Companion', 'Khiladi 786', 'High School', 'High School', 'The First Time', 'Frozen', 'Frozen', 'Despicable Me 2', 'Monsters University', 'The Smurfs 2', 'Turbo', 'Cloudy with a Chance of Meatballs 2', \"We're the Millers\", 'Grown Ups 2', 'The Heat', 'The Secret Life of Walter Mitty', 'Identity Thief', 'Anchorman 2: The Legend Continues', 'Last Vegas', '2 Guns', 'Saving Mr. Banks', 'Warm Bodies', 'Free Birds', 'Philomena', 'The Internship', 'About Time', 'R.I.P.D.', 'August: Osage County', 'August: Osage County', 'The Best Man Holiday', 'Kick-Ass 2', 'A Haunted House', 'Quartet', 'Delivery Man', 'The Big Wedding', \"The World's End\", 'Grudge Match', 'Movie 43', 'Kevin Hart: Let Me Explain', 'Spring Breakers', 'Don Jon', 'Nebraska', 'The Incredible Burt Wonderstone', 'Enough Said', 'Baggage Claim', 'The Sapphires', \"You're Next\", 'Admission', 'The Spectacular Now', 'Frances Ha', 'Frances Ha', 'Guardians of the Galaxy', 'Rio 2', 'Penguins of Madagascar', 'Night at the Museum: Secret of the Tomb', '22 Jump Street', 'Mr. Peabody & Sherman', 'Neighbors', 'Neighbors', 'Into the Woods', 'The Grand Budapest Hotel', 'Dumb and Dumber To', 'The Monuments Men', 'Ride Along', 'Blended', 'Sex Tape', 'The Nut Job', 'The Boxtrolls', 'Horrible Bosses 2', 'Alexander and the Terrible, Horrible, No Good, Very Bad Day', 'Tammy', 'The Hundred-Foot Journey', 'Muppets Most Wanted', 'Think Like a Man Too', 'Begin Again', 'St. Vincent', 'That Awkward Moment', 'Top Five', 'And So It Goes', 'A Haunted House 2', 'Addicted', 'Inherent Vice', 'Inherent Vice', 'Wish I Was Here', 'The Skeleton Twins', 'Dear White People', 'Obvious Child', 'Tusk', 'Jackpot', 'Jackpot', 'Jackpot', 'Jackpot', 'Jackpot', 'Jackpot', 'Jackpot', 'Jackpot', 'Dom Hemingway', 'Rudderless', 'Two Night Stand', 'Minions', 'Inside Out', 'Inside Out', 'Ant-Man', 'Hotel Transylvania 2', 'Kingsman: The Secret Service', 'Kingsman: The Secret Service', 'The Good Dinosaur', 'The Good Dinosaur', 'The SpongeBob Movie: Sponge Out of Water', 'Pitch Perfect 2', 'Paddington', 'The Peanuts Movie', 'The Peanuts Movie', 'Pixels', 'Pixels', 'Pixels', 'Pixels', 'Alvin and the Chipmunks: The Road Chip', 'Ted 2', 'The Intern', 'Goosebumps', 'Goosebumps', 'Trainwreck', 'The Big Short', 'Pan', 'Magic Mike XXL', 'Get Hard', 'Get Hard', 'Paul Blart: Mall Cop 2', 'Sisters', 'Sisters', 'Vacation', 'Vacation', 'The Visit', 'The Visit', 'The Second Best Exotic Marigold Hotel', 'Paper Towns', 'The Wedding Ringer', 'Krampus', 'The Night Before', 'The Night Before', 'Hot Pursuit', 'Entourage', 'Mortdecai', 'Love the Coopers', 'The Lady in the Van', 'The Lady in the Van', 'Ricki and the Flash', 'A Walk in the Woods', 'Burnt', 'Burnt', 'American Ultra', 'Aloha', 'Dope', \"While We're Young\", \"While We're Young\", 'Scouts Guide to the Zombie Apocalypse', 'Unfinished Business', 'Hot Tub Time Machine 2', 'Danny Collins', 'Me and Earl and the Dying Girl', 'Bajrangi Bhaijaan', 'Anomalisa', 'Anomalisa', 'Trash', 'Trash', 'Youth', 'Youth', 'Youth', 'The Diary of a Teenage Girl', 'The D Train', 'The D Train', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Before We Go', 'Finding Dory', 'Zootopia', 'The Secret Life of Pets', 'Deadpool', 'Moana', 'Moana', 'Moana', 'Sing', 'Sing', 'La La Land', 'La La Land', 'Ice Age: Collision Course', 'The Angry Birds Movie', 'Trolls', 'Trolls', 'Now You See Me 2', 'Teenage Mutant Ninja Turtles: Out of the Shadows', 'Central Intelligence', 'Bad Moms', 'Storks', 'Sausage Party', 'Lion', 'Lion', 'Ride Along 2', 'Why Him?', 'Why Him?', 'Office Christmas Party', 'Neighbors 2: Sorority Rising', 'Dirty Grandpa', 'My Big Fat Greek Wedding 2', 'War Dogs', 'Nerve', 'Nerve', 'Nerve', 'The Boss', 'Mike and Dave Need Wedding Dates', 'Hail, Caesar!', 'The Nice Guys', 'Zoolander 2', 'Barbershop: The Next Cut', 'Florence Foster Jenkins', 'Eddie the Eagle', 'Almost Christmas', 'Middle School: The Worst Years of My Life', 'Whiskey Tango Foxtrot', 'Fifty Shades of Black', 'Keanu', 'The Edge of Seventeen', 'The Edge of Seventeen', 'Norm of the North', 'Pride and Prejudice and Zombies', 'Jackie', 'Jackie', 'The Perfect Match', 'Hunt for the Wilderpeople', 'The Meddler', 'A Hologram for the King', 'Swiss Army Man', 'Compadres', 'Paterson', 'Paterson', 'A Street Cat Named Bob', 'A Street Cat Named Bob', 'Despicable Me 3', 'Jumanji: Welcome to the Jungle', 'Jumanji: Welcome to the Jungle', 'Thor: Ragnarok', 'Thor: Ragnarok', 'Coco', 'Coco', 'The Boss Baby', 'Kingsman: The Golden Circle', 'Cars 3', 'Ferdinand', 'Ferdinand', 'Split', 'Split', 'Split', 'Split', 'The Emoji Movie', 'Smurfs: The Lost Village', 'Pitch Perfect 3', 'Pitch Perfect 3', 'Baywatch', 'The Foreigner', 'The Foreigner', 'Girls Trip', 'American Made', 'American Made', 'A Bad Moms Christmas', 'A Bad Moms Christmas', 'Captain Underpants: The First Epic Movie', 'Lady Bird', 'Lady Bird', 'The Nut Job 2: Nutty by Nature', 'Monster Trucks', 'The Star', 'Snatched', 'Snatched', 'Snatched', 'Snatched', 'The Big Sick', 'I, Tonya', 'I, Tonya', 'Logan Lucky', 'Rough Night', 'Fist Fight', 'Diary of a Wimpy Kid: The Long Haul', 'The House', 'The Disaster Artist', 'The Disaster Artist', 'Home Again', 'Father Figures', 'Father Figures', 'The Founder', 'The Founder', 'Battle of the Sexes', 'Battle of the Sexes', 'Battle of the Sexes', 'Rock Dog', 'Just Getting Started', 'Just Getting Started', 'Table 19', 'Free Fire', 'The Square', 'The Square', 'The Square', 'The Square', 'The Journey', 'The Journey', 'Deadpool 2', 'Ant-Man and the Wasp', 'Hotel Transylvania 3: Summer Vacation', 'Peter Rabbit', 'Mary Poppins Returns', 'Green Book', 'Crazy Rich Asians', 'Smallfoot', 'The Mule', 'The Mule', 'The Mule', 'The Mule', 'Instant Family', 'Game Night', 'A Simple Favor', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'I Feel Pretty', 'Blockers', 'Goosebumps 2: Haunted Halloween', 'Sherlock Gnomes', 'Tag', 'Tag', 'Tag', 'Tag', 'Vice', 'Vice', 'Widows', 'Widows', 'Second Act', 'Book Club', 'Book Club', 'Love, Simon', 'Life of the Party', 'Life of the Party', 'Early Man', 'Slender Man', 'Uncle Drew', 'The Sisters Brothers', 'Welcome to Marwen', 'Can You Ever Forgive Me?'], 'Action': ['Inception', 'Iron Man 2', 'How to Train Your Dragon', 'The Karate Kid', 'The Karate Kid', 'Megamind', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'The Last Airbender', 'Resident Evil: Afterlife', 'Salt', 'Salt', 'The Tourist', 'The Expendables', \"The Sorcerer's Apprentice\", 'The A-Team', 'The Other Guys', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'The Book of Eli', \"Legend of the Guardians: The Owls of Ga'Hoole\", 'The Bounty Hunter', 'Predators', 'Cats & Dogs: The Revenge of Kitty Galore', 'Killers', 'Killers', 'Kick-Ass', 'Green Zone', 'Takers', 'The Next Three Days', 'Skyline', 'Cop Out', 'The Spy Next Door', 'Machete', 'Faster', 'The Losers', 'Repo Men', 'The Nutcracker in 3D', \"The Warrior's Way\", 'Jonah Hex', 'Stone', 'Stone', 'MacGruber', 'Centurion', 'Wild Target', 'Kites', 'Transformers: Dark of the Moon', 'Pirates of the Caribbean: On Stranger Tides', 'Kung Fu Panda 2', 'Fast Five', 'Puss in Boots', 'Sherlock Holmes: A Game of Shadows', 'Rise of the Planet of the Apes', 'Thor', 'The Adventures of Tintin', 'Captain America: The First Avenger', 'X-Men: First Class', 'Real Steel', 'The Green Hornet', 'Immortals', 'Green Lantern', 'In Time', 'Johnny English Reborn', 'Tower Heist', 'Source Code', 'Contagion', 'Unknown', 'Unknown', 'Season of the Witch', 'Sucker Punch', 'Big Mommas: Like Father, Like Son', 'Abduction', 'Abduction', 'Abduction', 'Priest', 'The Mechanic', 'The Darkest Hour', 'Hanna', 'Colombiana', 'Killer Elite', '30 Minutes or Less', 'Drive Angry', 'The Eagle', 'Anonymous', 'Point Blank', 'Attack the Block', 'Dylan Dog: Dead of Night', 'Machine Gun Preacher', 'Red State', 'Blackthorn', 'Dum Maaro Dum', 'Super', 'The Son of No One', '5 Days of War', 'Blood Ties', 'Blood Ties', 'Skyfall', 'The Dark Knight Rises', 'The Amazing Spider-Man', 'The Hunger Games', 'Snow White and the Huntsman', 'Taken 2', 'Journey 2: The Mysterious Island', 'The Expendables 2', 'Rise of the Guardians', 'Wrath of the Titans', 'Battleship', 'John Carter', 'The Bourne Legacy', 'Resident Evil: Retribution', 'Jack Reacher', 'Safe House', '21 Jump Street', 'Looper', 'This Means War', 'Ghost Rider: Spirit of Vengeance', 'Cloud Atlas', 'Abraham Lincoln: Vampire Hunter', 'Contraband', 'Act of Valor', 'The Grey', 'The Grey', 'Here Comes the Boom', 'The Watch', 'Lawless', 'Red Tails', 'End of Watch', 'Man on a Ledge', 'Dredd', 'Alex Cross', 'Haywire', 'Lockout', 'Premium Rush', 'The Master', 'The Master', 'The Man with the Iron Fists', 'The Cold Light of Day', 'The Collection', 'The Collection', 'Khiladi 786', 'Iron Man 3', 'The Hunger Games: Catching Fire', 'Man of Steel', 'Thor: The Dark World', 'The Croods', 'World War Z', 'Star Trek Into Darkness', 'The Wolverine', 'Pacific Rim', 'G.I. Joe: Retaliation', 'A Good Day to Die Hard', 'Oblivion', 'Elysium', 'The Lone Ranger', 'After Earth', 'The Heat', 'White House Down', 'Olympus Has Fallen', 'Lone Survivor', '47 Ronin', 'Escape Plan', '2 Guns', \"Ender's Game\", 'Gangster Squad', 'Riddick', 'The Mortal Instruments: City of Bones', 'Dhoom 3', 'R.I.P.D.', 'Kick-Ass 2', 'The Last Stand', 'Parker', \"The World's End\", 'Homefront', 'Snitch', 'Snitch', 'Snitch', 'Snitch', \"You're Next\", 'Dead Man Down', 'Machete Kills', 'Bullet to the Head', 'The Sweeney', 'Transformers: Age of Extinction', 'Guardians of the Galaxy', 'Maleficent', 'The Hunger Games: Mockingjay - Part 1', 'X-Men: Days of Future Past', 'Captain America: The Winter Soldier', 'Dawn of the Planet of the Apes', 'The Amazing Spider-Man 2', 'Big Hero 6', 'Big Hero 6', 'How to Train Your Dragon 2', 'American Sniper', 'American Sniper', 'Lucy', 'Edge of Tomorrow', 'Noah', 'Noah', 'Noah', 'The Maze Runner', '22 Jump Street', 'Divergent', 'Exodus: Gods and Kings', 'Non-Stop', 'Non-Stop', 'Dracula Untold', 'The Expendables 3', 'Need for Speed', 'The Equalizer', 'Ride Along', 'Ride Along', 'Jack Ryan: Shadow Recruit', 'Pompeii', 'The Purge: Anarchy', 'Transcendence', 'Transcendence', 'John Wick', 'Snowpiercer', 'I, Frankenstein', 'Brick Mansions', 'The Legend of Hercules', 'A Walk Among the Tombstones', '3 Days to Kill', 'The Gambler', 'The Gambler', 'The November Man', 'The Rover', 'Jackpot', 'Jackpot', 'Wolves', 'Wolves', 'Wolves', 'Falcon Rising', 'Jurassic World', 'Furious 7', 'Avengers: Age of Ultron', 'Spectre', 'Spectre', 'The Hunger Games: Mockingjay - Part 2', 'The Hunger Games: Mockingjay - Part 2', 'The Revenant', 'The Revenant', 'Ant-Man', 'San Andreas', 'Kingsman: The Secret Service', 'Kingsman: The Secret Service', 'Mad Max: Fury Road', 'Taken 3', 'Maze Runner: The Scorch Trials', 'Pixels', 'Pixels', 'Pixels', 'Pixels', 'Tomorrowland', 'Jupiter Ascending', 'Fantastic Four', 'Fantastic Four', 'The Last Witch Hunter', 'The Last Witch Hunter', 'Seventh Son', 'Paul Blart: Mall Cop 2', 'Chappie', 'In the Heart of the Sea', 'In the Heart of the Sea', 'Sicario', 'Sicario', 'Hitman: Agent 47', 'The Transporter Refueled', 'Run All Night', 'No Escape', 'Hot Pursuit', 'Mortdecai', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'American Ultra', 'The Gunman', 'Black or White', 'Black or White', 'Blackhat', 'Scouts Guide to the Zombie Apocalypse', 'Bajrangi Bhaijaan', 'Skin Trade', 'Captain America: Civil War', 'Rogue One: A Star Wars Story', 'Rogue One: A Star Wars Story', 'Batman v Superman: Dawn of Justice', 'Deadpool', 'Suicide Squad', 'Doctor Strange', 'Doctor Strange', 'X-Men: Apocalypse', 'Kung Fu Panda 3', 'Warcraft', 'Jason Bourne', 'Independence Day: Resurgence', 'The Legend of Tarzan', 'The Angry Birds Movie', 'Star Trek Beyond', 'Now You See Me 2', 'Dangal', 'Teenage Mutant Ninja Turtles: Out of the Shadows', 'Inferno', 'Inferno', 'Central Intelligence', 'London Has Fallen', 'Jack Reacher: Never Go Back', 'Jack Reacher: Never Go Back', 'The Accountant', 'The Accountant', 'Gods of Egypt', 'Lion', 'Lion', 'Mechanic: Resurrection', 'Ride Along 2', 'Deepwater Horizon', 'Deepwater Horizon', 'Allied', 'Allied', 'The Purge: Election Year', 'The 5th Wave', 'The Little Prince', 'Nerve', 'Nerve', 'Nerve', 'Kubo and the Two Strings', 'The Nice Guys', 'The Finest Hours', 'Patriots Day', 'Patriots Day', 'Risen', 'Hell or High Water', 'Free State of Jones', 'Keanu', 'Hardcore Henry', 'Pride and Prejudice and Zombies', 'Jackie', 'Morgan', 'Morgan', 'Max Steel', 'Max Steel', 'Midnight Special', 'Genius', 'Hands of Stone', 'Compadres', 'Jane Got a Gun', 'The Fate of the Furious', 'Jumanji: Welcome to the Jungle', 'Jumanji: Welcome to the Jungle', 'Spider-Man: Homecoming', 'Thor: Ragnarok', 'Thor: Ragnarok', 'Wonder Woman', 'Wonder Woman', 'Pirates of the Caribbean: Dead Men Tell No Tales', 'Justice League', 'Justice League', 'Transformers: The Last Knight', 'Kong: Skull Island', 'Dunkirk', 'War for the Planet of the Apes', 'Kingsman: The Golden Circle', 'The Great Wall', 'Resident Evil: The Final Chapter', 'Split', 'Split', 'Split', 'Split', 'Baahubali 2: The Conclusion', 'Baby Driver', 'Valerian and the City of a Thousand Planets', 'Geostorm', 'Geostorm', 'Baywatch', 'King Arthur: Legend of the Sword', 'The Foreigner', 'The Foreigner', 'The Foreigner', 'The Foreigner', 'American Made', 'American Made', 'Captain Underpants: The First Epic Movie', 'The Dark Tower', 'Atomic Blonde', 'Underworld: Blood Wars', 'American Assassin', 'Monster Trucks', 'Snatched', 'Snatched', 'Stronger', 'Just Getting Started', 'Just Getting Started', 'Collide', 'The Wall', 'The Wall', 'Free Fire', 'Avengers: Infinity War', 'Black Panther', 'Black Panther', 'Jurassic World: Fallen Kingdom', 'Incredibles 2', 'Aquaman', 'Deadpool 2', 'Ant-Man and the Wasp', 'Ready Player One', 'The Meg', 'Bumblebee', 'Solo: A Star Wars Story', 'Skyscraper', 'Tomb Raider', 'The Equalizer 2', 'Red Sparrow', 'The First Purge', 'The Commuter', 'Game Night', 'Mortal Engines', 'Den of Thieves', 'Tag', 'Tag', 'Tag', 'Tag', 'Vice', 'Vice', 'Sicario: Day of the Soldado', '12 Strong', 'Mile 22', 'Adrift', 'Adrift', 'Peppermint', 'The Darkest Minds', 'Proud Mary', 'Upgrade', 'Hotel Artemis', 'Kin', 'The Hurricane Heist', 'Destroyer', 'Bilal: A New Breed of Hero', 'Mandy', 'Mandy'], 'Sci-Fi': ['Inception', 'Iron Man 2', 'Predators', 'Skyline', 'Hot Tub Time Machine', 'Repo Men', 'Stone', 'Stone', 'Never Let Me Go', 'Monsters', 'Monsters', 'Transformers: Dark of the Moon', 'Rise of the Planet of the Apes', 'Captain America: The First Avenger', 'X-Men: First Class', 'Super 8', 'Green Lantern', 'Limitless', 'Source Code', 'The Adjustment Bureau', 'Paul', 'Abduction', 'One Day', 'Apollo 18', 'Melancholia', 'Attack the Block', 'Another Earth', 'Stake Land', 'The Amazing Spider-Man', 'The Hunger Games', 'Prometheus', 'Battleship', 'John Carter', 'Resident Evil: Retribution', 'Dredd', 'Lockout', 'Sound of My Voice', 'Iron Man 3', 'The Hunger Games: Catching Fire', 'Gravity', 'Man of Steel', 'Star Trek Into Darkness', 'The Wolverine', 'Pacific Rim', 'G.I. Joe: Retaliation', 'Oblivion', 'Elysium', 'Riddick', \"The World's End\", 'Dark Skies', 'Machete Kills', 'Transformers: Age of Extinction', 'The Hunger Games: Mockingjay - Part 1', 'X-Men: Days of Future Past', 'Captain America: The Winter Soldier', 'The Amazing Spider-Man 2', 'Interstellar', 'Lucy', 'Edge of Tomorrow', 'The Maze Runner', 'The Purge: Anarchy', 'Transcendence', 'Transcendence', 'Snowpiercer', 'The Giver', 'Earth to Echo', 'The Gambler', 'The Gambler', 'I Origins', 'Anna', 'Jurassic World', 'Avengers: Age of Ultron', 'The Hunger Games: Mockingjay - Part 2', 'The Hunger Games: Mockingjay - Part 2', 'The Martian', 'The Martian', 'Mad Max: Fury Road', 'Maze Runner: The Scorch Trials', 'Pixels', 'Pixels', 'Jupiter Ascending', 'The Lazarus Effect', 'The Lazarus Effect', 'Ex Machina', 'Victor Frankenstein', 'Victor Frankenstein', 'Project Almanac', 'American Ultra', 'Hot Tub Time Machine 2', 'Captain America: Civil War', 'Rogue One: A Star Wars Story', 'Rogue One: A Star Wars Story', 'X-Men: Apocalypse', 'Independence Day: Resurgence', 'Star Trek Beyond', 'Arrival', 'Arrival', 'The Purge: Election Year', 'Hardcore Henry', 'Morgan', 'Morgan', 'Evolution', 'Evolution', 'Spider-Man: Homecoming', 'Wonder Woman', 'Wonder Woman', 'Transformers: The Last Knight', 'Resident Evil: The Final Chapter', 'Blade Runner 2049', 'Blade Runner 2049', 'Alien: Covenant', 'Geostorm', 'Geostorm', 'Downsizing', 'Downsizing', 'The Founder', 'The Founder', 'Avengers: Infinity War', 'Black Panther', 'Black Panther', 'Jurassic World: Fallen Kingdom', 'Ready Player One', 'The Meg', 'Bumblebee', 'A Quiet Place', 'The First Purge', 'Vice', 'Vice', 'Upgrade', 'Hotel Artemis', 'Kin'], 'Drama': ['The Twilight Saga: Eclipse', 'The Karate Kid', 'The Karate Kid', 'Black Swan', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Sex and the City 2', 'True Grit', 'The Social Network', 'Eat Pray Love', 'Red', 'Red', 'Red', 'The Book of Eli', 'The Town', 'The Wolfman', 'The Fighter', 'Dear John', 'Hereafter', 'The Girl with the Dragon Tattoo', 'Killers', 'Green Zone', 'Burlesque', 'The Last Song', 'Edge of Darkness', 'Edge of Darkness', 'Letters to Juliet', 'Diary of a Wimpy Kid', 'Easy A', 'The American', 'The Last Exorcism', 'The Next Three Days', 'Devil', '127 Hours', 'Secretariat', 'The Ghost Writer', 'Morning Glory', 'Remember Me', 'The Switch', 'Charlie St. Cloud', 'For Colored Girls', 'Faster', 'The Kids Are All Right', 'You Will Meet a Tall Dark Stranger', 'Leap Year', 'Leap Year', 'The Losers', 'Let Me In', 'Let Me In', 'Country Strong', 'Another Year', 'Another Year', 'Another Year', 'Another Year', 'Buried', 'Extraordinary Measures', 'Somewhere', \"Winter's Bone\", 'Made in Dagenham', 'Blue Valentine', 'Blue Valentine', 'Chloe', 'Jonah Hex', 'Cyrus', 'Conviction', 'Conviction', 'Stone', 'Stone', 'Stone', 'Stone', 'Never Let Me Go', 'The Joneses', 'The Joneses', 'Centurion', 'Animal Kingdom', 'Animal Kingdom', \"It's Kind of a Funny Story\", 'Rabbit Hole', 'The Runaways', 'Four Lions', 'Please Give', 'Monsters', 'Monsters', 'Monsters', 'Monsters', 'Monsters', 'Monsters', 'The Killer Inside Me', 'Kites', 'Letters to God', 'Flipped', 'Flipped', 'Flipped', 'Flipped', \"It's a Wonderful Afterlife\", 'All Good Things', 'Tiny Furniture', 'The Tempest', 'The Tempest', 'The Tempest', 'Welcome to the Rileys', 'The Girl on the Train', 'The Girl on the Train', 'The Girl on the Train', 'Rio', 'Rise of the Planet of the Apes', 'Real Steel', 'Immortals', 'The Help', 'Hugo', 'War Horse', 'The Descendants', 'The Descendants', 'In Time', 'Midnight in Paris', 'No Strings Attached', 'Source Code', 'Contagion', 'The Artist', 'Unknown', 'Unknown', 'We Bought a Zoo', 'Water for Elephants', 'The Iron Lady', 'Moneyball', 'Sanctum', 'Paul', 'The Rite', 'Dolphin Tale', 'J. Edgar', 'Abduction', 'The Ides of March', 'The Lincoln Lawyer', 'Larry Crowne', 'The Dilemma', 'Hanna', 'Colombiana', 'Something Borrowed', 'One Day', 'One Day', 'One Day', 'One Day', 'One Day', 'The Tree of Life', 'Soul Surfer', 'The Debt', 'The Debt', 'Beastly', 'The Roommate', '50/50', 'Dream House', 'Jumping the Broom', 'My Week with Marilyn', 'Courageous', 'A Dangerous Method', 'The Eagle', 'Biutiful', 'Our Idiot Brother', 'The Rum Diary', 'Warrior', 'Young Adult', 'Margin Call', 'Shame', 'Shame', 'Shame', 'Shame', 'Shame', 'Shame', 'Melancholia', 'Melancholia', 'The Conspirator', 'Anonymous', 'Beginners', 'Snow Flower and the Secret Fan', 'Le Havre', 'Prom', 'Point Blank', 'The Beaver', 'Take Me Home Tonight', 'We Need to Talk About Kevin', 'We Need to Talk About Kevin', 'Like Crazy', 'Like Crazy', 'Martha Marcy May Marlene', 'Take Shelter', 'Everything Must Go', 'Brighton Rock', 'Another Earth', 'A Better Life', 'A Better Life', 'A Better Life', 'A Better Life', 'The Art of Getting By', \"The Devil's Double\", 'There Be Dragons', \"Meek's Cutoff\", 'Submarine', 'Higher Ground', 'The Future', 'The Future', 'Dum Maaro Dum', 'Circumstance', 'Hesher', 'Another Happy Day', 'Super', 'Super', 'Beautiful Boy', 'Beautiful Boy', 'Beautiful Boy', 'Beautiful Boy', 'Margaret', 'Stake Land', 'The Son of No One', '5 Days of War', 'Blood Ties', 'Blood Ties', 'Blood Ties', 'Life of Pi', 'Django Unchained', 'Snow White and the Huntsman', 'Lincoln', 'Silver Linings Playbook', 'Argo', 'The Vow', 'Mirror Mirror', 'The Impossible', 'Looper', 'Magic Mike', 'Flight', 'Step Up Revolution', 'The Best Exotic Marigold Hotel', 'Zero Dark Thirty', 'Cloud Atlas', 'The Woman in Black', 'Hope Springs', 'The Lucky One', 'Contraband', \"What to Expect When You're Expecting\", 'Act of Valor', 'The Grey', 'The Grey', 'Anna Karenina', 'Moonrise Kingdom', 'Rock of Ages', 'The Odd Life of Timothy Green', 'Lawless', 'Red Tails', 'Trouble with the Curve', 'End of Watch', 'The Guilt Trip', 'Arbitrage', 'The Perks of Being a Wallflower', 'Haywire', 'Joyful Noise', 'The Master', 'The Master', 'Big Miracle', 'A Thousand Words', 'Wanderlust', 'Beasts of the Southern Wild', 'Polisse', 'Amour', 'The Words', 'Silent House', 'People Like Us', 'People Like Us', 'Seeking a Friend for the End of the World', 'The Apparition', 'The Apparition', 'The Sessions', 'On the Road', 'On the Road', 'On the Road', 'On the Road', 'Chasing Mavericks', 'Albert Nobbs', \"Won't Back Down\", \"Won't Back Down\", 'Jeff, Who Lives at Home', 'Safety Not Guaranteed', 'Killer Joe', 'Robot & Frank', 'Jab Tak Hai Jaan', \"Your Sister's Sister\", 'The Paperboy', 'A Little Bit of Heaven', 'Coriolanus', 'Coriolanus', 'Damsels in Distress', 'Darling Companion', 'Holy Motors', 'Sound of My Voice', 'Compliance', 'Kill List', 'The Innkeepers', 'The First Time', 'The First Time', 'Frozen', 'Frozen', 'Gravity', 'The Wolf of Wall Street', 'Now You See Me', 'Elysium', 'American Hustle', 'American Hustle', 'After Earth', 'Captain Phillips', 'White House Down', 'The Secret Life of Walter Mitty', '12 Years a Slave', 'Lone Survivor', '47 Ronin', 'Mama', 'Mama', 'Mama', 'Mama', 'Last Vegas', 'Prisoners', 'Saving Mr. Banks', 'Gangster Squad', 'Philomena', 'Safe Haven', 'Blue Jasmine', 'About Time', 'The Book Thief', 'August: Osage County', 'August: Osage County', 'The Best Man Holiday', 'The Counselor', 'The Call', 'The Call', 'Quartet', 'Dallas Buyers Club', 'Dallas Buyers Club', 'Delivery Man', 'The Last Stand', 'The Big Wedding', 'Grudge Match', 'Homefront', 'Snitch', 'Snitch', 'Snitch', 'Snitch', 'Jobs', 'The Place Beyond the Pines', 'Inside Llewyn Davis', 'Mud', 'Mud', 'Spring Breakers', 'Don Jon', 'Nebraska', 'Mandela: Long Walk to Freedom', 'Enough Said', 'Trance', 'Trance', 'The Sapphires', 'Broken City', 'Dead Man Down', 'Admission', 'Fruitvale Station', 'Battle of the Year', 'Out of the Furnace', 'The Last Exorcism Part II', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Stoker', 'Before Midnight', 'Only God Forgives', 'The Fifth Estate', 'Upside Down', 'Upside Down', 'Black Nativity', 'The Spectacular Now', 'The Sweeney', 'Believe', 'Believe', 'Believe', 'Believe', 'Believe', 'Believe', 'Frances Ha', 'Frances Ha', 'The East', 'The Christmas Candle', \"Ain't Them Bodies Saints\", 'The Reluctant Fundamentalist', 'The Canyons', 'Dawn of the Planet of the Apes', 'Interstellar', 'American Sniper', 'American Sniper', 'Gone Girl', 'Noah', 'Noah', 'Noah', 'Noah', 'Noah', 'Noah', 'Neighbors', 'Neighbors', 'Exodus: Gods and Kings', 'The Imitation Game', 'Dracula Untold', 'Into the Woods', 'Unbroken', 'Unbroken', 'The Monuments Men', 'Jack Ryan: Shadow Recruit', 'The Theory of Everything', 'Pompeii', 'Transcendence', 'Transcendence', 'Transcendence', 'Transcendence', 'The Hundred-Foot Journey', 'Snowpiercer', 'The Judge', 'The Judge', 'If I Stay', 'Son of God', 'Jersey Boys', 'The Giver', 'Selma', 'Begin Again', 'Begin Again', 'Dolphin Tale 2', 'St. Vincent', 'A Walk Among the Tombstones', '3 Days to Kill', 'Whiplash', 'Whiplash', 'Boyhood', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'Million Dollar Arm', 'Nightcrawler', 'A Most Wanted Man', 'The Best of Me', 'When the Game Stands Tall', 'Draft Day', 'Big Eyes', 'And So It Goes', 'The Railway Man', 'Mr. Turner', 'Labor Day', 'The Drop', 'Addicted', 'Addicted', 'Inherent Vice', 'Inherent Vice', 'A Most Violent Year', 'A Most Violent Year', 'The Babadook', 'The Immigrant', 'The Immigrant', 'Wish I Was Here', 'The Skeleton Twins', 'Dear White People', 'The Lunchbox', 'Ida', 'Veronica Mars', 'Mommy', 'Mommy', 'The Rover', 'Rosewater', 'Obvious Child', 'Kill the Messenger', 'The Homesman', 'Tusk', 'Locke', 'Jackpot', 'Jackpot', 'Palo Alto', 'Palo Alto', 'Dom Hemingway', 'The Face of Love', 'I Origins', 'Rudderless', 'Camp X-Ray', 'Wolves', 'Wolves', 'Wolves', 'Anna', 'Anna', 'Anna', 'Anna', 'Inside Out', 'Inside Out', 'The Martian', 'The Martian', 'Fifty Shades of Grey', 'San Andreas', 'Straight Outta Compton', 'Straight Outta Compton', 'The Intern', 'Creed', 'Creed', 'Creed', 'Creed', 'Fantastic Four', 'Fantastic Four', 'Bridge of Spies', 'Bridge of Spies', 'The Hateful Eight', 'The Hateful Eight', 'Trainwreck', 'The Big Short', 'Magic Mike XXL', 'Sisters', 'Sisters', 'Chappie', 'Joy', 'Joy', 'Joy', 'Joy', 'Black Mass', 'Black Mass', 'The Visit', 'The Visit', 'The Visit', 'The Visit', 'Spotlight', 'Spotlight', 'Spotlight', 'Spotlight', 'Spotlight', 'Spotlight', 'Southpaw', 'The Second Best Exotic Marigold Hotel', 'Paper Towns', 'Sicario', 'Sicario', 'Crimson Peak', 'Crimson Peak', 'Run All Night', 'War Room', 'The Age of Adaline', 'The Longest Ride', 'Brooklyn', 'Brooklyn', 'Brooklyn', 'Brooklyn', 'Woman in Gold', 'The Walk', 'The Perfect Guy', 'McFarland, USA', 'Still Alice', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'The Lady in the Van', 'The Lady in the Van', 'Ricki and the Flash', 'Carol', 'Carol', 'The Water Diviner', 'Ex Machina', 'Burnt', 'Burnt', 'Room', 'Room', 'Steve Jobs', 'Steve Jobs', 'Victor Frankenstein', 'Victor Frankenstein', 'Project Almanac', 'Aloha', 'The 33', 'The Gunman', 'Black or White', 'Black or White', 'Black or White', 'Black or White', 'Dope', \"While We're Young\", \"While We're Young\", 'Suffragette', 'Unfinished Business', 'Unfinished Business', 'Unfinished Business', 'Do You Believe?', 'Woodlawn', 'Woodlawn', 'Child 44', 'We Are Your Friends', 'Danny Collins', 'Shanghai', 'Shanghai', 'Me and Earl and the Dying Girl', 'Bajrangi Bhaijaan', 'Little Boy', 'Anomalisa', 'Anomalisa', 'Trash', 'Trash', 'Trash', 'Trash', 'Escobar: Paradise Lost', 'By the Sea', 'By the Sea', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Youth', 'Jem and the Holograms', 'Jem and the Holograms', 'Testament of Youth', 'The Diary of a Teenage Girl', 'Mustang', 'The D Train', 'The D Train', 'Freeheld', 'Maggie', 'Maggie', 'Desert Dancer', 'Manglehorn', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Before We Go', 'Before We Go', 'Knock Knock', 'Song One', 'Song One', 'Strangerland', 'La La Land', 'La La Land', 'The Legend of Tarzan', 'Dangal', 'Sully', 'Hidden Figures', 'Hidden Figures', 'Inferno', 'Inferno', 'Me Before You', 'Arrival', 'Arrival', 'Hacksaw Ridge', 'Hacksaw Ridge', 'The Accountant', 'The Accountant', 'Lights Out', 'Lights Out', 'Lion', 'Lion', 'Lion', 'Lion', 'Lion', 'Lion', 'Deepwater Horizon', 'Deepwater Horizon', 'Allied', 'Allied', 'The Shallows', '10 Cloverfield Lane', 'The 5th Wave', 'The Little Prince', 'Money Monster', 'Collateral Beauty', 'Collateral Beauty', 'War Dogs', 'Nerve', 'Nerve', 'Nerve', 'Nerve', 'Nerve', 'Nerve', 'Ouija: Origin of Evil', 'Ouija: Origin of Evil', 'Manchester by the Sea', 'Manchester by the Sea', 'Miracles from Heaven', 'Fences', 'Fences', 'Fences', 'Fences', 'Hail, Caesar!', 'Barbershop: The Next Cut', 'The Finest Hours', 'Patriots Day', 'Patriots Day', 'Florence Foster Jenkins', 'A Monster Calls', 'A Monster Calls', 'Eddie the Eagle', 'Risen', 'Risen', 'Almost Christmas', 'Hell or High Water', 'The Forest', 'The Forest', 'The Forest', 'Snowden', 'When the Bough Breaks', 'Nocturnal Animals', 'Nocturnal Animals', 'The Light Between Oceans', 'Free State of Jones', 'Whiskey Tango Foxtrot', 'The Edge of Seventeen', 'The Edge of Seventeen', 'Eye in the Sky', 'The Infiltrator', 'The Other Side of the Door', 'Jackie', 'Jackie', 'Jackie', 'Shut In', 'Loving', 'Loving', 'Loving', 'Loving', 'Loving', 'Loving', 'The Man Who Knew Infinity', 'Queen of Katwe', 'Miss Sloane', 'Miss Sloane', 'Morgan', 'Morgan', 'The Young Messiah', 'Midnight Special', 'Genius', 'Hunt for the Wilderpeople', 'Bleed for This', 'Bleed for This', 'Hands of Stone', 'The Meddler', 'A Hologram for the King', 'Swiss Army Man', 'Denial', 'Denial', 'The Disappointments Room', 'Paterson', 'Paterson', 'American Honey', 'Jane Got a Gun', 'The Invitation', 'A Street Cat Named Bob', 'A Street Cat Named Bob', 'Evolution', 'Evolution', 'Wonder Woman', 'Wonder Woman', 'Dunkirk', 'War for the Planet of the Apes', 'The Greatest Showman', 'The Greatest Showman', 'Fifty Shades Darker', 'Wonder', 'Wonder', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Blade Runner 2049', 'Blade Runner 2049', 'Baahubali 2: The Conclusion', 'Baby Driver', 'The Shape of Water', 'The Shape of Water', 'The Post', 'The Post', 'Three Billboards Outside Ebbing, Missouri', 'Three Billboards Outside Ebbing, Missouri', 'Darkest Hour', 'Darkest Hour', 'King Arthur: Legend of the Sword', 'Girls Trip', 'Rings', 'Lady Bird', 'Lady Bird', 'Everything, Everything', 'Snatched', 'Snatched', 'Snatched', 'Snatched', 'The Big Sick', 'Downsizing', 'Downsizing', 'I, Tonya', 'I, Tonya', 'Logan Lucky', 'All Eyez on Me', 'The Snowman', 'Gifted', 'Gifted', 'The House', 'The House', 'The Disaster Artist', 'The Disaster Artist', 'Home Again', 'Home Again', 'The Bye Bye Man', 'Father Figures', 'Father Figures', 'The Founder', 'The Founder', 'The Lost City of Z', 'The Lost City of Z', 'The Space Between Us', 'Wish Upon', 'Roman J. Israel, Esq.', 'Roman J. Israel, Esq.', 'Battle of the Sexes', 'Battle of the Sexes', 'Battle of the Sexes', 'Before I Fall', 'Stronger', 'Stronger', 'Tulip Fever', 'All Saints', 'The Florida Project', 'Table 19', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'A Ghost Story', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'Patti Cake$', 'Churchill', 'The Journey', 'The Journey', 'The Journey', 'The Journey', 'The Journey', 'The Journey', 'Bohemian Rhapsody', 'Fifty Shades Freed', 'A Quiet Place', 'Green Book', 'Creed II', 'The Mule', 'The Mule', 'The Mule', 'The Mule', 'The Mule', 'The Mule', 'Red Sparrow', 'Instant Family', 'First Man', 'Alpha', 'Alpha', 'Alpha', 'Alpha', 'Alpha', 'Alpha', 'A Simple Favor', 'The Favourite', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'BlacKkKlansman', 'Den of Thieves', 'Hereditary', 'Tag', 'Tag', 'Vice', 'Vice', 'Widows', 'Widows', 'Sicario: Day of the Soldado', 'Second Act', 'Book Club', 'Book Club', '12 Strong', 'Love, Simon', 'Life of the Party', 'Life of the Party', 'Adrift', 'Adrift', 'The 15:17 to Paris', 'Peppermint', 'Mary Queen of Scots', 'Mary Queen of Scots', 'The Darkest Minds', 'On the Basis of Sex', 'The Hate U Give', 'White Boy Rick', 'Winchester', 'Paul, Apostle of Christ', 'Proud Mary', 'If Beale Street Could Talk', 'Unsane', 'Welcome to Marwen', 'Hotel Artemis', 'Kin', 'Kin', 'Destroyer', 'Gotti', 'Mandy', 'Mandy', 'Lean on Pete', 'Lean on Pete'], 'Fantasy': ['The Twilight Saga: Eclipse', 'The Chronicles of Narnia: The Voyage of the Dawn Treader', 'The Wolfman', 'Tooth Fairy', 'Hereafter', 'Charlie St. Cloud', 'Let Me In', 'Let Me In', 'The Nutcracker in 3D', \"The Warrior's Way\", 'Jonah Hex', 'Animal Kingdom', \"It's a Wonderful Afterlife\", 'The Tempest', 'Pirates of the Caribbean: On Stranger Tides', 'Thor', 'Immortals', 'Midnight in Paris', 'Season of the Witch', 'Sucker Punch', 'Red Riding Hood', 'Priest', 'The Change-Up', 'One Day', 'The Tree of Life', 'Beastly', \"Don't Be Afraid of the Dark\", 'Drive Angry', 'Your Highness', 'Your Highness', 'The Future', 'The Future', 'Rubber', 'Rubber', 'The Hobbit: An Unexpected Journey', 'Life of Pi', 'Ted', 'Wrath of the Titans', 'Dark Shadows', 'Ghost Rider: Spirit of Vengeance', 'The Woman in Black', 'Abraham Lincoln: Vampire Hunter', 'Beasts of the Southern Wild', 'A Little Bit of Heaven', 'Holy Motors', 'Frozen', 'Frozen', 'The Hobbit: The Desolation of Smaug', 'Thor: The Dark World', 'Percy Jackson: Sea of Monsters', 'Jack the Giant Slayer', \"Ender's Game\", 'The Mortal Instruments: City of Bones', 'About Time', 'A Haunted House', 'The Incredible Burt Wonderstone', 'Upside Down', 'The Hobbit: The Battle of the Five Armies', 'Dracula Untold', 'If I Stay', 'I, Frankenstein', 'The Legend of Hercules', 'A Haunted House 2', 'Wolves', 'Wolves', 'Wolves', 'The Last Witch Hunter', 'The Last Witch Hunter', 'Seventh Son', 'Crimson Peak', 'Crimson Peak', 'The Age of Adaline', 'Krampus', 'The Night Before', 'The Night Before', 'Love the Coopers', 'Do You Believe?', 'Batman v Superman: Dawn of Justice', 'Suicide Squad', 'Doctor Strange', 'Doctor Strange', 'Warcraft', 'Alice Through the Looking Glass', 'The BFG', 'Gods of Egypt', 'A Monster Calls', 'A Monster Calls', 'The Forest', 'The Forest', 'The Forest', 'The Young Messiah', 'Wonder Woman', 'Wonder Woman', 'Pirates of the Caribbean: Dead Men Tell No Tales', 'Justice League', 'Justice League', 'Kong: Skull Island', 'The Great Wall', 'Split', 'Split', 'Split', 'Split', 'Valerian and the City of a Thousand Planets', 'The Shape of Water', 'The Shape of Water', 'The Dark Tower', 'Underworld: Blood Wars', 'The Bye Bye Man', 'Wish Upon', 'Before I Fall', 'The Wall', 'The Wall', 'A Ghost Story', 'Aquaman', 'Fantastic Beasts: The Crimes of Grindelwald', 'Solo: A Star Wars Story', 'Mary Poppins Returns', 'Tomb Raider', 'The Nutcracker and the Four Realms', 'A Wrinkle in Time', 'Alpha', 'Alpha', 'Mortal Engines', 'Tag', 'Tag', 'Winchester', 'Suspiria', 'Mandy', 'Mandy'], 'Family': ['Despicable Me', 'The Chronicles of Narnia: The Voyage of the Dawn Treader', 'The Karate Kid', 'The Karate Kid', 'The Last Airbender', \"Gulliver's Travels\", \"The Sorcerer's Apprentice\", 'Cats & Dogs: The Revenge of Kitty Galore', 'Tooth Fairy', 'Marmaduke', 'Diary of a Wimpy Kid', 'Secretariat', 'The Spy Next Door', 'Furry Vengeance', 'You Again', 'Ramona and Beezus', 'The Nutcracker in 3D', 'Chloe', 'Letters to God', 'Real Steel', 'Hugo', 'Zookeeper', 'The Muppets', 'We Bought a Zoo', 'Dolphin Tale', 'Diary of a Wimpy Kid: Rodrick Rules', 'One Day', 'Soul Surfer', 'Monte Carlo', 'Mars Needs Moms', 'Prom', 'Blood Ties', 'The Hobbit: An Unexpected Journey', 'Hotel Transylvania', 'Parental Guidance', 'Frankenweenie', 'Diary of a Wimpy Kid: Dog Days', 'The Odd Life of Timothy Green', 'The Three Stooges', 'Big Miracle', 'Bernie', 'Bernie', 'Epic', 'Percy Jackson: Sea of Monsters', 'Khumba', 'Upside Down', 'Black Nativity', 'The Christmas Candle', 'Maleficent', 'Night at the Museum: Secret of the Tomb', 'Alexander and the Terrible, Horrible, No Good, Very Bad Day', 'Begin Again', 'Dolphin Tale 2', 'Earth to Echo', 'When the Game Stands Tall', 'Inside Out', 'Inside Out', 'Hotel Transylvania 2', 'Paddington', 'Tomorrowland', 'Goosebumps', 'Goosebumps', 'Pan', 'Unfinished Business', 'Youth', 'Youth', 'Youth', 'Jem and the Holograms', 'Jem and the Holograms', 'Sing', 'Sing', 'Alice Through the Looking Glass', 'The BFG', 'Miracles from Heaven', 'Fences', 'Fences', 'Middle School: The Worst Years of My Life', 'The Perfect Match', 'Max Steel', 'Max Steel', 'Wonder', 'Wonder', 'Diary of a Wimpy Kid: The Long Haul', 'The Square', 'The Square', 'The Square', 'The Square', 'The Journey', 'Fantastic Beasts: The Crimes of Grindelwald', 'Mary Poppins Returns', 'The Nutcracker and the Four Realms', 'A Wrinkle in Time', 'Alpha', 'Alpha', 'Goosebumps 2: Haunted Halloween'], 'Thriller': ['Black Swan', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Shutter Island', 'Salt', 'Salt', 'The Tourist', 'The Expendables', 'The A-Team', 'Unstoppable', 'Unstoppable', 'The Town', 'Green Zone', 'Takers', 'The American', 'The Last Exorcism', 'Skyline', 'Devil', 'The Ghost Writer', 'The Crazies', 'Machete', 'My Soul to Take', 'Buried', 'Buried', 'Stone', 'Stone', 'Stone', 'Stone', 'Monsters', 'Monsters', 'Monsters', 'Monsters', 'Flipped', 'Flipped', 'I Spit on Your Grave', 'The Girl on the Train', 'The Girl on the Train', 'The Girl on the Train', 'Fast Five', 'Super 8', 'Paranormal Activity 3', 'Limitless', 'Contagion', 'The Artist', 'Unknown', 'Unknown', 'The Adjustment Bureau', 'Sanctum', 'Insidious', 'Abduction', 'Abduction', 'The Mechanic', 'The Ides of March', 'The Lincoln Lawyer', 'Hanna', 'Colombiana', 'Killer Elite', 'The Debt', 'The Debt', 'The Roommate', 'Shark Night 3D', 'Dream House', \"Don't Be Afraid of the Dark\", 'Drive Angry', 'The Guard', 'Margin Call', 'Anonymous', 'We Need to Talk About Kevin', 'We Need to Talk About Kevin', 'Martha Marcy May Marlene', 'Take Shelter', 'Brighton Rock', \"The Devil's Double\", 'Skyfall', 'The Dark Knight Rises', 'Taken 2', 'The Expendables 2', 'The Bourne Legacy', 'Argo', 'Jack Reacher', 'The Impossible', 'Flight', 'Paranormal Activity 4', 'Zero Dark Thirty', 'Ghost Rider: Spirit of Vengeance', 'The Possession', 'Sinister', 'Sinister', 'Killing Them Softly', 'Chernobyl Diaries', 'Arbitrage', 'Haywire', 'Lockout', 'Premium Rush', 'The Raven', 'The Raven', 'The Cold Light of Day', 'The Apparition', 'The Apparition', 'The Collection', 'The Collection', 'Killer Joe', 'Coriolanus', 'Gravity', 'Now You See Me', 'Now You See Me', 'The Conjuring', 'A Good Day to Die Hard', 'Oblivion', 'Captain Phillips', 'White House Down', 'Olympus Has Fallen', 'Mama', 'Safe Haven', 'The Purge', 'Dhoom 3', 'The Counselor', 'The Call', 'Runner Runner', 'The Last Stand', 'Texas Chainsaw 3D', 'Parker', 'Homefront', 'Snitch', 'Snitch', 'Snitch', 'Snitch', 'The Place Beyond the Pines', 'Dark Skies', 'Broken City', 'Out of the Furnace', 'The Last Exorcism Part II', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Stoker', 'Bullet to the Head', 'The Fifth Estate', 'The East', 'The Reluctant Fundamentalist', 'The Canyons', 'Lucy', 'Gone Girl', 'Noah', 'Noah', 'Noah', 'Annabelle', 'The Imitation Game', 'Non-Stop', 'Non-Stop', 'The Expendables 3', 'Need for Speed', 'The Equalizer', 'Jack Ryan: Shadow Recruit', 'Ouija', 'Paranormal Activity: The Marked Ones', 'John Wick', '3 Days to Kill', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'The Gambler', 'Nightcrawler', \"Devil's Due\", 'A Most Wanted Man', 'The November Man', 'Addicted', 'A Most Violent Year', 'A Most Violent Year', 'Jackpot', 'Jackpot', '13 Sins', 'Anna', 'Furious 7', 'Spectre', 'Spectre', 'Fifty Shades of Grey', 'Taken 3', 'Maze Runner: The Scorch Trials', 'Bridge of Spies', 'Bridge of Spies', 'The Visit', 'The Visit', 'The Visit', 'The Visit', 'Paranormal Activity: The Ghost Dimension', 'Run All Night', 'Unfriended', 'The Walk', 'No Escape', 'Sinister 2', 'The Boy Next Door', 'The Boy Next Door', 'The Gallows', 'Room', 'Room', 'Black or White', 'Black or White', 'Blackhat', 'Shanghai', 'Trash', 'Trash', 'The Vatican Tapes', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Knock Knock', 'Strangerland', 'Skin Trade', 'Jason Bourne', 'Inferno', 'Inferno', 'London Has Fallen', 'Jack Reacher: Never Go Back', 'Jack Reacher: Never Go Back', 'Lights Out', 'Mechanic: Resurrection', 'The Shallows', 'Money Monster', 'Nerve', 'Nerve', 'Nerve', 'Blair Witch', 'Blair Witch', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'Snowden', 'Nocturnal Animals', 'Nocturnal Animals', 'Triple 9', 'Eye in the Sky', 'Shut In', 'The Darkness', 'The Darkness', 'Miss Sloane', 'Miss Sloane', 'Incarnate', 'Genius', 'Green Room', 'Green Room', 'The Disappointments Room', 'The Neon Demon', 'The Fate of the Furious', 'It', 'It', 'Annabelle: Creation', 'Split', 'Split', 'Split', 'Split', 'Get Out', 'Get Out', 'Alien: Covenant', 'Geostorm', 'Geostorm', 'The Foreigner', 'The Foreigner', 'Happy Death Day', 'Atomic Blonde', 'American Assassin', 'Rough Night', 'Gifted', 'The House', 'The House', 'Roman J. Israel, Esq.', 'Roman J. Israel, Esq.', 'Collide', 'The Wall', 'The Wall', 'Friend Request', 'Friend Request', 'Friend Request', 'Friend Request', 'The Journey', 'Fifty Shades Freed', 'Skyscraper', 'The Equalizer 2', 'The Mule', 'The Mule', 'Insidious: The Last Key', 'Red Sparrow', 'The Commuter', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Widows', 'Mile 22', 'The 15:17 to Paris', 'Slender Man', 'The Possession of Hannah Grace', 'Upgrade', 'Mandy', 'Mandy'], 'History': ['Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Robin Hood', 'Red', 'Unstoppable', 'Unstoppable', 'Monsters', 'Monsters', 'War Horse', 'The Conspirator', 'Snow Flower and the Secret Fan', 'Point Blank', 'Lincoln', 'Lincoln', 'The Impossible', 'The Master', 'The Master', 'Coriolanus', '12 Years a Slave', 'Mandela: Long Walk to Freedom', 'The Monuments Men', 'Son of God', 'Selma', 'Mr. Turner', 'Inside Out', 'Inside Out', 'Straight Outta Compton', 'Straight Outta Compton', 'Bridge of Spies', 'Bridge of Spies', 'Woman in Gold', 'The Water Diviner', 'The 33', 'Suffragette', 'Child 44', 'Little Boy', 'Escobar: Paradise Lost', 'Testament of Youth', 'Hidden Figures', 'Hidden Figures', 'Hacksaw Ridge', 'Hacksaw Ridge', 'Deepwater Horizon', 'Deepwater Horizon', 'Nerve', 'Nerve', 'Nerve', 'The Finest Hours', 'The Forest', 'The Forest', 'The Forest', 'Jackie', 'Dunkirk', 'The Post', 'The Post', 'Darkest Hour', 'Darkest Hour', 'The Founder', 'The Founder', 'Tulip Fever', 'The Square', 'The Square', 'The Square', 'The Square', 'Churchill', 'First Man', 'The Favourite', '12 Strong', 'Mary Queen of Scots', 'Mary Queen of Scots'], 'Romance': ['Little Fockers', 'Sex and the City 2', \"Valentine's Day\", 'Eat Pray Love', 'Date Night', 'The Bounty Hunter', 'Dear John', 'Hereafter', 'Killers', 'The Last Song', 'Easy A', 'Morning Glory', 'Remember Me', 'The Switch', \"She's Out of My League\", 'Charlie St. Cloud', 'Going the Distance', 'The Kids Are All Right', 'You Will Meet a Tall Dark Stranger', 'Leap Year', 'Leap Year', 'Leap Year', 'Leap Year', 'You Again', 'Just Wright', 'Our Family Wedding', 'Another Year', 'Another Year', 'Blue Valentine', 'Blue Valentine', 'Chloe', 'Cyrus', 'Never Let Me Go', 'MacGruber', \"It's Kind of a Funny Story\", 'Kites', 'Flipped', 'Flipped', 'Tiny Furniture', 'Bridesmaids', 'Bad Teacher', 'Zookeeper', 'Midnight in Paris', 'Friends with Benefits', 'No Strings Attached', 'No Strings Attached', 'The Artist', 'The Adjustment Bureau', 'Water for Elephants', 'Hall Pass', 'Larry Crowne', 'Something Borrowed', 'One Day', 'One Day', 'One Day', 'Beastly', '50/50', \"I Don't Know How She Does It\", \"What's Your Number?\", 'A Dangerous Method', 'Biutiful', 'The Last Godfather', 'Melancholia', 'Beginners', 'Take Me Home Tonight', 'Like Crazy', 'Another Earth', 'A Better Life', 'A Better Life', 'The Art of Getting By', 'Submarine', 'The Future', 'The Future', 'The Other Woman', 'The Other Woman', 'The Other Woman', 'Silver Linings Playbook', 'The Vow', 'This Means War', 'Step Up Revolution', 'The Best Exotic Marigold Hotel', 'Pitch Perfect', 'Hope Springs', 'The Lucky One', 'Think Like a Man', \"What to Expect When You're Expecting\", 'To Rome with Love', 'Anna Karenina', 'The Five-Year Engagement', 'Wanderlust', 'Amour', 'The Words', 'Playing for Keeps', 'Bachelorette', 'On the Road', 'Albert Nobbs', 'Safety Not Guaranteed', 'Jab Tak Hai Jaan', 'Damsels in Distress', 'Darling Companion', 'The First Time', 'Frozen', 'Frozen', 'Warm Bodies', 'Safe Haven', 'The Big Wedding', 'Don Jon', 'Enough Said', 'Admission', 'Fruitvale Station', 'Before Midnight', 'Upside Down', 'The Spectacular Now', 'Frances Ha', 'Frances Ha', \"Ain't Them Bodies Saints\", 'Blended', 'Sex Tape', 'The Theory of Everything', 'Tammy', 'Think Like a Man Too', 'The Giver', 'That Awkward Moment', 'The Best of Me', 'Top Five', 'And So It Goes', 'The Railway Man', 'Labor Day', 'The Immigrant', 'The Skeleton Twins', 'Dear White People', 'The Lunchbox', 'Obvious Child', 'Jackpot', 'Jackpot', 'The Face of Love', 'I Origins', 'Two Night Stand', 'Fifty Shades of Grey', 'Trainwreck', 'The Visit', 'The Visit', 'The Age of Adaline', 'The Longest Ride', 'Brooklyn', 'Brooklyn', 'Love the Coopers', 'Carol', 'Carol', 'Aloha', 'We Are Your Friends', 'Me and Earl and the Dying Girl', 'By the Sea', 'Youth', 'Youth', 'Youth', 'The Diary of a Teenage Girl', 'Freeheld', 'Before We Go', 'Me Before You', 'Lion', 'Lion', 'Lion', 'Lion', 'Allied', 'Allied', 'My Big Fat Greek Wedding 2', 'Collateral Beauty', 'Collateral Beauty', 'Mike and Dave Need Wedding Dates', 'The Light Between Oceans', 'Jackie', 'Loving', 'Loving', 'Loving', 'Loving', 'Loving', 'Loving', 'The Perfect Match', 'The Perfect Match', 'Morgan', 'Morgan', 'The Meddler', 'A Hologram for the King', 'Paterson', 'Paterson', 'American Honey', 'Fifty Shades Darker', 'Split', 'Split', 'Split', 'Split', 'The Foreigner', 'The Foreigner', 'Everything, Everything', 'The Big Sick', 'Home Again', 'The Space Between Us', 'Tulip Fever', 'Table 19', 'A Ghost Story', 'Fifty Shades Freed', 'Crazy Rich Asians', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'I Feel Pretty', 'Second Act', 'Book Club', 'Book Club', 'Love, Simon', 'Adrift', 'Adrift', 'If Beale Street Could Talk'], 'Horror': ['Resident Evil: Afterlife', 'Paranormal Activity 2', 'The Town', 'The Wolfman', 'Tooth Fairy', 'Piranha 3D', 'The Last Exorcism', 'Devil', 'The Crazies', 'Let Me In', 'Let Me In', 'Let Me In', 'Let Me In', 'My Soul to Take', 'Cyrus', 'Animal Kingdom', 'Monsters', 'Monsters', 'The Killer Inside Me', 'I Spit on Your Grave', 'Paranormal Activity 3', 'Final Destination 5', 'Scream 4', 'Insidious', 'The Rite', 'Red Riding Hood', 'Abduction', 'The Darkest Hour', 'Shark Night 3D', \"Don't Be Afraid of the Dark\", 'The Sitter', 'Apollo 18', 'Take Shelter', 'Red State', 'Rubber', 'Rubber', 'Stake Land', 'Dark Shadows', 'Resident Evil: Retribution', 'Paranormal Activity 4', 'The Woman in Black', 'Abraham Lincoln: Vampire Hunter', 'The Devil Inside', 'The Possession', 'Sinister', 'Sinister', 'The Watch', 'The Cabin in the Woods', 'The Cabin in the Woods', 'Chernobyl Diaries', 'Silent House', 'The Apparition', 'The Apparition', 'The Collection', 'The Collection', 'Kill List', 'The Innkeepers', 'World War Z', 'Now You See Me', 'The Conjuring', 'Mama', 'Warm Bodies', 'Safe Haven', 'The Mortal Instruments: City of Bones', 'The Purge', 'The Call', 'Texas Chainsaw 3D', 'Dark Skies', 'Trance', 'Trance', \"You're Next\", 'The Last Exorcism Part II', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Annabelle', 'The Purge: Anarchy', 'Ouija', 'Paranormal Activity: The Marked Ones', 'I, Frankenstein', 'Oculus', \"Devil's Due\", 'The Babadook', 'Tusk', '13 Sins', 'Wolves', 'Wolves', 'Wolves', 'Anna', 'The Revenant', 'The Revenant', 'Creed', 'Creed', 'The Visit', 'The Visit', 'Paranormal Activity: The Ghost Dimension', 'Crimson Peak', 'Crimson Peak', 'Unfriended', 'Krampus', 'The Perfect Guy', 'Sinister 2', 'The Boy Next Door', 'The Boy Next Door', 'The Night Before', 'The Night Before', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'The Gallows', 'The Lazarus Effect', 'The Lazarus Effect', 'Victor Frankenstein', 'Victor Frankenstein', 'Scouts Guide to the Zombie Apocalypse', 'It Follows', 'It Follows', 'Do You Believe?', 'The Green Inferno', 'The Vatican Tapes', 'Maggie', 'Knock Knock', 'Inferno', 'Inferno', 'Lights Out', 'The Shallows', 'The Purge: Election Year', '10 Cloverfield Lane', 'Ouija: Origin of Evil', 'Ouija: Origin of Evil', 'Blair Witch', 'Blair Witch', 'The Witch', 'The Witch', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'The Forest', 'When the Bough Breaks', 'Regression', 'Pride and Prejudice and Zombies', 'The Other Side of the Door', 'The Darkness', 'Morgan', 'Morgan', 'Incarnate', 'Green Room', 'Green Room', 'The Disappointments Room', 'The Neon Demon', 'The Invitation', 'Coco', 'Coco', 'It', 'It', 'Resident Evil: The Final Chapter', 'Annabelle: Creation', 'Split', 'Split', 'Split', 'Split', 'Get Out', 'Get Out', 'Alien: Covenant', 'Happy Death Day', 'Jigsaw', 'Rings', 'Snatched', 'Snatched', 'The Bye Bye Man', 'Wish Upon', 'Friend Request', 'Friend Request', 'Friend Request', 'Friend Request', 'The Meg', 'A Quiet Place', 'Insidious: The Last Key', 'The First Purge', 'Alpha', 'Alpha', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Truth or Dare', 'Hereditary', 'Tag', 'Tag', 'Slender Man', 'Slender Man', 'The Possession of Hannah Grace', 'Hell Fest', 'Unfriended: Dark Web', 'Unsane', 'Suspiria', 'Mandy', 'Mandy'], 'Mystery': ['Shutter Island', 'Salt', 'Salt', 'The Girl with the Dragon Tattoo', 'Edge of Darkness', 'Edge of Darkness', 'Devil', 'The Ghost Writer', 'My Soul to Take', 'Buried', \"Winter's Bone\", 'Cyrus', 'All Good Things', 'The Girl on the Train', 'The Girl on the Train', 'The Girl on the Train', 'The Hangover Part II', 'Super 8', 'Paranormal Activity 3', 'Limitless', 'The Artist', 'Unknown', 'Unknown', 'Scream 4', 'Insidious', 'The Rite', 'Red Riding Hood', 'Abduction', 'The Debt', 'Dream House', 'Apollo 18', 'Melancholia', 'Anonymous', 'We Need to Talk About Kevin', 'We Need to Talk About Kevin', 'Martha Marcy May Marlene', 'Prometheus', 'Paranormal Activity 4', 'Cloud Atlas', 'The Possession', 'Sinister', 'Sinister', 'Chernobyl Diaries', 'Alex Cross', 'The Raven', 'The Raven', 'The Words', 'Silent House', 'The Paperboy', 'Sound of My Voice', 'The Innkeepers', 'Now You See Me', 'The Conjuring', 'Escape Plan', 'Prisoners', 'Trance', 'Trance', 'Paranoia', 'Paranoia', 'Paranoia', 'Paranoia', 'Gone Girl', 'The Maze Runner', 'Divergent', 'Annabelle', 'Non-Stop', 'Non-Stop', 'Ouija', 'Paranormal Activity: The Marked Ones', 'Oculus', \"Devil's Due\", 'Veronica Mars', 'The Face of Love', 'Anna', 'The Hateful Eight', 'The Hateful Eight', 'The Visit', 'The Visit', 'Paper Towns', 'Paranormal Activity: The Ghost Dimension', 'Unfriended', 'Sinister 2', 'The Gallows', 'The Lazarus Effect', 'The Lazarus Effect', 'Ex Machina', 'Project Almanac', \"While We're Young\", \"While We're Young\", 'It Follows', 'It Follows', 'Hot Tub Time Machine 2', 'Shanghai', 'Shanghai', 'Strangerland', 'Arrival', 'Arrival', 'Lights Out', 'Lights Out', '10 Cloverfield Lane', 'Nerve', 'Nerve', 'Nerve', 'Ouija: Origin of Evil', 'Ouija: Origin of Evil', 'Blair Witch', 'Blair Witch', 'The Witch', 'The Witch', 'The Forest', 'The Forest', 'The Forest', 'Regression', 'Shut In', 'Midnight Special', 'The Invitation', 'Evolution', 'Evolution', 'Annabelle: Creation', 'Blade Runner 2049', 'Blade Runner 2049', 'Get Out', 'Get Out', 'Happy Death Day', 'Jigsaw', 'Atomic Blonde', 'Rings', 'Snatched', 'Snatched', 'The Snowman', 'The House', 'Before I Fall', 'The Wall', 'The Wall', 'The Journey', 'Insidious: The Last Key', 'The Commuter', 'Alpha', 'Alpha', 'Hereditary', 'Slender Man', 'The Possession of Hannah Grace', 'Unfriended: Dark Web', 'Unsane', 'Suspiria'], 'Western': ['True Grit', \"The Warrior's Way\", \"Meek's Cutoff\", 'Blackthorn', 'Django Unchained', 'The Lone Ranger', 'The Homesman', 'Jane Got a Gun'], 'Biography': ['The Social Network', 'Red', 'Unstoppable', 'Unstoppable', 'The Fighter', '127 Hours', 'Secretariat', 'Made in Dagenham', 'Conviction', 'The Joneses', 'The Joneses', 'The Runaways', 'Casino Jack', 'Limitless', 'The Iron Lady', 'Moneyball', 'J. Edgar', 'Soul Surfer', 'My Week with Marilyn', 'A Dangerous Method', 'Machine Gun Preacher', \"The Devil's Double\", 'There Be Dragons', 'Beautiful Boy', 'Beautiful Boy', 'Lincoln', 'Lincoln', 'Argo', 'Big Miracle', 'Bernie', 'Bernie', 'The Sessions', 'Chasing Mavericks', 'Compliance', 'The Wolf of Wall Street', 'Captain Phillips', '12 Years a Slave', 'Lone Survivor', 'Saving Mr. Banks', 'Philomena', 'Dallas Buyers Club', 'Dallas Buyers Club', 'Jobs', 'Mandela: Long Walk to Freedom', 'The Sapphires', 'Fruitvale Station', 'The Fifth Estate', 'Upside Down', 'American Sniper', 'American Sniper', 'The Imitation Game', 'Unbroken', 'The Theory of Everything', 'Son of God', 'Jersey Boys', 'Selma', 'Million Dollar Arm', 'Big Eyes', 'The Railway Man', 'Mr. Turner', 'Rosewater', 'Kill the Messenger', 'Jackpot', 'Jackpot', 'Anna', 'Anna', 'Inside Out', 'Inside Out', 'The Revenant', 'The Revenant', 'Straight Outta Compton', 'Straight Outta Compton', 'The Big Short', 'Sisters', 'Sisters', 'Black Mass', 'Black Mass', 'In the Heart of the Sea', 'In the Heart of the Sea', 'Woman in Gold', 'The Walk', 'McFarland, USA', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'The Lady in the Van', 'The Lady in the Van', 'A Walk in the Woods', 'Steve Jobs', 'Steve Jobs', 'The 33', 'Suffragette', 'Danny Collins', 'Testament of Youth', 'Freeheld', 'Desert Dancer', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Dangal', 'Sully', 'Hidden Figures', 'Hidden Figures', 'Hacksaw Ridge', 'Hacksaw Ridge', 'Lion', 'Lion', 'Miracles from Heaven', 'Florence Foster Jenkins', 'Eddie the Eagle', 'Risen', 'Snowden', 'Free State of Jones', 'Whiskey Tango Foxtrot', 'The Infiltrator', 'Jackie', 'Loving', 'Loving', 'The Man Who Knew Infinity', 'The Perfect Match', 'Queen of Katwe', 'Genius', 'Bleed for This', 'Bleed for This', 'Hands of Stone', 'Denial', 'Denial', 'A Street Cat Named Bob', 'A Street Cat Named Bob', 'The Greatest Showman', 'The Greatest Showman', 'The Post', 'The Post', 'Darkest Hour', 'Darkest Hour', 'American Made', 'American Made', 'I, Tonya', 'I, Tonya', 'All Eyez on Me', 'The Disaster Artist', 'The Disaster Artist', 'The Founder', 'The Founder', 'The Lost City of Z', 'The Lost City of Z', 'Battle of the Sexes', 'Battle of the Sexes', 'Battle of the Sexes', 'Stronger', 'Churchill', 'Churchill', 'The Journey', 'Bohemian Rhapsody', 'Green Book', 'First Man', 'The Favourite', 'BlacKkKlansman', 'Vice', 'Vice', 'Adrift', 'Adrift', 'The 15:17 to Paris', 'Mary Queen of Scots', 'Mary Queen of Scots', 'On the Basis of Sex', 'Winchester', 'Paul, Apostle of Christ', 'Welcome to Marwen', 'Can You Ever Forgive Me?', 'Gotti'], 'Documentary': ['Red', 'Red', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Unstoppable', 'Another Year', 'Another Year', 'Buried', 'Sea Rex 3D: Journey to a Prehistoric World', 'Chloe', 'Inside Job', 'The Joneses', 'The Joneses', 'Monsters', 'Monsters', 'Freakonomics', 'Rio', 'Hugo', 'Limitless', 'Limitless', 'Midnight in Paris', 'Justin Bieber: Never Say Never', 'The Darkest Hour', 'The Tree of Life', '50/50', 'The Eagle', 'Point Blank', 'Blood Ties', 'Lincoln', 'The Campaign', 'Lawless', 'Katy Perry: Part of Me', 'Wanderlust', 'On the Road', 'On the Road', 'Samsara', 'Mama', 'The Call', 'Kevin Hart: Let Me Explain', 'Upside Down', 'Believe', 'Believe', 'Lucy', 'Lucy', 'Neighbors', 'Neighbors', 'The Judge', 'The Judge', 'Son of God', 'The Gambler', 'The Gambler', 'The Drop', 'Addicted', 'The Immigrant', 'Jackpot', 'Jackpot', 'Anna', 'Inside Out', 'Inside Out', 'Inside Out', 'Inside Out', 'Tomorrowland', 'Sisters', 'Sisters', 'Joy', 'Joy', 'The Visit', 'The Visit', 'No Escape', 'The Night Before', 'The Night Before', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Before We Go', 'Skin Trade', 'Inferno', 'Inferno', 'Lights Out', 'Nerve', 'Nerve', 'Nerve', 'The Forest', 'The Forest', 'The Forest', 'The Perfect Match', 'Denial', 'Denial', 'The Invitation', 'They Will Have to Kill Us First', 'Wonder Woman', 'Wonder Woman', 'The Great Wall', 'Father Figures', 'Father Figures', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Wall', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'The Square', 'City of Ghosts', 'The Journey', 'The Journey', 'The Journey', 'A Quiet Place', 'First Man', 'Tag', 'Tag', 'Book Club', 'Book Club'], 'Crime': ['The Other Guys', 'Unstoppable', 'Unstoppable', 'The Town', 'Date Night', 'The Girl with the Dragon Tattoo', 'Killers', 'Edge of Darkness', 'Edge of Darkness', 'Takers', 'The American', 'The Next Three Days', 'Cop Out', 'Machete', 'Faster', 'The Losers', 'Repo Men', 'Cyrus', 'Conviction', 'Stone', 'Stone', 'Inside Job', 'Animal Kingdom', 'Four Lions', 'The Killer Inside Me', 'Wild Target', 'Casino Jack', 'All Good Things', 'The Girl on the Train', 'The Girl on the Train', 'The Girl on the Train', 'Fast Five', 'Sherlock Holmes: A Game of Shadows', 'The Green Hornet', 'Horrible Bosses', 'In Time', 'Tower Heist', 'J. Edgar', 'Big Mommas: Like Father, Like Son', 'The Mechanic', 'The Lincoln Lawyer', 'Killer Elite', '30 Minutes or Less', 'The Guard', 'The Last Godfather', 'The Conspirator', 'Point Blank', 'Point Blank', 'Dylan Dog: Dead of Night', 'Machine Gun Preacher', 'Brighton Rock', 'Red State', 'Dum Maaro Dum', 'Hesher', 'The Son of No One', 'Blood Ties', 'Jack Reacher', 'Safe House', '21 Jump Street', 'Looper', 'Contraband', 'Lawless', 'End of Watch', 'Man on a Ledge', 'Killing Them Softly', 'Dredd', 'Alex Cross', 'Premium Rush', 'The Raven', 'The Raven', 'Polisse', 'Seven Psychopaths', 'Bernie', 'Bernie', 'Killer Joe', 'Robot & Frank', 'The Paperboy', 'Compliance', 'Kill List', 'The Wolf of Wall Street', 'Now You See Me', \"We're the Millers\", 'American Hustle', 'American Hustle', 'The Heat', 'Identity Thief', 'Escape Plan', '2 Guns', 'Prisoners', 'Gangster Squad', 'The Counselor', 'The Call', 'Runner Runner', 'Kick-Ass 2', 'Parker', 'The Place Beyond the Pines', 'Spring Breakers', 'Trance', 'Trance', 'Broken City', 'Dead Man Down', 'Out of the Furnace', 'Machete Kills', 'Only God Forgives', 'Bullet to the Head', 'The Sweeney', \"Ain't Them Bodies Saints\", '22 Jump Street', 'Need for Speed', 'The Equalizer', 'The Grand Budapest Hotel', 'Ride Along', 'Horrible Bosses 2', 'John Wick', 'The Judge', 'The Judge', 'Muppets Most Wanted', 'Brick Mansions', 'A Walk Among the Tombstones', 'The Gambler', 'The Gambler', 'Nightcrawler', 'A Most Wanted Man', 'The November Man', 'Big Eyes', 'The Drop', 'Inherent Vice', 'Inherent Vice', 'A Most Violent Year', 'A Most Violent Year', 'Veronica Mars', 'The Rover', 'Kill the Messenger', 'Jackpot', 'Jackpot', 'Dom Hemingway', 'Anna', 'Furious 7', 'Inside Out', 'Inside Out', 'Creed', 'Creed', 'The Hateful Eight', 'The Hateful Eight', 'Get Hard', 'Paul Blart: Mall Cop 2', 'Chappie', 'Black Mass', 'Black Mass', 'Spotlight', 'Spotlight', 'Spotlight', 'Sicario', 'Sicario', 'Hitman: Agent 47', 'The Transporter Refueled', 'The Walk', 'The Perfect Guy', 'Hot Pursuit', 'Mortdecai', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'Legend', 'The Gunman', 'Blackhat', 'Dope', 'Child 44', 'Shanghai', 'Shanghai', 'Trash', 'Trash', 'Escobar: Paradise Lost', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Skin Trade', 'Inferno', 'Inferno', 'Central Intelligence', 'The Accountant', 'The Accountant', 'Ride Along 2', 'Money Monster', 'War Dogs', 'Nerve', 'Nerve', 'Nerve', 'The Nice Guys', 'Patriots Day', 'Patriots Day', 'Hell or High Water', 'When the Bough Breaks', 'Triple 9', 'Keanu', 'Regression', 'The Infiltrator', 'Compadres', 'The Fate of the Furious', 'Baby Driver', 'Baywatch', 'Three Billboards Outside Ebbing, Missouri', 'Three Billboards Outside Ebbing, Missouri', 'Jigsaw', 'Logan Lucky', 'Rough Night', 'The Snowman', 'Gifted', 'The House', 'Roman J. Israel, Esq.', 'Roman J. Israel, Esq.', 'Collide', 'Free Fire', 'The Equalizer 2', 'The Mule', 'The Mule', 'The Mule', 'The Mule', 'Game Night', 'Alpha', 'Alpha', 'Alpha', 'Alpha', 'A Simple Favor', 'BlacKkKlansman', 'Den of Thieves', 'Widows', 'Sicario: Day of the Soldado', 'Peppermint', 'The Hate U Give', 'White Boy Rick', 'Proud Mary', 'Unfriended: Dark Web', 'The Sisters Brothers', 'Can You Ever Forgive Me?', 'The Hurricane Heist', 'Destroyer', 'Gotti'], 'Sport': ['The Fighter', 'Just Wright', 'Moneyball', 'Warrior', 'Here Comes the Boom', 'Trouble with the Curve', 'Playing for Keeps', 'Chasing Mavericks', \"Won't Back Down\", \"Won't Back Down\", 'Frozen', 'Frozen', 'Grudge Match', 'Believe', 'Believe', 'Unbroken', 'Million Dollar Arm', 'When the Game Stands Tall', 'Draft Day', 'Wolves', 'Wolves', 'Wolves', 'Creed', 'Creed', 'Southpaw', 'McFarland, USA', 'Woodlawn', 'Woodlawn', 'Queen of Katwe', 'Bleed for This', 'Bleed for This', 'Wonder Woman', 'Wonder Woman', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Split', 'Stronger', 'The Journey', 'Creed II', 'Uncle Drew'], 'War': ['Dear John', 'War Horse', 'There Be Dragons', '5 Days of War', 'Coriolanus', 'Coriolanus', 'The Book Thief', 'Camp X-Ray', 'The Water Diviner', 'Little Boy', 'Youth', 'Youth', 'Youth', 'Eye in the Sky', 'City of Ghosts'], 'Music': ['Get Him to the Greek', 'Burlesque', 'The Last Song', 'Country Strong', 'Chloe', 'The Runaways', 'Justin Bieber: Never Say Never', 'Step Up Revolution', 'Pitch Perfect', 'To Rome with Love', 'Katy Perry: Part of Me', 'Joyful Noise', 'Samsara', 'Inside Llewyn Davis', 'Battle of the Year', 'Black Nativity', 'If I Stay', 'Jersey Boys', 'Begin Again', 'Whiplash', 'Whiplash', 'Addicted', 'Rudderless', 'Pitch Perfect 2', 'Magic Mike XXL', 'Sisters', 'Brooklyn', 'Brooklyn', 'No Escape', 'Ricki and the Flash', 'We Are Your Friends', 'Youth', 'Youth', 'Youth', 'Desert Dancer', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Eden', 'Song One', 'Song One', 'La La Land', 'La La Land', 'Hail, Caesar!', 'Green Room', 'Green Room', 'Pitch Perfect 3', 'Pitch Perfect 3', 'All Eyez on Me', 'Patti Cake$', 'Bohemian Rhapsody', 'Kin'], 'Musical': ['Burlesque', 'Rock of Ages', 'Brooklyn', 'Brooklyn', 'The Greatest Showman', 'The Greatest Showman'], 'News': ['The Darkest Hour', 'Before We Go']}\n"
     ]
    }
   ],
   "source": [
    "# Initialize a dictionary to hold lists of titles for each genre\n",
    "genre_movies = defaultdict(list)\n",
    "\n",
    "# Loop through each row in the DataFrame\n",
    "for _, row in data.iterrows():\n",
    "    # Split the genres in the current row\n",
    "    row_genres = row[\"genres\"].split(',')\n",
    "    for genre in row_genres:\n",
    "        genre = genre.strip()  # Remove any extra whitespace\n",
    "        # Check if the genre exists in genre_counts and add the title to genre_movies\n",
    "        if genre in genre_counts:\n",
    "            genre_movies[genre].append(row[\"name\"])\n",
    "\n",
    "# Convert the defaultdict to a regular dictionary (optional)\n",
    "genre_movies = dict(genre_movies)\n",
    "\n",
    "# Display the result\n",
    "print(genre_movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "07a85793-57ab-4a74-ac5c-c414e482e7df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Adventure', 'Animation', 'Comedy', 'Action', 'Sci-Fi', 'Drama', 'Fantasy', 'Family', 'Thriller', 'History', 'Romance', 'Horror', 'Mystery', 'Western', 'Biography', 'Documentary', 'Crime', 'Sport', 'War', 'Music', 'Musical', 'News'])"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre_movies.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "fa3ae9ca-5203-4407-ac8c-0144be34a6d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "327051013.45755696\n"
     ]
    }
   ],
   "source": [
    "adventure = genre_movies.get('Adventure', [])\n",
    "adventure = pd.Series(adventure)\n",
    "adventuredata = data[data['name'].isin(adventure)]\n",
    "adventuredata\n",
    "# Remove dollar sign and convert to float\n",
    "numeric_values = [float(value.replace(\"$\", \"\").replace(\",\", \"\")) for value in adventuredata['worldwide_gross']]\n",
    "\n",
    "print(sum(numeric_values)/len(numeric_values))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "95d8bac9-70e7-421f-964b-08a303f3d0a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "genrevenue = []\n",
    "for key, value in genre_movies.items():\n",
    "    movies = genre_movies.get(key, [])\n",
    "    movies = pd.Series(movies)\n",
    "    moviedata = data[data['name'].isin(movies)]\n",
    "    # getting avg\n",
    "    numeric_values = [float(value.replace(\"$\", \"\").replace(\",\", \"\")) for value in moviedata['worldwide_gross']]\n",
    "    avg = sum(numeric_values)/len(numeric_values)\n",
    "    \n",
    "    genrevenue.append({key:avg})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "b5e9372b-6958-4c82-a99a-2a1eac7b94e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Adventure': 327051013.45755696},\n",
       " {'Animation': 309852855.9484536},\n",
       " {'Comedy': 136828331.64375},\n",
       " {'Action': 208088091.508346},\n",
       " {'Sci-Fi': 284320427.84408605},\n",
       " {'Drama': 88397666.96439394},\n",
       " {'Fantasy': 206472039.99082568},\n",
       " {'Family': 147991085.90184048},\n",
       " {'Thriller': 102755696.75167786},\n",
       " {'History': 145335375.02469134},\n",
       " {'Romance': 95764959.83861671},\n",
       " {'Horror': 95064944.02977668},\n",
       " {'Mystery': 74301030.31102362},\n",
       " {'Western': 123227230.25},\n",
       " {'Biography': 86758528.25706215},\n",
       " {'Documentary': 101281327.52209945},\n",
       " {'Crime': 87310770.13199106},\n",
       " {'Sport': 228951560.25555557},\n",
       " {'War': 30669657.222222224},\n",
       " {'Music': 40744503.75384615},\n",
       " {'Musical': 146652533.875},\n",
       " {'News': 31657826.5}]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genrevenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d4e1cab-2bec-4bd0-b5bd-eb61d5263fa2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "77212f26-54f5-4ff2-889f-fb19ae9bd3e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "genrate = []\n",
    "for key, value in genre_movies.items():\n",
    "    movies = genre_movies.get(key, [])\n",
    "    movies = pd.Series(movies)\n",
    "    moviedata = data[data['name'].isin(movies)]\n",
    "    # getting avg\n",
    "    numeric_values = [float(value) for value in moviedata['vote_average']]\n",
    "    avg = sum(numeric_values)/len(numeric_values)\n",
    "    \n",
    "    genrate.append({key:avg})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "709d2858-f7cd-4239-b2a4-b4c2b333fe21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Adventure': 6.358385093167701},\n",
       " {'Animation': 5.998453608247417},\n",
       " {'Comedy': 6.204},\n",
       " {'Action': 6.214264036418814},\n",
       " {'Sci-Fi': 6.308602150537629},\n",
       " {'Drama': 6.39401515151515},\n",
       " {'Fantasy': 6.0252293577981595},\n",
       " {'Family': 6.430061349693251},\n",
       " {'Thriller': 5.944295302013417},\n",
       " {'History': 6.388888888888883},\n",
       " {'Romance': 6.424207492795383},\n",
       " {'Horror': 5.919106699751857},\n",
       " {'Mystery': 6.187007874015752},\n",
       " {'Western': 6.5625},\n",
       " {'Biography': 6.254519774011295},\n",
       " {'Documentary': 6.237569060773485},\n",
       " {'Crime': 6.14228187919463},\n",
       " {'Sport': 6.394444444444449},\n",
       " {'War': 6.614814814814815},\n",
       " {'Music': 5.856923076923071},\n",
       " {'Musical': 6.975},\n",
       " {'News': 5.7}]"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "ce4802f2-c425-4f9c-88aa-fe55562f8a54",
   "metadata": {},
   "outputs": [],
   "source": [
    "genroi = []\n",
    "for key, value in genre_movies.items():\n",
    "    movies = genre_movies.get(key, [])\n",
    "    movies = pd.Series(movies)\n",
    "    moviedata = data[data['name'].isin(movies)]\n",
    "    # getting avg\n",
    "    numeric_values = [float(value) for value in moviedata['roi']]\n",
    "    avg = sum(numeric_values)/len(numeric_values)\n",
    "    \n",
    "    genroi.append({key:avg})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "999ae464-c654-4deb-88ae-d6d178a505f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Adventure': 3.0286979474720246},\n",
       " {'Animation': 2.8858046659487147},\n",
       " {'Comedy': 5.533418928715889},\n",
       " {'Action': 4.257907110886347},\n",
       " {'Sci-Fi': 3.825212525255551},\n",
       " {'Drama': 4.439311242373596},\n",
       " {'Fantasy': 7.886027303181268},\n",
       " {'Family': 2.392659397059059},\n",
       " {'Thriller': 7.600768757456488},\n",
       " {'History': 2.91583179642417},\n",
       " {'Romance': 8.943666258616249},\n",
       " {'Horror': 11.14942872447719},\n",
       " {'Mystery': 7.505021515679655},\n",
       " {'Western': 1.8406885466139071},\n",
       " {'Biography': 2.372542553207519},\n",
       " {'Documentary': 3.4243335778819346},\n",
       " {'Crime': 1.9325104435120746},\n",
       " {'Sport': 14.221628573348857},\n",
       " {'War': 1.6772890173388362},\n",
       " {'Music': 2.270996068063072},\n",
       " {'Musical': 4.287220227056277},\n",
       " {'News': 0.9834108591954022}]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genroi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b4caa39-ad42-48b3-b80b-d8545d6ec7bd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "12b549b7-1aad-4a29-818d-6ef398e398a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Initialize a dictionary to combine values\n",
    "combined_dict = {}\n",
    "\n",
    "# Combine the first list of dictionaries\n",
    "for entry in genrevenue:\n",
    "    for key, value in entry.items():\n",
    "        combined_dict[key] = [value]  # Start a new list for each genre\n",
    "\n",
    "# Append the values from the second list of dictionaries\n",
    "for entry in genrate:\n",
    "    for key, value in entry.items():\n",
    "        if key in combined_dict:\n",
    "            combined_dict[key].append(value)  # Append to existing list\n",
    "\n",
    "# Append the values from the third list of dictionaries\n",
    "for entry in genroi:\n",
    "    for key, value in entry.items():\n",
    "        if key in combined_dict:\n",
    "            combined_dict[key].append(value)  # Append to existing list\n",
    "\n",
    "\n",
    "# Convert the combined dictionary into a DataFrame\n",
    "combined_df = pd.DataFrame(dict([(k, pd.Series(v)) for k, v in combined_dict.items()]))\n",
    "\n",
    "# Transpose the DataFrame\n",
    "transposed_df = combined_df.T\n",
    "\n",
    "# Change column names\n",
    "transposed_df.columns = ['genre_avg_gross', 'gen_avg_rating', 'gen_avg_roi']  # Assign new column names\n",
    "\n",
    "# Optionally, reset the index to make the genre names a column\n",
    "transposed_df.reset_index(inplace=True)\n",
    "\n",
    "# Rename the index column for clarity\n",
    "transposed_df.rename(columns={'index': 'Genre'}, inplace=True)\n",
    "\n",
    "# Display the transposed DataFrame\n",
    "# transposed_df.to_csv('./genreAnalysis.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "e0227136-cc55-4999-8b0c-c22798e3ca5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Genre</th>\n",
       "      <th>genre_avg_gross</th>\n",
       "      <th>gen_avg_rating</th>\n",
       "      <th>gen_avg_roi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>3.270510e+08</td>\n",
       "      <td>6.358385</td>\n",
       "      <td>3.028698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Animation</td>\n",
       "      <td>3.098529e+08</td>\n",
       "      <td>5.998454</td>\n",
       "      <td>2.885805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>1.368283e+08</td>\n",
       "      <td>6.204000</td>\n",
       "      <td>5.533419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Action</td>\n",
       "      <td>2.080881e+08</td>\n",
       "      <td>6.214264</td>\n",
       "      <td>4.257907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>2.843204e+08</td>\n",
       "      <td>6.308602</td>\n",
       "      <td>3.825213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Drama</td>\n",
       "      <td>8.839767e+07</td>\n",
       "      <td>6.394015</td>\n",
       "      <td>4.439311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>2.064720e+08</td>\n",
       "      <td>6.025229</td>\n",
       "      <td>7.886027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Family</td>\n",
       "      <td>1.479911e+08</td>\n",
       "      <td>6.430061</td>\n",
       "      <td>2.392659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>1.027557e+08</td>\n",
       "      <td>5.944295</td>\n",
       "      <td>7.600769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>History</td>\n",
       "      <td>1.453354e+08</td>\n",
       "      <td>6.388889</td>\n",
       "      <td>2.915832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Romance</td>\n",
       "      <td>9.576496e+07</td>\n",
       "      <td>6.424207</td>\n",
       "      <td>8.943666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Horror</td>\n",
       "      <td>9.506494e+07</td>\n",
       "      <td>5.919107</td>\n",
       "      <td>11.149429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>7.430103e+07</td>\n",
       "      <td>6.187008</td>\n",
       "      <td>7.505022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Western</td>\n",
       "      <td>1.232272e+08</td>\n",
       "      <td>6.562500</td>\n",
       "      <td>1.840689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Biography</td>\n",
       "      <td>8.675853e+07</td>\n",
       "      <td>6.254520</td>\n",
       "      <td>2.372543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>1.012813e+08</td>\n",
       "      <td>6.237569</td>\n",
       "      <td>3.424334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Crime</td>\n",
       "      <td>8.731077e+07</td>\n",
       "      <td>6.142282</td>\n",
       "      <td>1.932510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Sport</td>\n",
       "      <td>2.289516e+08</td>\n",
       "      <td>6.394444</td>\n",
       "      <td>14.221629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>War</td>\n",
       "      <td>3.066966e+07</td>\n",
       "      <td>6.614815</td>\n",
       "      <td>1.677289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Music</td>\n",
       "      <td>4.074450e+07</td>\n",
       "      <td>5.856923</td>\n",
       "      <td>2.270996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Musical</td>\n",
       "      <td>1.466525e+08</td>\n",
       "      <td>6.975000</td>\n",
       "      <td>4.287220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>News</td>\n",
       "      <td>3.165783e+07</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>0.983411</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Genre  genre_avg_gross  gen_avg_rating  gen_avg_roi\n",
       "0     Adventure     3.270510e+08        6.358385     3.028698\n",
       "1     Animation     3.098529e+08        5.998454     2.885805\n",
       "2        Comedy     1.368283e+08        6.204000     5.533419\n",
       "3        Action     2.080881e+08        6.214264     4.257907\n",
       "4        Sci-Fi     2.843204e+08        6.308602     3.825213\n",
       "5         Drama     8.839767e+07        6.394015     4.439311\n",
       "6       Fantasy     2.064720e+08        6.025229     7.886027\n",
       "7        Family     1.479911e+08        6.430061     2.392659\n",
       "8      Thriller     1.027557e+08        5.944295     7.600769\n",
       "9       History     1.453354e+08        6.388889     2.915832\n",
       "10      Romance     9.576496e+07        6.424207     8.943666\n",
       "11       Horror     9.506494e+07        5.919107    11.149429\n",
       "12      Mystery     7.430103e+07        6.187008     7.505022\n",
       "13      Western     1.232272e+08        6.562500     1.840689\n",
       "14    Biography     8.675853e+07        6.254520     2.372543\n",
       "15  Documentary     1.012813e+08        6.237569     3.424334\n",
       "16        Crime     8.731077e+07        6.142282     1.932510\n",
       "17        Sport     2.289516e+08        6.394444    14.221629\n",
       "18          War     3.066966e+07        6.614815     1.677289\n",
       "19        Music     4.074450e+07        5.856923     2.270996\n",
       "20      Musical     1.466525e+08        6.975000     4.287220\n",
       "21         News     3.165783e+07        5.700000     0.983411"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transposed_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "9557b858-e808-4d31-b65b-17fceb5db6ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.bar(transposed_df['Genre'], transposed_df['gen_avg_roi'], color='skyblue')\n",
    "plt.title('Average ROI by Genre')\n",
    "plt.xlabel('Genre')\n",
    "plt.ylabel('Average ROI')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "125796aa-ac18-49cc-a4bd-125fa65a952f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}