NER+SpaCy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import random\n",
    "import time\n",
    "import numpy as np\n",
    "from spacy.util import minibatch, compounding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import path, mkdir\n",
    "if not path.isdir(\"data/\"):\n",
    "    mkdir(\"data/\")\n",
    "if not path.isdir(\"models/\"):\n",
    "    mkdir(\"models/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "\n",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:01 --:--:--     0\n",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:02 --:--:--     0\n",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:04 --:--:--     0\n",
      "  0  246k    0     0    0     0      0      0 --:--:--  0:00:05 --:--:--     0\n",
      " 12  246k   12 32768    0     0   5461      0  0:00:46  0:00:06  0:00:40  5363\n",
      " 71  246k   71  176k    0     0  25746      0  0:00:09  0:00:07  0:00:02 29803\n",
      "100  246k  100  246k    0     0  36090      0  0:00:07  0:00:07 --:--:-- 51327\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "\n",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
      "  0  989k    0     0    0     0      0      0 --:--:--  0:00:01 --:--:--     0\n",
      " 11  989k   11  112k    0     0  38229      0  0:00:26  0:00:03  0:00:23 37260\n",
      " 29  989k   29  288k    0     0  98304      0  0:00:10  0:00:03  0:00:07 74907\n",
      " 45  989k   45  448k    0     0   112k      0  0:00:08  0:00:04  0:00:04 92621\n",
      " 51  989k   51  512k    0     0   102k      0  0:00:09  0:00:05  0:00:04  106k\n",
      " 63  989k   63  624k    0     0   104k      0  0:00:09  0:00:06  0:00:03  121k\n",
      " 67  989k   67  672k    0     0  98304      0  0:00:10  0:00:07  0:00:03  119k\n",
      " 79  989k   79  784k    0     0    98k      0  0:00:10  0:00:08  0:00:02   98k\n",
      " 85  989k   85  848k    0     0  96483      0  0:00:10  0:00:09  0:00:01 84297\n",
      " 92  989k   92  912k    0     0  84898      0  0:00:11  0:00:11 --:--:-- 76862\n",
      " 98  989k   98  976k    0     0  90856      0  0:00:11  0:00:11 --:--:-- 72773\n",
      "100  989k  100  989k    0     0  92135      0  0:00:11  0:00:11 --:--:-- 78571\n"
     ]
    }
   ],
   "source": [
    "!curl https://groups.csail.mit.edu/sls/downloads/movie/engtest.bio -o data/test.txt\n",
    "!curl https://groups.csail.mit.edu/sls/downloads/movie/engtrain.bio -o data/train.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data_spacy(file_path):\n",
    "    ''' Converts data from:\n",
    "    label \\t word \\n label \\t word \\n \\n label \\t word\n",
    "    to: sentence, {entities : [(start, end, label), (stard, end, label)]}\n",
    "    '''\n",
    "    file = open(file_path, 'r')\n",
    "    training_data, entities, sentence, unique_labels = [], [], [], []\n",
    "    current_annotation = None\n",
    "    end = 0 # initialize counter to keep track of start and end characters\n",
    "    for line in file:\n",
    "        line = line.strip(\"\\n\").split(\"\\t\")\n",
    "        # lines with len > 1 are words\n",
    "        if len(line) > 1:\n",
    "            label = line[0][2:]     # the .txt is formatted: label \\t word, label[0:2] = label_type\n",
    "            label_type = line[0][0] # beginning of annotations - \"B\", intermediate - \"I\"\n",
    "            word = line[1]\n",
    "            sentence.append(word)\n",
    "            end += (len(word) + 1)  # length of the word + trailing space\n",
    "           \n",
    "            if label_type != 'I' and current_annotation:  # if at the end of an annotation\n",
    "                entities.append((start, end - 2 - len(word), current_annotation))  # append the annotation\n",
    "                current_annotation = None                 # reset the annotation\n",
    "            if label_type == 'B':                         # if beginning new annotation\n",
    "                start = end - len(word) - 1  # start annotation at beginning of word\n",
    "                current_annotation = label   # append the word to the current annotation\n",
    "            if label_type == 'I':            # if the annotation is multi-word\n",
    "                current_annotation = label   # append the word\n",
    "           \n",
    "            if label != 'O' and label not in unique_labels:\n",
    "                unique_labels.append(label)\n",
    " \n",
    "        # lines with len == 1 are breaks between sentences\n",
    "        if len(line) == 1:\n",
    "            if current_annotation:\n",
    "                entities.append((start, end - 1, current_annotation))\n",
    "            sentence = \" \".join(sentence)\n",
    "            training_data.append([sentence, {'entities' : entities}])\n",
    "            # reset the counters and temporary lists\n",
    "            end = 0            \n",
    "            entities, sentence = [], []\n",
    "            current_annotation = None\n",
    "    file.close()\n",
    "    return training_data, unique_labels            \n",
    "           \n",
    "TRAIN_DATA, LABELS = load_data_spacy(\"data/train.txt\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['what was the cast of the league of extraordinary gentlemen',\n",
       "  {'entities': [(21, 58, 'TITLE')]}],\n",
       " ['list a 1960 s science fiction movie',\n",
       "  {'entities': [(7, 11, 'YEAR'), (14, 29, 'GENRE')]}],\n",
       " ['is there a helena ruzickova 1940 movie about living dead',\n",
       "  {'entities': [(11, 27, 'ACTOR'), (28, 32, 'YEAR'), (45, 56, 'PLOT')]}],\n",
       " ['what movies pair tom hanks and meg ryan together',\n",
       "  {'entities': [(17, 26, 'ACTOR'), (31, 39, 'ACTOR')]}],\n",
       " ['is there a mystery film which director was robert zemeckis',\n",
       "  {'entities': [(11, 18, 'GENRE'), (43, 58, 'DIRECTOR')]}],\n",
       " ['are there any g rated thrillers',\n",
       "  {'entities': [(14, 21, 'RATING'), (22, 31, 'GENRE')]}],\n",
       " ['show me action movies with jude law', {'entities': [(27, 35, 'ACTOR')]}],\n",
       " ['who played ash in army of darkness',\n",
       "  {'entities': [(11, 14, 'CHARACTER'), (18, 34, 'TITLE')]}],\n",
       " ['i am looking for documentaries about family',\n",
       "  {'entities': [(17, 43, 'GENRE')]}],\n",
       " ['name a film with elton john in it', {'entities': [(17, 27, 'ACTOR')]}],\n",
       " ['is there a good romantic comedy that kevin spacey was in',\n",
       "  {'entities': [(16, 31, 'GENRE'), (37, 49, 'ACTOR')]}],\n",
       " ['is there a film like the darjeeling limited',\n",
       "  {'entities': [(21, 43, 'TITLE')]}],\n",
       " ['who was the voice of ariel in the little mermaid',\n",
       "  {'entities': [(21, 26, 'CHARACTER'), (34, 48, 'TITLE')]}],\n",
       " ['who was the star actor in highway runnery',\n",
       "  {'entities': [(26, 41, 'TITLE')]}],\n",
       " ['what is the last crime movie to come out with high ratings',\n",
       "  {'entities': [(17, 22, 'GENRE')]}],\n",
       " ['are there any good recent romantic comedies that are rated pg',\n",
       "  {'entities': [(14, 18, 'REVIEW'), (26, 43, 'GENRE'), (53, 61, 'RATING')]}],\n",
       " ['which film features talking chipmunks', {'entities': [(20, 37, 'PLOT')]}],\n",
       " ['blazing saddles', {'entities': [(0, 15, 'TITLE')]}],\n",
       " ['find me animated movies that are rated r',\n",
       "  {'entities': [(8, 16, 'GENRE'), (33, 40, 'RATING')]}],\n",
       " ['what melodrama films in the 1990 s received an average rating',\n",
       "  {'entities': [(5, 14, 'GENRE'),\n",
       "    (28, 34, 'YEAR'),\n",
       "    (47, 54, 'RATINGS_AVERAGE')]}],\n",
       " ['can you list all romance movies filmed in the past nine years',\n",
       "  {'entities': [(17, 24, 'GENRE'), (46, 61, 'YEAR')]}],\n",
       " ['what is slingshot about', {'entities': [(8, 17, 'TITLE')]}],\n",
       " ['i am looking for a pg horror movie starring miranda richardson',\n",
       "  {'entities': [(19, 21, 'RATING'), (22, 28, 'GENRE'), (44, 62, 'ACTOR')]}],\n",
       " ['what is the name of the movie starring kristen alphonso about a retirement home',\n",
       "  {'entities': [(39, 55, 'ACTOR'), (64, 79, 'PLOT')]}],\n",
       " ['do you know where i might find a pg 13 comedy directed by stewart hopewell',\n",
       "  {'entities': [(33, 38, 'RATING'), (39, 45, 'GENRE'), (58, 74, 'DIRECTOR')]}],\n",
       " ['what pg 13 fantasy movies received four stars',\n",
       "  {'entities': [(5, 10, 'RATING'),\n",
       "    (11, 18, 'GENRE'),\n",
       "    (35, 45, 'RATINGS_AVERAGE')]}],\n",
       " ['what is the rating of the movie bongwater',\n",
       "  {'entities': [(32, 41, 'TITLE')]}],\n",
       " ['what war film starred cary grant and received a rating of five stars and above',\n",
       "  {'entities': [(5, 8, 'GENRE'),\n",
       "    (22, 32, 'ACTOR'),\n",
       "    (58, 78, 'RATINGS_AVERAGE')]}],\n",
       " ['list all history movies with joseph gian in them',\n",
       "  {'entities': [(9, 16, 'GENRE'), (29, 40, 'ACTOR')]}],\n",
       " ['the godfather part ii', {'entities': [(0, 21, 'TITLE')]}],\n",
       " ['what is the name of the movie within the last three decades with yasmine bleeth',\n",
       "  {'entities': [(41, 59, 'YEAR'), (65, 79, 'ACTOR')]}],\n",
       " ['in 1950 s what biography movies were released',\n",
       "  {'entities': [(3, 9, 'YEAR'), (15, 24, 'GENRE')]}],\n",
       " ['is there a highly rated war film',\n",
       "  {'entities': [(11, 23, 'RATINGS_AVERAGE'), (24, 27, 'GENRE')]}],\n",
       " ['did james cameron make a film noir',\n",
       "  {'entities': [(4, 17, 'DIRECTOR'), (25, 34, 'GENRE')]}],\n",
       " ['which 1940 s spaghetti western with an r rating was directed by richard pepin',\n",
       "  {'entities': [(6, 12, 'YEAR'),\n",
       "    (13, 30, 'GENRE'),\n",
       "    (39, 40, 'RATING'),\n",
       "    (64, 77, 'DIRECTOR')]}],\n",
       " ['please find a list of movies by michael moore',\n",
       "  {'entities': [(32, 45, 'DIRECTOR')]}],\n",
       " ['how was robin williams in the movie wall e',\n",
       "  {'entities': [(8, 22, 'ACTOR'), (36, 42, 'TITLE')]}],\n",
       " ['find a preview for the movie the guns of navarone',\n",
       "  {'entities': [(7, 14, 'TRAILER'), (29, 49, 'TITLE')]}],\n",
       " ['does the original little mermaid by hans christian anderson come on dvd',\n",
       "  {'entities': [(9, 32, 'TITLE')]}],\n",
       " ['who directed drive', {'entities': [(13, 18, 'TITLE')]}],\n",
       " ['what movie did rod taylor appear in', {'entities': [(15, 25, 'ACTOR')]}],\n",
       " ['can you provide a list of independent films by quentin tarantino',\n",
       "  {'entities': [(26, 37, 'GENRE'), (47, 64, 'DIRECTOR')]}],\n",
       " ['name a animated pg film by akira kurosawa',\n",
       "  {'entities': [(7, 15, 'GENRE'), (16, 18, 'RATING'), (27, 41, 'DIRECTOR')]}],\n",
       " ['what is the best science fiction movie that was made in the 1950 s',\n",
       "  {'entities': [(17, 32, 'GENRE'), (60, 66, 'YEAR')]}],\n",
       " ['who stars in everybody wants to be italian',\n",
       "  {'entities': [(13, 42, 'TITLE')]}],\n",
       " ['was fast times at ridgemont high any good',\n",
       "  {'entities': [(4, 32, 'TITLE')]}],\n",
       " ['what r rated horror movies are about boats',\n",
       "  {'entities': [(5, 12, 'RATING'), (13, 26, 'GENRE'), (37, 42, 'PLOT')]}],\n",
       " ['what is the best quentin tarentino movie',\n",
       "  {'entities': [(17, 34, 'ACTOR')]}],\n",
       " ['who starred in the film 300',\n",
       "  {'entities': [(4, 11, 'ACTOR'), (24, 27, 'TITLE')]}],\n",
       " ['who played jack in nightmare before christmas',\n",
       "  {'entities': [(11, 15, 'CHARACTER'), (19, 45, 'TITLE')]}],\n",
       " ['what was the title of the bio pic about howard hughs',\n",
       "  {'entities': [(26, 29, 'GENRE'), (40, 52, 'CHARACTER')]}],\n",
       " ['what was the third pipi longstocking film',\n",
       "  {'entities': [(19, 36, 'CHARACTER')]}],\n",
       " ['i really want to watch a roman polanski fantasy movie',\n",
       "  {'entities': [(25, 39, 'DIRECTOR'), (40, 47, 'GENRE')]}],\n",
       " ['who starred as danny in the shining',\n",
       "  {'entities': [(15, 20, 'CHARACTER'), (24, 35, 'TITLE')]}],\n",
       " ['did alfred hitchcock ever direct a historical film',\n",
       "  {'entities': [(4, 20, 'DIRECTOR'), (35, 45, 'GENRE')]}],\n",
       " ['in the past seven years what were the funny movies that cory edwards directed',\n",
       "  {'entities': [(7, 23, 'YEAR'), (38, 43, 'GENRE'), (56, 68, 'DIRECTOR')]}],\n",
       " ['can you recommend a crime movie', {'entities': [(20, 25, 'GENRE')]}],\n",
       " ['shopgirl', {'entities': [(0, 8, 'TITLE')]}],\n",
       " ['find the movie die hard with bruce willis',\n",
       "  {'entities': [(15, 23, 'TITLE'), (29, 41, 'ACTOR')]}],\n",
       " ['can i find pelican blood on dvd', {'entities': [(11, 24, 'TITLE')]}],\n",
       " ['what are some horror movies directed by david fincher',\n",
       "  {'entities': [(14, 20, 'GENRE'), (40, 53, 'DIRECTOR')]}],\n",
       " ['name a musical in which cyd charisse danced with gene kelly',\n",
       "  {'entities': [(7, 14, 'GENRE'), (24, 36, 'ACTOR'), (49, 59, 'ACTOR')]}],\n",
       " ['who directed the movie', {'entities': [(13, 22, 'TITLE')]}],\n",
       " ['in the past five decades what highly rated humor movie about optimism with an r rating was directed by george gallo',\n",
       "  {'entities': [(7, 24, 'YEAR'),\n",
       "    (30, 42, 'RATINGS_AVERAGE'),\n",
       "    (43, 48, 'GENRE'),\n",
       "    (61, 69, 'PLOT'),\n",
       "    (78, 79, 'RATING'),\n",
       "    (103, 115, 'DIRECTOR')]}],\n",
       " ['i am looking for an r rated five star horror movie from the past seven decades',\n",
       "  {'entities': [(20, 21, 'RATING'),\n",
       "    (28, 37, 'RATINGS_AVERAGE'),\n",
       "    (38, 44, 'GENRE'),\n",
       "    (60, 78, 'YEAR')]}],\n",
       " ['can you please provide a list of all movies that tom cruise was in',\n",
       "  {'entities': [(49, 59, 'ACTOR')]}],\n",
       " ['what movie was kissing you by deseree in',\n",
       "  {'entities': [(15, 26, 'SONG'), (30, 37, 'SONG')]}],\n",
       " ['give a list of the best pg movies in theaters this year',\n",
       "  {'entities': [(24, 45, 'RATING')]}],\n",
       " ['what is a list of the films starring henry fonda',\n",
       "  {'entities': [(37, 48, 'ACTOR')]}],\n",
       " ['do you have the 1970 movie directed by giancarlo esposito where someone was eaten alive',\n",
       "  {'entities': [(16, 20, 'YEAR'), (39, 57, 'DIRECTOR'), (76, 87, 'PLOT')]}],\n",
       " ['is there a film like i love you man', {'entities': [(21, 35, 'TITLE')]}],\n",
       " ['spider man 3', {'entities': [(0, 12, 'TITLE')]}],\n",
       " ['find a preview for a elizabeth taylor horse riding movie',\n",
       "  {'entities': [(7, 14, 'TRAILER'), (21, 37, 'ACTOR'), (38, 50, 'PLOT')]}],\n",
       " ['during what years did fritz lang direct movies',\n",
       "  {'entities': [(22, 32, 'DIRECTOR')]}],\n",
       " ['find a highly recommended childrens film from the past six years directed by gregg champion',\n",
       "  {'entities': [(7, 25, 'RATINGS_AVERAGE'),\n",
       "    (26, 35, 'GENRE'),\n",
       "    (50, 64, 'YEAR'),\n",
       "    (77, 91, 'DIRECTOR')]}],\n",
       " ['what are some facts about the movie inception',\n",
       "  {'entities': [(36, 45, 'TITLE')]}],\n",
       " ['what was one of drew barrymores best rated movies',\n",
       "  {'entities': [(16, 31, 'ACTOR')]}],\n",
       " ['name the theme from the arc of truth', {'entities': [(20, 36, 'TITLE')]}],\n",
       " ['tell me the name of an action movie by cess silvera',\n",
       "  {'entities': [(23, 29, 'GENRE'), (39, 51, 'DIRECTOR')]}],\n",
       " ['name a film about a plane crash with an average rating',\n",
       "  {'entities': [(20, 31, 'PLOT'), (40, 47, 'RATINGS_AVERAGE')]}],\n",
       " ['find a movie about killer rabbits', {'entities': [(19, 33, 'PLOT')]}],\n",
       " ['how many film noir movies has alfred hitchcock done',\n",
       "  {'entities': [(9, 18, 'GENRE'), (30, 46, 'DIRECTOR')]}],\n",
       " ['im looking a thriller featuring a forest fires',\n",
       "  {'entities': [(13, 21, 'GENRE'), (34, 46, 'PLOT')]}],\n",
       " ['has anthony rapp been in any movies about friends that was received well by people in the past five years',\n",
       "  {'entities': [(4, 16, 'ACTOR'),\n",
       "    (42, 49, 'PLOT'),\n",
       "    (59, 72, 'RATINGS_AVERAGE'),\n",
       "    (90, 105, 'YEAR')]}],\n",
       " ['who was the main character in star wars',\n",
       "  {'entities': [(12, 26, 'CHARACTER'), (30, 39, 'TITLE')]}],\n",
       " ['what very popular history film of the past two years starred marlon wayons',\n",
       "  {'entities': [(5, 17, 'RATINGS_AVERAGE'),\n",
       "    (18, 25, 'GENRE'),\n",
       "    (38, 52, 'YEAR'),\n",
       "    (61, 74, 'ACTOR')]}],\n",
       " ['show me a list of award winning movies about animals',\n",
       "  {'entities': [(18, 31, 'RATINGS_AVERAGE'), (45, 52, 'PLOT')]}],\n",
       " ['on what film did halle berry stars as storm',\n",
       "  {'entities': [(17, 28, 'ACTOR'), (38, 43, 'CHARACTER')]}],\n",
       " ['find a ben stein movie', {'entities': [(7, 16, 'ACTOR')]}],\n",
       " ['do most people think that godfather iii was terrible',\n",
       "  {'entities': [(26, 39, 'TITLE'), (44, 52, 'RATING')]}],\n",
       " ['what movie did gwyneth paltrow sing in', {'entities': [(15, 30, 'ACTOR')]}],\n",
       " ['how many movies did christian bale star in in 2009',\n",
       "  {'entities': [(20, 34, 'ACTOR'), (46, 50, 'YEAR')]}],\n",
       " ['show me all 2000 movies directed by fina torres about a king',\n",
       "  {'entities': [(12, 16, 'YEAR'), (36, 47, 'DIRECTOR'), (56, 60, 'PLOT')]}],\n",
       " ['has john huston ever directed a fantasy movie',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (32, 39, 'GENRE')]}],\n",
       " ['are there any gangster films that take place during the 1950 s that focus on the discovery of missing money',\n",
       "  {'entities': [(14, 22, 'GENRE'), (56, 62, 'YEAR'), (81, 90, 'PLOT')]}],\n",
       " ['show me all voices in shrek', {'entities': [(22, 27, 'TITLE')]}],\n",
       " ['what was the plot synopsis of space jam',\n",
       "  {'entities': [(30, 39, 'TITLE')]}],\n",
       " ['show me bugs life', {'entities': [(8, 17, 'TITLE')]}],\n",
       " ['what was the best mystery movie of all time',\n",
       "  {'entities': [(18, 25, 'GENRE')]}],\n",
       " ['was there a film with joey lauren adams that people were saying was really good that involved karaoke',\n",
       "  {'entities': [(22, 39, 'ACTOR'),\n",
       "    (68, 79, 'RATINGS_AVERAGE'),\n",
       "    (94, 101, 'PLOT')]}],\n",
       " ['which nc 17 r j cutler animation film centered around a scar and was really popular',\n",
       "  {'entities': [(6, 11, 'RATING'),\n",
       "    (12, 22, 'DIRECTOR'),\n",
       "    (23, 32, 'GENRE'),\n",
       "    (56, 60, 'PLOT'),\n",
       "    (69, 83, 'RATINGS_AVERAGE')]}],\n",
       " ['what is a recent george clooney movie with high viewers rating',\n",
       "  {'entities': [(10, 16, 'YEAR'),\n",
       "    (17, 31, 'ACTOR'),\n",
       "    (43, 62, 'RATINGS_AVERAGE')]}],\n",
       " ['were there any must see dramas in 1998',\n",
       "  {'entities': [(15, 23, 'REVIEW'), (24, 30, 'GENRE'), (34, 38, 'YEAR')]}],\n",
       " ['what four pg 13 comedy movies did lance henriksen appeared in',\n",
       "  {'entities': [(5, 9, 'RATINGS_AVERAGE'),\n",
       "    (10, 15, 'RATING'),\n",
       "    (16, 22, 'GENRE'),\n",
       "    (34, 49, 'ACTOR')]}],\n",
       " ['what is and justice for all about', {'entities': [(8, 27, 'TITLE')]}],\n",
       " ['what rated pg fantasy movie from 2010 featured cameron diaz in a plot that involved shapeshifting',\n",
       "  {'entities': [(11, 13, 'RATING'),\n",
       "    (14, 21, 'GENRE'),\n",
       "    (33, 37, 'YEAR'),\n",
       "    (47, 59, 'ACTOR'),\n",
       "    (84, 97, 'PLOT')]}],\n",
       " ['helen barkin starred in the 1960 adventure movie',\n",
       "  {'entities': [(0, 12, 'ACTOR'), (28, 32, 'YEAR'), (33, 42, 'GENRE')]}],\n",
       " ['find a the movie with giants in them', {'entities': [(22, 28, 'PLOT')]}],\n",
       " ['what is an r rated movie about the military that has been released in the past two years that stars matthew porretta',\n",
       "  {'entities': [(11, 12, 'RATING'),\n",
       "    (35, 43, 'GENRE'),\n",
       "    (74, 88, 'YEAR'),\n",
       "    (100, 116, 'ACTOR')]}],\n",
       " ['show me the movie with singin in the rain',\n",
       "  {'entities': [(23, 41, 'SONG')]}],\n",
       " ['which pg 13 star scarlett johannsen',\n",
       "  {'entities': [(6, 11, 'GENRE'), (17, 35, 'ACTOR')]}],\n",
       " ['list childrens movies with billy crystal',\n",
       "  {'entities': [(5, 14, 'GENRE'), (27, 40, 'ACTOR')]}],\n",
       " ['find a trailer for extremely loud and incredibly close',\n",
       "  {'entities': [(19, 54, 'TITLE')]}],\n",
       " ['what david m holechek movie that came out in the past seven decades was about friends',\n",
       "  {'entities': [(5, 21, 'DIRECTOR'), (49, 67, 'YEAR'), (78, 85, 'PLOT')]}],\n",
       " ['list a mediocre pg 13 film in the past ten years with larry fine',\n",
       "  {'entities': [(7, 15, 'RATINGS_AVERAGE'),\n",
       "    (16, 21, 'RATING'),\n",
       "    (34, 48, 'YEAR'),\n",
       "    (54, 64, 'ACTOR')]}],\n",
       " ['name a romantic comedy that is rated two thumbs up starring robin williams from the 1980 s that is rated g',\n",
       "  {'entities': [(7, 22, 'GENRE'),\n",
       "    (37, 50, 'RATINGS_AVERAGE'),\n",
       "    (60, 74, 'ACTOR'),\n",
       "    (84, 90, 'YEAR'),\n",
       "    (105, 106, 'RATING')]}],\n",
       " ['what pg 13 action movies came out in 2000',\n",
       "  {'entities': [(5, 10, 'RATING'), (11, 17, 'GENRE'), (37, 41, 'YEAR')]}],\n",
       " ['who starred in the movie once in a lifetime the extraordinary story of the new york cosmos',\n",
       "  {'entities': [(25, 90, 'TITLE')]}],\n",
       " ['please show me a movie about a murder committed on a train',\n",
       "  {'entities': [(31, 58, 'PLOT')]}],\n",
       " ['was jeremy london in a humor movie about a blind date',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (23, 28, 'GENRE'), (43, 53, 'PLOT')]}],\n",
       " ['find me a movie with a five star viewer rating and is a drama for the whole family',\n",
       "  {'entities': [(23, 46, 'RATINGS_AVERAGE'), (56, 61, 'GENRE')]}],\n",
       " ['find movies with gloria grahame from 1940 1960',\n",
       "  {'entities': [(17, 31, 'ACTOR'), (37, 46, 'YEAR')]}],\n",
       " ['which action films has keanu reeves starred in',\n",
       "  {'entities': [(6, 12, 'GENRE'), (23, 35, 'ACTOR')]}],\n",
       " ['which harry potter films were the best',\n",
       "  {'entities': [(6, 18, 'TITLE'), (30, 38, 'RATINGS_AVERAGE')]}],\n",
       " ['list a really popular fantasy movie from the last nine years starring jerry obach',\n",
       "  {'entities': [(7, 21, 'RATINGS_AVERAGE'),\n",
       "    (22, 29, 'GENRE'),\n",
       "    (45, 60, 'YEAR'),\n",
       "    (70, 81, 'ACTOR')]}],\n",
       " ['find me the movie angels and demons', {'entities': [(18, 35, 'TITLE')]}],\n",
       " ['is there a movie call love shack', {'entities': [(22, 32, 'TITLE')]}],\n",
       " ['who co starred with katherine hepburn in the lion in winter',\n",
       "  {'entities': [(20, 37, 'ACTOR'), (41, 59, 'TITLE')]}],\n",
       " ['was alfred hitchcock in a historical film',\n",
       "  {'entities': [(4, 20, 'DIRECTOR'), (26, 36, 'GENRE')]}],\n",
       " ['what was the last science fiction movie that won an oscar',\n",
       "  {'entities': [(18, 33, 'GENRE')]}],\n",
       " ['i am looking for a cartoon with the voice of cameron diaz as a character',\n",
       "  {'entities': [(19, 26, 'GENRE'), (45, 57, 'ACTOR')]}],\n",
       " ['find me a romatic comedy rated r', {'entities': [(10, 24, 'GENRE')]}],\n",
       " ['who stars in hail the conquering hero', {'entities': [(13, 37, 'TITLE')]}],\n",
       " ['what suspense film of the past six years was directed by jordan galland and was about the living dead',\n",
       "  {'entities': [(5, 13, 'GENRE'),\n",
       "    (26, 40, 'YEAR'),\n",
       "    (57, 71, 'DIRECTOR'),\n",
       "    (90, 101, 'PLOT')]}],\n",
       " ['what pg 13 crime movie was directed by john hughes',\n",
       "  {'entities': [(5, 10, 'RATING'), (11, 16, 'GENRE'), (39, 50, 'DIRECTOR')]}],\n",
       " ['name a romance with sexual desire from the 1970 s',\n",
       "  {'entities': [(7, 14, 'GENRE'), (20, 33, 'PLOT'), (43, 49, 'YEAR')]}],\n",
       " ['is there a seven stars biography movie',\n",
       "  {'entities': [(11, 22, 'RATINGS_AVERAGE'), (23, 32, 'GENRE')]}],\n",
       " ['what recent romance movie has excellent ratings',\n",
       "  {'entities': [(12, 19, 'GENRE'), (26, 47, 'RATINGS_AVERAGE')]}],\n",
       " ['what nc 17 rated western starred barry pepper',\n",
       "  {'entities': [(5, 10, 'RATING'), (17, 24, 'GENRE'), (33, 45, 'ACTOR')]}],\n",
       " ['has oliver stone ever directed any independent films',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (35, 46, 'GENRE')]}],\n",
       " ['who plays in sitting target', {'entities': [(13, 27, 'TITLE')]}],\n",
       " ['list all love movies starring audrey hepburn from the 2010 s',\n",
       "  {'entities': [(9, 13, 'GENRE'), (30, 44, 'ACTOR'), (54, 60, 'YEAR')]}],\n",
       " ['is their a four star 1980 s war movie directed by phil alden robinson',\n",
       "  {'entities': [(11, 15, 'RATINGS_AVERAGE'),\n",
       "    (21, 27, 'YEAR'),\n",
       "    (28, 31, 'GENRE'),\n",
       "    (50, 69, 'DIRECTOR')]}],\n",
       " ['show me the movie with the song the blowers daughter in it',\n",
       "  {'entities': [(32, 52, 'SONG')]}],\n",
       " ['find the movie that stars justin timberlake and amanda seyfried',\n",
       "  {'entities': [(26, 43, 'ACTOR'), (48, 63, 'ACTOR')]}],\n",
       " ['what genre is the movie a walk to remember a part of',\n",
       "  {'entities': [(5, 10, 'GENRE'), (24, 42, 'TITLE')]}],\n",
       " ['is there a movie with christopher lee as an undertaker',\n",
       "  {'entities': [(22, 37, 'ACTOR'), (44, 54, 'PLOT')]}],\n",
       " ['i am looking for the movie alien nation',\n",
       "  {'entities': [(27, 39, 'TITLE')]}],\n",
       " ['is the shining one of the top 10 horror films of all time',\n",
       "  {'entities': [(3, 14, 'TITLE')]}],\n",
       " ['what is the last action movie that steven soderbergh directed',\n",
       "  {'entities': [(17, 23, 'GENRE'), (35, 52, 'DIRECTOR')]}],\n",
       " ['what was the r rated science fiction movie that was really popular',\n",
       "  {'entities': [(13, 14, 'RATING'),\n",
       "    (21, 36, 'GENRE'),\n",
       "    (52, 66, 'RATINGS_AVERAGE')]}],\n",
       " ['has michael bergin starred in any r rated action movies',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (34, 35, 'RATING'), (42, 48, 'GENRE')]}],\n",
       " ['i am looking for a movie with a song by mariah carey',\n",
       "  {'entities': [(40, 52, 'SONG')]}],\n",
       " ['how many movies were the blues brothers in',\n",
       "  {'entities': [(25, 39, 'CHARACTER')]}],\n",
       " ['list a pg 13 adventure movie in the past ten decades',\n",
       "  {'entities': [(7, 12, 'RATING'), (13, 22, 'GENRE'), (36, 52, 'YEAR')]}],\n",
       " ['how many movies were based on alex haleys books',\n",
       "  {'entities': [(30, 47, 'PLOT')]}],\n",
       " ['want a movie with joe damato from 1960 with a five rating involving children on sibling rivalry',\n",
       "  {'entities': [(18, 28, 'DIRECTOR'),\n",
       "    (34, 38, 'YEAR'),\n",
       "    (46, 50, 'RATINGS_AVERAGE'),\n",
       "    (68, 76, 'GENRE'),\n",
       "    (80, 95, 'PLOT')]}],\n",
       " ['name a thriller from the 1960 s',\n",
       "  {'entities': [(7, 15, 'GENRE'), (25, 31, 'YEAR')]}],\n",
       " ['looking for a rated r sci if movie that has the whole premise of the movie be about an alien life form and released in the 2000 s',\n",
       "  {'entities': [(20, 21, 'RATING'),\n",
       "    (22, 28, 'GENRE'),\n",
       "    (87, 102, 'PLOT'),\n",
       "    (123, 129, 'YEAR')]}],\n",
       " ['what kind of reviews did the film valentines day receive',\n",
       "  {'entities': [(34, 48, 'TITLE')]}],\n",
       " ['is there a gina gershon 1970 s highly rated biography form the 18 th century',\n",
       "  {'entities': [(11, 23, 'ACTOR'),\n",
       "    (24, 30, 'YEAR'),\n",
       "    (31, 43, 'RATINGS_AVERAGE'),\n",
       "    (44, 53, 'GENRE'),\n",
       "    (63, 76, 'PLOT')]}],\n",
       " ['tell me more about space truckers', {'entities': [(19, 33, 'TITLE')]}],\n",
       " ['are there any highly recommended unrated emotional movies',\n",
       "  {'entities': [(14, 32, 'RATINGS_AVERAGE'),\n",
       "    (33, 40, 'RATING'),\n",
       "    (41, 50, 'GENRE')]}],\n",
       " ['find a review pirates of the caribbean', {'entities': [(14, 38, 'TITLE')]}],\n",
       " ['what film released in 1970 starred mark dacascos and centered around utopia',\n",
       "  {'entities': [(22, 26, 'YEAR'), (35, 48, 'ACTOR'), (69, 75, 'PLOT')]}],\n",
       " ['could you show me a website with reviews by users of evita',\n",
       "  {'entities': [(33, 40, 'REVIEW'), (53, 58, 'TITLE')]}],\n",
       " ['what is the title of an animated movie starring tom hanks that is rated pg',\n",
       "  {'entities': [(24, 32, 'GENRE'), (48, 57, 'ACTOR'), (72, 74, 'RATING')]}],\n",
       " ['list movies directed by scott marshall with garry marshall',\n",
       "  {'entities': [(24, 38, 'DIRECTOR'), (44, 58, 'ACTOR')]}],\n",
       " ['find the movie with the song all my loving',\n",
       "  {'entities': [(29, 42, 'SONG')]}],\n",
       " ['find me the soundtrack for shreck',\n",
       "  {'entities': [(12, 22, 'SONG'), (27, 33, 'TITLE')]}],\n",
       " ['list a quote from the soccer movie those glory glory days',\n",
       "  {'entities': [(22, 28, 'PLOT'), (35, 57, 'TITLE')]}],\n",
       " ['i want to watch the movie driven', {'entities': [(26, 32, 'TITLE')]}],\n",
       " ['im looking for a chick flick about depression rated ok from the year 1950 and directed by ubaldo ragona',\n",
       "  {'entities': [(17, 22, 'GENRE'),\n",
       "    (35, 45, 'PLOT'),\n",
       "    (52, 54, 'RATINGS_AVERAGE'),\n",
       "    (69, 73, 'YEAR'),\n",
       "    (90, 103, 'DIRECTOR')]}],\n",
       " ['what is a mediocre movie for a kid to watch',\n",
       "  {'entities': [(10, 18, 'RATINGS_AVERAGE'), (31, 34, 'GENRE')]}],\n",
       " ['i would like to see a pg 13 movie that was rated four stars about criminals staring kenya moore',\n",
       "  {'entities': [(22, 27, 'RATING'),\n",
       "    (49, 59, 'RATINGS_AVERAGE'),\n",
       "    (66, 75, 'PLOT'),\n",
       "    (84, 95, 'ACTOR')]}],\n",
       " ['name the character harrison ford played in air force one',\n",
       "  {'entities': [(19, 32, 'ACTOR'), (43, 56, 'TITLE')]}],\n",
       " ['find a movie with estelle getty', {'entities': [(18, 31, 'ACTOR')]}],\n",
       " ['is there a movie titled dead of winter', {'entities': [(24, 38, 'TITLE')]}],\n",
       " ['find a movie with bugs bunny', {'entities': [(18, 28, 'CHARACTER')]}],\n",
       " ['list musicals starring julie andrews from the 1960s',\n",
       "  {'entities': [(5, 13, 'GENRE'), (23, 36, 'ACTOR'), (46, 51, 'YEAR')]}],\n",
       " ['find the gere of 2001 a space odyssey', {'entities': [(17, 37, 'TITLE')]}],\n",
       " ['go to the film with quazi motto in it',\n",
       "  {'entities': [(20, 31, 'CHARACTER')]}],\n",
       " ['what was the highest viewer rated movie of 2011',\n",
       "  {'entities': [(43, 47, 'YEAR')]}],\n",
       " ['what are the average ratings for blood simple',\n",
       "  {'entities': [(33, 45, 'TITLE')]}],\n",
       " ['who directed the movie flypaper', {'entities': [(23, 31, 'TITLE')]}],\n",
       " ['name the horror movie starring edward boase that people give two thumbs up',\n",
       "  {'entities': [(9, 15, 'GENRE'),\n",
       "    (31, 43, 'DIRECTOR'),\n",
       "    (61, 74, 'RATINGS_AVERAGE')]}],\n",
       " ['is there a movie the shining starring charlie chaplin',\n",
       "  {'entities': [(17, 28, 'TITLE'), (38, 53, 'ACTOR')]}],\n",
       " ['what is the movie tremors about', {'entities': [(18, 25, 'TITLE')]}],\n",
       " ['what movie in the 1990 s was based on a famous death camp',\n",
       "  {'entities': [(47, 57, 'PLOT')]}],\n",
       " ['any rated r crime movies that director nathan frankowski has done',\n",
       "  {'entities': [(10, 11, 'RATING'), (12, 17, 'GENRE'), (39, 56, 'DIRECTOR')]}],\n",
       " ['what movie had the spider named charlotte in it',\n",
       "  {'entities': [(32, 41, 'CHARACTER')]}],\n",
       " ['what thriller about order has good ratings',\n",
       "  {'entities': [(5, 13, 'GENRE'),\n",
       "    (20, 25, 'PLOT'),\n",
       "    (26, 42, 'RATINGS_AVERAGE')]}],\n",
       " ['in what movie did brad pitt plays a backward aging character',\n",
       "  {'entities': [(18, 27, 'ACTOR'), (36, 60, 'PLOT')]}],\n",
       " ['did the original little mermaid made by hans christian anderson ever come out on dvd',\n",
       "  {'entities': [(8, 31, 'TITLE')]}],\n",
       " ['which r rated movie about promises starring michael bergin was released within the past eight years and liked by many',\n",
       "  {'entities': [(6, 7, 'RATING'),\n",
       "    (26, 34, 'PLOT'),\n",
       "    (44, 58, 'ACTOR'),\n",
       "    (83, 99, 'YEAR'),\n",
       "    (104, 117, 'RATINGS_AVERAGE')]}],\n",
       " ['search get on the bus by spike lee',\n",
       "  {'entities': [(7, 21, 'TITLE'), (25, 34, 'DIRECTOR')]}],\n",
       " ['can i buy a box set of toy story', {'entities': [(23, 32, 'TITLE')]}],\n",
       " ['list all the james bond movies from the 1990s',\n",
       "  {'entities': [(13, 23, 'CHARACTER'), (40, 45, 'YEAR')]}],\n",
       " ['could you help me locate a mediocre action movie about an intelligence officer directed by tony bill in the last four years',\n",
       "  {'entities': [(27, 35, 'RATINGS_AVERAGE'),\n",
       "    (36, 42, 'GENRE'),\n",
       "    (58, 78, 'PLOT'),\n",
       "    (91, 100, 'DIRECTOR'),\n",
       "    (108, 123, 'YEAR')]}],\n",
       " ['show me a list of r movies with a bank robbery',\n",
       "  {'entities': [(15, 46, 'PLOT')]}],\n",
       " ['has james dean ever been in any children films',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (32, 40, 'GENRE')]}],\n",
       " ['are there any biographical films directed by ron howard',\n",
       "  {'entities': [(14, 26, 'GENRE'), (45, 55, 'DIRECTOR')]}],\n",
       " ['who directed sin city',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 21, 'TITLE')]}],\n",
       " ['which star wars movie featured ewoks',\n",
       "  {'entities': [(6, 15, 'TITLE'), (31, 36, 'CHARACTER')]}],\n",
       " ['who directed laputa castle in the sky', {'entities': [(13, 37, 'TITLE')]}],\n",
       " ['did roger corman make any well reviewed movies',\n",
       "  {'entities': [(4, 16, 'ACTOR')]}],\n",
       " ['name a western that is rated r',\n",
       "  {'entities': [(7, 14, 'GENRE'), (29, 30, 'RATING')]}],\n",
       " ['is there a very good but unrated war movie about army life starring jeri ryan',\n",
       "  {'entities': [(11, 20, 'RATINGS_AVERAGE'),\n",
       "    (25, 32, 'RATING'),\n",
       "    (33, 36, 'GENRE'),\n",
       "    (49, 58, 'PLOT'),\n",
       "    (68, 77, 'ACTOR')]}],\n",
       " ['look for a movie with jessica alba', {'entities': [(22, 34, 'ACTOR')]}],\n",
       " ['has alexander williams directed an r rated romance',\n",
       "  {'entities': [(4, 22, 'DIRECTOR'), (35, 36, 'RATING'), (43, 50, 'GENRE')]}],\n",
       " ['can you tell me if you have any pg 13 fantasy movies about elves starring gene wilder that was given nine stars',\n",
       "  {'entities': [(32, 37, 'RATING'),\n",
       "    (38, 45, 'GENRE'),\n",
       "    (59, 64, 'PLOT'),\n",
       "    (74, 85, 'ACTOR'),\n",
       "    (101, 111, 'RATINGS_AVERAGE')]}],\n",
       " ['show me a list of thrillers that are rated pg or pg 13',\n",
       "  {'entities': [(18, 27, 'GENRE'), (43, 45, 'RATING'), (49, 54, 'RATING')]}],\n",
       " ['what film genre is goodfellas', {'entities': [(19, 29, 'TITLE')]}],\n",
       " ['who voiced puss n boots in shrek',\n",
       "  {'entities': [(11, 23, 'CHARACTER'), (27, 32, 'TITLE')]}],\n",
       " ['who stars in the man who souled the world',\n",
       "  {'entities': [(13, 41, 'TITLE')]}],\n",
       " ['who played in the world is not enough', {'entities': [(14, 37, 'TITLE')]}],\n",
       " ['has roman polanski ever directed a movie that jim carrey was in',\n",
       "  {'entities': [(4, 18, 'DIRECTOR'), (46, 56, 'ACTOR')]}],\n",
       " ['what kostas karagiannis horror movies came out in the past decade',\n",
       "  {'entities': [(5, 23, 'DIRECTOR'), (24, 30, 'GENRE'), (54, 65, 'YEAR')]}],\n",
       " ['i want to find a movie starring sean connery made in the 2000s',\n",
       "  {'entities': [(32, 44, 'ACTOR')]}],\n",
       " ['please find the movie with matthew broderick plays hookey from high school with some friends',\n",
       "  {'entities': [(27, 44, 'ACTOR'), (45, 92, 'PLOT')]}],\n",
       " ['what is the first song annette sings in beach blanket bingo',\n",
       "  {'entities': [(12, 22, 'SONG'), (23, 30, 'CHARACTER'), (40, 59, 'TITLE')]}],\n",
       " ['show me the 1960s movie starring julie harris about a haunted house',\n",
       "  {'entities': [(12, 17, 'YEAR'), (33, 45, 'ACTOR')]}],\n",
       " ['find a basketball movie', {'entities': [(7, 17, 'PLOT')]}],\n",
       " ['name a fantasy that is pg 13',\n",
       "  {'entities': [(7, 14, 'GENRE'), (23, 28, 'RATING')]}],\n",
       " ['what is a drama directed by anthony hopkins that has a ratings average of five stars',\n",
       "  {'entities': [(10, 15, 'GENRE'),\n",
       "    (28, 43, 'DIRECTOR'),\n",
       "    (74, 84, 'RATINGS_AVERAGE')]}],\n",
       " ['id like a movie from the 1990 s starring malcolm mcdowell',\n",
       "  {'entities': [(25, 31, 'YEAR'), (41, 57, 'ACTOR')]}],\n",
       " ['list the dramatic movies from the 1980s starring donald sutherland',\n",
       "  {'entities': [(9, 17, 'GENRE'), (34, 39, 'YEAR'), (49, 66, 'ACTOR')]}],\n",
       " ['are there any new death race movies',\n",
       "  {'entities': [(14, 17, 'YEAR'), (18, 28, 'TITLE')]}],\n",
       " ['whats a documentary starring sean connery',\n",
       "  {'entities': [(8, 19, 'GENRE'), (29, 41, 'ACTOR')]}],\n",
       " ['is there a johnny depp mystery film that is highly recommended taking place in the 1950 s',\n",
       "  {'entities': [(11, 22, 'ACTOR'),\n",
       "    (23, 30, 'GENRE'),\n",
       "    (44, 62, 'RATINGS_AVERAGE'),\n",
       "    (83, 89, 'YEAR')]}],\n",
       " ['what pg action movie of the past four years was about a standoff and got all right ratings',\n",
       "  {'entities': [(5, 7, 'RATING'),\n",
       "    (8, 14, 'GENRE'),\n",
       "    (28, 43, 'YEAR'),\n",
       "    (56, 64, 'PLOT'),\n",
       "    (73, 82, 'RATINGS_AVERAGE')]}],\n",
       " ['show me all romantic movies from 1998',\n",
       "  {'entities': [(12, 20, 'GENRE'), (33, 37, 'YEAR')]}],\n",
       " ['did antoine fuqua direct a highly liked movie about experiments in the 1970 s',\n",
       "  {'entities': [(4, 17, 'DIRECTOR'),\n",
       "    (27, 39, 'RATINGS_AVERAGE'),\n",
       "    (52, 63, 'PLOT'),\n",
       "    (71, 77, 'YEAR')]}],\n",
       " ['what year did godfather 1 come out',\n",
       "  {'entities': [(5, 9, 'YEAR'), (14, 25, 'TITLE')]}],\n",
       " ['is there a movie called what if cannabis cured cancer',\n",
       "  {'entities': [(24, 53, 'TITLE')]}],\n",
       " ['in the heat of the night', {'entities': [(0, 24, 'TITLE')]}],\n",
       " ['do any cartoons have good reviews',\n",
       "  {'entities': [(7, 15, 'GENRE'), (21, 33, 'RATINGS_AVERAGE')]}],\n",
       " ['what is a really good bill cosby movie about a cia agent that came out in 1980',\n",
       "  {'entities': [(10, 21, 'RATINGS_AVERAGE'),\n",
       "    (22, 32, 'ACTOR'),\n",
       "    (47, 56, 'PLOT'),\n",
       "    (74, 78, 'YEAR')]}],\n",
       " ['what year was gone with the wind released',\n",
       "  {'entities': [(14, 32, 'TITLE')]}],\n",
       " ['was there an unrated documentary released in 2000',\n",
       "  {'entities': [(13, 20, 'RATING'), (21, 32, 'GENRE'), (45, 49, 'YEAR')]}],\n",
       " ['im looking for a documentary', {'entities': [(17, 28, 'GENRE')]}],\n",
       " ['which sci fi movie that michael bay directed as the highest ratings',\n",
       "  {'entities': [(6, 12, 'REVIEW'),\n",
       "    (24, 35, 'DIRECTOR'),\n",
       "    (52, 67, 'RATINGS_AVERAGE')]}],\n",
       " ['which movie had the quote hasta la vista', {'entities': []}],\n",
       " ['who directed scarface', {'entities': [(13, 21, 'TITLE')]}],\n",
       " ['find me the movie from the 1960s with the song my favorite things',\n",
       "  {'entities': [(27, 32, 'YEAR'), (47, 65, 'SONG')]}],\n",
       " ['list movies from the 1990s with bill murray',\n",
       "  {'entities': [(21, 26, 'YEAR'), (32, 43, 'ACTOR')]}],\n",
       " ['was steve mcqueen in a historical movie in the 1950 s',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (23, 33, 'GENRE'), (47, 53, 'YEAR')]}],\n",
       " ['what was the rating for taxi driver',\n",
       "  {'entities': [(13, 19, 'RATINGS_AVERAGE'), (24, 35, 'TITLE')]}],\n",
       " ['what is the title of the 1940 movie about a psychopath directed by peter segal that had a rating of eight',\n",
       "  {'entities': [(25, 29, 'YEAR'),\n",
       "    (44, 54, 'PLOT'),\n",
       "    (67, 78, 'DIRECTOR'),\n",
       "    (100, 105, 'RATINGS_AVERAGE')]}],\n",
       " ['find an action movie with al pacino',\n",
       "  {'entities': [(8, 14, 'GENRE'), (26, 35, 'ACTOR')]}],\n",
       " ['find me the movie with the song my heart will go on',\n",
       "  {'entities': [(32, 51, 'SONG')]}],\n",
       " ['what is steel magnolias rated', {'entities': [(8, 23, 'TITLE')]}],\n",
       " ['i would like a movie that involves people with blindness',\n",
       "  {'entities': [(47, 56, 'TITLE')]}],\n",
       " ['has christopher nolan ever directed an independent film in the 1990 s',\n",
       "  {'entities': [(4, 21, 'DIRECTOR'), (39, 50, 'GENRE'), (63, 69, 'YEAR')]}],\n",
       " ['what was the best selling movie released in 1995',\n",
       "  {'entities': [(13, 25, 'RATINGS_AVERAGE'), (44, 48, 'YEAR')]}],\n",
       " ['in the last three decades what biography rated pg 13 was directed by gregory bayne',\n",
       "  {'entities': [(7, 25, 'YEAR'),\n",
       "    (31, 40, 'GENRE'),\n",
       "    (47, 52, 'RATING'),\n",
       "    (69, 82, 'DIRECTOR')]}],\n",
       " ['what are some horror movies starring john pankov',\n",
       "  {'entities': [(14, 20, 'GENRE'), (37, 48, 'ACTOR')]}],\n",
       " ['in the last nine decades was there an nc 17 portrait memorial movie that did all right',\n",
       "  {'entities': [(7, 24, 'YEAR'),\n",
       "    (38, 43, 'RATING'),\n",
       "    (44, 52, 'GENRE'),\n",
       "    (53, 61, 'PLOT'),\n",
       "    (77, 86, 'RATINGS_AVERAGE')]}],\n",
       " ['could you point me in the direction where i might find return of the ghostbusters movie',\n",
       "  {'entities': [(55, 81, 'TITLE')]}],\n",
       " ['what is a good g rated mockumentary',\n",
       "  {'entities': [(15, 16, 'RATING'), (23, 35, 'GENRE')]}],\n",
       " ['has gary cooper been in any r rated biographical films',\n",
       "  {'entities': [(4, 15, 'ACTOR'), (28, 29, 'RATING'), (36, 48, 'GENRE')]}],\n",
       " ['what did critics think about the wrestler',\n",
       "  {'entities': [(29, 41, 'TITLE')]}],\n",
       " ['find a star trek movie with klingons in it',\n",
       "  {'entities': [(7, 22, 'TITLE'), (28, 36, 'PLOT')]}],\n",
       " ['list a movie titled furry vengeance', {'entities': [(20, 35, 'TITLE')]}],\n",
       " ['saving private ryan', {'entities': [(0, 19, 'TITLE')]}],\n",
       " ['what is a good thriller movie directed by michael bay',\n",
       "  {'entities': [(15, 23, 'GENRE'), (42, 53, 'DIRECTOR')]}],\n",
       " ['i want a historic drama with a g rating',\n",
       "  {'entities': [(9, 23, 'GENRE'), (31, 39, 'RATING')]}],\n",
       " ['is there a r rated movie starring elizabeth gracen from the last six years',\n",
       "  {'entities': [(11, 12, 'RATING'), (34, 50, 'ACTOR'), (60, 74, 'YEAR')]}],\n",
       " ['do you have a suspense film rated g rated four and directed by robert michael lewis',\n",
       "  {'entities': [(14, 22, 'GENRE'),\n",
       "    (34, 35, 'RATING'),\n",
       "    (42, 46, 'RATINGS_AVERAGE'),\n",
       "    (63, 83, 'DIRECTOR')]}],\n",
       " ['what are the ratings of all the harry potter movies',\n",
       "  {'entities': [(32, 44, 'TITLE')]}],\n",
       " ['list a western with a rating of nc 17 and starring jennifer jason leigh',\n",
       "  {'entities': [(7, 14, 'GENRE'), (32, 37, 'RATING'), (51, 71, 'ACTOR')]}],\n",
       " ['what year did the secret of the ooze come out',\n",
       "  {'entities': [(14, 36, 'TITLE')]}],\n",
       " ['list some movies about a saloon from the last three years',\n",
       "  {'entities': [(25, 31, 'PLOT'), (41, 57, 'YEAR')]}],\n",
       " ['what is the title of a film from the 1970 s starring dave morse about the police and the underworld',\n",
       "  {'entities': [(37, 43, 'YEAR'),\n",
       "    (53, 63, 'ACTOR'),\n",
       "    (74, 80, 'GENRE'),\n",
       "    (89, 99, 'PLOT')]}],\n",
       " ['what is a good 1990 s adventure movie revolving around a police chase',\n",
       "  {'entities': [(15, 21, 'YEAR'), (22, 31, 'GENRE'), (57, 69, 'PLOT')]}],\n",
       " ['what is a 1960 s six stars documentary',\n",
       "  {'entities': [(10, 16, 'YEAR'),\n",
       "    (17, 26, 'RATINGS_AVERAGE'),\n",
       "    (27, 38, 'GENRE')]}],\n",
       " ['did james dean star in any love stories',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (27, 39, 'GENRE')]}],\n",
       " ['what is a documentary that was rated pg 13 in 2010 that was directed by john connolly',\n",
       "  {'entities': [(10, 21, 'GENRE'),\n",
       "    (37, 42, 'RATING'),\n",
       "    (46, 50, 'YEAR'),\n",
       "    (72, 85, 'DIRECTOR')]}],\n",
       " ['what 2010 movie last year starred brian thompson and was technically a spaghetti western',\n",
       "  {'entities': [(5, 9, 'YEAR'), (34, 48, 'ACTOR'), (71, 88, 'GENRE')]}],\n",
       " ['list the r rated best picture oscar winners',\n",
       "  {'entities': [(9, 10, 'RATING'), (17, 29, 'RATINGS_AVERAGE')]}],\n",
       " ['whats a 1950s bernard herman soundtrack film',\n",
       "  {'entities': [(8, 13, 'YEAR'), (14, 28, 'SONG')]}],\n",
       " ['is there an nc 17 rated film starring mira sorvino set in 1970',\n",
       "  {'entities': [(12, 17, 'RATING'), (38, 50, 'ACTOR'), (58, 62, 'YEAR')]}],\n",
       " ['what pg 13 movie about embezzlement did jo menell direct last year that people considered to be good',\n",
       "  {'entities': [(5, 10, 'RATING'),\n",
       "    (23, 35, 'PLOT'),\n",
       "    (40, 49, 'DIRECTOR'),\n",
       "    (57, 66, 'YEAR'),\n",
       "    (96, 100, 'RATINGS_AVERAGE')]}],\n",
       " ['a 2010 pg 13 movie that stars actress lena horne in a army life plot line',\n",
       "  {'entities': [(2, 6, 'YEAR'),\n",
       "    (7, 12, 'RATING'),\n",
       "    (38, 48, 'ACTOR'),\n",
       "    (54, 63, 'PLOT')]}],\n",
       " ['in the past seven decades what critically acclaimed r rated history movie was tori spelling in',\n",
       "  {'entities': [(7, 25, 'YEAR'),\n",
       "    (31, 51, 'RATINGS_AVERAGE'),\n",
       "    (52, 53, 'RATING'),\n",
       "    (60, 67, 'GENRE'),\n",
       "    (78, 91, 'ACTOR')]}],\n",
       " ['name a pg 13 film of the last nine years featuring david prowse',\n",
       "  {'entities': [(7, 12, 'RATING'), (25, 40, 'YEAR'), (51, 63, 'ACTOR')]}],\n",
       " ['what was the best crime film directed by federico fellini',\n",
       "  {'entities': [(18, 23, 'GENRE'), (41, 57, 'DIRECTOR')]}],\n",
       " ['mention a drama from the last four decades with a rating of at least eight',\n",
       "  {'entities': [(10, 15, 'GENRE'),\n",
       "    (25, 42, 'YEAR'),\n",
       "    (69, 74, 'RATINGS_AVERAGE')]}],\n",
       " ['what is the 2010 action movie stars maria bello',\n",
       "  {'entities': [(12, 16, 'YEAR'), (17, 23, 'GENRE'), (36, 47, 'ACTOR')]}],\n",
       " ['name a unrated really popular paul reiser movie from the last eight years',\n",
       "  {'entities': [(7, 14, 'RATING'),\n",
       "    (15, 29, 'RATINGS_AVERAGE'),\n",
       "    (30, 41, 'ACTOR'),\n",
       "    (57, 73, 'YEAR')]}],\n",
       " ['name the director of the film disfigured',\n",
       "  {'entities': [(30, 40, 'TITLE')]}],\n",
       " ['in which science fiction movie ewan mcgregor collaborates with scarlett johansson',\n",
       "  {'entities': [(31, 44, 'ACTOR'), (63, 81, 'ACTOR')]}],\n",
       " ['when did necromentia come out', {'entities': [(9, 20, 'TITLE')]}],\n",
       " ['show me a list of movies with a character called indiana jones from the 1980s',\n",
       "  {'entities': [(49, 62, 'CHARACTER'), (72, 77, 'YEAR')]}],\n",
       " ['in what film is the lead character an animal',\n",
       "  {'entities': [(38, 44, 'CHARACTER')]}],\n",
       " ['show me jim carrey comedies from the 1990s',\n",
       "  {'entities': [(8, 18, 'ACTOR'), (19, 27, 'GENRE'), (37, 42, 'YEAR')]}],\n",
       " ['in what movie did britanny murphy last made an appearance',\n",
       "  {'entities': [(18, 33, 'ACTOR')]}],\n",
       " ['what avant garde movies came out in the 2010 s',\n",
       "  {'entities': [(5, 16, 'GENRE'), (40, 46, 'YEAR')]}],\n",
       " ['what movies is alan rickman in', {'entities': [(15, 27, 'ACTOR')]}],\n",
       " ['id like to see a musical starring robert redford that received at least an average rating',\n",
       "  {'entities': [(17, 24, 'GENRE'),\n",
       "    (34, 48, 'ACTOR'),\n",
       "    (75, 82, 'RATINGS_AVERAGE')]}],\n",
       " ['is the wild bunch an r rated western',\n",
       "  {'entities': [(21, 22, 'RATING'), (29, 36, 'GENRE')]}],\n",
       " ['where can i see a trailer for the new jason bourne film',\n",
       "  {'entities': [(38, 50, 'CHARACTER')]}],\n",
       " ['who was the lead role in space balls', {'entities': [(25, 36, 'TITLE')]}],\n",
       " ['what are some films from the past seven years in the comedy genre',\n",
       "  {'entities': [(29, 45, 'YEAR'), (53, 59, 'GENRE')]}],\n",
       " ['looking for a good rated r movie that andrew stevens directed that involved infidelity',\n",
       "  {'entities': [(14, 18, 'RATINGS_AVERAGE'),\n",
       "    (25, 26, 'RATING'),\n",
       "    (38, 52, 'DIRECTOR'),\n",
       "    (76, 86, 'PLOT')]}],\n",
       " ['what is the movie divine secrets of the ya ya sisterhood about',\n",
       "  {'entities': [(18, 56, 'TITLE')]}],\n",
       " ['can i see a list of the best adventure movies from 2005',\n",
       "  {'entities': [(29, 38, 'GENRE'), (51, 55, 'YEAR')]}],\n",
       " ['what critically heralded police drama featuring jack nicholson was adapted from a chinese trilogy',\n",
       "  {'entities': [(5, 24, 'RATINGS_AVERAGE'),\n",
       "    (25, 31, 'PLOT'),\n",
       "    (32, 37, 'GENRE'),\n",
       "    (48, 62, 'ACTOR')]}],\n",
       " ['who is the leading actor of the latest mission impossible movie',\n",
       "  {'entities': [(39, 57, 'TITLE')]}],\n",
       " ['do you know where i can find a movie about a mistress that was made in the 1970 s with a pg 13 rating',\n",
       "  {'entities': [(45, 53, 'PLOT'), (75, 81, 'YEAR'), (89, 94, 'RATING')]}],\n",
       " ['find me the movie with the song animal crackers in my soup',\n",
       "  {'entities': [(32, 58, 'SONG')]}],\n",
       " ['show me a disney film with a princess',\n",
       "  {'entities': [(10, 16, 'GENRE'), (27, 37, 'PLOT')]}],\n",
       " ['are there any films with the average rating of seven stars starring elizabeth gracen',\n",
       "  {'entities': [(47, 58, 'RATINGS_AVERAGE'), (68, 84, 'ACTOR')]}],\n",
       " ['i am looking for recommendations for a good short film',\n",
       "  {'entities': [(44, 49, 'GENRE')]}],\n",
       " ['what funny r rated movie about las vegas was made in the 1980 s',\n",
       "  {'entities': [(5, 10, 'GENRE'),\n",
       "    (11, 12, 'RATING'),\n",
       "    (31, 40, 'PLOT'),\n",
       "    (57, 63, 'YEAR')]}],\n",
       " ['which musicals are rated r',\n",
       "  {'entities': [(6, 14, 'GENRE'), (25, 26, 'RATING')]}],\n",
       " ['was sylvester stallone ever in a four star movie that involved execution in the last two decades',\n",
       "  {'entities': [(4, 22, 'ACTOR'),\n",
       "    (33, 37, 'RATINGS_AVERAGE'),\n",
       "    (63, 72, 'PLOT'),\n",
       "    (80, 96, 'YEAR')]}],\n",
       " ['which cowboy movie had the song wanderin star in it',\n",
       "  {'entities': [(6, 12, 'PLOT'), (32, 45, 'SONG')]}],\n",
       " ['did alfred hitchcock make any comedies during the 1940s',\n",
       "  {'entities': [(4, 20, 'DIRECTOR'), (30, 38, 'GENRE'), (50, 55, 'YEAR')]}],\n",
       " ['find action movies fron the 90s that star arnold schwarzenegger',\n",
       "  {'entities': [(5, 11, 'GENRE'), (28, 31, 'YEAR'), (42, 63, 'ACTOR')]}],\n",
       " ['list a movie released in 2010 s that is science fiction and rated pg 13',\n",
       "  {'entities': [(25, 31, 'YEAR'), (40, 55, 'GENRE'), (66, 71, 'RATING')]}],\n",
       " ['i would like a list of comedy movies directed by matthew asner from the past decade',\n",
       "  {'entities': [(23, 29, 'GENRE'), (49, 62, 'DIRECTOR'), (72, 83, 'YEAR')]}],\n",
       " ['find me the latest movie released that has jeremy renner in it',\n",
       "  {'entities': [(12, 18, 'YEAR'), (43, 56, 'ACTOR')]}],\n",
       " ['was there a g rated thriller directed by leah sturgis that received four stars released in the past decade',\n",
       "  {'entities': [(12, 13, 'RATING'),\n",
       "    (20, 28, 'GENRE'),\n",
       "    (41, 53, 'DIRECTOR'),\n",
       "    (68, 72, 'RATINGS_AVERAGE'),\n",
       "    (95, 106, 'YEAR')]}],\n",
       " ['in the last five decades did brittany daniel act in an r rated wildlife movie',\n",
       "  {'entities': [(7, 24, 'YEAR'),\n",
       "    (29, 44, 'ACTOR'),\n",
       "    (55, 56, 'RATING'),\n",
       "    (63, 71, 'PLOT')]}],\n",
       " ['what r rated war movies featuring john pankov were very popular',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 16, 'GENRE'),\n",
       "    (34, 45, 'ACTOR'),\n",
       "    (51, 63, 'RATINGS_AVERAGE')]}],\n",
       " ['show me musicals starring julie andrews that were rated five stars',\n",
       "  {'entities': [(8, 16, 'GENRE'),\n",
       "    (26, 39, 'ACTOR'),\n",
       "    (50, 66, 'RATINGS_AVERAGE')]}],\n",
       " ['what nc 17 film was about a kid directed by andrew gurland',\n",
       "  {'entities': [(5, 10, 'RATING'), (28, 31, 'GENRE'), (44, 58, 'DIRECTOR')]}],\n",
       " ['what science fiction films were made in the past two years',\n",
       "  {'entities': [(5, 20, 'GENRE'), (44, 58, 'YEAR')]}],\n",
       " ['did spencer tracy ever do a fantasy movie',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (28, 35, 'GENRE')]}],\n",
       " ['how many friday the 13th movies were made',\n",
       "  {'entities': [(9, 24, 'TITLE')]}],\n",
       " ['how many different films are titled double indemnity',\n",
       "  {'entities': [(36, 52, 'TITLE')]}],\n",
       " ['who stars in cemetery junction', {'entities': [(13, 30, 'TITLE')]}],\n",
       " ['what is your favorite western movie', {'entities': [(22, 29, 'GENRE')]}],\n",
       " ['find me the movie with the song my heart will go on',\n",
       "  {'entities': [(32, 51, 'SONG')]}],\n",
       " ['show me all the movies in 2000s', {'entities': [(26, 31, 'YEAR')]}],\n",
       " ['is there a science fiction film that starts above ground leaves it then returns',\n",
       "  {'entities': [(11, 26, 'GENRE'), (44, 79, 'PLOT')]}],\n",
       " ['did james cameron ever direct a mockumentary',\n",
       "  {'entities': [(4, 17, 'DIRECTOR'), (32, 44, 'GENRE')]}],\n",
       " ['what is the movie the botany of desire about',\n",
       "  {'entities': [(18, 38, 'TITLE')]}],\n",
       " ['show me a movie starring ashton kutcher',\n",
       "  {'entities': [(25, 39, 'ACTOR')]}],\n",
       " ['what year was the texas chain saw massacre',\n",
       "  {'entities': [(14, 42, 'TITLE')]}],\n",
       " ['name the title music of blade runner', {'entities': [(24, 36, 'TITLE')]}],\n",
       " ['has sean penn ever been in a war movie',\n",
       "  {'entities': [(4, 13, 'ACTOR'), (29, 32, 'GENRE')]}],\n",
       " ['who was the supporting actor in eagle eye',\n",
       "  {'entities': [(32, 41, 'TITLE')]}],\n",
       " ['when did snatch come out', {'entities': [(9, 15, 'TITLE')]}],\n",
       " ['what is the name of the documentary movie that was liked a lot and featured matthew modine',\n",
       "  {'entities': [(24, 35, 'GENRE'),\n",
       "    (47, 62, 'RATINGS_AVERAGE'),\n",
       "    (76, 90, 'ACTOR')]}],\n",
       " ['what musical was rated well in the last four years directed by saul dibb',\n",
       "  {'entities': [(5, 12, 'GENRE'),\n",
       "    (17, 27, 'RATINGS_AVERAGE'),\n",
       "    (35, 50, 'YEAR'),\n",
       "    (63, 72, 'DIRECTOR')]}],\n",
       " ['what 90s movies had brad pitt in them',\n",
       "  {'entities': [(5, 8, 'YEAR'), (20, 29, 'ACTOR')]}],\n",
       " ['what are some r rated family films directed by terry george',\n",
       "  {'entities': [(14, 15, 'RATING'), (22, 28, 'GENRE'), (47, 59, 'DIRECTOR')]}],\n",
       " ['is there an adventure movie in the past three decades that was directed by boaz yakin that had a rating of about five',\n",
       "  {'entities': [(12, 21, 'GENRE'),\n",
       "    (35, 53, 'YEAR'),\n",
       "    (75, 85, 'DIRECTOR'),\n",
       "    (113, 117, 'RATINGS_AVERAGE')]}],\n",
       " ['tell me about the movie the order', {'entities': [(24, 33, 'TITLE')]}],\n",
       " ['what pg 13 movies was kate winslet in',\n",
       "  {'entities': [(5, 10, 'RATING'), (22, 34, 'ACTOR')]}],\n",
       " ['who played the role of jack in the nightmare before christmas',\n",
       "  {'entities': [(23, 27, 'CHARACTER'), (31, 61, 'TITLE')]}],\n",
       " ['is there a sci fi movie with actor billy madison from the 1960 s',\n",
       "  {'entities': [(11, 17, 'GENRE'), (35, 48, 'ACTOR'), (58, 64, 'YEAR')]}],\n",
       " ['find the movie with chevy chase and goldie hawn',\n",
       "  {'entities': [(20, 31, 'ACTOR'), (36, 47, 'ACTOR')]}],\n",
       " ['is there any good scary movies about a mysterious death',\n",
       "  {'entities': [(18, 23, 'GENRE'), (39, 55, 'PLOT')]}],\n",
       " ['find a film called le samoura', {'entities': [(19, 29, 'TITLE')]}],\n",
       " ['what r rated documentary was made in the 2000 s and considered to be average',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 24, 'GENRE'),\n",
       "    (41, 47, 'YEAR'),\n",
       "    (69, 76, 'RATINGS_AVERAGE')]}],\n",
       " ['show me movies with the highest viewer rating from 1972',\n",
       "  {'entities': [(24, 31, 'REVIEW'), (51, 55, 'YEAR')]}],\n",
       " ['horror with a character named freddy kruger',\n",
       "  {'entities': [(0, 6, 'GENRE'), (30, 43, 'CHARACTER')]}],\n",
       " ['show me boxing movies', {'entities': [(8, 14, 'PLOT')]}],\n",
       " ['on what film did brandon lee last seen', {'entities': [(17, 28, 'ACTOR')]}],\n",
       " ['where can i find r rated history films from the year 1970',\n",
       "  {'entities': [(17, 18, 'RATING'), (25, 32, 'GENRE'), (53, 57, 'YEAR')]}],\n",
       " ['does hunger games have a soundtrack album',\n",
       "  {'entities': [(5, 17, 'TITLE')]}],\n",
       " ['find comedy movies staring john candy',\n",
       "  {'entities': [(5, 11, 'GENRE'), (27, 37, 'ACTOR')]}],\n",
       " ['citizen kane', {'entities': [(0, 12, 'TITLE')]}],\n",
       " ['list all r richard burgi documentary made in the past four years with a nine stars rating',\n",
       "  {'entities': [(9, 10, 'RATING'),\n",
       "    (11, 24, 'ACTOR'),\n",
       "    (25, 36, 'GENRE'),\n",
       "    (49, 64, 'YEAR'),\n",
       "    (72, 82, 'RATINGS_AVERAGE')]}],\n",
       " ['what was the name of the movie with robert de niro and ben stiller',\n",
       "  {'entities': [(36, 66, 'ACTOR')]}],\n",
       " ['is there a psychological movie about an investigation',\n",
       "  {'entities': [(11, 24, 'GENRE'), (40, 53, 'PLOT')]}],\n",
       " ['what crime movie that came out in the last two decades got a rating of four',\n",
       "  {'entities': [(5, 10, 'GENRE'),\n",
       "    (38, 54, 'YEAR'),\n",
       "    (71, 75, 'RATINGS_AVERAGE')]}],\n",
       " ['what is the average rating for satans little helper',\n",
       "  {'entities': [(31, 51, 'TITLE')]}],\n",
       " ['did humphrey bogart star in any roman polanski films',\n",
       "  {'entities': [(4, 19, 'ACTOR'), (32, 46, 'DIRECTOR')]}],\n",
       " ['what movies has francis ford coppola directed',\n",
       "  {'entities': [(16, 36, 'DIRECTOR')]}],\n",
       " ['what movies has orson welles directed',\n",
       "  {'entities': [(16, 28, 'DIRECTOR')]}],\n",
       " ['whats that kate jackson movie that scored a six',\n",
       "  {'entities': [(11, 23, 'ACTOR'), (44, 47, 'RATINGS_AVERAGE')]}],\n",
       " ['what is a hugh jackman war film that takes place in the 1970 s',\n",
       "  {'entities': [(10, 22, 'ACTOR'), (23, 26, 'GENRE'), (56, 62, 'YEAR')]}],\n",
       " ['what did critics think of the wiz',\n",
       "  {'entities': [(9, 16, 'RATINGS_AVERAGE'), (26, 33, 'TITLE')]}],\n",
       " ['what is a pg rated drama in the past six decades',\n",
       "  {'entities': [(10, 12, 'RATING'), (19, 24, 'GENRE'), (32, 48, 'YEAR')]}],\n",
       " ['what is a rated g romance from the 2000 s',\n",
       "  {'entities': [(16, 17, 'RATING'), (18, 25, 'GENRE'), (35, 41, 'YEAR')]}],\n",
       " ['what nc 17 drama movie did elizabeth montgomery starred in the 1960',\n",
       "  {'entities': [(5, 10, 'RATING'),\n",
       "    (11, 16, 'GENRE'),\n",
       "    (27, 47, 'ACTOR'),\n",
       "    (63, 67, 'YEAR')]}],\n",
       " ['list violent rated r films',\n",
       "  {'entities': [(5, 12, 'GENRE'), (19, 20, 'RATING')]}],\n",
       " ['is there an adventure movie about dual identities from the 1950 s with a rating of seven',\n",
       "  {'entities': [(12, 21, 'GENRE'),\n",
       "    (34, 49, 'PLOT'),\n",
       "    (59, 65, 'YEAR'),\n",
       "    (83, 88, 'RATINGS_AVERAGE')]}],\n",
       " ['whats the best romantic comedy', {'entities': [(15, 30, 'GENRE')]}],\n",
       " ['i want to see some short clips of the movie with indiana jones',\n",
       "  {'entities': [(25, 30, 'TRAILER'), (49, 62, 'CHARACTER')]}],\n",
       " ['who is in justin time', {'entities': [(10, 21, 'TITLE')]}],\n",
       " ['what is the most famous movie stanley kubrick ever directed',\n",
       "  {'entities': [(30, 45, 'DIRECTOR')]}],\n",
       " ['is there a thriller that is highly anticipated due to come out soon',\n",
       "  {'entities': [(11, 19, 'GENRE')]}],\n",
       " ['is there a musical crossdressing film', {'entities': [(11, 32, 'PLOT')]}],\n",
       " ['last movie to star sean connery', {'entities': [(19, 31, 'ACTOR')]}],\n",
       " ['has heath ledger ever been in a highly rated comedy',\n",
       "  {'entities': [(4, 16, 'ACTOR'),\n",
       "    (32, 44, 'RATINGS_AVERAGE'),\n",
       "    (45, 51, 'GENRE')]}],\n",
       " ['are there any pg movies out with a female lead',\n",
       "  {'entities': [(14, 16, 'RATING')]}],\n",
       " ['can you tell me more about the movie repos',\n",
       "  {'entities': [(37, 42, 'TITLE')]}],\n",
       " ['what is the name of the 2010 movie rater r starring jim carrey that is just all right',\n",
       "  {'entities': [(24, 28, 'YEAR'),\n",
       "    (41, 42, 'RATING'),\n",
       "    (52, 62, 'ACTOR'),\n",
       "    (76, 85, 'RATINGS_AVERAGE')]}],\n",
       " ['who plays the voice of nemo in finding nemo',\n",
       "  {'entities': [(23, 27, 'CHARACTER'), (31, 43, 'TITLE')]}],\n",
       " ['did tina fey write any screenplays', {'entities': [(4, 12, 'ACTOR')]}],\n",
       " ['find a farce filmed in italy', {'entities': [(23, 28, 'PLOT')]}],\n",
       " ['find a comedy that stars val kilmer',\n",
       "  {'entities': [(7, 13, 'GENRE'), (25, 35, 'ACTOR')]}],\n",
       " ['what is the next drama movie due to be released',\n",
       "  {'entities': [(17, 22, 'GENRE')]}],\n",
       " ['a must see r rated romantic comedy that centers on abortion staring janeane garofolo',\n",
       "  {'entities': [(2, 10, 'RATINGS_AVERAGE'),\n",
       "    (11, 12, 'RATING'),\n",
       "    (19, 34, 'GENRE'),\n",
       "    (51, 59, 'PLOT'),\n",
       "    (68, 84, 'ACTOR')]}],\n",
       " ['how many zombie movies were made in the 1980s',\n",
       "  {'entities': [(9, 15, 'PLOT'), (40, 45, 'YEAR')]}],\n",
       " ['what is a good r rated sport movie released within the last eight years',\n",
       "  {'entities': [(15, 16, 'RATING'), (23, 28, 'GENRE'), (55, 71, 'YEAR')]}],\n",
       " ['show me the year the first superman movie was released',\n",
       "  {'entities': [(27, 35, 'TITLE')]}],\n",
       " ['show me an action movie with keanu reeves',\n",
       "  {'entities': [(11, 17, 'GENRE'), (29, 41, 'ACTOR')]}],\n",
       " ['what is the first movie martin sheen starred in',\n",
       "  {'entities': [(24, 36, 'ACTOR')]}],\n",
       " ['show me all daniel day lewis movies', {'entities': [(12, 28, 'ACTOR')]}],\n",
       " ['was there a soundtrack to rope', {'entities': [(26, 30, 'TITLE')]}],\n",
       " ['what is the name of don coscarellis adventure film from 2000',\n",
       "  {'entities': [(20, 35, 'DIRECTOR'), (36, 45, 'GENRE'), (56, 60, 'YEAR')]}],\n",
       " ['find a john malcovich weird comedy',\n",
       "  {'entities': [(7, 21, 'ACTOR'), (28, 34, 'GENRE')]}],\n",
       " ['i would like to watch a musical that has excellent ratings by orson welles',\n",
       "  {'entities': [(24, 31, 'GENRE'),\n",
       "    (37, 58, 'RATINGS_AVERAGE'),\n",
       "    (62, 74, 'DIRECTOR')]}],\n",
       " ['what movie won the best animation oscar in 1990',\n",
       "  {'entities': [(24, 33, 'GENRE')]}],\n",
       " ['what movie was britney spears in where she sang satisfaction',\n",
       "  {'entities': [(15, 29, 'ACTOR'), (48, 60, 'SONG')]}],\n",
       " ['what was the name of the book that the movie i am legend was based on',\n",
       "  {'entities': [(45, 56, 'TITLE')]}],\n",
       " ['what is luster about', {'entities': [(8, 14, 'TITLE')]}],\n",
       " ['id like to find a war movie directed by david stuart that has excellent ratings',\n",
       "  {'entities': [(18, 21, 'GENRE'),\n",
       "    (40, 52, 'DIRECTOR'),\n",
       "    (62, 79, 'RATINGS_AVERAGE')]}],\n",
       " ['what is a really good pg 13 family movie which came out within the last seven years',\n",
       "  {'entities': [(10, 21, 'RATINGS_AVERAGE'),\n",
       "    (22, 27, 'RATING'),\n",
       "    (28, 34, 'GENRE'),\n",
       "    (67, 83, 'YEAR')]}],\n",
       " ['find a review of pretty woman', {'entities': [(17, 29, 'TITLE')]}],\n",
       " ['summarize the plot of the serpent and the rainbow',\n",
       "  {'entities': [(22, 49, 'TITLE')]}],\n",
       " ['are there mel gibson movies that are dramas from the 1950 s',\n",
       "  {'entities': [(10, 20, 'ACTOR'), (37, 43, 'GENRE'), (53, 59, 'YEAR')]}],\n",
       " ['what is a thriller with excellent ratings that came out in the last seven years and has the actor a j langer in it',\n",
       "  {'entities': [(10, 18, 'GENRE'),\n",
       "    (24, 41, 'RATINGS_AVERAGE'),\n",
       "    (63, 79, 'YEAR'),\n",
       "    (98, 108, 'ACTOR')]}],\n",
       " ['is there wall e movie', {'entities': [(9, 15, 'TITLE')]}],\n",
       " ['did steven spielberg direct any r rated movies',\n",
       "  {'entities': [(4, 20, 'DIRECTOR'), (32, 39, 'RATING')]}],\n",
       " ['are there any horror movies with cheerleaders',\n",
       "  {'entities': [(14, 20, 'GENRE'), (33, 45, 'PLOT')]}],\n",
       " ['was brick joseph gordon leavitts acting debut',\n",
       "  {'entities': [(10, 32, 'ACTOR')]}],\n",
       " ['in the last seven decades what movies was karen allen in',\n",
       "  {'entities': [(7, 25, 'YEAR'), (42, 53, 'ACTOR')]}],\n",
       " ['list a mystery movie which director is mel brooks',\n",
       "  {'entities': [(7, 14, 'GENRE'), (39, 49, 'DIRECTOR')]}],\n",
       " ['what is the plot of the uninvited', {'entities': [(20, 33, 'TITLE')]}],\n",
       " ['do you have any sigourney weaver rated r horror movies from 1960 with highly liked ratings',\n",
       "  {'entities': [(16, 32, 'ACTOR'),\n",
       "    (39, 40, 'RATING'),\n",
       "    (41, 47, 'GENRE'),\n",
       "    (60, 64, 'YEAR'),\n",
       "    (70, 82, 'RATINGS_AVERAGE')]}],\n",
       " ['how many movie star tom hanks', {'entities': [(20, 29, 'ACTOR')]}],\n",
       " ['list rated r action movies',\n",
       "  {'entities': [(11, 12, 'RATING'), (13, 19, 'GENRE')]}],\n",
       " ['i want to watch a great childrens movie',\n",
       "  {'entities': [(18, 23, 'REVIEW'), (24, 33, 'GENRE')]}],\n",
       " ['what are some romantic dramas from 2003',\n",
       "  {'entities': [(14, 22, 'GENRE'), (35, 39, 'YEAR')]}],\n",
       " ['in what movie did michael keaton play batman',\n",
       "  {'entities': [(18, 32, 'ACTOR'), (38, 44, 'TITLE')]}],\n",
       " ['a list of all the crime movies ever made in 2011',\n",
       "  {'entities': [(18, 23, 'GENRE')]}],\n",
       " ['list family rated movies with rupert everet that had all right reviews',\n",
       "  {'entities': [(5, 11, 'GENRE'),\n",
       "    (30, 43, 'ACTOR'),\n",
       "    (53, 62, 'RATINGS_AVERAGE')]}],\n",
       " ['what family movie is highly recommended from the 1950 s directed by david munro',\n",
       "  {'entities': [(5, 11, 'GENRE'),\n",
       "    (21, 39, 'RATINGS_AVERAGE'),\n",
       "    (49, 55, 'YEAR'),\n",
       "    (68, 79, 'DIRECTOR')]}],\n",
       " ['is there an action featuring a near death experience that got five stars',\n",
       "  {'entities': [(12, 18, 'GENRE'),\n",
       "    (31, 52, 'PLOT'),\n",
       "    (62, 66, 'RATINGS_AVERAGE')]}],\n",
       " ['did federico fellini star in a war movie',\n",
       "  {'entities': [(4, 20, 'DIRECTOR'), (31, 34, 'GENRE')]}],\n",
       " ['what has half bakeds start rating',\n",
       "  {'entities': [(9, 20, 'TITLE'), (21, 33, 'RATINGS_AVERAGE')]}],\n",
       " ['what was the movie about a boy prodigy pianist',\n",
       "  {'entities': [(27, 46, 'PLOT')]}],\n",
       " ['what avant garde films are there that are g rated',\n",
       "  {'entities': [(5, 16, 'GENRE'), (42, 43, 'RATING')]}],\n",
       " ['what was up rated', {'entities': [(9, 11, 'TITLE'), (12, 17, 'RATING')]}],\n",
       " ['which actor starred in zoolander and heavyweights',\n",
       "  {'entities': [(23, 32, 'TITLE'), (37, 49, 'TITLE')]}],\n",
       " ['id like a boxing film from the 1940s',\n",
       "  {'entities': [(10, 16, 'PLOT'), (31, 36, 'YEAR')]}],\n",
       " ['what was a john boorman science fiction film',\n",
       "  {'entities': [(11, 23, 'ACTOR'), (24, 39, 'GENRE')]}],\n",
       " ['find me a review on in the land of blood and honey',\n",
       "  {'entities': [(20, 50, 'TITLE')]}],\n",
       " ['did a horror movie starring marcy walker open in the past six years and receive seven stars',\n",
       "  {'entities': [(6, 12, 'GENRE'),\n",
       "    (28, 40, 'ACTOR'),\n",
       "    (53, 67, 'YEAR'),\n",
       "    (80, 91, 'RATINGS_AVERAGE')]}],\n",
       " ['has wes anderson ever directed a disaster movie',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (33, 41, 'GENRE')]}],\n",
       " ['what movies starring deforest kelly were liked by many viewers',\n",
       "  {'entities': [(21, 35, 'ACTOR'), (41, 54, 'RATINGS_AVERAGE')]}],\n",
       " ['find a film called duck soup', {'entities': [(19, 28, 'TITLE')]}],\n",
       " ['a mockumentary film with decent ratings in the 1980 s with an r rating',\n",
       "  {'entities': [(2, 14, 'GENRE'),\n",
       "    (25, 31, 'RATINGS_AVERAGE'),\n",
       "    (47, 53, 'YEAR'),\n",
       "    (62, 63, 'RATING')]}],\n",
       " ['name a movie where cars are important to the plot',\n",
       "  {'entities': [(19, 23, 'PLOT')]}],\n",
       " ['what is the name of the unrated mockumentary that came out this year and got a rating of five stars',\n",
       "  {'entities': [(24, 31, 'RATING'),\n",
       "    (32, 44, 'GENRE'),\n",
       "    (59, 68, 'YEAR'),\n",
       "    (89, 99, 'RATINGS_AVERAGE')]}],\n",
       " ['what movies was christopher walken in that are crime movies',\n",
       "  {'entities': [(16, 34, 'ACTOR'), (47, 52, 'GENRE')]}],\n",
       " ['which film by james cameron pioneered new cgi techniques',\n",
       "  {'entities': [(14, 27, 'DIRECTOR'), (28, 56, 'REVIEW')]}],\n",
       " ['aside from the harry potter movies on what horror film did daniel radcliffe stars',\n",
       "  {'entities': [(15, 27, 'TITLE')]}],\n",
       " ['find a review fir silence of the lambs', {'entities': [(18, 38, 'TITLE')]}],\n",
       " ['what is a 2010 s movie with violence with good ratings rated nc 17',\n",
       "  {'entities': [(10, 16, 'YEAR'),\n",
       "    (28, 36, 'PLOT'),\n",
       "    (42, 54, 'RATINGS_AVERAGE'),\n",
       "    (61, 66, 'RATING')]}],\n",
       " ['find a 5 star movie made in 1999',\n",
       "  {'entities': [(7, 13, 'RATINGS_AVERAGE'), (28, 32, 'YEAR')]}],\n",
       " ['what was the last movie that ingrid bergman was in',\n",
       "  {'entities': [(29, 43, 'ACTOR')]}],\n",
       " ['what rating did demons 2 receive', {'entities': [(16, 24, 'TITLE')]}],\n",
       " ['list movies mccaulay culkin starred in in 2010',\n",
       "  {'entities': [(12, 27, 'ACTOR'), (42, 46, 'YEAR')]}],\n",
       " ['whats the name of that movie with jack frost',\n",
       "  {'entities': [(34, 44, 'CHARACTER')]}],\n",
       " ['is edwin mccain a good actor in biography movies',\n",
       "  {'entities': [(3, 15, 'ACTOR'), (32, 41, 'GENRE')]}],\n",
       " ['what is the nc 17 science fiction movie that received seven stars starring anthony de longis',\n",
       "  {'entities': [(12, 17, 'RATING'),\n",
       "    (18, 33, 'GENRE'),\n",
       "    (54, 65, 'RATINGS_AVERAGE'),\n",
       "    (75, 92, 'ACTOR')]}],\n",
       " ['who has top billing for backdraft', {'entities': [(24, 33, 'TITLE')]}],\n",
       " ['has julia roberts ever done a mockumentary',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (30, 42, 'GENRE')]}],\n",
       " ['has clint eastwood ever directed an animated movie',\n",
       "  {'entities': [(4, 18, 'DIRECTOR'), (36, 44, 'GENRE')]}],\n",
       " ['list all 1960 russian action movies directed by gino nichele with a pg rating',\n",
       "  {'entities': [(9, 13, 'YEAR'),\n",
       "    (14, 21, 'PLOT'),\n",
       "    (22, 28, 'GENRE'),\n",
       "    (48, 60, 'DIRECTOR'),\n",
       "    (68, 70, 'RATING')]}],\n",
       " ['is there a fantasy movie starring stan kirsch',\n",
       "  {'entities': [(11, 18, 'GENRE'), (34, 45, 'ACTOR')]}],\n",
       " ['is there a movie trailer that uses a katy perry song',\n",
       "  {'entities': [(17, 24, 'TRAILER'), (37, 47, 'ACTOR')]}],\n",
       " ['find a movie about killer spiders', {'entities': [(13, 33, 'PLOT')]}],\n",
       " ['who starred in weather girl', {'entities': [(15, 27, 'TITLE')]}],\n",
       " ['list pg drama movies', {'entities': [(5, 7, 'RATING'), (8, 13, 'GENRE')]}],\n",
       " ['who is the star of the next action movie coming out',\n",
       "  {'entities': [(28, 34, 'GENRE')]}],\n",
       " ['who was the writer for monty pythons flying circus',\n",
       "  {'entities': [(23, 50, 'TITLE')]}],\n",
       " ['was leslie neilson in airplane', {'entities': [(4, 18, 'ACTOR')]}],\n",
       " ['what rated r movie made in the 1960 s was given two thumbs up in the genre melodrama directed by dani menkin',\n",
       "  {'entities': [(11, 12, 'RATING'),\n",
       "    (31, 37, 'YEAR'),\n",
       "    (48, 61, 'RATINGS_AVERAGE'),\n",
       "    (75, 84, 'GENRE'),\n",
       "    (97, 108, 'DIRECTOR')]}],\n",
       " ['there are several pg movies about africa that have been rated at least eight stars',\n",
       "  {'entities': [(18, 20, 'RATING'),\n",
       "    (34, 40, 'PLOT'),\n",
       "    (71, 82, 'RATINGS_AVERAGE')]}],\n",
       " ['who directed the goonies', {'entities': [(13, 24, 'TITLE')]}],\n",
       " ['find me movies with the beatles on the soundtrack',\n",
       "  {'entities': [(24, 31, 'SONG'), (39, 49, 'SONG')]}],\n",
       " ['list a g rated crime movie from the year 1980',\n",
       "  {'entities': [(7, 8, 'RATING'), (15, 20, 'GENRE'), (41, 45, 'YEAR')]}],\n",
       " ['id like to see an adventure film starring matt damon that received two thumbs up',\n",
       "  {'entities': [(18, 27, 'GENRE'),\n",
       "    (42, 52, 'ACTOR'),\n",
       "    (67, 80, 'RATINGS_AVERAGE')]}],\n",
       " ['has michael pare been in any action movies',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (29, 35, 'GENRE')]}],\n",
       " ['show me oscar winning movies that are in french',\n",
       "  {'entities': [(8, 21, 'REVIEW'), (38, 47, 'PLOT')]}],\n",
       " ['in the past four decades what short film starring marshall brickman received an average rating',\n",
       "  {'entities': [(7, 24, 'YEAR'),\n",
       "    (30, 35, 'GENRE'),\n",
       "    (50, 67, 'DIRECTOR'),\n",
       "    (80, 87, 'RATINGS_AVERAGE')]}],\n",
       " ['has billy wilder ever directed a biographical movie',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (33, 45, 'GENRE')]}],\n",
       " ['when did not another teen movie come out',\n",
       "  {'entities': [(9, 31, 'TITLE'), (32, 40, 'YEAR')]}],\n",
       " ['name a 1950 s film that featured kenya moore',\n",
       "  {'entities': [(7, 13, 'YEAR'), (33, 44, 'ACTOR')]}],\n",
       " ['what is the first movie starring cameron diaz',\n",
       "  {'entities': [(33, 45, 'ACTOR')]}],\n",
       " ['did christopher walken audition for inception',\n",
       "  {'entities': [(4, 22, 'ACTOR'), (36, 45, 'TITLE')]}],\n",
       " ['what are some films that starred real life father and son actors',\n",
       "  {'entities': [(33, 64, 'ACTOR')]}],\n",
       " ['show me a tina turner movie from the 1980s',\n",
       "  {'entities': [(10, 21, 'ACTOR'), (37, 42, 'YEAR')]}],\n",
       " ['im searching for an animation movie directed by xavier s puslowski',\n",
       "  {'entities': [(20, 29, 'GENRE'), (48, 66, 'DIRECTOR')]}],\n",
       " ['do you have that pg film from the 1980 s directed by tom vaughan about vengeance that was considered all right',\n",
       "  {'entities': [(17, 19, 'RATING'),\n",
       "    (34, 40, 'YEAR'),\n",
       "    (53, 64, 'DIRECTOR'),\n",
       "    (71, 80, 'PLOT'),\n",
       "    (101, 110, 'RATINGS_AVERAGE')]}],\n",
       " ['find a movie with fighting', {'entities': [(18, 26, 'PLOT')]}],\n",
       " ['jaws came out in what year',\n",
       "  {'entities': [(0, 4, 'TITLE'), (22, 26, 'YEAR')]}],\n",
       " ['were kirk douglas and peter lorre in the same film',\n",
       "  {'entities': [(5, 17, 'ACTOR'), (22, 33, 'ACTOR')]}],\n",
       " ['im looking for a rated r movie with dan akroyd that is science fiction based in a space war setting',\n",
       "  {'entities': [(23, 24, 'RATING'),\n",
       "    (36, 46, 'ACTOR'),\n",
       "    (55, 70, 'GENRE'),\n",
       "    (82, 91, 'PLOT')]}],\n",
       " ['what well rated movie did rene russo star in during the past six decades',\n",
       "  {'entities': [(5, 15, 'RATINGS_AVERAGE'),\n",
       "    (26, 36, 'ACTOR'),\n",
       "    (56, 72, 'YEAR')]}],\n",
       " ['who plays the tinman in the wizard of oz',\n",
       "  {'entities': [(14, 20, 'CHARACTER'), (24, 40, 'TITLE')]}],\n",
       " ['list movies featuring bob hope from the 1950s',\n",
       "  {'entities': [(22, 30, 'ACTOR'), (40, 45, 'YEAR')]}],\n",
       " ['was nancy valen ever in a family movie',\n",
       "  {'entities': [(4, 15, 'ACTOR'), (26, 32, 'GENRE')]}],\n",
       " ['what was tom cruises top grossing movie', {'entities': [(9, 20, 'ACTOR')]}],\n",
       " ['what blockbuster sci fi movie starred keanu reeves',\n",
       "  {'entities': [(5, 16, 'REVIEW'), (17, 23, 'GENRE'), (38, 50, 'ACTOR')]}],\n",
       " ['what 1980 s war movie focused on snipers',\n",
       "  {'entities': [(5, 11, 'YEAR'), (12, 15, 'GENRE'), (33, 40, 'PLOT')]}],\n",
       " ['show me a movie that features spaceships',\n",
       "  {'entities': [(30, 40, 'PLOT')]}],\n",
       " ['which films did clint eastwood direct',\n",
       "  {'entities': [(16, 30, 'DIRECTOR')]}],\n",
       " ['are there any rated r fantasy movies',\n",
       "  {'entities': [(20, 21, 'RATING'), (22, 29, 'GENRE')]}],\n",
       " ['how many snl films are there', {'entities': [(9, 12, 'PLOT')]}],\n",
       " ['show me a list of rocky movies', {'entities': [(18, 23, 'TITLE')]}],\n",
       " ['what film is the quote you talking to me from', {'entities': []}],\n",
       " ['action movies with will smith',\n",
       "  {'entities': [(0, 6, 'GENRE'), (19, 29, 'ACTOR')]}],\n",
       " ['show me movies where jennifer aniston acts',\n",
       "  {'entities': [(21, 37, 'ACTOR')]}],\n",
       " ['has robert downey jr been in any film noir movies',\n",
       "  {'entities': [(4, 20, 'ACTOR'), (33, 42, 'GENRE')]}],\n",
       " ['what science fiction movie has john ford directed',\n",
       "  {'entities': [(5, 20, 'GENRE'), (31, 40, 'DIRECTOR')]}],\n",
       " ['list all the rocky movies', {'entities': [(13, 18, 'CHARACTER')]}],\n",
       " ['were any comedies made with vampires',\n",
       "  {'entities': [(9, 17, 'GENRE'), (28, 36, 'PLOT')]}],\n",
       " ['find a billy warlock movie from the 1940 s that was received well',\n",
       "  {'entities': [(7, 20, 'ACTOR'),\n",
       "    (36, 42, 'YEAR'),\n",
       "    (52, 65, 'RATINGS_AVERAGE')]}],\n",
       " ['has sergio leone directed any crime films that are rated pg 13',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (30, 35, 'GENRE'), (57, 62, 'RATING')]}],\n",
       " ['are there any inspirational sports movies about football',\n",
       "  {'entities': [(14, 27, 'PLOT'), (28, 34, 'GENRE')]}],\n",
       " ['what is a musical with michael dudikoff that came out in the last two years',\n",
       "  {'entities': [(10, 17, 'GENRE'), (23, 39, 'ACTOR'), (61, 75, 'YEAR')]}],\n",
       " ['find the movie where charles boyer tries to convince ingrid bergman she is insane',\n",
       "  {'entities': [(21, 34, 'ACTOR'),\n",
       "    (35, 52, 'PLOT'),\n",
       "    (53, 67, 'ACTOR'),\n",
       "    (68, 81, 'PLOT')]}],\n",
       " ['what year did inception come out', {'entities': [(14, 23, 'TITLE')]}],\n",
       " ['how many movies have aliens trying to take over the world by breeding with humans',\n",
       "  {'entities': [(21, 57, 'PLOT'), (61, 81, 'PLOT')]}],\n",
       " ['are there any scifi films where the villain wins',\n",
       "  {'entities': [(14, 19, 'GENRE'), (36, 48, 'PLOT')]}],\n",
       " ['what average crime movies directed by peter speers are available',\n",
       "  {'entities': [(5, 12, 'RATINGS_AVERAGE'),\n",
       "    (13, 18, 'GENRE'),\n",
       "    (38, 50, 'DIRECTOR')]}],\n",
       " ['is there a pg 13 larry morey mystery 1990 film',\n",
       "  {'entities': [(11, 16, 'RATING'),\n",
       "    (17, 28, 'DIRECTOR'),\n",
       "    (29, 36, 'GENRE'),\n",
       "    (37, 41, 'YEAR')]}],\n",
       " ['find a film titled x men the last stand',\n",
       "  {'entities': [(19, 39, 'TITLE')]}],\n",
       " ['id like to find an r rated mediocre 1990 s movie about extreme violence featuring mandy patinkin',\n",
       "  {'entities': [(19, 20, 'RATING'),\n",
       "    (27, 35, 'RATINGS_AVERAGE'),\n",
       "    (36, 42, 'YEAR'),\n",
       "    (55, 71, 'PLOT'),\n",
       "    (82, 96, 'ACTOR')]}],\n",
       " ['what movies from the 80s star john lithgow',\n",
       "  {'entities': [(21, 24, 'YEAR'), (30, 42, 'ACTOR')]}],\n",
       " ['id like to see a scary movie that has a haunting plot and only one that has received five stars and above',\n",
       "  {'entities': [(17, 22, 'GENRE'),\n",
       "    (40, 48, 'PLOT'),\n",
       "    (85, 105, 'RATINGS_AVERAGE')]}],\n",
       " ['what r rated tommy lee jones drama about a revolution get average ratings',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 28, 'ACTOR'),\n",
       "    (29, 34, 'GENRE'),\n",
       "    (43, 53, 'PLOT'),\n",
       "    (58, 65, 'RATINGS_AVERAGE')]}],\n",
       " ['in what year did the goonies come out',\n",
       "  {'entities': [(8, 12, 'YEAR'), (21, 28, 'TITLE')]}],\n",
       " ['funniest trailer for new movie',\n",
       "  {'entities': [(0, 8, 'REVIEW'), (9, 16, 'TRAILER')]}],\n",
       " ['is there a good avant garde movie that hayao miyazaki directed',\n",
       "  {'entities': [(16, 27, 'GENRE'), (39, 53, 'DIRECTOR')]}],\n",
       " ['list drama movies starring jodie foster from the 1990s',\n",
       "  {'entities': [(5, 10, 'GENRE'), (27, 39, 'ACTOR'), (49, 54, 'YEAR')]}],\n",
       " ['in what movie did gene hackman play the president of the united states',\n",
       "  {'entities': [(18, 30, 'ACTOR'), (40, 70, 'CHARACTER')]}],\n",
       " ['list a documentary highly recommended movie starring humphrey bogart',\n",
       "  {'entities': [(7, 18, 'GENRE'),\n",
       "    (19, 37, 'RATINGS_AVERAGE'),\n",
       "    (53, 68, 'ACTOR')]}],\n",
       " ['please give me a list of mystery movies that came out in 1990',\n",
       "  {'entities': [(25, 32, 'GENRE'), (57, 61, 'YEAR')]}],\n",
       " ['id like to watch a 1990 horror film featuring actor val kilmer do you know where i might be able to find one',\n",
       "  {'entities': [(19, 23, 'YEAR'), (24, 30, 'GENRE'), (52, 62, 'ACTOR')]}],\n",
       " ['what pg rated military move made in the 2010 s has death of hero in it',\n",
       "  {'entities': [(5, 7, 'RATING'),\n",
       "    (14, 22, 'GENRE'),\n",
       "    (40, 46, 'YEAR'),\n",
       "    (51, 64, 'PLOT')]}],\n",
       " ['find me a movie which features the song blaze of glory',\n",
       "  {'entities': [(40, 54, 'SONG')]}],\n",
       " ['what qualifies a movie to be a drama', {'entities': [(31, 36, 'GENRE')]}],\n",
       " ['is there a film like leprechaun 2', {'entities': [(21, 33, 'TITLE')]}],\n",
       " ['find me the film where someone says listen to them children of the night what music they make',\n",
       "  {'entities': []}],\n",
       " ['is there a movie out now that stars jason segel',\n",
       "  {'entities': [(36, 47, 'ACTOR')]}],\n",
       " ['who is the voice actor for kermit in the muppets',\n",
       "  {'entities': [(11, 22, 'ACTOR'), (27, 33, 'CHARACTER'), (41, 48, 'TITLE')]}],\n",
       " ['what movie was keanu reeves in with al pacino',\n",
       "  {'entities': [(15, 27, 'ACTOR'), (36, 45, 'ACTOR')]}],\n",
       " ['what is the last movie that roman polanski directed',\n",
       "  {'entities': [(28, 42, 'DIRECTOR')]}],\n",
       " ['which movies featured husband and wife actors',\n",
       "  {'entities': [(22, 45, 'PLOT')]}],\n",
       " ['looking for the film with val kilmer as doc',\n",
       "  {'entities': [(26, 36, 'ACTOR'), (40, 43, 'CHARACTER')]}],\n",
       " ['show the movie starring leonardo dicaprio and directed by a nolan brother',\n",
       "  {'entities': [(24, 41, 'ACTOR'), (60, 65, 'DIRECTOR')]}],\n",
       " ['what science fiction movie about shapeshifting did actor dougray scott star in',\n",
       "  {'entities': [(5, 20, 'GENRE'), (33, 46, 'PLOT'), (57, 70, 'ACTOR')]}],\n",
       " ['show me the harry potter series', {'entities': [(12, 24, 'TITLE')]}],\n",
       " ['show me an animated movie about a lizard',\n",
       "  {'entities': [(11, 19, 'GENRE'), (26, 40, 'PLOT')]}],\n",
       " ['is there a good fantasy movie that came out last year that is rated pg 13',\n",
       "  {'entities': [(16, 23, 'GENRE'), (68, 73, 'RATING')]}],\n",
       " ['give me action cop movies that are rated pg 13',\n",
       "  {'entities': [(8, 14, 'GENRE'), (15, 18, 'PLOT'), (41, 46, 'RATING')]}],\n",
       " ['did the star of napoleon dynamite act in anything this year',\n",
       "  {'entities': [(16, 33, 'TITLE')]}],\n",
       " ['does billy wilder direct a western',\n",
       "  {'entities': [(5, 17, 'DIRECTOR'), (27, 34, 'GENRE')]}],\n",
       " ['what is the best military movie of all time',\n",
       "  {'entities': [(17, 25, 'GENRE')]}],\n",
       " ['what must see movies star karen lynn gorney',\n",
       "  {'entities': [(5, 13, 'RATINGS_AVERAGE'), (26, 43, 'ACTOR')]}],\n",
       " ['what is the top rated martin scorsesy moive',\n",
       "  {'entities': [(12, 21, 'RATINGS_AVERAGE'), (22, 37, 'DIRECTOR')]}],\n",
       " ['what year was the social network made',\n",
       "  {'entities': [(5, 9, 'YEAR'), (14, 32, 'TITLE')]}],\n",
       " ['how many godfather movies are there', {'entities': [(9, 18, 'TITLE')]}],\n",
       " ['did gregory peck make any family movies',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (26, 32, 'GENRE')]}],\n",
       " ['do you have the decent r rated sci fi film from 1950 starring jerry doyle',\n",
       "  {'entities': [(16, 22, 'RATINGS_AVERAGE'),\n",
       "    (23, 24, 'RATING'),\n",
       "    (31, 37, 'GENRE'),\n",
       "    (48, 52, 'YEAR'),\n",
       "    (62, 73, 'ACTOR')]}],\n",
       " ['im interested in a fantasy film about immortality featuring actor robert vaughn',\n",
       "  {'entities': [(19, 26, 'GENRE'), (38, 49, 'PLOT'), (66, 79, 'ACTOR')]}],\n",
       " ['the discreet charm of the bourgeoisie', {'entities': [(0, 37, 'TITLE')]}],\n",
       " ['who stars in the remake of the movie dirty dancing',\n",
       "  {'entities': [(37, 50, 'TITLE')]}],\n",
       " ['i really want to know about the director actors and info about august undergrounds mordum',\n",
       "  {'entities': [(63, 89, 'TITLE')]}],\n",
       " ['get a romantic flick with john lithgow',\n",
       "  {'entities': [(6, 14, 'GENRE'), (26, 38, 'ACTOR')]}],\n",
       " ['when did kinsey come out', {'entities': [(9, 15, 'TITLE')]}],\n",
       " ['what romantic comedy did terrence malick direct',\n",
       "  {'entities': [(5, 20, 'GENRE'), (25, 40, 'DIRECTOR')]}],\n",
       " ['list a fantasy pg 13 rated movie that centers on sorcerer',\n",
       "  {'entities': [(7, 14, 'GENRE'), (15, 20, 'RATING'), (49, 57, 'PLOT')]}],\n",
       " ['what was the plot of mr and mrs smith', {'entities': [(21, 37, 'TITLE')]}],\n",
       " ['was there a movie with buster keaton and eva gabor',\n",
       "  {'entities': [(23, 36, 'ACTOR'), (41, 50, 'ACTOR')]}],\n",
       " ['describe the plot of the tournament', {'entities': [(21, 35, 'TITLE')]}],\n",
       " ['find an ok film from the last two years starring joaquin phoenix',\n",
       "  {'entities': [(8, 10, 'RATINGS_AVERAGE'),\n",
       "    (25, 39, 'YEAR'),\n",
       "    (49, 64, 'ACTOR')]}],\n",
       " ['where can i find a biographical movie with seven stars and above starring robin williams',\n",
       "  {'entities': [(19, 31, 'GENRE'),\n",
       "    (43, 64, 'RATINGS_AVERAGE'),\n",
       "    (74, 88, 'ACTOR')]}],\n",
       " ['what animation film stars maurice benard and has an average rating',\n",
       "  {'entities': [(5, 14, 'GENRE'),\n",
       "    (26, 40, 'ACTOR'),\n",
       "    (52, 59, 'RATINGS_AVERAGE')]}],\n",
       " ['whats a comedy that uses both live action and animation',\n",
       "  {'entities': [(8, 14, 'GENRE')]}],\n",
       " ['rocco and his brothers', {'entities': [(0, 22, 'TITLE')]}],\n",
       " ['what are some mystery movies', {'entities': [(14, 21, 'GENRE')]}],\n",
       " ['tell me all the 1990 s westerns that have clint eastwood in them',\n",
       "  {'entities': [(16, 22, 'YEAR'), (23, 31, 'GENRE'), (42, 56, 'ACTOR')]}],\n",
       " ['is there a good western that was made in the 1970 s about a marshall',\n",
       "  {'entities': [(16, 23, 'GENRE'), (45, 51, 'YEAR'), (60, 68, 'PLOT')]}],\n",
       " ['who starred in the film goodfellas', {'entities': [(24, 34, 'TITLE')]}],\n",
       " ['show me all must see kathy kinney movies from the 2000 s',\n",
       "  {'entities': [(12, 20, 'RATINGS_AVERAGE'),\n",
       "    (21, 33, 'ACTOR'),\n",
       "    (50, 56, 'YEAR')]}],\n",
       " ['is there a documentary about a punk rock tribute band',\n",
       "  {'entities': [(11, 22, 'GENRE'), (31, 53, 'PLOT')]}],\n",
       " ['what films did sandra bernhard star in last year',\n",
       "  {'entities': [(15, 30, 'ACTOR'), (39, 48, 'YEAR')]}],\n",
       " ['what movie features the line come up and see me sometime',\n",
       "  {'entities': []}],\n",
       " ['is johnny depp in the shining',\n",
       "  {'entities': [(3, 14, 'ACTOR'), (18, 29, 'TITLE')]}],\n",
       " ['is the movie inception based off of a book',\n",
       "  {'entities': [(13, 22, 'TITLE')]}],\n",
       " ['id like to see that mediocre crime movie richard pryor made in the last ten decades',\n",
       "  {'entities': [(20, 28, 'RATINGS_AVERAGE'),\n",
       "    (29, 34, 'GENRE'),\n",
       "    (41, 54, 'ACTOR'),\n",
       "    (67, 83, 'YEAR')]}],\n",
       " ['list an inception movie', {'entities': [(8, 17, 'TITLE')]}],\n",
       " ['show me alfred hitchcocks best movies',\n",
       "  {'entities': [(8, 25, 'DIRECTOR')]}],\n",
       " ['tell me the name of a comedy that came out in 1940 and had phedon papamichael as a director',\n",
       "  {'entities': [(22, 28, 'GENRE'), (46, 50, 'YEAR'), (59, 77, 'DIRECTOR')]}],\n",
       " ['how many movies are there starring tom cruz',\n",
       "  {'entities': [(0, 43, 'ACTOR')]}],\n",
       " ['find a movie about horses', {'entities': [(19, 25, 'PLOT')]}],\n",
       " ['who directed the movie meet market', {'entities': [(23, 34, 'TITLE')]}],\n",
       " ['are there any comedy action movies that are being released this summer',\n",
       "  {'entities': [(14, 27, 'GENRE'), (50, 70, 'YEAR')]}],\n",
       " ['tell me all pg scary films that milla jovovich has done in the past three decades',\n",
       "  {'entities': [(12, 14, 'RATING'),\n",
       "    (15, 20, 'GENRE'),\n",
       "    (32, 46, 'ACTOR'),\n",
       "    (63, 81, 'YEAR')]}],\n",
       " ['the bridge on the river kwai', {'entities': [(0, 28, 'TITLE')]}],\n",
       " ['did judd apatow direct any dramas',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (27, 33, 'GENRE')]}],\n",
       " ['what was the second thin man film', {'entities': [(20, 28, 'TITLE')]}],\n",
       " ['what year did the perfect sleep come out',\n",
       "  {'entities': [(14, 31, 'TITLE')]}],\n",
       " ['who directed the film the big lebowski', {'entities': [(22, 38, 'TITLE')]}],\n",
       " ['what is the plot for the bad news dears',\n",
       "  {'entities': [(21, 39, 'TITLE')]}],\n",
       " ['would george clooney be a good actor in a fantasy film',\n",
       "  {'entities': [(6, 20, 'ACTOR'), (42, 49, 'GENRE')]}],\n",
       " ['i would like a film noir movie from the past seven years that was directed by franklin guerrero jr',\n",
       "  {'entities': [(15, 24, 'GENRE'), (40, 56, 'YEAR'), (78, 98, 'DIRECTOR')]}],\n",
       " ['how many 007 movies were rated r',\n",
       "  {'entities': [(9, 12, 'CHARACTER'), (25, 32, 'RATING')]}],\n",
       " ['name the 2012 film about a group of superheroes including thor',\n",
       "  {'entities': [(9, 13, 'YEAR'),\n",
       "    (36, 47, 'CHARACTER'),\n",
       "    (58, 62, 'CHARACTER')]}],\n",
       " ['what is a good romantic drama i can take my wife to see',\n",
       "  {'entities': [(15, 29, 'GENRE')]}],\n",
       " ['what are good pg 13 movies from 1981',\n",
       "  {'entities': [(14, 19, 'RATING'), (32, 36, 'YEAR')]}],\n",
       " ['what was the name of a pg 13 adventure gunfight movie that came out in the 1950 s and starred renee oconnor',\n",
       "  {'entities': [(23, 28, 'RATING'),\n",
       "    (29, 38, 'GENRE'),\n",
       "    (39, 47, 'PLOT'),\n",
       "    (75, 81, 'YEAR'),\n",
       "    (94, 107, 'ACTOR')]}],\n",
       " ['show me a christopher lee movie trailer',\n",
       "  {'entities': [(10, 25, 'ACTOR')]}],\n",
       " ['is there a biographical movie from francis ford coppola',\n",
       "  {'entities': [(11, 23, 'GENRE'), (35, 55, 'DIRECTOR')]}],\n",
       " ['is there a documentary revolving around the president that is rated pg 13',\n",
       "  {'entities': [(11, 22, 'GENRE'), (44, 53, 'PLOT'), (68, 73, 'RATING')]}],\n",
       " ['id like the romance film that received eight stars directed by samuel m sherman',\n",
       "  {'entities': [(12, 19, 'GENRE'),\n",
       "    (39, 50, 'RATINGS_AVERAGE'),\n",
       "    (63, 79, 'DIRECTOR')]}],\n",
       " ['find the judd apatow movies released in the 2000s',\n",
       "  {'entities': [(9, 20, 'DIRECTOR'), (44, 49, 'YEAR')]}],\n",
       " ['im trying to find an unrated drama from 1980 that has good ratings and was directed by alex proyas',\n",
       "  {'entities': [(21, 28, 'RATING'),\n",
       "    (29, 34, 'GENRE'),\n",
       "    (40, 44, 'YEAR'),\n",
       "    (54, 66, 'RATINGS_AVERAGE'),\n",
       "    (87, 98, 'DIRECTOR')]}],\n",
       " ['what was the rating for salt',\n",
       "  {'entities': [(13, 19, 'RATING'), (24, 28, 'TITLE')]}],\n",
       " ['what r rated kids movie came out this year about levitation got a four star rating',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 17, 'GENRE'),\n",
       "    (33, 42, 'YEAR'),\n",
       "    (49, 59, 'PLOT'),\n",
       "    (66, 75, 'RATINGS_AVERAGE')]}],\n",
       " ['was guillermo del toro in inception',\n",
       "  {'entities': [(4, 22, 'DIRECTOR'), (26, 35, 'TITLE')]}],\n",
       " ['what is hunger about', {'entities': [(8, 14, 'TITLE')]}],\n",
       " ['what is some good action movies', {'entities': [(18, 24, 'GENRE')]}],\n",
       " ['what movie from the decade of the 1950 s was a scary movie with a haunted plot rated pg 13',\n",
       "  {'entities': [(34, 40, 'YEAR'),\n",
       "    (47, 52, 'GENRE'),\n",
       "    (66, 73, 'PLOT'),\n",
       "    (85, 90, 'RATING')]}],\n",
       " ['who directed casino', {'entities': [(13, 19, 'TITLE')]}],\n",
       " ['did johnny depp have a role in rango',\n",
       "  {'entities': [(4, 15, 'ACTOR'), (31, 36, 'TITLE')]}],\n",
       " ['find a 1980s movie with meryl streep',\n",
       "  {'entities': [(7, 12, 'YEAR'), (24, 36, 'ACTOR')]}],\n",
       " ['could you tell me the title of the movie with the characters buzz lightyear and mr potato head',\n",
       "  {'entities': [(61, 75, 'CHARACTER'), (80, 94, 'CHARACTER')]}],\n",
       " ['is there a spaghetti western movie that centers on marshall',\n",
       "  {'entities': [(11, 28, 'GENRE'), (51, 59, 'PLOT')]}],\n",
       " ['what was the biker movie that had the cher in it',\n",
       "  {'entities': [(13, 24, 'PLOT'), (38, 42, 'ACTOR')]}],\n",
       " ['list pg 13 rated war movie that has excellent ratings and centers on platoon',\n",
       "  {'entities': [(5, 10, 'RATING'),\n",
       "    (17, 20, 'GENRE'),\n",
       "    (32, 53, 'RATINGS_AVERAGE'),\n",
       "    (69, 76, 'PLOT')]}],\n",
       " ['what g rated police movie about criminals that got excellent ratings with brooke shields that came out in 1990',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 19, 'GENRE'),\n",
       "    (32, 41, 'PLOT'),\n",
       "    (51, 68, 'RATINGS_AVERAGE'),\n",
       "    (74, 88, 'ACTOR'),\n",
       "    (106, 110, 'YEAR')]}],\n",
       " ['is there a fantasy movie that has magic',\n",
       "  {'entities': [(11, 18, 'GENRE'), (34, 39, 'PLOT')]}],\n",
       " ['in the past two decades find a sci fi movie with ian ziering',\n",
       "  {'entities': [(7, 23, 'YEAR'), (31, 37, 'GENRE'), (49, 60, 'ACTOR')]}],\n",
       " ['list animated movies starring antonio banderas',\n",
       "  {'entities': [(5, 13, 'GENRE'), (30, 46, 'ACTOR')]}],\n",
       " ['was wall e rated eight stars and above',\n",
       "  {'entities': [(4, 10, 'TITLE'), (17, 38, 'RATINGS_AVERAGE')]}],\n",
       " ['what year did x men come out', {'entities': [(14, 19, 'TITLE')]}],\n",
       " ['what is the tim burton musical about halloween called',\n",
       "  {'entities': [(12, 22, 'DIRECTOR'), (23, 30, 'GENRE')]}],\n",
       " ['can you name an animated movie with gary cooper from the 1970 s',\n",
       "  {'entities': [(16, 24, 'GENRE'), (36, 47, 'ACTOR'), (57, 63, 'YEAR')]}],\n",
       " ['what spaghetti western about guns would you recommend',\n",
       "  {'entities': [(5, 22, 'GENRE'), (29, 33, 'PLOT')]}],\n",
       " ['who co starred in pirates of the caribbean',\n",
       "  {'entities': [(18, 42, 'TITLE')]}],\n",
       " ['find a 1980 fantasy film directed by robert uth',\n",
       "  {'entities': [(7, 11, 'YEAR'), (12, 19, 'GENRE'), (37, 47, 'DIRECTOR')]}],\n",
       " ['what was a pg 13 family film directed by rob reiner in the past ten years that was like a lot',\n",
       "  {'entities': [(11, 16, 'RATING'),\n",
       "    (17, 23, 'GENRE'),\n",
       "    (41, 51, 'DIRECTOR'),\n",
       "    (59, 73, 'YEAR'),\n",
       "    (79, 93, 'RATINGS_AVERAGE')]}],\n",
       " ['has leonardo dicaprio ever been in a documentary film',\n",
       "  {'entities': [(4, 21, 'ACTOR'), (37, 48, 'GENRE')]}],\n",
       " ['what is the movie dead by dawn about', {'entities': [(18, 30, 'TITLE')]}],\n",
       " ['list a popular 2010 pg 13 comedy',\n",
       "  {'entities': [(15, 19, 'YEAR'), (20, 25, 'RATING'), (26, 32, 'GENRE')]}],\n",
       " ['show me a documentary about cuttlefish',\n",
       "  {'entities': [(10, 21, 'GENRE'), (28, 38, 'PLOT')]}],\n",
       " ['in what movie do nicole kidman and ewan mcgregor fall in love',\n",
       "  {'entities': [(17, 30, 'ACTOR'), (35, 48, 'ACTOR')]}],\n",
       " ['are there any disney movies on tonight', {'entities': []}],\n",
       " ['find me a family film from 2009',\n",
       "  {'entities': [(10, 16, 'GENRE'), (27, 31, 'YEAR')]}],\n",
       " ['what 1970 s war film starred christopher lambert',\n",
       "  {'entities': [(5, 11, 'YEAR'), (12, 15, 'GENRE'), (29, 48, 'ACTOR')]}],\n",
       " ['was audrey hepburn in a thriller in the 1990 s',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (24, 32, 'GENRE'), (40, 46, 'YEAR')]}],\n",
       " ['what was the best comedy movie for 2011',\n",
       "  {'entities': [(18, 24, 'GENRE')]}],\n",
       " ['is there a docudrama about britan',\n",
       "  {'entities': [(11, 20, 'GENRE'), (27, 33, 'PLOT')]}],\n",
       " ['what was the top soundtrack of 2011',\n",
       "  {'entities': [(17, 27, 'SONG'), (31, 35, 'YEAR')]}],\n",
       " ['what is the best roman polanski directed film',\n",
       "  {'entities': [(17, 31, 'DIRECTOR')]}],\n",
       " ['is there a pg rated movie that is very popular with the actor joaquin phoenix that came out in 1950',\n",
       "  {'entities': [(11, 13, 'RATING'),\n",
       "    (34, 46, 'RATINGS_AVERAGE'),\n",
       "    (62, 77, 'ACTOR'),\n",
       "    (95, 99, 'YEAR')]}],\n",
       " ['look for that scary movie where they get locked in a basement',\n",
       "  {'entities': [(14, 25, 'GENRE'), (41, 61, 'PLOT')]}],\n",
       " ['is there a historical movie starring michael caine',\n",
       "  {'entities': [(11, 21, 'GENRE'), (37, 50, 'ACTOR')]}],\n",
       " ['find a movie from the 1970s with a car chase',\n",
       "  {'entities': [(22, 27, 'YEAR'), (35, 44, 'PLOT')]}],\n",
       " ['what is the name of the movie that has john candy being chased by a bear',\n",
       "  {'entities': [(39, 49, 'ACTOR'), (56, 72, 'PLOT')]}],\n",
       " ['which movie had the song gangstas paradise in it',\n",
       "  {'entities': [(25, 42, 'SONG')]}],\n",
       " ['is the movie evil toons available to watch anywhere',\n",
       "  {'entities': [(13, 23, 'TITLE')]}],\n",
       " ['best movies of all time',\n",
       "  {'entities': [(0, 4, 'REVIEW'), (12, 23, 'YEAR')]}],\n",
       " ['what is a decent family movie directed by sebastian panneck that was made in the last four years',\n",
       "  {'entities': [(10, 16, 'RATINGS_AVERAGE'),\n",
       "    (17, 23, 'GENRE'),\n",
       "    (42, 59, 'DIRECTOR'),\n",
       "    (81, 96, 'YEAR')]}],\n",
       " ['who are the main characters in stalker',\n",
       "  {'entities': [(12, 27, 'CHARACTER'), (31, 38, 'TITLE')]}],\n",
       " ['what year was the movie goldfinger released',\n",
       "  {'entities': [(24, 34, 'TITLE')]}],\n",
       " ['what is angelina jolies most recent movie',\n",
       "  {'entities': [(8, 23, 'ACTOR')]}],\n",
       " ['did they make x rated movies about things other than sex',\n",
       "  {'entities': [(14, 15, 'RATING'), (35, 56, 'PLOT')]}],\n",
       " ['what movies released in 1990 are about stealing',\n",
       "  {'entities': [(24, 28, 'YEAR'), (33, 47, 'PLOT')]}],\n",
       " ['what was the plot of days of thunder', {'entities': [(21, 36, 'TITLE')]}],\n",
       " ['has insane clown posse made any movies', {'entities': [(4, 22, 'ACTOR')]}],\n",
       " ['show me a list of top rated comedies of the 2000s',\n",
       "  {'entities': [(18, 27, 'REVIEW'), (28, 36, 'GENRE'), (44, 49, 'YEAR')]}],\n",
       " ['was clint eastwood in a really popular pg 13 biography',\n",
       "  {'entities': [(4, 18, 'ACTOR'),\n",
       "    (24, 38, 'RATINGS_AVERAGE'),\n",
       "    (39, 44, 'RATING'),\n",
       "    (45, 54, 'GENRE')]}],\n",
       " ['who directed scream', {'entities': [(13, 19, 'TITLE')]}],\n",
       " ['find me a trailer for a romantic comedy from this year',\n",
       "  {'entities': [(10, 17, 'TRAILER'), (24, 39, 'GENRE'), (45, 54, 'YEAR')]}],\n",
       " ['has alan rickman been in an r rated fantasy movie about magic that has excellent ratings in the past seven decades',\n",
       "  {'entities': [(4, 16, 'ACTOR'),\n",
       "    (28, 29, 'RATING'),\n",
       "    (36, 43, 'GENRE'),\n",
       "    (56, 61, 'PLOT'),\n",
       "    (71, 88, 'RATINGS_AVERAGE'),\n",
       "    (96, 114, 'YEAR')]}],\n",
       " ['in the last decade what science fiction films did jada pinkett smith direct',\n",
       "  {'entities': [(7, 18, 'YEAR'), (24, 39, 'GENRE'), (50, 68, 'DIRECTOR')]}],\n",
       " ['show me the top comedies of the 1995',\n",
       "  {'entities': [(12, 24, 'REVIEW'), (32, 36, 'YEAR')]}],\n",
       " ['what is a rated r film with jamie kennedy',\n",
       "  {'entities': [(16, 17, 'RATING'), (28, 41, 'ACTOR')]}],\n",
       " ['is there a 1980 s fantasy directed by billy wilder',\n",
       "  {'entities': [(11, 17, 'YEAR'), (18, 25, 'GENRE'), (38, 50, 'DIRECTOR')]}],\n",
       " ['what nc 17 crime movie made in 1940 got a rating average of seven',\n",
       "  {'entities': [(5, 10, 'RATING'),\n",
       "    (11, 16, 'GENRE'),\n",
       "    (31, 35, 'YEAR'),\n",
       "    (60, 65, 'RATINGS_AVERAGE')]}],\n",
       " ['how many movies has cullen moss appeared in',\n",
       "  {'entities': [(20, 31, 'ACTOR')]}],\n",
       " ['what is shrek rated', {'entities': [(8, 13, 'TITLE')]}],\n",
       " ['name a pg 13 western with someone getting thrown from a train',\n",
       "  {'entities': [(7, 12, 'RATING'), (13, 20, 'GENRE'), (42, 61, 'PLOT')]}],\n",
       " ['who directed primal rage', {'entities': [(13, 24, 'TITLE')]}],\n",
       " ['what is a really popular crime movie starring chad fees',\n",
       "  {'entities': [(10, 24, 'RATINGS_AVERAGE'),\n",
       "    (25, 30, 'GENRE'),\n",
       "    (46, 55, 'ACTOR')]}],\n",
       " ['can you let me know what reviews people of my age group gave for purple rain',\n",
       "  {'entities': [(25, 32, 'REVIEW'), (65, 76, 'TITLE')]}],\n",
       " ['what was the plot of casablanca', {'entities': [(21, 31, 'TITLE')]}],\n",
       " ['are there any adventure movies about being on the run that people said were ok',\n",
       "  {'entities': [(14, 23, 'GENRE'),\n",
       "    (43, 53, 'PLOT'),\n",
       "    (76, 78, 'RATINGS_AVERAGE')]}],\n",
       " ['what was the title of the pg rated film about mind control directed by terence daw that had an average rating',\n",
       "  {'entities': [(26, 28, 'RATING'),\n",
       "    (46, 58, 'PLOT'),\n",
       "    (71, 82, 'DIRECTOR'),\n",
       "    (95, 102, 'RATINGS_AVERAGE')]}],\n",
       " ['did alan autry act in a film noir last year that got excellent ratings',\n",
       "  {'entities': [(4, 14, 'ACTOR'),\n",
       "    (24, 33, 'GENRE'),\n",
       "    (34, 43, 'YEAR'),\n",
       "    (53, 70, 'RATINGS_AVERAGE')]}],\n",
       " ['is there an ok fantasy movie about spirits',\n",
       "  {'entities': [(12, 14, 'RATINGS_AVERAGE'),\n",
       "    (15, 22, 'GENRE'),\n",
       "    (35, 42, 'PLOT')]}],\n",
       " ['i like scary bloody films',\n",
       "  {'entities': [(7, 12, 'GENRE'), (13, 19, 'PLOT')]}],\n",
       " ['michael mayer directed an unrated cowboy film in the 1980 s',\n",
       "  {'entities': [(0, 13, 'DIRECTOR'),\n",
       "    (26, 33, 'RATING'),\n",
       "    (34, 40, 'GENRE'),\n",
       "    (53, 59, 'YEAR')]}],\n",
       " ['what year was the last tom cruise movie released',\n",
       "  {'entities': [(18, 22, 'YEAR'), (23, 33, 'ACTOR')]}],\n",
       " ['im looking for a 1990 film by william lustig about imagination',\n",
       "  {'entities': [(17, 21, 'YEAR'), (30, 44, 'DIRECTOR'), (51, 62, 'PLOT')]}],\n",
       " ['are there any good mockumentary films about religious cults',\n",
       "  {'entities': [(19, 31, 'GENRE'), (44, 59, 'PLOT')]}],\n",
       " ['has edward norton ever been in any children films',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (35, 43, 'GENRE')]}],\n",
       " ['list a movie with ileana douglas that is four stars',\n",
       "  {'entities': [(18, 32, 'ACTOR'), (41, 51, 'RATINGS_AVERAGE')]}],\n",
       " ['who stars in ladies of the house', {'entities': [(13, 32, 'TITLE')]}],\n",
       " ['when is the hobbit coming out',\n",
       "  {'entities': [(8, 18, 'TITLE'), (19, 29, 'YEAR')]}],\n",
       " ['what movie stars danny devito and tom hanks',\n",
       "  {'entities': [(17, 29, 'ACTOR'), (34, 43, 'ACTOR')]}],\n",
       " ['show me vampire movies released in 2010',\n",
       "  {'entities': [(8, 15, 'PLOT'), (35, 39, 'YEAR')]}],\n",
       " ['list angelina jolie adventure rated r from 1980 s with average ratings of seven',\n",
       "  {'entities': [(5, 19, 'ACTOR'),\n",
       "    (20, 29, 'GENRE'),\n",
       "    (36, 37, 'RATING'),\n",
       "    (43, 49, 'YEAR'),\n",
       "    (74, 79, 'RATINGS_AVERAGE')]}],\n",
       " ['do you have the movie biography of raymond massey that people said is really popular',\n",
       "  {'entities': [(22, 31, 'GENRE'),\n",
       "    (35, 49, 'ACTOR'),\n",
       "    (70, 84, 'RATINGS_AVERAGE')]}],\n",
       " ['what kind of reviews did the film valentines day receive',\n",
       "  {'entities': [(34, 48, 'TITLE')]}],\n",
       " ['what is the best action movie from 2001',\n",
       "  {'entities': [(12, 16, 'REVIEW'), (17, 23, 'GENRE'), (35, 39, 'YEAR')]}],\n",
       " ['are there any r rated fantasy movies from 1980 that had really good ratings',\n",
       "  {'entities': [(14, 15, 'RATING'),\n",
       "    (22, 29, 'GENRE'),\n",
       "    (42, 46, 'YEAR'),\n",
       "    (56, 67, 'RATINGS_AVERAGE')]}],\n",
       " ['who is in the movie lets fish', {'entities': [(20, 29, 'TITLE')]}],\n",
       " ['tell me the name of the movie starring jason statham as a hired driver',\n",
       "  {'entities': [(39, 52, 'ACTOR'), (58, 70, 'PLOT')]}],\n",
       " ['list a film with tia carrere that has been released within the last three decades',\n",
       "  {'entities': [(17, 28, 'ACTOR'), (63, 81, 'YEAR')]}],\n",
       " ['are there any action movies involving near death experiences coming out soon',\n",
       "  {'entities': [(14, 20, 'GENRE'), (38, 60, 'PLOT')]}],\n",
       " ['what is the name of a gangster movie', {'entities': [(22, 30, 'GENRE')]}],\n",
       " ['what year was theres only one jimmy grimble was released',\n",
       "  {'entities': [(14, 43, 'TITLE')]}],\n",
       " ['what is the last rated r action movie that charlie chaplin was in',\n",
       "  {'entities': [(23, 24, 'RATING'), (25, 31, 'GENRE'), (43, 58, 'ACTOR')]}],\n",
       " ['who is the actor that plays john carter',\n",
       "  {'entities': [(28, 39, 'CHARACTER')]}],\n",
       " ['what rosie odonnell adventure movie came out in the last five years and was rated pg 13',\n",
       "  {'entities': [(5, 19, 'ACTOR'),\n",
       "    (20, 29, 'GENRE'),\n",
       "    (52, 67, 'YEAR'),\n",
       "    (82, 87, 'RATING')]}],\n",
       " ['in the 1970 s what fantasy movies was jason beghe in about monsters',\n",
       "  {'entities': [(7, 13, 'YEAR'),\n",
       "    (19, 26, 'GENRE'),\n",
       "    (38, 49, 'ACTOR'),\n",
       "    (59, 67, 'PLOT')]}],\n",
       " ['did john ford ever direct a movie that bruce willis was in',\n",
       "  {'entities': [(4, 13, 'DIRECTOR'), (39, 51, 'ACTOR')]}],\n",
       " ['how many sci fi movies were directed by ken hughes in the past eight decades and were rated well',\n",
       "  {'entities': [(9, 15, 'GENRE'),\n",
       "    (40, 50, 'DIRECTOR'),\n",
       "    (58, 76, 'YEAR'),\n",
       "    (86, 96, 'RATINGS_AVERAGE')]}],\n",
       " ['name a 1980 s film rated pg 13 that stars danny glover',\n",
       "  {'entities': [(7, 13, 'YEAR'), (25, 30, 'RATING'), (42, 54, 'ACTOR')]}],\n",
       " ['who played snape in harry potter',\n",
       "  {'entities': [(11, 16, 'CHARACTER'), (20, 32, 'TITLE')]}],\n",
       " ['what action movie starring lea solunga centered around despair',\n",
       "  {'entities': [(5, 11, 'GENRE'), (27, 38, 'ACTOR'), (55, 62, 'PLOT')]}],\n",
       " ['show me movies from 2000s starring russel crowe',\n",
       "  {'entities': [(20, 25, 'YEAR'), (35, 47, 'ACTOR')]}],\n",
       " ['what actors played in road house', {'entities': [(22, 32, 'TITLE')]}],\n",
       " ['do you have the r rated 1990 film about alien intrusion starring chris odonell',\n",
       "  {'entities': [(16, 17, 'RATING'),\n",
       "    (24, 28, 'YEAR'),\n",
       "    (40, 55, 'PLOT'),\n",
       "    (65, 78, 'ACTOR')]}],\n",
       " ['please show me a movie about drag queens',\n",
       "  {'entities': [(29, 40, 'PLOT')]}],\n",
       " ['show me a comedy starring will ferrell',\n",
       "  {'entities': [(10, 16, 'GENRE'), (26, 38, 'ACTOR')]}],\n",
       " ['what was the first film that katie holmes starred in',\n",
       "  {'entities': [(29, 41, 'ACTOR')]}],\n",
       " ['show me the movie with teresa russell as a prostitute',\n",
       "  {'entities': [(23, 37, 'ACTOR'), (43, 53, 'PLOT')]}],\n",
       " ['find an r rated horror film from the last six years directed by bob balaban',\n",
       "  {'entities': [(8, 9, 'RATING'),\n",
       "    (16, 22, 'GENRE'),\n",
       "    (37, 51, 'YEAR'),\n",
       "    (64, 75, 'DIRECTOR')]}],\n",
       " ['which animated film included the character jiminy cricket',\n",
       "  {'entities': [(6, 14, 'GENRE'), (43, 57, 'CHARACTER')]}],\n",
       " ['in the past two years there was a computer movie directed by kevin connolly what was it',\n",
       "  {'entities': [(7, 21, 'YEAR'), (34, 42, 'PLOT'), (61, 75, 'DIRECTOR')]}],\n",
       " ['im trying to find a pg 13 movie starring jonathan brandis made in the past ten years about a hospital which was liked a lot',\n",
       "  {'entities': [(20, 25, 'RATING'),\n",
       "    (41, 57, 'ACTOR'),\n",
       "    (70, 84, 'YEAR'),\n",
       "    (93, 101, 'PLOT'),\n",
       "    (108, 123, 'RATINGS_AVERAGE')]}],\n",
       " ['ugestu monogatari', {'entities': [(0, 17, 'TITLE')]}],\n",
       " ['from which movie does the quote ill never be hungry again originate',\n",
       "  {'entities': []}],\n",
       " ['what is becoming jesse tate', {'entities': [(8, 27, 'TITLE')]}],\n",
       " ['kung fu movies with actor brue lee',\n",
       "  {'entities': [(0, 7, 'GENRE'), (26, 34, 'ACTOR')]}],\n",
       " ['whay was the name of the protocol droid in star wars',\n",
       "  {'entities': [(25, 39, 'CHARACTER'), (43, 52, 'TITLE')]}],\n",
       " ['what was the theme song from brians song',\n",
       "  {'entities': [(13, 23, 'SONG'), (29, 40, 'TITLE')]}],\n",
       " ['what is the plot of seeking justice', {'entities': [(20, 35, 'TITLE')]}],\n",
       " ['what year was the movie deliverance released',\n",
       "  {'entities': [(24, 35, 'TITLE')]}],\n",
       " ['show me films with matt damon about lawyers',\n",
       "  {'entities': [(19, 29, 'ACTOR'), (36, 43, 'PLOT')]}],\n",
       " ['could you direct me to where i might find an unrated movie from 1940 featuring eva larue',\n",
       "  {'entities': [(45, 52, 'RATING'), (64, 68, 'YEAR'), (79, 88, 'ACTOR')]}],\n",
       " ['the lowest rated mcg movie',\n",
       "  {'entities': [(4, 16, 'RATINGS_AVERAGE'), (17, 20, 'DIRECTOR')]}],\n",
       " ['what movies have starred callan mulvey and had a pg 13 rating or lower',\n",
       "  {'entities': [(25, 38, 'ACTOR'), (49, 54, 'RATING')]}],\n",
       " ['which martin scorsese movie is considered his best film',\n",
       "  {'entities': [(6, 21, 'DIRECTOR'), (46, 50, 'REVIEW')]}],\n",
       " ['list some good sci fi movies', {'entities': [(15, 21, 'GENRE')]}],\n",
       " ['what movies are there released in 1950 and are mystery movies',\n",
       "  {'entities': [(34, 38, 'YEAR'), (47, 54, 'GENRE')]}],\n",
       " ['whats the newest american pie film called',\n",
       "  {'entities': [(17, 29, 'TITLE')]}],\n",
       " ['what movies with sarah brown received an average rating of six',\n",
       "  {'entities': [(17, 28, 'ACTOR'), (59, 62, 'RATINGS_AVERAGE')]}],\n",
       " ['in 1950 what pg 13 police film about secrets was directed by christopher forbes',\n",
       "  {'entities': [(3, 7, 'YEAR'),\n",
       "    (13, 18, 'RATING'),\n",
       "    (19, 25, 'GENRE'),\n",
       "    (37, 44, 'PLOT'),\n",
       "    (61, 79, 'DIRECTOR')]}],\n",
       " ['what role did bill murray play in caddyshack',\n",
       "  {'entities': [(14, 25, 'ACTOR'), (34, 44, 'TITLE')]}],\n",
       " ['what western was daniel day lewis in',\n",
       "  {'entities': [(5, 12, 'GENRE'), (17, 33, 'ACTOR')]}],\n",
       " ['are there any 1990 s films about abandonment directed by tia lessin',\n",
       "  {'entities': [(14, 20, 'YEAR'), (33, 44, 'PLOT'), (57, 67, 'DIRECTOR')]}],\n",
       " ['what is considered to be george clooneys best drama film',\n",
       "  {'entities': [(25, 40, 'ACTOR'), (46, 51, 'GENRE')]}],\n",
       " ['what fantasy movie was liked a lot and had the director sean skelding',\n",
       "  {'entities': [(5, 12, 'GENRE'),\n",
       "    (19, 34, 'RATINGS_AVERAGE'),\n",
       "    (56, 69, 'DIRECTOR')]}],\n",
       " ['what is a war movie that is rated six stars and above and is directed by frank capra',\n",
       "  {'entities': [(10, 13, 'GENRE'),\n",
       "    (34, 53, 'RATINGS_AVERAGE'),\n",
       "    (73, 84, 'DIRECTOR')]}],\n",
       " ['which upcoming superhero movie features the lizard as a villain',\n",
       "  {'entities': [(15, 30, 'GENRE'), (40, 50, 'ACTOR')]}],\n",
       " ['i want to watch a movie with a two thumbs up rating that is about crime',\n",
       "  {'entities': [(31, 44, 'RATINGS_AVERAGE'), (66, 71, 'GENRE')]}],\n",
       " ['when did shrek first release', {'entities': [(9, 14, 'TITLE')]}],\n",
       " ['matrix', {'entities': [(0, 6, 'TITLE')]}],\n",
       " ['what is the title of a four star funny film about alcohol from the 1970 s directed by master p that was rated r',\n",
       "  {'entities': [(23, 27, 'RATINGS_AVERAGE'),\n",
       "    (33, 38, 'GENRE'),\n",
       "    (50, 57, 'PLOT'),\n",
       "    (67, 73, 'YEAR'),\n",
       "    (86, 94, 'DIRECTOR'),\n",
       "    (110, 111, 'RATING')]}],\n",
       " ['what rated r movies from 1980 involving colleges were released',\n",
       "  {'entities': [(11, 12, 'RATING'), (25, 29, 'YEAR'), (40, 48, 'PLOT')]}],\n",
       " ['what is the title of a bruce greenwood film from the 2000 s that is rated pg',\n",
       "  {'entities': [(23, 38, 'ACTOR'), (53, 59, 'YEAR'), (74, 76, 'RATING')]}],\n",
       " ['show clips from drive', {'entities': [(16, 21, 'TITLE')]}],\n",
       " ['is there a pg rated documentary directed by gary hartle in the last decade',\n",
       "  {'entities': [(11, 13, 'RATING'),\n",
       "    (20, 31, 'GENRE'),\n",
       "    (44, 55, 'DIRECTOR'),\n",
       "    (63, 74, 'YEAR')]}],\n",
       " ['list a spencer tracy film', {'entities': [(7, 20, 'ACTOR')]}],\n",
       " ['wild strawberries', {'entities': [(0, 17, 'TITLE')]}],\n",
       " ['are there any movies with athletes in them',\n",
       "  {'entities': [(26, 34, 'PLOT')]}],\n",
       " ['who directed the sweetest thing', {'entities': [(13, 31, 'TITLE')]}],\n",
       " ['whats last years must see unrated fantasy',\n",
       "  {'entities': [(6, 16, 'YEAR'),\n",
       "    (17, 25, 'RATINGS_AVERAGE'),\n",
       "    (26, 33, 'RATING'),\n",
       "    (34, 41, 'GENRE')]}],\n",
       " ['how many james bond films are there', {'entities': [(9, 19, 'CHARACTER')]}],\n",
       " ['name a action movie directed by edward lachman that was given two thumbs up',\n",
       "  {'entities': [(7, 13, 'GENRE'),\n",
       "    (32, 46, 'DIRECTOR'),\n",
       "    (62, 75, 'RATINGS_AVERAGE')]}],\n",
       " ['show me a documentary about lions',\n",
       "  {'entities': [(10, 21, 'GENRE'), (28, 33, 'PLOT')]}],\n",
       " ['who directed young frankenstein', {'entities': [(13, 31, 'TITLE')]}],\n",
       " ['list the top 10 buddy cop movies from the 1980s and beyond',\n",
       "  {'entities': [(16, 25, 'GENRE'), (42, 58, 'YEAR')]}],\n",
       " ['have there been any biography movies with a pg 13 rating',\n",
       "  {'entities': [(20, 29, 'GENRE'), (44, 49, 'RATING')]}],\n",
       " ['list a stanley kubrick film called inception',\n",
       "  {'entities': [(7, 22, 'DIRECTOR'), (35, 44, 'TITLE')]}],\n",
       " ['show me a critically acclaimed romance movie from the 1960s',\n",
       "  {'entities': [(10, 30, 'RATINGS_AVERAGE'),\n",
       "    (31, 38, 'GENRE'),\n",
       "    (54, 59, 'YEAR')]}],\n",
       " ['did ingmar bergman direct an r rated film about a disaster',\n",
       "  {'entities': [(4, 18, 'DIRECTOR'), (29, 30, 'RATING'), (50, 58, 'GENRE')]}],\n",
       " ['which g rated 1970 movie starred jack palance',\n",
       "  {'entities': [(6, 7, 'RATING'), (14, 18, 'YEAR'), (33, 45, 'ACTOR')]}],\n",
       " ['what r rated thriller with six stars were directed by edward d wood jr',\n",
       "  {'entities': [(5, 6, 'RATING'),\n",
       "    (13, 21, 'GENRE'),\n",
       "    (27, 36, 'RATINGS_AVERAGE'),\n",
       "    (54, 70, 'DIRECTOR')]}],\n",
       " ['list a romantic comedy movie', {'entities': [(7, 22, 'GENRE')]}],\n",
       " ['what was a john boorman sword and sorcery film',\n",
       "  {'entities': [(11, 23, 'DIRECTOR'), (24, 41, 'PLOT')]}],\n",
       " ['in the 1960 s did brett harvey direct a drama that critics gave seven stars',\n",
       "  {'entities': [(7, 13, 'YEAR'),\n",
       "    (18, 30, 'DIRECTOR'),\n",
       "    (40, 45, 'GENRE'),\n",
       "    (64, 69, 'RATINGS_AVERAGE')]}],\n",
       " ['please list western gunfight movies released in the last five years starring elisabeth shue',\n",
       "  {'entities': [(12, 19, 'GENRE'),\n",
       "    (20, 28, 'PLOT'),\n",
       "    (52, 67, 'YEAR'),\n",
       "    (77, 91, 'ACTOR')]}],\n",
       " ['find me a comedy rated p 13 or r',\n",
       "  {'entities': [(10, 16, 'GENRE'), (23, 27, 'RATING'), (31, 32, 'RATING')]}],\n",
       " ['who directed the matrix',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 23, 'TITLE')]}],\n",
       " ['is morgan freeman in a war movei from the 1960 s',\n",
       "  {'entities': [(3, 17, 'ACTOR'), (23, 26, 'GENRE'), (42, 48, 'YEAR')]}],\n",
       " ['whats this movie dead mate about', {'entities': [(17, 26, 'TITLE')]}],\n",
       " ['is there a biblical film with charleton heston',\n",
       "  {'entities': [(11, 19, 'GENRE'), (30, 46, 'ACTOR')]}],\n",
       " ['could you tell me the titles of the pg 13 family films from the past three decades by director david presley that have a ratings average of highly recommended',\n",
       "  {'entities': [(36, 41, 'RATING'),\n",
       "    (42, 48, 'GENRE'),\n",
       "    (64, 82, 'YEAR'),\n",
       "    (95, 108, 'DIRECTOR'),\n",
       "    (140, 158, 'RATINGS_AVERAGE')]}],\n",
       " ['what are the titles of any g rated science fiction movies from the last five years directed by brett simon',\n",
       "  {'entities': [(27, 28, 'RATING'),\n",
       "    (35, 50, 'GENRE'),\n",
       "    (67, 82, 'YEAR'),\n",
       "    (95, 106, 'DIRECTOR')]}],\n",
       " ['would you be able to direct me to where i might find the movie priest',\n",
       "  {'entities': [(63, 69, 'TITLE')]}],\n",
       " ['is there a critically acclaimed movie with actor brandon broderick',\n",
       "  {'entities': [(11, 31, 'RATINGS_AVERAGE'), (49, 66, 'ACTOR')]}],\n",
       " ['find the best romantic movies of 2012',\n",
       "  {'entities': [(9, 13, 'REVIEW'), (14, 22, 'GENRE'), (33, 37, 'YEAR')]}],\n",
       " ['what is the best fantasy movie of all time',\n",
       "  {'entities': [(17, 24, 'GENRE')]}],\n",
       " ['has erika eleniak done a mystery movie in the last seven decades',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (46, 64, 'YEAR')]}],\n",
       " ['list all family movies starring bruce willis from 1950',\n",
       "  {'entities': [(9, 15, 'GENRE'), (32, 44, 'ACTOR'), (50, 54, 'YEAR')]}],\n",
       " ['looking for a 1980s movie set in the south with julia roberts and dolly parton',\n",
       "  {'entities': [(14, 19, 'YEAR'),\n",
       "    (33, 42, 'PLOT'),\n",
       "    (48, 61, 'ACTOR'),\n",
       "    (66, 78, 'ACTOR')]}],\n",
       " ['show me the day the earth stood still', {'entities': [(8, 37, 'TITLE')]}],\n",
       " ['is there a good comedy out there revolving around friends',\n",
       "  {'entities': [(16, 22, 'GENRE'), (50, 57, 'PLOT')]}],\n",
       " ['what 1950 s sci fi film is a space opera',\n",
       "  {'entities': [(5, 11, 'YEAR'), (12, 18, 'GENRE'), (29, 40, 'PLOT')]}],\n",
       " ['do you have carry on nurse', {'entities': [(12, 26, 'TITLE')]}],\n",
       " ['what is the last biographical movie that came out that is rated pg 13',\n",
       "  {'entities': [(17, 29, 'GENRE'), (64, 69, 'RATING')]}],\n",
       " ['what time does the hunger games start today',\n",
       "  {'entities': [(15, 31, 'TITLE')]}],\n",
       " ['did you see the well rated mystery directed by hironobu sakaguchi',\n",
       "  {'entities': [(16, 26, 'RATINGS_AVERAGE'),\n",
       "    (27, 34, 'GENRE'),\n",
       "    (47, 65, 'DIRECTOR')]}],\n",
       " ['get a fantasy film about an owl',\n",
       "  {'entities': [(6, 13, 'GENRE'), (28, 31, 'PLOT')]}],\n",
       " ['which mob films has joe pesci been in',\n",
       "  {'entities': [(6, 9, 'PLOT'), (20, 29, 'ACTOR')]}],\n",
       " ['what is the plot of the movie mr destiny',\n",
       "  {'entities': [(30, 40, 'TITLE')]}],\n",
       " ['what was the film about hallucination that was directed by james signorelli',\n",
       "  {'entities': [(24, 37, 'PLOT'), (59, 75, 'DIRECTOR')]}],\n",
       " ['what g rated kids films do you recommend',\n",
       "  {'entities': [(5, 6, 'RATING'), (13, 17, 'GENRE')]}],\n",
       " ['was sabrina lloyd in any r rated films in the 1940 s',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (25, 26, 'RATING'), (46, 50, 'YEAR')]}],\n",
       " ['can anyone suggest a military movie that is rated g from the past two decades',\n",
       "  {'entities': [(21, 29, 'GENRE'), (50, 51, 'RATING'), (61, 77, 'YEAR')]}],\n",
       " ['what laughable movie about bankruptcy came out in 1980 that was rated well',\n",
       "  {'entities': [(5, 14, 'GENRE'),\n",
       "    (27, 37, 'PLOT'),\n",
       "    (50, 54, 'YEAR'),\n",
       "    (64, 74, 'RATINGS_AVERAGE')]}],\n",
       " ['is there a highly rated secret base movie directed by john glenn that is unrated',\n",
       "  {'entities': [(11, 23, 'RATINGS_AVERAGE'),\n",
       "    (24, 35, 'PLOT'),\n",
       "    (54, 64, 'DIRECTOR'),\n",
       "    (73, 80, 'RATING')]}],\n",
       " ['looking for a 1980s movie with eddie murphy as a con man who becomes a commodities trader',\n",
       "  {'entities': [(14, 19, 'YEAR'),\n",
       "    (31, 43, 'ACTOR'),\n",
       "    (49, 56, 'PLOT'),\n",
       "    (61, 89, 'PLOT')]}],\n",
       " ['find movie inception directed by charles chaplin',\n",
       "  {'entities': [(11, 20, 'TITLE'), (33, 48, 'DIRECTOR')]}],\n",
       " ['are all alfred hitchcock suspense movies from the 1950s good',\n",
       "  {'entities': [(8, 24, 'DIRECTOR'), (25, 40, 'GENRE'), (50, 55, 'YEAR')]}],\n",
       " ['who directed gone with the wind', {'entities': [(0, 31, 'TITLE')]}],\n",
       " ['doug campbell produced what six star film noir movie in the past three decades',\n",
       "  {'entities': [(0, 13, 'DIRECTOR'),\n",
       "    (28, 36, 'RATINGS_AVERAGE'),\n",
       "    (37, 46, 'GENRE'),\n",
       "    (60, 78, 'YEAR')]}],\n",
       " ['name a flick with rutger hauer and darrel hanna',\n",
       "  {'entities': [(18, 30, 'ACTOR'), (35, 47, 'ACTOR')]}],\n",
       " ['who starred in whos your caddy', {'entities': [(15, 30, 'TITLE')]}],\n",
       " ['is there an action movie starring jean reno from the 1990s',\n",
       "  {'entities': [(12, 18, 'GENRE'), (34, 43, 'ACTOR'), (53, 58, 'YEAR')]}],\n",
       " ['show me a movie starring cuba gooding jr and tom cruise',\n",
       "  {'entities': [(25, 40, 'ACTOR'), (45, 55, 'ACTOR')]}],\n",
       " ['what actor played the voice of et', {'entities': [(31, 33, 'CHARACTER')]}],\n",
       " ['what are some r rated spaghetti westerns',\n",
       "  {'entities': [(14, 15, 'RATING'), (22, 40, 'GENRE')]}],\n",
       " ['what rating does the movie pictures of hollis woods have',\n",
       "  {'entities': [(27, 51, 'TITLE')]}],\n",
       " ['is there a surfer documentary',\n",
       "  {'entities': [(11, 17, 'PLOT'), (18, 29, 'GENRE')]}],\n",
       " ['is there a movie about the battle of neretva',\n",
       "  {'entities': [(27, 44, 'TITLE')]}],\n",
       " ['show me pg movies from 1985 staring harrison ford',\n",
       "  {'entities': [(8, 10, 'RATING'), (23, 27, 'YEAR'), (36, 49, 'ACTOR')]}],\n",
       " ['show me indiana jones movies', {'entities': [(8, 21, 'TITLE')]}],\n",
       " ['how many fantasy films will be coming out this year',\n",
       "  {'entities': [(9, 16, 'GENRE')]}],\n",
       " ['list a really good musical movie starred paul newman',\n",
       "  {'entities': [(7, 18, 'RATINGS_AVERAGE'),\n",
       "    (19, 26, 'GENRE'),\n",
       "    (41, 52, 'ACTOR')]}],\n",
       " ['is there a color gangster movie', {'entities': [(17, 31, 'PLOT')]}],\n",
       " ['what are the titles of some short films starring matthew porretta from the past four years and rated eight stars',\n",
       "  {'entities': [(28, 33, 'GENRE'),\n",
       "    (49, 65, 'ACTOR'),\n",
       "    (75, 90, 'YEAR'),\n",
       "    (101, 112, 'RATINGS_AVERAGE')]}],\n",
       " ['what is the best drama ever directed by ingmar bergman',\n",
       "  {'entities': [(17, 22, 'GENRE'), (40, 54, 'DIRECTOR')]}],\n",
       " ['what was the plot of gia', {'entities': [(21, 24, 'TITLE')]}],\n",
       " ['show the 1967 drama starring faye dunaway',\n",
       "  {'entities': [(9, 13, 'YEAR'), (14, 19, 'GENRE'), (29, 41, 'ACTOR')]}],\n",
       " ['list director warren ryans drama movies that are rated r',\n",
       "  {'entities': [(14, 26, 'DIRECTOR'), (27, 32, 'GENRE'), (55, 56, 'RATING')]}],\n",
       " ['what movies rated pg 13 were released in 1999 and deal with childhood memories',\n",
       "  {'entities': [(18, 23, 'RATING'), (41, 45, 'YEAR'), (50, 78, 'PLOT')]}],\n",
       " ['what animated movie in the 1980 s had natasha pavlovich in it',\n",
       "  {'entities': [(5, 13, 'GENRE'), (27, 33, 'YEAR'), (38, 55, 'ACTOR')]}],\n",
       " ['what is a really good teen movie directed by stanley kubrick',\n",
       "  {'entities': [(10, 21, 'RATINGS_AVERAGE'),\n",
       "    (22, 26, 'GENRE'),\n",
       "    (45, 60, 'DIRECTOR')]}],\n",
       " ['intolerance', {'entities': [(0, 11, 'TITLE')]}],\n",
       " ['is the movie siren worth watching', {'entities': [(13, 18, 'TITLE')]}],\n",
       " ['did ang lee direct a costume drama movie set in the 1800s',\n",
       "  {'entities': [(4, 11, 'DIRECTOR'), (21, 34, 'GENRE'), (52, 57, 'YEAR')]}],\n",
       " ['what terrorist adventure movie received nine stars in 1990',\n",
       "  {'entities': [(5, 14, 'PLOT'),\n",
       "    (15, 24, 'GENRE'),\n",
       "    (40, 50, 'RATINGS_AVERAGE'),\n",
       "    (54, 58, 'YEAR')]}],\n",
       " ['the quote about greed from wallstreet says what',\n",
       "  {'entities': [(27, 37, 'TITLE')]}],\n",
       " ['name a crime movie starring clint eastwood from the last seven decades',\n",
       "  {'entities': [(7, 12, 'GENRE'), (52, 70, 'YEAR')]}],\n",
       " ['what good teen movie has come out recently',\n",
       "  {'entities': [(10, 14, 'GENRE')]}],\n",
       " ['ric la monte directed this pg 13 body snatching science fiction film of the last ten years',\n",
       "  {'entities': [(0, 12, 'DIRECTOR'),\n",
       "    (27, 32, 'RATING'),\n",
       "    (33, 47, 'PLOT'),\n",
       "    (48, 63, 'GENRE'),\n",
       "    (76, 90, 'YEAR')]}],\n",
       " ['johnny depp made what movies in the 1980s',\n",
       "  {'entities': [(0, 11, 'ACTOR'), (36, 41, 'YEAR')]}],\n",
       " ['is there a pg scary movie from the 1990 s that ned farr directed',\n",
       "  {'entities': [(11, 13, 'RATING'),\n",
       "    (14, 19, 'GENRE'),\n",
       "    (35, 41, 'YEAR'),\n",
       "    (47, 55, 'DIRECTOR')]}],\n",
       " ['give mw the film with the nice song of enrique',\n",
       "  {'entities': [(31, 46, 'SONG')]}],\n",
       " ['what is a highly rated mockumentary that michael caine was in',\n",
       "  {'entities': [(10, 22, 'RATINGS_AVERAGE'),\n",
       "    (23, 35, 'GENRE'),\n",
       "    (41, 54, 'ACTOR')]}],\n",
       " ['what was larenz tates chracter name in menace to society',\n",
       "  {'entities': [(9, 21, 'ACTOR'), (39, 56, 'TITLE')]}],\n",
       " ['where can i find action movies from the 1970s',\n",
       "  {'entities': [(17, 23, 'GENRE'), (40, 45, 'YEAR')]}],\n",
       " ['most viewed movie in the 90s',\n",
       "  {'entities': [(0, 11, 'RATINGS_AVERAGE'), (25, 28, 'YEAR')]}],\n",
       " ['what are the titles of the independent films of terrence malick',\n",
       "  {'entities': [(27, 38, 'GENRE'), (48, 63, 'DIRECTOR')]}],\n",
       " ['is there a film with the word musketeers in the title',\n",
       "  {'entities': [(30, 40, 'TITLE')]}],\n",
       " ['what 1960 science fiction film was directed by edgar g ulmer',\n",
       "  {'entities': [(5, 9, 'YEAR'), (10, 25, 'GENRE')]}],\n",
       " ['easy rider', {'entities': [(0, 10, 'TITLE')]}],\n",
       " ['what critically acclaimed mystery movie about order starred mary tyler moore and has come out within the past six decades',\n",
       "  {'entities': [(5, 25, 'RATINGS_AVERAGE'),\n",
       "    (26, 33, 'GENRE'),\n",
       "    (46, 51, 'PLOT'),\n",
       "    (60, 76, 'ACTOR'),\n",
       "    (105, 121, 'YEAR')]}],\n",
       " ['ice age', {'entities': [(0, 7, 'TITLE')]}],\n",
       " ['what is a 1970 r rated history movie that had eight stars and was directed by tiffany kilbourne',\n",
       "  {'entities': [(10, 14, 'YEAR'),\n",
       "    (15, 16, 'RATING'),\n",
       "    (23, 30, 'GENRE'),\n",
       "    (46, 57, 'RATINGS_AVERAGE'),\n",
       "    (78, 95, 'DIRECTOR')]}],\n",
       " ['what is an adventure movie that has actor vivien leigh in it',\n",
       "  {'entities': [(11, 20, 'GENRE'), (42, 54, 'ACTOR')]}],\n",
       " ['are there any pg 13 disney movies', {'entities': [(14, 19, 'GENRE')]}],\n",
       " ['what was the first movie to receive a pg 13 rating',\n",
       "  {'entities': [(13, 18, 'YEAR'), (38, 43, 'RATING')]}],\n",
       " ['do you have the four star movie from the 1990 s featuring animation',\n",
       "  {'entities': [(16, 20, 'RATINGS_AVERAGE'),\n",
       "    (41, 47, 'YEAR'),\n",
       "    (58, 67, 'GENRE')]}],\n",
       " ['find me a list of bette midler movies from the 1980s',\n",
       "  {'entities': [(18, 30, 'ACTOR'), (47, 52, 'YEAR')]}],\n",
       " ['what musical from the 1940 s directed by butch hartman got two thumbs up',\n",
       "  {'entities': [(5, 12, 'GENRE'),\n",
       "    (22, 28, 'YEAR'),\n",
       "    (41, 54, 'DIRECTOR'),\n",
       "    (59, 72, 'RATINGS_AVERAGE')]}],\n",
       " ['list the mpaa rating for jaws 2', {'entities': [(25, 31, 'TITLE')]}],\n",
       " ['in 2000 s what mediocre r rated family movies were directed by paul schrader',\n",
       "  {'entities': [(3, 9, 'YEAR'),\n",
       "    (15, 23, 'RATINGS_AVERAGE'),\n",
       "    (24, 25, 'RATING'),\n",
       "    (32, 38, 'GENRE'),\n",
       "    (63, 76, 'DIRECTOR')]}],\n",
       " ['what is the name of a romantic comedy movie that came out in 2001',\n",
       "  {'entities': [(22, 37, 'GENRE'), (61, 65, 'YEAR')]}],\n",
       " ['what is the last science fiction film that hayao miyazaki directed',\n",
       "  {'entities': [(17, 32, 'GENRE'), (43, 57, 'DIRECTOR')]}],\n",
       " ['show me the girl with the dragon tatoo', {'entities': [(8, 38, 'TITLE')]}],\n",
       " ['show me dramatic movies directed by ron howard',\n",
       "  {'entities': [(8, 16, 'GENRE'), (36, 46, 'DIRECTOR')]}],\n",
       " ['list a gangster movie', {'entities': [(7, 15, 'GENRE')]}],\n",
       " ['list an adventure murder movie starring fernando colunga',\n",
       "  {'entities': [(8, 17, 'GENRE'), (18, 24, 'PLOT'), (40, 56, 'ACTOR')]}],\n",
       " ['is there a good musical that was made in the 1990 s',\n",
       "  {'entities': [(16, 23, 'GENRE'), (45, 51, 'YEAR')]}],\n",
       " ['list the movies that billy bob thorton has acted in',\n",
       "  {'entities': [(21, 38, 'ACTOR')]}],\n",
       " ['who played the role of beetlejuice in beetlejuice',\n",
       "  {'entities': [(23, 34, 'CHARACTER'), (38, 49, 'TITLE')]}],\n",
       " ['which movie in the 1960 s had my favorite things as the soundtrack for one of the well known movie scenes',\n",
       "  {'entities': [(19, 25, 'YEAR'), (30, 48, 'SONG')]}],\n",
       " ['list an independent g rated film that received nine stars and above',\n",
       "  {'entities': [(8, 19, 'GENRE'),\n",
       "    (20, 21, 'RATING'),\n",
       "    (47, 67, 'RATINGS_AVERAGE')]}],\n",
       " ['list all very good dual identity adventure movies rated r made in the past three decades',\n",
       "  {'entities': [(9, 18, 'RATINGS_AVERAGE'),\n",
       "    (19, 32, 'PLOT'),\n",
       "    (33, 42, 'GENRE'),\n",
       "    (56, 57, 'RATING'),\n",
       "    (70, 88, 'YEAR')]}],\n",
       " ['i would like to find a decent science fiction movie by robert a masciantonio rated nc 17',\n",
       "  {'entities': [(23, 29, 'RATINGS_AVERAGE'),\n",
       "    (30, 45, 'GENRE'),\n",
       "    (55, 76, 'DIRECTOR'),\n",
       "    (83, 88, 'RATING')]}],\n",
       " ['what movies has madonna been in', {'entities': [(16, 23, 'ACTOR')]}],\n",
       " ['are there any films shot entirely on a train',\n",
       "  {'entities': [(25, 44, 'PLOT')]}],\n",
       " ['did frank capra direct a teen movie',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (25, 29, 'GENRE')]}],\n",
       " ['what is a good mockumentary that was made in the 1980 s',\n",
       "  {'entities': [(15, 27, 'GENRE'), (49, 55, 'YEAR')]}],\n",
       " ['has jodie foster been in any foreign films',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (29, 42, 'GENRE')]}],\n",
       " ['what is a good sci fi film starring amy irving in the last three years',\n",
       "  {'entities': [(15, 21, 'GENRE'), (36, 46, 'ACTOR'), (54, 70, 'YEAR')]}],\n",
       " ['what is a rated r documentary directed by thomas l phillips',\n",
       "  {'entities': [(16, 17, 'RATING'), (18, 29, 'GENRE'), (42, 59, 'DIRECTOR')]}],\n",
       " ['list all of the airplane films', {'entities': [(16, 24, 'TITLE')]}],\n",
       " ['name a cowboy film of the past two decades about a search for gold',\n",
       "  {'entities': [(7, 13, 'GENRE'), (26, 42, 'YEAR'), (51, 66, 'PLOT')]}],\n",
       " ['has rodney dangerfield starred in a decent mystery film in 1990',\n",
       "  {'entities': [(4, 22, 'ACTOR'),\n",
       "    (36, 42, 'RATINGS_AVERAGE'),\n",
       "    (43, 50, 'GENRE'),\n",
       "    (59, 63, 'YEAR')]}],\n",
       " ['do you have any silent movies starring harpo marx',\n",
       "  {'entities': [(16, 29, 'GENRE'), (39, 49, 'ACTOR')]}],\n",
       " ['the song my heart will go on was in which movie directed by james cameron',\n",
       "  {'entities': [(9, 28, 'SONG'), (60, 73, 'DIRECTOR')]}],\n",
       " ['has quentin tarantino ever directed an adventure movie',\n",
       "  {'entities': [(4, 21, 'DIRECTOR'), (39, 48, 'GENRE')]}],\n",
       " ['what scifi movie has the best kill scene',\n",
       "  {'entities': [(5, 10, 'GENRE')]}],\n",
       " ['im seeking that scary film about a stabbing directed by joseph infantolino',\n",
       "  {'entities': [(16, 21, 'GENRE'), (35, 43, 'PLOT'), (56, 74, 'DIRECTOR')]}],\n",
       " ['who was the director of avatar', {'entities': [(24, 30, 'TITLE')]}],\n",
       " ['is there a western movie starring jack nicholson',\n",
       "  {'entities': [(11, 18, 'GENRE'), (34, 48, 'ACTOR')]}],\n",
       " ['what was the really popular 1960 action movie with an nc 17 rating that stared rufus sewell',\n",
       "  {'entities': [(13, 27, 'RATINGS_AVERAGE'),\n",
       "    (28, 32, 'YEAR'),\n",
       "    (33, 39, 'GENRE'),\n",
       "    (54, 59, 'RATING'),\n",
       "    (79, 91, 'ACTOR')]}],\n",
       " ['please give me a list of violent movies starring chase masterson that have an average rating of six',\n",
       "  {'entities': [(25, 32, 'GENRE'),\n",
       "    (49, 64, 'ACTOR'),\n",
       "    (96, 99, 'RATINGS_AVERAGE')]}],\n",
       " ['did jane fonda do a science fiction picture',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (20, 35, 'GENRE')]}],\n",
       " ['get a documentary on sharks',\n",
       "  {'entities': [(6, 17, 'GENRE'), (21, 27, 'PLOT')]}],\n",
       " ['what movie has the quote you cant handle the truth in it',\n",
       "  {'entities': []}],\n",
       " ['what is the plot of the movie the country girl',\n",
       "  {'entities': [(30, 46, 'TITLE')]}],\n",
       " ['what films has federico fellini directed',\n",
       "  {'entities': [(15, 31, 'DIRECTOR')]}],\n",
       " ['has roman polanski recently directed any good mystery movies',\n",
       "  {'entities': [(4, 18, 'DIRECTOR'), (46, 53, 'GENRE')]}],\n",
       " ['what is the plot of rocky 1', {'entities': [(20, 27, 'TITLE')]}],\n",
       " ['tell me the name of charlton hestons final movie before he died',\n",
       "  {'entities': [(20, 36, 'TITLE')]}],\n",
       " ['who plays on the soundtrack for 500 days of summer',\n",
       "  {'entities': [(17, 27, 'SONG'), (32, 50, 'TITLE')]}],\n",
       " ['please list movies about family rated r that received eight stars',\n",
       "  {'entities': [(25, 31, 'GENRE'),\n",
       "    (38, 39, 'RATING'),\n",
       "    (54, 65, 'RATINGS_AVERAGE')]}],\n",
       " ['which movies were directed by george lucas',\n",
       "  {'entities': [(30, 42, 'DIRECTOR')]}],\n",
       " ['whats a movie with seth green and allyson hannigan',\n",
       "  {'entities': [(19, 29, 'ACTOR'), (34, 50, 'ACTOR')]}],\n",
       " ['do you have the r rated thriller from 2010',\n",
       "  {'entities': [(16, 17, 'RATING'), (24, 32, 'GENRE'), (38, 42, 'YEAR')]}],\n",
       " ['steve burton is a great director', {'entities': [(0, 12, 'ACTOR')]}],\n",
       " ['is there an isaac hayes biopic',\n",
       "  {'entities': [(12, 23, 'CHARACTER'), (24, 30, 'GENRE')]}],\n",
       " ['please show me the comments viewers had and whether they found it lovely or boring',\n",
       "  {'entities': [(19, 27, 'REVIEW')]}],\n",
       " ['tell me the title of the movie about a zombie apocalypse in london',\n",
       "  {'entities': [(39, 66, 'PLOT')]}],\n",
       " ['did frank capra direct a romantic comedy in the decade of the 2000 s',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (25, 40, 'GENRE'), (62, 68, 'YEAR')]}],\n",
       " ['who starred in all my friends are funeral singers',\n",
       "  {'entities': [(15, 49, 'TITLE')]}],\n",
       " ['what is a popular movie soundtrack from the late 1990s',\n",
       "  {'entities': [(10, 34, 'SONG'), (49, 54, 'YEAR')]}],\n",
       " ['are there any documentary movies on spencer tracy',\n",
       "  {'entities': [(14, 25, 'GENRE'), (36, 49, 'ACTOR')]}],\n",
       " ['was megan follows in a kids movie featuring levitation in the 1970 s',\n",
       "  {'entities': [(4, 17, 'ACTOR'),\n",
       "    (23, 27, 'GENRE'),\n",
       "    (44, 54, 'PLOT'),\n",
       "    (62, 68, 'YEAR')]}],\n",
       " ['what genre was is act of valor',\n",
       "  {'entities': [(5, 10, 'GENRE'), (18, 30, 'TITLE')]}],\n",
       " ['was bill clinton in a fantasy film in the past decade that had excellent ratings',\n",
       "  {'entities': [(4, 16, 'ACTOR'),\n",
       "    (22, 29, 'GENRE'),\n",
       "    (42, 53, 'YEAR'),\n",
       "    (63, 80, 'RATINGS_AVERAGE')]}],\n",
       " ['i want to see a list of fantasy movies with a rating of two thumbs up',\n",
       "  {'entities': [(24, 31, 'GENRE'), (56, 69, 'RATINGS_AVERAGE')]}],\n",
       " ['show me thriller movies with donald sutherland considered must see',\n",
       "  {'entities': [(8, 16, 'GENRE'), (29, 46, 'ACTOR'), (58, 66, 'REVIEW')]}],\n",
       " ['show me a movie directed by tim burton with helena bonham carter',\n",
       "  {'entities': [(28, 38, 'DIRECTOR'), (44, 64, 'ACTOR')]}],\n",
       " ['what crime movie about robbery that was released within the past five years was directed by jason scott sadofsky and had good ratings',\n",
       "  {'entities': [(5, 10, 'GENRE'),\n",
       "    (23, 30, 'PLOT'),\n",
       "    (60, 75, 'YEAR'),\n",
       "    (92, 112, 'DIRECTOR'),\n",
       "    (121, 133, 'RATINGS_AVERAGE')]}],\n",
       " ['find a movie with the song hes a tramp', {'entities': [(27, 38, 'SONG')]}],\n",
       " ['what movie has the same title as a cure song',\n",
       "  {'entities': [(35, 39, 'SONG')]}],\n",
       " ['show me a list of movies starring elvis presley',\n",
       "  {'entities': [(34, 47, 'ACTOR')]}],\n",
       " ['do you have the four star melodrama about death from the 1940 s',\n",
       "  {'entities': [(16, 20, 'RATINGS_AVERAGE'),\n",
       "    (26, 35, 'GENRE'),\n",
       "    (42, 47, 'PLOT'),\n",
       "    (57, 63, 'YEAR')]}],\n",
       " ['show me historical dramas with alan rickman',\n",
       "  {'entities': [(8, 25, 'GENRE'), (31, 43, 'ACTOR')]}],\n",
       " ['what movies did julia roberts appear naked in',\n",
       "  {'entities': [(16, 29, 'ACTOR')]}],\n",
       " ['what is the movie monkeybone about', {'entities': [(18, 28, 'TITLE')]}],\n",
       " ['who the major actors in the movie half broken things',\n",
       "  {'entities': [(34, 52, 'TITLE')]}],\n",
       " ['show me r rated movies released in 2011',\n",
       "  {'entities': [(8, 15, 'RATING'), (35, 39, 'YEAR')]}],\n",
       " ['what are some decent unrated fantasy films that have christopher lambert in them',\n",
       "  {'entities': [(14, 20, 'RATINGS_AVERAGE'),\n",
       "    (21, 28, 'RATING'),\n",
       "    (29, 36, 'GENRE'),\n",
       "    (53, 72, 'ACTOR')]}],\n",
       " ['name an 1980s science fiction comedy',\n",
       "  {'entities': [(8, 13, 'YEAR'), (14, 36, 'GENRE')]}],\n",
       " ['how was the movie inception', {'entities': [(18, 27, 'TITLE')]}],\n",
       " ['does the movie inception have actor spencer tracy in it',\n",
       "  {'entities': [(15, 24, 'TITLE'), (36, 49, 'ACTOR')]}],\n",
       " ['is there a movie from the 1940 s directed by john kalangis with a pg 13 rating and the plot being order',\n",
       "  {'entities': [(26, 32, 'YEAR'),\n",
       "    (45, 58, 'DIRECTOR'),\n",
       "    (66, 71, 'RATING'),\n",
       "    (98, 103, 'PLOT')]}],\n",
       " ['what movies did david lean direct', {'entities': [(16, 26, 'DIRECTOR')]}],\n",
       " ['what movie has cher and susan sarandon',\n",
       "  {'entities': [(15, 19, 'ACTOR'), (24, 38, 'ACTOR')]}],\n",
       " ['what is a film about police brutality that had a five star rating',\n",
       "  {'entities': [(21, 37, 'PLOT'), (49, 58, 'RATINGS_AVERAGE')]}],\n",
       " ['find me all the movies about drug addiction set in new york',\n",
       "  {'entities': [(29, 59, 'PLOT')]}],\n",
       " ['what year was four stories of st julian made',\n",
       "  {'entities': [(14, 39, 'TITLE')]}],\n",
       " ['do you have poltergeist', {'entities': [(12, 23, 'TITLE')]}],\n",
       " ['please find the movie with barbara stanwyck gary cooper and dana andrews',\n",
       "  {'entities': [(0, 72, 'ACTOR')]}],\n",
       " ['list a film noir movie which director was federico fellini',\n",
       "  {'entities': [(7, 16, 'GENRE'), (42, 58, 'DIRECTOR')]}],\n",
       " ['what is one night in turin about', {'entities': [(8, 26, 'TITLE')]}],\n",
       " ['show me the third star wars film', {'entities': [(18, 27, 'TITLE')]}],\n",
       " ['are there any animation movies from japan that won the oscar',\n",
       "  {'entities': [(14, 30, 'GENRE'),\n",
       "    (36, 41, 'PLOT'),\n",
       "    (47, 60, 'RATINGS_AVERAGE')]}],\n",
       " ['locate the most recent preview for the dark knight rises',\n",
       "  {'entities': [(23, 30, 'TRAILER'), (35, 56, 'TITLE')]}],\n",
       " ['what short movie was ciarn hinds in that showed in the past nine decades',\n",
       "  {'entities': [(5, 10, 'GENRE'), (21, 32, 'ACTOR'), (55, 72, 'YEAR')]}],\n",
       " ['what genre is sleepy hollow', {'entities': [(0, 27, 'GENRE')]}],\n",
       " ['find me a spaghetti western', {'entities': [(10, 27, 'GENRE')]}],\n",
       " ['i want a critically acclaimed movie from the 1990 s with actor brandon hammond about smuggling',\n",
       "  {'entities': [(9, 29, 'RATINGS_AVERAGE'),\n",
       "    (45, 51, 'YEAR'),\n",
       "    (63, 78, 'ACTOR'),\n",
       "    (85, 94, 'PLOT')]}],\n",
       " ['doctor zhivago', {'entities': [(0, 14, 'TITLE')]}],\n",
       " ['list all 1970 s pg 13 science fiction movies staring mathew miller',\n",
       "  {'entities': [(9, 15, 'YEAR'),\n",
       "    (16, 21, 'RATING'),\n",
       "    (22, 37, 'GENRE'),\n",
       "    (53, 66, 'DIRECTOR')]}],\n",
       " ['a western with an r rating starring brad wiebe',\n",
       "  {'entities': [(2, 9, 'GENRE'), (18, 19, 'RATING'), (36, 46, 'DIRECTOR')]}],\n",
       " ['was julia roberts ever in a movie directed by federico fellini',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (46, 62, 'DIRECTOR')]}],\n",
       " ['which pixar movie was released in 2011',\n",
       "  {'entities': [(6, 11, 'GENRE'), (34, 38, 'YEAR')]}],\n",
       " ['list all mystery movies made in 1940 that are pg 13 and directed by jeff melman',\n",
       "  {'entities': [(9, 16, 'GENRE'),\n",
       "    (32, 36, 'YEAR'),\n",
       "    (46, 51, 'RATING'),\n",
       "    (68, 79, 'DIRECTOR')]}],\n",
       " ['what rated r sci fi movie about a space battle and directed by haim bouzaglo has been around for the past three years',\n",
       "  {'entities': [(11, 12, 'RATING'),\n",
       "    (13, 19, 'GENRE'),\n",
       "    (34, 46, 'PLOT'),\n",
       "    (63, 76, 'DIRECTOR'),\n",
       "    (101, 117, 'YEAR')]}],\n",
       " ['i would like to see the movie hanna', {'entities': [(30, 35, 'TITLE')]}],\n",
       " ['is there a movie about a talking pony', {'entities': [(25, 37, 'PLOT')]}],\n",
       " ['are there any r rated movies that dont have extreme violence',\n",
       "  {'entities': [(14, 21, 'RATING'), (34, 60, 'PLOT')]}],\n",
       " ['i would like a list of films from the 1990 s where wonderment was a key part of the plot',\n",
       "  {'entities': [(38, 44, 'YEAR'), (51, 61, 'PLOT')]}],\n",
       " ['are there any romance movies with vampires',\n",
       "  {'entities': [(14, 21, 'GENRE'), (34, 42, 'PLOT')]}],\n",
       " ['what is the rating for sharks 3d',\n",
       "  {'entities': [(12, 18, 'RATINGS_AVERAGE'), (23, 32, 'TITLE')]}],\n",
       " ['what song plays during opening credits of gone in 60 seconds',\n",
       "  {'entities': [(42, 60, 'TITLE')]}],\n",
       " ['people said jason gedrick was all right for the past decade',\n",
       "  {'entities': [(12, 25, 'ACTOR'),\n",
       "    (30, 39, 'RATINGS_AVERAGE'),\n",
       "    (48, 59, 'YEAR')]}],\n",
       " ['find an pg movie with cameron diaz',\n",
       "  {'entities': [(8, 10, 'RATING'), (22, 34, 'ACTOR')]}],\n",
       " ['levar burton starred in some mediocre movie rated g what was it',\n",
       "  {'entities': [(0, 12, 'ACTOR'),\n",
       "    (29, 37, 'RATINGS_AVERAGE'),\n",
       "    (50, 51, 'RATING')]}],\n",
       " ['what was the sci fi g rated movie that drew rosas directed in 2000 that had some battle in it',\n",
       "  {'entities': [(13, 19, 'GENRE'),\n",
       "    (20, 21, 'RATING'),\n",
       "    (39, 49, 'DIRECTOR'),\n",
       "    (62, 66, 'YEAR'),\n",
       "    (81, 87, 'PLOT')]}],\n",
       " ['do you have a rags to riches movie in the spaghetti western genre that was made in the last four years',\n",
       "  {'entities': [(14, 28, 'PLOT'), (42, 59, 'GENRE'), (87, 102, 'YEAR')]}],\n",
       " ['show me a movie with the song can you feel the love tonight',\n",
       "  {'entities': [(30, 59, 'SONG')]}],\n",
       " ['who played shelby in steel magnolias',\n",
       "  {'entities': [(11, 17, 'CHARACTER'), (21, 36, 'TITLE')]}],\n",
       " ['list rated r history films john h williams directed in the last decade',\n",
       "  {'entities': [(11, 12, 'RATING'),\n",
       "    (13, 20, 'GENRE'),\n",
       "    (27, 42, 'DIRECTOR'),\n",
       "    (59, 70, 'YEAR')]}],\n",
       " ['i want to watch inception with harrison ford',\n",
       "  {'entities': [(16, 25, 'TITLE'), (31, 44, 'ACTOR')]}],\n",
       " ['what shorts were highly liked with sharon stone starring in',\n",
       "  {'entities': [(5, 11, 'GENRE'),\n",
       "    (17, 29, 'RATINGS_AVERAGE'),\n",
       "    (35, 47, 'ACTOR')]}],\n",
       " ['what films did genesis rodriguez star in',\n",
       "  {'entities': [(15, 32, 'ACTOR')]}],\n",
       " ['is there a romantic comedy starring mel gibson that people say its ok',\n",
       "  {'entities': [(11, 26, 'GENRE'),\n",
       "    (36, 46, 'ACTOR'),\n",
       "    (67, 69, 'RATINGS_AVERAGE')]}],\n",
       " ['i am looking for a 1980 s biography for a pg movie about a classical composer and it starred greg kinear what was it',\n",
       "  {'entities': [(19, 25, 'YEAR'),\n",
       "    (26, 35, 'GENRE'),\n",
       "    (42, 44, 'RATING'),\n",
       "    (59, 77, 'PLOT'),\n",
       "    (93, 104, 'ACTOR')]}],\n",
       " ['find me a trailer for a romantic comedy from this year',\n",
       "  {'entities': [(10, 17, 'TRAILER'), (24, 39, 'GENRE'), (45, 54, 'YEAR')]}],\n",
       " ['what comedy of the past decade starred howard stern',\n",
       "  {'entities': [(5, 11, 'GENRE'), (19, 30, 'YEAR'), (39, 51, 'ACTOR')]}],\n",
       " ['what type of movie is the dark knight', {'entities': [(22, 37, 'TITLE')]}],\n",
       " ['show me action movies from 1947',\n",
       "  {'entities': [(8, 14, 'GENRE'), (27, 31, 'YEAR')]}],\n",
       " ['list ok tommy lee jones history movies rated r in the last four years',\n",
       "  {'entities': [(5, 7, 'RATINGS_AVERAGE'),\n",
       "    (8, 23, 'ACTOR'),\n",
       "    (24, 31, 'GENRE'),\n",
       "    (45, 46, 'RATING'),\n",
       "    (54, 69, 'YEAR')]}],\n",
       " ['has james cagney been in any r rated science fiction movies',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (29, 30, 'RATING'), (37, 52, 'GENRE')]}],\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TRAIN_DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\tf\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "  return f(*args, **kwds)\n",
      "d:\\tf\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 88 from C header, got 96 from PyObject\n",
      "  return f(*args, **kwds)\n",
      "d:\\tf\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.DataFrame(TRAIN_DATA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"test_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'ACTOR',\n",
       " 'YEAR',\n",
       " 'TITLE',\n",
       " 'GENRE',\n",
       " 'DIRECTOR',\n",
       " 'SONG',\n",
       " 'PLOT',\n",
       " 'REVIEW',\n",
       " 'CHARACTER',\n",
       " 'RATING',\n",
       " 'RATINGS_AVERAGE',\n",
       " 'TRAILER']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LABELS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['show me films with drew barrymore from the 1980s',\n",
       " 'what movies starred both al pacino and robert deniro',\n",
       " 'find me all of the movies that starred harold ramis and bill murray',\n",
       " 'find me a movie with a quote about baseball in it',\n",
       " 'what movies have mississippi in the title',\n",
       " 'show me science fiction films directed by steven spielberg',\n",
       " 'do you have any thrillers directed by sofia coppola',\n",
       " 'what leonard cohen songs have been used in a movie',\n",
       " 'show me films elvis films set in hawaii']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[x[0] for x in TRAIN_DATA[1:10]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entities': [(19, 33, 'ACTOR'), (43, 48, 'YEAR')]},\n",
       " {'entities': [(25, 34, 'ACTOR'), (39, 52, 'ACTOR')]},\n",
       " {'entities': [(39, 51, 'ACTOR'), (56, 67, 'ACTOR')]},\n",
       " {'entities': []},\n",
       " {'entities': [(17, 28, 'TITLE')]},\n",
       " {'entities': [(8, 29, 'GENRE'), (42, 58, 'DIRECTOR')]},\n",
       " {'entities': [(16, 25, 'GENRE'), (38, 51, 'DIRECTOR')]},\n",
       " {'entities': [(5, 24, 'SONG')]},\n",
       " {'entities': [(14, 19, 'ACTOR'), (26, 39, 'PLOT')]}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[x[1] for x in TRAIN_DATA[1:10]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting en_core_web_sm==2.2.5\n",
      "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz (12.0 MB)\n",
      "Requirement already satisfied: spacy>=2.2.2 in d:\\tf\\lib\\site-packages (from en_core_web_sm==2.2.5) (2.2.4)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (2.0.3)\n",
      "Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (0.6.0)\n",
      "Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.0)\n",
      "Requirement already satisfied: numpy>=1.15.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.18.4)\n",
      "Requirement already satisfied: plac<1.2.0,>=0.9.6 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.1.3)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (4.46.0)\n",
      "Requirement already satisfied: srsly<1.1.0,>=1.0.2 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.2)\n",
      "Requirement already satisfied: setuptools in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (46.1.3)\n",
      "Requirement already satisfied: blis<0.5.0,>=0.4.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (0.4.1)\n",
      "Requirement already satisfied: thinc==7.4.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (7.4.0)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (2.23.0)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.2)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in d:\\tf\\lib\\site-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (3.0.2)\n",
      "Requirement already satisfied: importlib-metadata>=0.20; python_version < \"3.8\" in d:\\tf\\lib\\site-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (1.6.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in d:\\tf\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2020.4.5.1)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in d:\\tf\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in d:\\tf\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2.9)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in d:\\tf\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (1.25.9)\n",
      "Requirement already satisfied: zipp>=0.5 in d:\\tf\\lib\\site-packages (from importlib-metadata>=0.20; python_version < \"3.8\"->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (1.2.0)\n",
      "Building wheels for collected packages: en-core-web-sm\n",
      "  Building wheel for en-core-web-sm (setup.py): started\n",
      "  Building wheel for en-core-web-sm (setup.py): finished with status 'done'\n",
      "  Created wheel for en-core-web-sm: filename=en_core_web_sm-2.2.5-py3-none-any.whl size=12011743 sha256=11f79dcf40d1069ef4ac854fc4b0b763e669b08058d4d7488adfa56e4a1f4437\n",
      "  Stored in directory: C:\\Users\\sarka\\AppData\\Local\\Temp\\pip-ephem-wheel-cache-3y0hmu1_\\wheels\\15\\d1\\af\\882f77dfe853f3df1f661fc72934bfd8376d52f264f4223f6f\n",
      "Successfully built en-core-web-sm\n",
      "Installing collected packages: en-core-web-sm\n",
      "Successfully installed en-core-web-sm-2.2.5\n",
      "symbolic link created for d:\\tf\\lib\\site-packages\\spacy\\data\\en <<===>> d:\\tf\\lib\\site-packages\\en_core_web_sm\n",
      "[+] Download and installation successful\n",
      "You can now load the model via spacy.load('en_core_web_sm')\n",
      "[+] Linking successful\n",
      "d:\\tf\\lib\\site-packages\\en_core_web_sm --> d:\\tf\\lib\\site-packages\\spacy\\data\\en\n",
      "You can now load the model via spacy.load('en')\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "!{sys.executable} -m spacy download en"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">are there any good romantic comedies out right now</div></span>"
      ],
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    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me a movie about cars that talk</div></span>"
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
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      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">list the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    five\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " star rated movies starring \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    mel gibson\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what science fiction films have come out recently</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">did the same director make all of the harry potter movies</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1980s\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " action movies</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the name of the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    third\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " movie in the star trek series</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">can you get a soundtrac for the harry potter films</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">find me science fiction movies since \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2005\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the most current movie featuring mat damon</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me films where \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    jim carrey\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " is a detective</div></span>"
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      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">did \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    george clooney\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " make a musical in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the 1980s\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me films with both \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    matt damon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " ad \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ben affleck\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the borrowers movie</div></span>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">have u movie hm about to pg \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    18\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spacy import displacy\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "nlp = spacy.load('en')\n",
    "TEST_DATA, _ = load_data_spacy(\"data/test.txt\")\n",
    "\n",
    "test_sentences = [x[0] for x in TEST_DATA[0:15]] # extract the sentences from [sentence, entity]\n",
    "for x in test_sentences:\n",
    "    doc = nlp(x)\n",
    "    displacy.render(doc, jupyter = True, style = \"ent\")\n",
    "warnings.filterwarnings(\"default\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\tf\\lib\\importlib\\_bootstrap.py:222: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 176 from C header, got 216 from PyObject\n",
      "  return f(*args, **kwds)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1 Loss: {'ner': 19337.692373875634}\n",
      "Iteration 2 Loss: {'ner': 12994.5199235371}\n",
      "Iteration 3 Loss: {'ner': 11303.230611235022}\n",
      "Iteration 4 Loss: {'ner': 9950.893918391652}\n",
      "Iteration 5 Loss: {'ner': 9036.169604277053}\n",
      "Iteration 6 Loss: {'ner': 8518.114959996969}\n",
      "Completed in 962 seconds\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\tf\\lib\\site-packages\\spacy\\language.py:900: ResourceWarning: unclosed file <_io.TextIOWrapper name='models\\\\spacy_example\\\\meta.json' mode='w' encoding='cp1252'>\n",
      "  srsly.json_dumps(self.meta)\n",
      "d:\\tf\\lib\\site-packages\\spacy\\util.py:645: ResourceWarning: unclosed file <_io.BufferedWriter name='models\\\\spacy_example\\\\vocab\\\\vectors'>\n",
      "  writer(path / key)\n"
     ]
    }
   ],
   "source": [
    "# A simple decorator to log function processing time\n",
    "def timer(method):\n",
    "    def timed(*args, **kw):\n",
    "        ts = time.time()\n",
    "        result = method(*args, **kw)\n",
    "        te = time.time()\n",
    "        print(\"Completed in {} seconds\".format(int(te - ts)))\n",
    "        return result\n",
    "    return timed\n",
    "\n",
    "# Data must be of the form (sentence, {entities: [start, end, label]})\n",
    "@timer\n",
    "def train_spacy(train_data, labels, iterations, dropout = 0.2, display_freq = 1):\n",
    "    ''' Train a spacy NER model, which can be queried against with test data\n",
    "   \n",
    "    train_data : training data in the format of (sentence, {entities: [(start, end, label)]})\n",
    "    labels : a list of unique annotations\n",
    "    iterations : number of training iterations\n",
    "    dropout : dropout proportion for training\n",
    "    display_freq : number of epochs between logging losses to console\n",
    "    '''\n",
    "    nlp = spacy.blank('en')\n",
    "    if 'ner' not in nlp.pipe_names:\n",
    "        ner = nlp.create_pipe('ner')\n",
    "        nlp.add_pipe(ner)\n",
    "   \n",
    "    # Add entity labels to the NER pipeline\n",
    "    for i in labels:\n",
    "        ner.add_label(i)\n",
    "\n",
    "    # Disable other pipelines in SpaCy to only train NER\n",
    "    other_pipes = [pipe for pipe in nlp.pipe_names if pipe != 'ner']\n",
    "    with nlp.disable_pipes(*other_pipes):\n",
    "        nlp.vocab.vectors.name = 'spacy_model' # without this, spaCy throws an \"unnamed\" error\n",
    "        optimizer = nlp.begin_training()\n",
    "        for itr in range(iterations):\n",
    "            random.shuffle(train_data) # shuffle the training data before each iteration\n",
    "            losses = {}\n",
    "            batches = minibatch(train_data, size = compounding(4., 32., 1.001))\n",
    "            for batch in batches:\n",
    "                texts, annotations = zip(*batch)\n",
    "                nlp.update(          \n",
    "                    texts,\n",
    "                    annotations,\n",
    "                    drop = dropout,  \n",
    "                    sgd = optimizer,\n",
    "                    losses = losses)\n",
    "            if itr % display_freq == 0:\n",
    "                print(\"Iteration {} Loss: {}\".format(itr + 1, losses))\n",
    "    return nlp\n",
    "\n",
    "# Train (and save) the NER model\n",
    "ner = train_spacy(TRAIN_DATA, LABELS,6)\n",
    "ner.to_disk(\"models/spacy_example\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">are there any good \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    romantic comedies\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " out right now</div></span>"
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       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me a movie about \n",
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       "    cars\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PLOT</span>\n",
       "</mark>\n",
       " that talk</div></span>"
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       "<IPython.core.display.HTML object>"
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      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">list the \n",
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       "    five star\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">RATINGS_AVERAGE</span>\n",
       "</mark>\n",
       " rated movies starring \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    mel gibson\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ACTOR</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
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       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what \n",
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       "    science fiction\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " films have come out recently</div></span>"
      ],
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       "    harry potter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TITLE</span>\n",
       "</mark>\n",
       " movies</div></span>"
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      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1980s\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">YEAR</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    action\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " movies</div></span>"
      ],
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       "<IPython.core.display.HTML object>"
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    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the name of the third movie in the \n",
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       "    star trek\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TITLE</span>\n",
       "</mark>\n",
       " series</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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    },
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     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">can you get a soundtrac for \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the harry potter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TITLE</span>\n",
       "</mark>\n",
       " films</div></span>"
      ],
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     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">find me \n",
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       "    science fiction\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " movies \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    since 2005\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">YEAR</span>\n",
       "</mark>\n",
       "</div></span>"
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      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the most current movie featuring \n",
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       "    mat damon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ACTOR</span>\n",
       "</mark>\n",
       "</div></span>"
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       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me films where \n",
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       "    jim carrey\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ACTOR</span>\n",
       "</mark>\n",
       " is a \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    detective\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PLOT</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
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     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">did \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    george clooney\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DIRECTOR</span>\n",
       "</mark>\n",
       " make a \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    musical\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " in the \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1980s\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">YEAR</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">show me films with both \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    matt damon ad ben affleck\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ACTOR</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">what is the \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    borrowers\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GENRE</span>\n",
       "</mark>\n",
       " movie</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">have u movie hm about to \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    pg 18\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">RATING</span>\n",
       "</mark>\n",
       "</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spacy import displacy\n",
    "\n",
    "def load_model(model_path):\n",
    "    ''' Loads a pre-trained model for prediction on new test sentences\n",
    "   \n",
    "    model_path : directory of model saved by spacy.to_disk\n",
    "    '''\n",
    "    nlp = spacy.blank('en')\n",
    "    if 'ner' not in nlp.pipe_names:\n",
    "        ner = nlp.create_pipe('ner')\n",
    "        nlp.add_pipe(ner)\n",
    "    ner = nlp.from_disk(model_path)\n",
    "    return ner\n",
    "\n",
    "ner = load_model(\"models/spacy_example\")\n",
    "\n",
    "TEST_DATA, _ = load_data_spacy(\"data/test.txt\")\n",
    "\n",
    "test_sentences = [x[0] for x in TEST_DATA[0:15]] # extract the sentences from [sentence, entity]\n",
    "for x in test_sentences:\n",
    "    doc = ner(x)\n",
    "    displacy.render(doc, jupyter = True, style = \"ent\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_precision(pred, true):        \n",
    "    precision = len([x for x in pred if x in true]) / (len(pred) + 1e-20) # true positives / total pred\n",
    "    return precision\n",
    "\n",
    "def calc_recall(pred, true):\n",
    "    recall = len([x for x in true if x in pred]) / (len(true) + 1e-20)    # true positives / total test\n",
    "    return recall\n",
    "\n",
    "def calc_f1(precision, recall):\n",
    "    f1 = 2 * ((precision * recall) / (precision + recall + 1e-20))\n",
    "    return f1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision: 0.873 \n",
      "Recall: 0.882 \n",
      "F1-score: 0.869\n"
     ]
    }
   ],
   "source": [
    "from itertools import chain\n",
    "\n",
    "# run the predictions on each sentence in the test dataset, and return the spacy object\n",
    "preds = [ner(x[0]) for x in TEST_DATA]\n",
    "\n",
    "precisions, recalls, f1s = [], [], []\n",
    "\n",
    "# iterate over predictions and test data and calculate precision, recall, and F1-score\n",
    "for pred, true in zip(preds, TEST_DATA):\n",
    "    true = [x[2] for x in list(chain.from_iterable(true[1].values()))] # x[2] = annotation, true[1] = (start, end, annot)\n",
    "    pred = [i.label_ for i in pred.ents] # i.label_ = annotation label, pred.ents = list of annotations\n",
    "    precision = calc_precision(true, pred)\n",
    "    precisions.append(precision)\n",
    "    recall = calc_recall(true, pred)\n",
    "    recalls.append(recall)\n",
    "    f1s.append(calc_f1(precision, recall))\n",
    "   \n",
    "print(\"Precision: {} \\nRecall: {} \\nF1-score: {}\".format(np.around(np.mean(precisions), 3),\n",
    "                                                         np.around(np.mean(recalls), 3),\n",
    "                                                         np.around(np.mean(f1s), 3)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['are there any good romantic comedies out right now',\n",
       "  {'entities': [(19, 36, 'GENRE'), (41, 50, 'YEAR')]}],\n",
       " ['show me a movie about cars that talk', {'entities': [(22, 36, 'PLOT')]}],\n",
       " ['list the five star rated movies starring mel gibson',\n",
       "  {'entities': [(9, 18, 'RATINGS_AVERAGE'), (41, 51, 'ACTOR')]}],\n",
       " ['what science fiction films have come out recently',\n",
       "  {'entities': [(5, 20, 'GENRE'), (41, 49, 'YEAR')]}],\n",
       " ['did the same director make all of the harry potter movies',\n",
       "  {'entities': [(38, 50, 'TITLE')]}],\n",
       " ['show me 1980s action movies',\n",
       "  {'entities': [(8, 13, 'YEAR'), (14, 20, 'GENRE')]}],\n",
       " ['what is the name of the third movie in the star trek series',\n",
       "  {'entities': [(43, 59, 'TITLE')]}],\n",
       " ['can you get a soundtrac for the harry potter films',\n",
       "  {'entities': [(14, 23, 'SONG'), (32, 50, 'TITLE')]}],\n",
       " ['find me science fiction movies since 2005',\n",
       "  {'entities': [(8, 23, 'GENRE'), (31, 41, 'YEAR')]}],\n",
       " ['what is the most current movie featuring mat damon',\n",
       "  {'entities': [(17, 24, 'YEAR'), (41, 50, 'ACTOR')]}],\n",
       " ['show me films where jim carrey is a detective',\n",
       "  {'entities': [(20, 30, 'ACTOR'), (36, 45, 'CHARACTER')]}],\n",
       " ['did george clooney make a musical in the 1980s',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (26, 33, 'GENRE'), (41, 46, 'YEAR')]}],\n",
       " ['show me films with both matt damon ad ben affleck',\n",
       "  {'entities': [(24, 34, 'ACTOR'), (38, 49, 'ACTOR')]}],\n",
       " ['what is the borrowers movie', {'entities': [(12, 21, 'TITLE')]}],\n",
       " ['have u movie hm about to pg 18', {'entities': [(25, 30, 'RATING')]}],\n",
       " ['find rated g films with flying cars',\n",
       "  {'entities': [(11, 12, 'RATING'), (24, 35, 'PLOT')]}],\n",
       " ['what was the best rated stanley kubrick film',\n",
       "  {'entities': [(13, 17, 'REVIEW'), (24, 39, 'DIRECTOR')]}],\n",
       " ['are there any films directed by shawn levy about large families',\n",
       "  {'entities': [(32, 42, 'DIRECTOR'), (49, 63, 'PLOT')]}],\n",
       " ['list pg rated movies about cars released in the 1990s',\n",
       "  {'entities': [(5, 7, 'RATING'), (27, 31, 'PLOT'), (48, 53, 'YEAR')]}],\n",
       " ['what movie won best picure at the 2012 oscars',\n",
       "  {'entities': [(15, 26, 'RATINGS_AVERAGE'), (34, 38, 'RATINGS_AVERAGE')]}],\n",
       " ['find me childrens movies with daniel radcliffe from the 2000s',\n",
       "  {'entities': [(8, 24, 'GENRE'), (30, 46, 'ACTOR'), (56, 61, 'YEAR')]}],\n",
       " ['what was the plot behind 3 days of the condor',\n",
       "  {'entities': [(25, 45, 'TITLE')]}],\n",
       " ['what are considered the must see sci fi movies of the 1970s',\n",
       "  {'entities': [(33, 46, 'GENRE'), (54, 59, 'YEAR')]}],\n",
       " ['who directed the film pulp fiction that starred john travolta',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (22, 34, 'TITLE'), (48, 61, 'ACTOR')]}],\n",
       " ['which film has the highest viewer rating this year',\n",
       "  {'entities': [(19, 33, 'RATINGS_AVERAGE')]}],\n",
       " ['what was the first movie in color', {'entities': [(28, 33, 'PLOT')]}],\n",
       " ['may i have the highly acclaimed film from 1985 directed by sylvester stallone',\n",
       "  {'entities': [(15, 31, 'REVIEW'),\n",
       "    (42, 46, 'RATINGS_AVERAGE'),\n",
       "    (59, 77, 'DIRECTOR')]}],\n",
       " ['list the action films starring hugh jackman',\n",
       "  {'entities': [(9, 21, 'GENRE'), (31, 43, 'ACTOR')]}],\n",
       " ['what is a bronx tale rated',\n",
       "  {'entities': [(10, 20, 'TITLE'), (21, 26, 'RATING')]}],\n",
       " ['is there a pg 13 movie thats scary',\n",
       "  {'entities': [(11, 16, 'RATING'), (29, 34, 'GENRE')]}],\n",
       " ['what movies made in 2004 were pg',\n",
       "  {'entities': [(20, 24, 'YEAR'), (30, 32, 'RATING')]}],\n",
       " ['find movies with robert diniero in it', {'entities': [(17, 31, 'ACTOR')]}],\n",
       " ['have pg 13 movies for the kidz',\n",
       "  {'entities': [(5, 10, 'RATING'), (26, 30, 'GENRE')]}],\n",
       " ['list the science fiction movies directed by shawn levy',\n",
       "  {'entities': [(9, 24, 'GENRE'), (44, 54, 'DIRECTOR')]}],\n",
       " ['what was the last film elizabeth montgomery starred in',\n",
       "  {'entities': [(13, 17, 'YEAR'), (23, 43, 'ACTOR')]}],\n",
       " ['did george clooney direct any comedy films',\n",
       "  {'entities': [(4, 18, 'DIRECTOR'), (30, 36, 'GENRE')]}],\n",
       " ['what is brad pitts first movie', {'entities': [(8, 18, 'ACTOR')]}],\n",
       " ['find me the movie that has a aerosmith song',\n",
       "  {'entities': [(29, 43, 'SONG')]}],\n",
       " ['are there any drama movies with seth green',\n",
       "  {'entities': [(14, 19, 'GENRE'), (32, 42, 'ACTOR')]}],\n",
       " ['what is the movie with an aerosmith song',\n",
       "  {'entities': [(26, 35, 'SONG')]}],\n",
       " ['what is the highest rated kids new release',\n",
       "  {'entities': [(12, 25, 'RATINGS_AVERAGE'),\n",
       "    (26, 30, 'GENRE'),\n",
       "    (31, 42, 'YEAR')]}],\n",
       " ['worst review for 2011 movies',\n",
       "  {'entities': [(0, 12, 'RATINGS_AVERAGE'), (17, 21, 'YEAR')]}],\n",
       " ['show me the milos forman movies from the 1980s',\n",
       "  {'entities': [(12, 24, 'ACTOR'), (41, 46, 'YEAR')]}],\n",
       " ['lets find an independent film company', {'entities': [(13, 29, 'GENRE')]}],\n",
       " ['which movies were based off of video games besides resident evil',\n",
       "  {'entities': [(18, 42, 'PLOT'), (51, 64, 'TITLE')]}],\n",
       " ['did dame judy dench star in a british film about queen elizabeth',\n",
       "  {'entities': [(4, 19, 'ACTOR'), (30, 37, 'PLOT'), (49, 64, 'CHARACTER')]}],\n",
       " ['present list of family movies that chris columbus directed',\n",
       "  {'entities': [(16, 29, 'GENRE'), (35, 49, 'DIRECTOR')]}],\n",
       " ['find a movie with dogs as the main character',\n",
       "  {'entities': [(18, 22, 'PLOT')]}],\n",
       " ['show me movies about horse racing', {'entities': [(21, 33, 'PLOT')]}],\n",
       " ['show me morgan freeman movies from the 90s',\n",
       "  {'entities': [(8, 22, 'ACTOR'), (39, 42, 'YEAR')]}],\n",
       " ['find me the movies that starred anne hathaway and julie andrews',\n",
       "  {'entities': [(32, 45, 'ACTOR'), (50, 63, 'ACTOR')]}],\n",
       " ['has sandra bullock made any g rated movies',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (28, 35, 'RATING')]}],\n",
       " ['list the dirty harry films from the 1980s',\n",
       "  {'entities': [(9, 20, 'TITLE'), (36, 41, 'YEAR')]}],\n",
       " ['show me movies about strippers', {'entities': [(21, 30, 'PLOT')]}],\n",
       " ['are there any meg ryan romantic comedy movies that are considered must see',\n",
       "  {'entities': [(14, 22, 'ACTOR'), (23, 38, 'GENRE'), (66, 74, 'REVIEW')]}],\n",
       " ['what was james camerons directorial debut',\n",
       "  {'entities': [(9, 23, 'DIRECTOR')]}],\n",
       " ['what are top 50 movies of all time',\n",
       "  {'entities': [(9, 15, 'RATINGS_AVERAGE'), (26, 34, 'RATINGS_AVERAGE')]}],\n",
       " ['find me comedy movies with liam hemsworth',\n",
       "  {'entities': [(8, 14, 'GENRE'), (27, 41, 'ACTOR')]}],\n",
       " ['i want to see cradle 2 the grave', {'entities': [(14, 32, 'TITLE')]}],\n",
       " ['what was the most popular movie from 2004',\n",
       "  {'entities': [(13, 31, 'REVIEW'), (37, 41, 'YEAR')]}],\n",
       " ['what is the g rated movie about rabbits looking for a new home',\n",
       "  {'entities': [(12, 19, 'RATING'), (32, 62, 'PLOT')]}],\n",
       " ['what latest 3d movie of any genre is reccommend',\n",
       "  {'entities': [(12, 14, 'PLOT'), (37, 47, 'RATINGS_AVERAGE')]}],\n",
       " ['how many movies have tim burton and johnny depp done together',\n",
       "  {'entities': [(21, 31, 'ACTOR'), (36, 47, 'ACTOR')]}],\n",
       " ['how many times has matt damon been jason bourne',\n",
       "  {'entities': [(19, 29, 'ACTOR'), (35, 47, 'CHARACTER')]}],\n",
       " ['whats the latetest foreign romantic movie with lots of sex and sadness',\n",
       "  {'entities': [(10, 18, 'YEAR'),\n",
       "    (19, 35, 'GENRE'),\n",
       "    (55, 58, 'PLOT'),\n",
       "    (63, 70, 'PLOT')]}],\n",
       " ['list movies with jeremy piven released in the 1990s',\n",
       "  {'entities': [(17, 29, 'ACTOR'), (46, 51, 'YEAR')]}],\n",
       " ['show me the collection of action movies of arnold',\n",
       "  {'entities': [(26, 39, 'GENRE'), (43, 49, 'ACTOR')]}],\n",
       " ['are there comic book movies that are over pg 13',\n",
       "  {'entities': [(10, 27, 'GENRE'), (42, 47, 'RATING')]}],\n",
       " ['the new batman movie looks epic', {'entities': [(8, 14, 'TITLE')]}],\n",
       " ['show me movies who won awards',\n",
       "  {'entities': [(23, 29, 'RATINGS_AVERAGE')]}],\n",
       " ['what is the year that dirty dancing was released',\n",
       "  {'entities': [(12, 16, 'YEAR'), (22, 35, 'TITLE')]}],\n",
       " ['favorite quote from action movies', {'entities': [(20, 33, 'GENRE')]}],\n",
       " ['find me the g rated movies with dogs that were released in the 2000s',\n",
       "  {'entities': [(12, 19, 'RATING'), (32, 36, 'PLOT'), (63, 68, 'YEAR')]}],\n",
       " ['are there any silent movies made after 1930',\n",
       "  {'entities': [(14, 20, 'GENRE'), (33, 43, 'YEAR')]}],\n",
       " ['who was the actress in the goodbye girl with richard dreyfuss',\n",
       "  {'entities': [(23, 39, 'TITLE'), (45, 61, 'ACTOR')]}],\n",
       " ['which movies are made with video game plots',\n",
       "  {'entities': [(27, 37, 'PLOT')]}],\n",
       " ['what video game movies are due to release in 2013',\n",
       "  {'entities': [(5, 22, 'PLOT'), (45, 49, 'YEAR')]}],\n",
       " ['id like the not to be missed nicole kidman musical',\n",
       "  {'entities': [(29, 42, 'ACTOR'), (43, 50, 'GENRE')]}],\n",
       " ['what movie has the most remakes', {'entities': [(19, 23, 'REVIEW')]}],\n",
       " ['what shakespeare films take place in italy',\n",
       "  {'entities': [(5, 16, 'PLOT'), (37, 42, 'PLOT')]}],\n",
       " ['what was channing tatums first movie',\n",
       "  {'entities': [(9, 24, 'ACTOR'), (25, 30, 'YEAR')]}],\n",
       " ['i would like a list of movies about dancing from the past 10 years',\n",
       "  {'entities': [(36, 43, 'PLOT'), (53, 66, 'YEAR')]}],\n",
       " ['who stars in project x', {'entities': [(13, 22, 'TITLE')]}],\n",
       " ['find action movies featuring comic book characters',\n",
       "  {'entities': [(5, 11, 'GENRE'), (29, 50, 'PLOT')]}],\n",
       " ['what are some g rated movies with fairies',\n",
       "  {'entities': [(14, 15, 'RATING'), (34, 41, 'PLOT')]}],\n",
       " ['name a movie starring britney spears', {'entities': [(22, 36, 'ACTOR')]}],\n",
       " ['what movie did rod serling write', {'entities': [(15, 26, 'DIRECTOR')]}],\n",
       " ['is there an animated adult fantasy movie',\n",
       "  {'entities': [(12, 34, 'GENRE')]}],\n",
       " ['the song sunshine on my shoulders was the soundtrack for what movie',\n",
       "  {'entities': [(9, 33, 'SONG')]}],\n",
       " ['are there any movies about popular game shows',\n",
       "  {'entities': [(27, 45, 'PLOT')]}],\n",
       " ['find me the name of the actor that played v in v for vendetta',\n",
       "  {'entities': [(42, 43, 'CHARACTER'), (47, 61, 'TITLE')]}],\n",
       " ['what was the last terminator sequel', {'entities': [(18, 28, 'TITLE')]}],\n",
       " ['what science fiction movies were directed by george lucas',\n",
       "  {'entities': [(5, 20, 'GENRE'), (45, 57, 'DIRECTOR')]}],\n",
       " ['who directed princess bride', {'entities': [(13, 27, 'TITLE')]}],\n",
       " ['who directed james and the giant peach',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 38, 'TITLE')]}],\n",
       " ['name a western comedy', {'entities': [(7, 21, 'GENRE')]}],\n",
       " ['what type of movie is nine', {'entities': [(22, 26, 'TITLE')]}],\n",
       " ['how many movies have starred brad pitt', {'entities': [(29, 38, 'ACTOR')]}],\n",
       " ['i am looking for a movie about talking animals',\n",
       "  {'entities': [(31, 46, 'PLOT')]}],\n",
       " ['find a john malcovich thriller',\n",
       "  {'entities': [(7, 21, 'ACTOR'), (22, 30, 'GENRE')]}],\n",
       " ['channing tatum has played what starring roles',\n",
       "  {'entities': [(0, 14, 'ACTOR')]}],\n",
       " ['list of actors a beautiful mind', {'entities': [(15, 31, 'TITLE')]}],\n",
       " ['avatar came out when and what did it gross',\n",
       "  {'entities': [(0, 6, 'TITLE'), (16, 20, 'YEAR')]}],\n",
       " ['did angelina jolie play a russian in salt',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (26, 33, 'PLOT'), (37, 41, 'TITLE')]}],\n",
       " ['did they make a movie version of absolutely fabulous',\n",
       "  {'entities': [(33, 52, 'TITLE')]}],\n",
       " ['show me a comedy movie with eddie murphy',\n",
       "  {'entities': [(10, 16, 'GENRE'), (28, 40, 'ACTOR')]}],\n",
       " ['what is brave about', {'entities': [(8, 13, 'TITLE')]}],\n",
       " ['has ashton kutcher made any movies with zombies',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (40, 47, 'PLOT')]}],\n",
       " ['what movie stars christopher walken an sean penn',\n",
       "  {'entities': [(17, 35, 'ACTOR'), (39, 48, 'ACTOR')]}],\n",
       " ['show me movies starring michael j fox from 1993',\n",
       "  {'entities': [(24, 37, 'ACTOR'), (43, 47, 'YEAR')]}],\n",
       " ['who starred in marley and me', {'entities': [(15, 28, 'TITLE')]}],\n",
       " ['what movie has the song down with the sickness',\n",
       "  {'entities': [(24, 46, 'SONG')]}],\n",
       " ['did simon pegg write any movies', {'entities': [(4, 14, 'ACTOR')]}],\n",
       " ['are there any pg movies with car chases',\n",
       "  {'entities': [(14, 23, 'RATING'), (29, 39, 'PLOT')]}],\n",
       " ['what movie won the most awards in 2005',\n",
       "  {'entities': [(19, 30, 'RATINGS_AVERAGE'), (34, 38, 'YEAR')]}],\n",
       " ['what is puss in boots about', {'entities': [(8, 21, 'TITLE')]}],\n",
       " ['how many movies have been released in the last ten years that involved terrorism',\n",
       "  {'entities': [(42, 56, 'YEAR'), (71, 80, 'PLOT')]}],\n",
       " ['who directed runaway jury',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 25, 'TITLE')]}],\n",
       " ['show me a good spy movie based in england',\n",
       "  {'entities': [(15, 18, 'GENRE'), (34, 41, 'PLOT')]}],\n",
       " ['what popular films released last month',\n",
       "  {'entities': [(5, 12, 'REVIEW'), (28, 38, 'YEAR')]}],\n",
       " ['did dean parisot direct sigourney weaver and tim allen in a comedy',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'),\n",
       "    (24, 40, 'ACTOR'),\n",
       "    (45, 54, 'ACTOR'),\n",
       "    (60, 66, 'GENRE')]}],\n",
       " ['who directed the help', {'entities': [(13, 21, 'TITLE')]}],\n",
       " ['what is the title of woody allens first movie',\n",
       "  {'entities': [(21, 33, 'ACTOR'), (34, 39, 'YEAR')]}],\n",
       " ['what are some police dramas from the 90s',\n",
       "  {'entities': [(14, 20, 'PLOT'), (21, 27, 'GENRE'), (37, 40, 'YEAR')]}],\n",
       " ['how many films did clive owen play in', {'entities': [(19, 29, 'ACTOR')]}],\n",
       " ['are there any films that harmony korine regrets directing andor releasing to the public',\n",
       "  {'entities': [(25, 39, 'DIRECTOR'), (40, 47, 'REVIEW')]}],\n",
       " ['show me an alfred hitchcock movie about trains',\n",
       "  {'entities': [(11, 27, 'DIRECTOR'), (40, 46, 'PLOT')]}],\n",
       " ['who stars in rumble in the bronx', {'entities': [(13, 32, 'TITLE')]}],\n",
       " ['what was the first movie patrick stewart played in',\n",
       "  {'entities': [(13, 18, 'YEAR'), (25, 40, 'ACTOR')]}],\n",
       " ['what is the film john carter about', {'entities': [(17, 28, 'TITLE')]}],\n",
       " ['what is the longest running time for a movie in film history',\n",
       "  {'entities': [(12, 32, 'REVIEW')]}],\n",
       " ['what was the release year for notes on a scandal',\n",
       "  {'entities': [(13, 25, 'YEAR'), (30, 48, 'TITLE')]}],\n",
       " ['did milos forman direct a film with edward norton',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (36, 49, 'ACTOR')]}],\n",
       " ['how many movies did christopher walkin star in',\n",
       "  {'entities': [(20, 38, 'ACTOR')]}],\n",
       " ['i want to find a list of pg rated comedies of this year',\n",
       "  {'entities': [(25, 33, 'RATING'), (34, 42, 'GENRE'), (46, 55, 'YEAR')]}],\n",
       " ['what are some movies from the 80s starring bruce willis',\n",
       "  {'entities': [(30, 33, 'YEAR'), (43, 55, 'ACTOR')]}],\n",
       " ['waht was the plot of the deep blue sea', {'entities': [(21, 38, 'TITLE')]}],\n",
       " ['did guillermo del toro direct any moves rated pg',\n",
       "  {'entities': [(4, 22, 'DIRECTOR'), (46, 48, 'RATING')]}],\n",
       " ['who played james in james and the giant peach',\n",
       "  {'entities': [(11, 16, 'CHARACTER'), (20, 45, 'TITLE')]}],\n",
       " ['what movies from 2006 star val kilmer',\n",
       "  {'entities': [(17, 21, 'YEAR'), (27, 37, 'ACTOR')]}],\n",
       " ['what kind of movie is wanderlust',\n",
       "  {'entities': [(5, 9, 'REVIEW'), (22, 32, 'TITLE')]}],\n",
       " ['did whitney houston sing in the preachers wife',\n",
       "  {'entities': [(4, 19, 'ACTOR'), (28, 46, 'TITLE')]}],\n",
       " ['what techno thriller gets a low rating',\n",
       "  {'entities': [(5, 11, 'GENRE'), (28, 38, 'RATINGS_AVERAGE')]}],\n",
       " ['any good horror films that came out in 2008',\n",
       "  {'entities': [(4, 8, 'REVIEW'), (9, 15, 'GENRE'), (39, 43, 'YEAR')]}],\n",
       " ['where can i watch a preview of moneyball',\n",
       "  {'entities': [(20, 27, 'TRAILER'), (31, 40, 'TITLE')]}],\n",
       " ['what is the most recent sean connery film',\n",
       "  {'entities': [(12, 23, 'YEAR'), (24, 36, 'ACTOR')]}],\n",
       " ['are there any scary pg rated movies',\n",
       "  {'entities': [(14, 19, 'GENRE'), (20, 28, 'RATING')]}],\n",
       " ['what is a recent george clooney movie with high viewers rating',\n",
       "  {'entities': [(17, 31, 'ACTOR'), (43, 62, 'RATINGS_AVERAGE')]}],\n",
       " ['which animated childrens movies are considered timeless',\n",
       "  {'entities': [(6, 31, 'GENRE'), (36, 55, 'REVIEW')]}],\n",
       " ['find me the movie with the song my heart will go on',\n",
       "  {'entities': [(32, 51, 'SONG')]}],\n",
       " ['what are some batman movies from the 1990s',\n",
       "  {'entities': [(14, 27, 'TITLE'), (37, 42, 'YEAR')]}],\n",
       " ['what horror movies have marilyn manson on the soundtrack',\n",
       "  {'entities': [(5, 11, 'GENRE'), (24, 38, 'ACTOR')]}],\n",
       " ['show me terry gilliam movies starring jeff bridges',\n",
       "  {'entities': [(8, 21, 'DIRECTOR'), (38, 50, 'ACTOR')]}],\n",
       " ['was there a trailer for bowling for columbine',\n",
       "  {'entities': [(24, 45, 'TITLE')]}],\n",
       " ['when did interview with a vampire come out',\n",
       "  {'entities': [(9, 33, 'TITLE')]}],\n",
       " ['who starred in who framed roger rabbit', {'entities': [(15, 38, 'TITLE')]}],\n",
       " ['who directed 310 to yuma',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 24, 'TITLE')]}],\n",
       " ['what movies have batman and robin', {'entities': [(17, 33, 'PLOT')]}],\n",
       " ['is there a horror movie starring jennifer lopez',\n",
       "  {'entities': [(11, 17, 'GENRE'), (33, 47, 'ACTOR')]}],\n",
       " ['did the mpaa give doubt a pg 13 rating',\n",
       "  {'entities': [(18, 23, 'TITLE'), (26, 31, 'RATING')]}],\n",
       " ['did vin diesel star in any comdedies',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (27, 36, 'GENRE')]}],\n",
       " ['did ray liota direct any films', {'entities': [(4, 13, 'DIRECTOR')]}],\n",
       " ['did gwyneth paltrow play a mathematician in a movie with anthony hopkins',\n",
       "  {'entities': [(4, 19, 'ACTOR'), (27, 40, 'PLOT'), (57, 72, 'ACTOR')]}],\n",
       " ['is there a movie based on a shakespeare play',\n",
       "  {'entities': [(28, 44, 'PLOT')]}],\n",
       " ['find me a movie with the song lets hear it for the boys',\n",
       "  {'entities': [(30, 55, 'SONG')]}],\n",
       " ['what was the fog rated', {'entities': [(9, 16, 'TITLE')]}],\n",
       " ['what was johnny depps first movie',\n",
       "  {'entities': [(9, 21, 'ACTOR'), (22, 27, 'YEAR')]}],\n",
       " ['what was goodfellas rated',\n",
       "  {'entities': [(9, 19, 'TITLE'), (20, 25, 'RATING')]}],\n",
       " ['what was the name of the donkey in shrek',\n",
       "  {'entities': [(25, 31, 'CHARACTER'), (35, 40, 'TITLE')]}],\n",
       " ['did joe pesci direct any films', {'entities': [(4, 13, 'DIRECTOR')]}],\n",
       " ['what are some horror movies from the 1970s',\n",
       "  {'entities': [(14, 20, 'GENRE'), (37, 42, 'YEAR')]}],\n",
       " ['show me a deborah harry movie', {'entities': [(10, 23, 'ACTOR')]}],\n",
       " ['kung fu panda 2', {'entities': [(0, 15, 'TITLE')]}],\n",
       " ['what year was the movie the seven year itch made',\n",
       "  {'entities': [(5, 9, 'YEAR'), (24, 43, 'TITLE')]}],\n",
       " ['is there a comedy crime drama', {'entities': [(11, 29, 'GENRE')]}],\n",
       " ['what movie stared john travolta and debra winger',\n",
       "  {'entities': [(18, 31, 'ACTOR'), (36, 48, 'ACTOR')]}],\n",
       " ['directors of all the batman movies', {'entities': [(21, 27, 'TITLE')]}],\n",
       " ['what are the best werewolf movies',\n",
       "  {'entities': [(13, 17, 'REVIEW'), (18, 26, 'PLOT')]}],\n",
       " ['who voices shrek in shrek',\n",
       "  {'entities': [(11, 16, 'CHARACTER'), (20, 25, 'TITLE')]}],\n",
       " ['was ray liota in any comedies',\n",
       "  {'entities': [(4, 13, 'ACTOR'), (21, 29, 'GENRE')]}],\n",
       " ['what movie stars reese witherspoon in 2004',\n",
       "  {'entities': [(17, 34, 'ACTOR'), (38, 42, 'YEAR')]}],\n",
       " ['what movie did ursula andress first appear in',\n",
       "  {'entities': [(15, 29, 'ACTOR')]}],\n",
       " ['are there any movies set in the middle east starring george clooney',\n",
       "  {'entities': [(32, 43, 'PLOT'), (53, 67, 'ACTOR')]}],\n",
       " ['what was a love story about a woman who had alzheimers',\n",
       "  {'entities': [(11, 54, 'PLOT')]}],\n",
       " ['whats a john huston flick from the 1970s',\n",
       "  {'entities': [(8, 19, 'DIRECTOR'), (35, 40, 'YEAR')]}],\n",
       " ['who played as princess fiona in shrek',\n",
       "  {'entities': [(14, 28, 'CHARACTER'), (32, 37, 'TITLE')]}],\n",
       " ['is the last airbender rated g',\n",
       "  {'entities': [(3, 21, 'TITLE'), (22, 29, 'RATING')]}],\n",
       " ['show me some grat action movies from the 90s',\n",
       "  {'entities': [(18, 31, 'GENRE'), (41, 44, 'YEAR')]}],\n",
       " ['show me dramas about the british royal family',\n",
       "  {'entities': [(8, 14, 'GENRE'), (25, 45, 'PLOT')]}],\n",
       " ['what was the first movie ever released', {'entities': [(13, 18, 'YEAR')]}],\n",
       " ['are there any movies with catherine ohara that were set during christmas time',\n",
       "  {'entities': [(26, 41, 'ACTOR'), (52, 77, 'PLOT')]}],\n",
       " ['show me a james bond movie starring sean connery',\n",
       "  {'entities': [(10, 20, 'CHARACTER'), (36, 48, 'ACTOR')]}],\n",
       " ['what was the title of the bio pic about robert e howard',\n",
       "  {'entities': [(40, 55, 'ACTOR')]}],\n",
       " ['what is the theme song to stand by me', {'entities': [(26, 37, 'TITLE')]}],\n",
       " ['when did runaway jury come out', {'entities': [(9, 21, 'TITLE')]}],\n",
       " ['who directed the japanese film versus', {'entities': [(31, 37, 'TITLE')]}],\n",
       " ['show me a film that ben stiller directed',\n",
       "  {'entities': [(20, 31, 'DIRECTOR')]}],\n",
       " ['name a kirk douglas science fiction film',\n",
       "  {'entities': [(7, 19, 'ACTOR'), (20, 35, 'GENRE')]}],\n",
       " ['are there any five star kevin bacon movies',\n",
       "  {'entities': [(14, 23, 'RATINGS_AVERAGE'), (24, 35, 'ACTOR')]}],\n",
       " ['who stars in the girl with the dragon tattoo',\n",
       "  {'entities': [(17, 44, 'TITLE')]}],\n",
       " ['who was the male lead in gone with the wind',\n",
       "  {'entities': [(25, 43, 'TITLE')]}],\n",
       " ['who played jake sully in avatar',\n",
       "  {'entities': [(11, 21, 'CHARACTER'), (25, 31, 'TITLE')]}],\n",
       " ['who directed pirates of the caribbean', {'entities': [(13, 37, 'TITLE')]}],\n",
       " ['what are some fun highly rated action movieds',\n",
       "  {'entities': [(14, 17, 'REVIEW'),\n",
       "    (18, 30, 'RATINGS_AVERAGE'),\n",
       "    (31, 37, 'GENRE')]}],\n",
       " ['did people like or hate the last twilight movie',\n",
       "  {'entities': [(11, 15, 'REVIEW'), (19, 23, 'REVIEW'), (33, 41, 'TITLE')]}],\n",
       " ['what are the best johnny depp movies', {'entities': [(18, 29, 'ACTOR')]}],\n",
       " ['show me movies directed by alexander payne from the 2000s',\n",
       "  {'entities': [(27, 42, 'DIRECTOR'), (52, 57, 'YEAR')]}],\n",
       " ['what are some good horror movies from 1974',\n",
       "  {'entities': [(14, 18, 'REVIEW'), (19, 25, 'GENRE'), (38, 42, 'YEAR')]}],\n",
       " ['find me a movie with the song over the rainbow in it',\n",
       "  {'entities': [(30, 46, 'SONG')]}],\n",
       " ['i want a 1960s zombie flick', {'entities': [(0, 27, 'GENRE')]}],\n",
       " ['how many lord of the rings films are there',\n",
       "  {'entities': [(9, 26, 'TITLE')]}],\n",
       " ['show me the latest trailer for the avengers',\n",
       "  {'entities': [(19, 26, 'TRAILER'), (31, 43, 'TITLE')]}],\n",
       " ['who directed beaty and the beast', {'entities': [(13, 32, 'TITLE')]}],\n",
       " ['show me a comedy with nick swardson',\n",
       "  {'entities': [(10, 16, 'GENRE'), (22, 35, 'ACTOR')]}],\n",
       " ['how many movies are in the sex and the city series',\n",
       "  {'entities': [(27, 43, 'TITLE')]}],\n",
       " ['did martin scorsese and johnny depp ever work together',\n",
       "  {'entities': [(4, 19, 'DIRECTOR'), (24, 35, 'ACTOR')]}],\n",
       " ['who directed the film the lorax', {'entities': [(22, 31, 'TITLE')]}],\n",
       " ['has samuel jackson been in any thriller flicks',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (31, 39, 'GENRE')]}],\n",
       " ['todd', {'entities': [(0, 4, 'CHARACTER')]}],\n",
       " ['what was the film about brandon teena',\n",
       "  {'entities': [(24, 37, 'CHARACTER')]}],\n",
       " ['who starred in drive', {'entities': [(15, 20, 'TITLE')]}],\n",
       " ['what is kingdom of heaven rated', {'entities': [(8, 25, 'TITLE')]}],\n",
       " ['super man', {'entities': [(0, 9, 'CHARACTER')]}],\n",
       " ['what is a monty python film about king arthur',\n",
       "  {'entities': [(10, 22, 'PLOT'), (34, 45, 'PLOT')]}],\n",
       " ['who was the actor in the movie teen wolf',\n",
       "  {'entities': [(31, 40, 'TITLE')]}],\n",
       " ['show me classic comedies starring bill murray',\n",
       "  {'entities': [(8, 24, 'GENRE'), (34, 45, 'ACTOR')]}],\n",
       " ['when did underworld come out', {'entities': [(9, 19, 'TITLE')]}],\n",
       " ['find a film with animated skeletons', {'entities': [(17, 35, 'PLOT')]}],\n",
       " ['what animated voices has eddie murphy done',\n",
       "  {'entities': [(5, 13, 'GENRE'), (25, 37, 'ACTOR')]}],\n",
       " ['please list rated r noir films',\n",
       "  {'entities': [(12, 19, 'RATING'), (20, 24, 'GENRE')]}],\n",
       " ['show me the trailer for rage',\n",
       "  {'entities': [(12, 19, 'TRAILER'), (24, 28, 'TITLE')]}],\n",
       " ['are there any films with volcanos', {'entities': [(25, 33, 'PLOT')]}],\n",
       " ['what is act of valor rated',\n",
       "  {'entities': [(8, 20, 'TITLE'), (21, 26, 'RATING')]}],\n",
       " ['who directed terminator 2 judgement day',\n",
       "  {'entities': [(13, 39, 'TITLE')]}],\n",
       " ['what horror movies have snakes',\n",
       "  {'entities': [(5, 11, 'GENRE'), (24, 30, 'PLOT')]}],\n",
       " ['what was the name of clive owens character in sin city',\n",
       "  {'entities': [(21, 32, 'ACTOR'), (46, 54, 'TITLE')]}],\n",
       " ['how many charlies angels movies are there',\n",
       "  {'entities': [(9, 24, 'TITLE')]}],\n",
       " ['i am looking for a pg rated disney movie',\n",
       "  {'entities': [(19, 21, 'RATING'), (28, 34, 'GENRE')]}],\n",
       " ['how many star wars films are there', {'entities': [(9, 18, 'TITLE')]}],\n",
       " ['who is directing the hobbit', {'entities': [(17, 27, 'TITLE')]}],\n",
       " ['what did critics think of j edgar', {'entities': [(26, 33, 'TITLE')]}],\n",
       " ['who starred in the movie jurassic park', {'entities': [(25, 38, 'TITLE')]}],\n",
       " ['how many movies has clint eastwood directed since 1995',\n",
       "  {'entities': [(20, 34, 'DIRECTOR'), (44, 54, 'YEAR')]}],\n",
       " ['what is the name of the highest grossing movie of 2011',\n",
       "  {'entities': [(50, 54, 'YEAR')]}],\n",
       " ['when did the game come out', {'entities': [(9, 17, 'TITLE')]}],\n",
       " ['has john candy made any must see movies',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (24, 32, 'REVIEW')]}],\n",
       " ['are there any horror films with don rickles',\n",
       "  {'entities': [(14, 20, 'GENRE'), (32, 43, 'ACTOR')]}],\n",
       " ['find me the movie with the song married life',\n",
       "  {'entities': [(32, 44, 'SONG')]}],\n",
       " ['show me an oscar winning science fiction movie',\n",
       "  {'entities': [(11, 24, 'RATINGS_AVERAGE'), (25, 40, 'GENRE')]}],\n",
       " ['give me a list of legal dramas from the 70s',\n",
       "  {'entities': [(18, 23, 'PLOT'), (24, 30, 'GENRE'), (40, 43, 'YEAR')]}],\n",
       " ['rainbow 6', {'entities': [(0, 9, 'TITLE')]}],\n",
       " ['show me a wes craven movie', {'entities': [(10, 20, 'ACTOR')]}],\n",
       " ['show me action movies that deal with stealing cars',\n",
       "  {'entities': [(8, 14, 'GENRE'), (37, 50, 'PLOT')]}],\n",
       " ['when did the first hobbit movie come out',\n",
       "  {'entities': [(19, 25, 'PLOT'), (32, 40, 'YEAR')]}],\n",
       " ['what were the reviews like for the man who shot liberty valance',\n",
       "  {'entities': [(31, 63, 'TITLE')]}],\n",
       " ['show me any action movies that are in theatres right now',\n",
       "  {'entities': [(12, 18, 'GENRE'), (47, 56, 'YEAR')]}],\n",
       " ['i want an fantasy action adventure film',\n",
       "  {'entities': [(10, 34, 'GENRE')]}],\n",
       " ['what films did pearce brosnan star in', {'entities': [(15, 29, 'ACTOR')]}],\n",
       " ['what is a good romance movie with jennifer aniston',\n",
       "  {'entities': [(10, 14, 'REVIEW'), (15, 22, 'GENRE'), (34, 50, 'ACTOR')]}],\n",
       " ['what is the plot of the wild bunch', {'entities': [(20, 34, 'TITLE')]}],\n",
       " ['who starred in good burger', {'entities': [(15, 26, 'TITLE')]}],\n",
       " ['which harry potter movies have robert pattinson',\n",
       "  {'entities': [(6, 18, 'TITLE'), (31, 47, 'ACTOR')]}],\n",
       " ['when did goodfellas come out', {'entities': [(9, 19, 'TITLE')]}],\n",
       " ['show me the highest viwer rated movies from 1993',\n",
       "  {'entities': [(12, 19, 'RATINGS_AVERAGE'), (44, 48, 'YEAR')]}],\n",
       " ['is princess bride a good film for children',\n",
       "  {'entities': [(3, 17, 'TITLE')]}],\n",
       " ['does the film speed racer use the original song from the tv show',\n",
       "  {'entities': [(14, 25, 'TITLE')]}],\n",
       " ['what was the third sequel in the star wars film series',\n",
       "  {'entities': [(33, 42, 'TITLE')]}],\n",
       " ['what is twilight rated', {'entities': [(8, 16, 'TITLE')]}],\n",
       " ['what is the best viewer rated vampire film',\n",
       "  {'entities': [(12, 16, 'RATINGS_AVERAGE'), (30, 37, 'PLOT')]}],\n",
       " ['find me the number of samurai films made in the 1960s',\n",
       "  {'entities': [(22, 29, 'PLOT'), (48, 53, 'YEAR')]}],\n",
       " ['what movie have action and suspense',\n",
       "  {'entities': [(16, 22, 'GENRE'), (27, 35, 'GENRE')]}],\n",
       " ['did clint eastwood make any cowboy movies in the 1970s',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (49, 54, 'YEAR')]}],\n",
       " ['how many academy awards has daniel day lewis won',\n",
       "  {'entities': [(28, 44, 'ACTOR')]}],\n",
       " ['which movie take place in london', {'entities': [(12, 32, 'PLOT')]}],\n",
       " ['show me the half baked cover', {'entities': [(12, 22, 'TITLE')]}],\n",
       " ['who was the lead character in billy madison',\n",
       "  {'entities': [(30, 43, 'TITLE')]}],\n",
       " ['show me listing that have micheal in them',\n",
       "  {'entities': [(26, 33, 'ACTOR')]}],\n",
       " ['whats the movie with the line home is where you hang your hat',\n",
       "  {'entities': []}],\n",
       " ['name the director of 2001 a space odyssey',\n",
       "  {'entities': [(21, 41, 'TITLE')]}],\n",
       " ['find me a movie by james cameron', {'entities': [(19, 32, 'DIRECTOR')]}],\n",
       " ['show the 1953 western starring alan ladd',\n",
       "  {'entities': [(9, 13, 'YEAR'), (14, 21, 'GENRE'), (31, 40, 'ACTOR')]}],\n",
       " ['who played dwight mccarthy in sin city',\n",
       "  {'entities': [(11, 26, 'CHARACTER'), (30, 38, 'TITLE')]}],\n",
       " ['what year did the original black and white casablanca come out',\n",
       "  {'entities': [(27, 42, 'GENRE'), (43, 53, 'TITLE')]}],\n",
       " ['i am looking for a movie starring elvis with scenes at a beach',\n",
       "  {'entities': [(34, 39, 'ACTOR'), (57, 62, 'PLOT')]}],\n",
       " ['what movie has seals kiss from a rose in it',\n",
       "  {'entities': [(21, 37, 'SONG')]}],\n",
       " ['i am looking for jennifer love hewitt movies from the 1990s',\n",
       "  {'entities': [(17, 37, 'ACTOR'), (54, 59, 'YEAR')]}],\n",
       " ['was there a romantic film noir', {'entities': [(12, 30, 'GENRE')]}],\n",
       " ['which romantic comedies are rated pg',\n",
       "  {'entities': [(6, 14, 'GENRE'), (34, 36, 'RATING')]}],\n",
       " ['list a quote from jaws', {'entities': [(18, 22, 'TITLE')]}],\n",
       " ['find all romantic period pieces starring hugh grant',\n",
       "  {'entities': [(9, 17, 'GENRE'), (18, 31, 'PLOT'), (41, 51, 'ACTOR')]}],\n",
       " ['what star wars movie had darth maul',\n",
       "  {'entities': [(25, 35, 'CHARACTER')]}],\n",
       " ['find a trailer for space 2010',\n",
       "  {'entities': [(7, 14, 'TRAILER'), (19, 29, 'TITLE')]}],\n",
       " ['what was the name of ariels seagull in the little mermaid',\n",
       "  {'entities': [(21, 35, 'CHARACTER'), (39, 57, 'TITLE')]}],\n",
       " ['what year did blazing saddles release', {'entities': [(14, 29, 'TITLE')]}],\n",
       " ['first fairy tale disney movie', {'entities': [(6, 23, 'GENRE')]}],\n",
       " ['what was the movie of the year in 1994',\n",
       "  {'entities': [(13, 30, 'REVIEW'), (34, 38, 'YEAR')]}],\n",
       " ['is there any iron man 3', {'entities': [(13, 23, 'TITLE')]}],\n",
       " ['what was the third harry potter movie called',\n",
       "  {'entities': [(13, 37, 'TITLE')]}],\n",
       " ['name the director if the fifth harry potter movie',\n",
       "  {'entities': [(25, 49, 'TITLE')]}],\n",
       " ['was bill paxton in twister',\n",
       "  {'entities': [(4, 15, 'ACTOR'), (19, 26, 'TITLE')]}],\n",
       " ['did the director of pet shop make any other movies',\n",
       "  {'entities': [(20, 28, 'TITLE')]}],\n",
       " ['what city was the famous car chase from the french connection in',\n",
       "  {'entities': [(25, 34, 'PLOT'), (44, 61, 'TITLE')]}],\n",
       " ['what movie was directed by steven spielberg with the alien',\n",
       "  {'entities': [(27, 43, 'DIRECTOR'), (53, 58, 'PLOT')]}],\n",
       " ['show me gene hackmans first film', {'entities': [(8, 21, 'ACTOR')]}],\n",
       " ['the must see movie in chinese', {'entities': [(22, 29, 'PLOT')]}],\n",
       " ['what movies got a great review by roger ebert in 2011',\n",
       "  {'entities': [(18, 30, 'RATINGS_AVERAGE'), (49, 53, 'YEAR')]}],\n",
       " ['show a spy movie from the 1930s',\n",
       "  {'entities': [(7, 10, 'PLOT'), (26, 31, 'YEAR')]}],\n",
       " ['look for the movie mean girls', {'entities': [(19, 29, 'TITLE')]}],\n",
       " ['name a movie with carmen miranda and the marx brothers',\n",
       "  {'entities': [(18, 32, 'ACTOR'), (37, 54, 'ACTOR')]}],\n",
       " ['cheech and chong movies', {'entities': [(0, 16, 'ACTOR')]}],\n",
       " ['what was twister rated',\n",
       "  {'entities': [(9, 16, 'TITLE'), (17, 22, 'RATING')]}],\n",
       " ['what is the newest version of cat people',\n",
       "  {'entities': [(30, 40, 'TITLE')]}],\n",
       " ['show me harry potter', {'entities': [(8, 20, 'CHARACTER')]}],\n",
       " ['can you find me a romantic comedy with natalie portman',\n",
       "  {'entities': [(18, 26, 'PLOT'), (27, 33, 'GENRE'), (39, 54, 'ACTOR')]}],\n",
       " ['did gregg kinnear star in any movies directed my michael mann',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (49, 61, 'DIRECTOR')]}],\n",
       " ['name the theme song for 2001 a space odyssey',\n",
       "  {'entities': [(9, 19, 'SONG'), (24, 44, 'TITLE')]}],\n",
       " ['what movies had the biggest explosions', {'entities': [(20, 38, 'PLOT')]}],\n",
       " ['what are the police academy films', {'entities': [(13, 27, 'TITLE')]}],\n",
       " ['who sang my heart will go on from titanic',\n",
       "  {'entities': [(9, 28, 'SONG'), (34, 41, 'TITLE')]}],\n",
       " ['was the rock in drive',\n",
       "  {'entities': [(8, 12, 'ACTOR'), (16, 21, 'TITLE')]}],\n",
       " ['show me a list of comedies from the 1970s',\n",
       "  {'entities': [(18, 26, 'GENRE'), (36, 41, 'YEAR')]}],\n",
       " ['name a movie with joseph cotton and orson welles',\n",
       "  {'entities': [(18, 31, 'ACTOR'), (36, 48, 'ACTOR')]}],\n",
       " ['get a nostradamous movie', {'entities': [(6, 18, 'CHARACTER')]}],\n",
       " ['name the theme song of war horse',\n",
       "  {'entities': [(9, 19, 'SONG'), (23, 32, 'TITLE')]}],\n",
       " ['was there a time travelling high school student film',\n",
       "  {'entities': [(12, 47, 'PLOT')]}],\n",
       " ['what is a horror film released in 1981',\n",
       "  {'entities': [(10, 16, 'GENRE'), (34, 38, 'YEAR')]}],\n",
       " ['what did michael bay direct besides transformers',\n",
       "  {'entities': [(9, 20, 'DIRECTOR'), (36, 48, 'TITLE')]}],\n",
       " ['look for pirates of the caribbean series',\n",
       "  {'entities': [(9, 33, 'TITLE')]}],\n",
       " ['how many saw films are there', {'entities': [(9, 12, 'TITLE')]}],\n",
       " ['what was elvis presleys last film', {'entities': [(9, 23, 'ACTOR')]}],\n",
       " ['name a flick from the 1980s with the word laser in the title',\n",
       "  {'entities': [(22, 27, 'YEAR'), (42, 47, 'TITLE')]}],\n",
       " ['find movies directed by judd apatow', {'entities': [(24, 35, 'DIRECTOR')]}],\n",
       " ['what romance films star rachel mcadams',\n",
       "  {'entities': [(5, 12, 'GENRE'), (24, 38, 'ACTOR')]}],\n",
       " ['find romantic comedies starring jennifer lopez',\n",
       "  {'entities': [(5, 22, 'GENRE'), (32, 46, 'ACTOR')]}],\n",
       " ['what were the reviews for temple grandin',\n",
       "  {'entities': [(26, 40, 'TITLE')]}],\n",
       " ['was a character called the torch in a flick',\n",
       "  {'entities': [(23, 32, 'CHARACTER')]}],\n",
       " ['look for dramas that have denzel washington and are academy award winners or nominees',\n",
       "  {'entities': [(9, 15, 'GENRE'),\n",
       "    (26, 43, 'ACTOR'),\n",
       "    (52, 85, 'RATINGS_AVERAGE')]}],\n",
       " ['show me movies directed by herbert ross with dancing as part of its story line',\n",
       "  {'entities': [(27, 39, 'DIRECTOR'), (45, 52, 'PLOT')]}],\n",
       " ['where can i find a full length trailer for dark shadows',\n",
       "  {'entities': [(31, 38, 'TRAILER'), (43, 55, 'TITLE')]}],\n",
       " ['whats a 1940s bernard herman soundtrack film',\n",
       "  {'entities': [(8, 13, 'YEAR')]}],\n",
       " ['show me which movie won the academy award for best picture in 2009',\n",
       "  {'entities': [(28, 58, 'REVIEW'), (62, 66, 'YEAR')]}],\n",
       " ['who directed blazing saddles', {'entities': [(13, 28, 'TITLE')]}],\n",
       " ['in what spiderman film did peter parker turns evil',\n",
       "  {'entities': [(8, 17, 'TITLE'), (27, 39, 'ACTOR'), (40, 50, 'PLOT')]}],\n",
       " ['best crome movie from almodovar',\n",
       "  {'entities': [(0, 4, 'REVIEW'), (22, 31, 'DIRECTOR')]}],\n",
       " ['find any elvis presleyovies', {'entities': [(9, 27, 'ACTOR')]}],\n",
       " ['who wrote the them song for the harry potter movies',\n",
       "  {'entities': [(32, 44, 'CHARACTER')]}],\n",
       " ['what film genre is the nightmare before christmas',\n",
       "  {'entities': [(19, 49, 'TITLE')]}],\n",
       " ['whats the name of the movie where the world ends',\n",
       "  {'entities': [(34, 48, 'PLOT')]}],\n",
       " ['name the lindsay lohan movie that features a living race car',\n",
       "  {'entities': [(9, 22, 'ACTOR')]}],\n",
       " ['play a trailer for erin brockovich', {'entities': [(19, 34, 'TITLE')]}],\n",
       " ['name the director of the boy in the striped pajamas',\n",
       "  {'entities': [(9, 17, 'DIRECTOR'), (21, 51, 'TITLE')]}],\n",
       " ['whats an old terry gilliam film',\n",
       "  {'entities': [(9, 12, 'YEAR'), (13, 26, 'DIRECTOR')]}],\n",
       " ['how many oscars was bridesmaids nominated for',\n",
       "  {'entities': [(20, 31, 'TITLE')]}],\n",
       " ['how many pirates of the caribbean movies is johnny depp in',\n",
       "  {'entities': [(9, 33, 'TITLE'), (44, 55, 'ACTOR')]}],\n",
       " ['who played napoleon dynamite in the movie of the same name',\n",
       "  {'entities': [(11, 28, 'CHARACTER'), (36, 58, 'TITLE')]}],\n",
       " ['was sean astin in the goonies',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (18, 29, 'TITLE')]}],\n",
       " ['what is the movie made by james cameron in 2008',\n",
       "  {'entities': [(26, 39, 'DIRECTOR'), (43, 47, 'YEAR')]}],\n",
       " ['i would like to watch a romance about soccer',\n",
       "  {'entities': [(24, 31, 'GENRE'), (38, 44, 'PLOT')]}],\n",
       " ['what is the rating of the hunger games',\n",
       "  {'entities': [(12, 18, 'RATING'), (22, 38, 'TITLE')]}],\n",
       " ['how much did the rock make in drive',\n",
       "  {'entities': [(13, 21, 'ACTOR'), (30, 35, 'TITLE')]}],\n",
       " ['the 100 wrost movies ever', {'entities': [(8, 25, 'REVIEW')]}],\n",
       " ['was oprah in any movies', {'entities': [(4, 9, 'ACTOR')]}],\n",
       " ['what year did terminator 2 come out', {'entities': [(14, 26, 'TITLE')]}],\n",
       " ['show me the harry potter series', {'entities': [(12, 24, 'CHARACTER')]}],\n",
       " ['what film features the theme song there youll be',\n",
       "  {'entities': [(34, 48, 'SONG')]}],\n",
       " ['play a song from blow soundtrack', {'entities': [(17, 21, 'SONG')]}],\n",
       " ['who played as morpheus in the matrix',\n",
       "  {'entities': [(14, 22, 'CHARACTER'), (26, 36, 'TITLE')]}],\n",
       " ['show me movies directed by barbra streisand',\n",
       "  {'entities': [(27, 43, 'DIRECTOR')]}],\n",
       " ['find harrison ford movies', {'entities': [(5, 18, 'ACTOR')]}],\n",
       " ['did josh radnor direct any movies', {'entities': [(4, 15, 'DIRECTOR')]}],\n",
       " ['show me a movie with bicycles and children from the 1980s',\n",
       "  {'entities': [(21, 42, 'PLOT'), (52, 57, 'YEAR')]}],\n",
       " ['show me a list of adam sandler movies', {'entities': [(18, 30, 'ACTOR')]}],\n",
       " ['what was tom hanks first movie',\n",
       "  {'entities': [(9, 18, 'ACTOR'), (19, 24, 'YEAR')]}],\n",
       " ['find comedy movies with kevin kline from the 1980s',\n",
       "  {'entities': [(5, 11, 'GENRE'), (24, 35, 'ACTOR'), (45, 50, 'YEAR')]}],\n",
       " ['list any movies directed by steven spielberg',\n",
       "  {'entities': [(28, 44, 'DIRECTOR')]}],\n",
       " ['look for the movies similar to gossip girl',\n",
       "  {'entities': [(31, 42, 'TITLE')]}],\n",
       " ['list uma thurman movies', {'entities': [(5, 16, 'ACTOR')]}],\n",
       " ['show 1939 films directed by william wyler',\n",
       "  {'entities': [(5, 9, 'YEAR'), (28, 41, 'DIRECTOR')]}],\n",
       " ['show me a list of independent comedy films made in 2009',\n",
       "  {'entities': [(18, 36, 'TITLE'), (51, 55, 'YEAR')]}],\n",
       " ['list all science fiction movies playing the next 12 hours',\n",
       "  {'entities': [(9, 24, 'GENRE')]}],\n",
       " ['is there a burt lancaster circus movie',\n",
       "  {'entities': [(11, 25, 'ACTOR'), (26, 32, 'PLOT')]}],\n",
       " ['run twilight', {'entities': [(4, 12, 'TITLE')]}],\n",
       " ['did denzel washington act in any romantic comedy movies',\n",
       "  {'entities': [(4, 21, 'ACTOR'), (33, 48, 'GENRE')]}],\n",
       " ['did michael jordan made a cartoon film', {'entities': [(26, 38, 'GENRE')]}],\n",
       " ['who was the cast of terminator',\n",
       "  {'entities': [(12, 16, 'ACTOR'), (20, 30, 'TITLE')]}],\n",
       " ['show me a trailer for an alec guiness flick',\n",
       "  {'entities': [(10, 17, 'TRAILER'), (25, 37, 'ACTOR')]}],\n",
       " ['can you find me a list of romantic comedies from 2008',\n",
       "  {'entities': [(26, 43, 'GENRE'), (49, 53, 'YEAR')]}],\n",
       " ['how many comedy films did arnold schwarzenegger appear in',\n",
       "  {'entities': [(26, 47, 'ACTOR')]}],\n",
       " ['who played leo marvin in what about bob',\n",
       "  {'entities': [(11, 21, 'CHARACTER'), (25, 39, 'TITLE')]}],\n",
       " ['what was the first disney movie', {'entities': [(13, 18, 'YEAR')]}],\n",
       " ['best action thriller to watch with date',\n",
       "  {'entities': [(0, 4, 'REVIEW'), (5, 20, 'GENRE')]}],\n",
       " ['what was thirteen candles rated',\n",
       "  {'entities': [(9, 25, 'TITLE'), (26, 31, 'RATING')]}],\n",
       " ['what is the movie that has the song zip a dee doo dah',\n",
       "  {'entities': [(36, 53, 'SONG')]}],\n",
       " ['who stared in the movie the bank job', {'entities': [(24, 36, 'TITLE')]}],\n",
       " ['name the film that features the song sway by bic runga',\n",
       "  {'entities': [(37, 54, 'SONG')]}],\n",
       " ['who directed star wars', {'entities': [(13, 22, 'TITLE')]}],\n",
       " ['find movies called best action movie of the year',\n",
       "  {'entities': [(19, 48, 'REVIEW')]}],\n",
       " ['what family movie got the best rating from kids',\n",
       "  {'entities': [(5, 17, 'GENRE'), (26, 37, 'RATINGS_AVERAGE')]}],\n",
       " ['list all versions of south pacific', {'entities': [(21, 34, 'TITLE')]}],\n",
       " ['show me the trailer for the ryan gosling movie',\n",
       "  {'entities': [(12, 19, 'TRAILER'), (28, 40, 'ACTOR')]}],\n",
       " ['which movies about the mob are rated r',\n",
       "  {'entities': [(23, 26, 'PLOT'), (31, 38, 'RATING')]}],\n",
       " ['who acted in the title role of michael collins',\n",
       "  {'entities': [(31, 46, 'TITLE')]}],\n",
       " ['in which movies did leonardo dicaprio play a cop or federal agent',\n",
       "  {'entities': [(20, 37, 'ACTOR'),\n",
       "    (45, 48, 'CHARACTER'),\n",
       "    (52, 65, 'CHARACTER')]}],\n",
       " ['what is a good r rated mystery',\n",
       "  {'entities': [(10, 14, 'REVIEW'), (15, 16, 'RATING'), (23, 30, 'GENRE')]}],\n",
       " ['did jessica alba make any new movies', {'entities': [(4, 16, 'ACTOR')]}],\n",
       " ['did diablo cody direct any movies this year',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (34, 43, 'YEAR')]}],\n",
       " ['ill never let go is a famous quote from what 1990s movie',\n",
       "  {'entities': [(45, 50, 'YEAR')]}],\n",
       " ['show me a quentin tarantino film with uma thurman',\n",
       "  {'entities': [(10, 27, 'DIRECTOR'), (38, 49, 'ACTOR')]}],\n",
       " ['find me a horror movie that fans really loved',\n",
       "  {'entities': [(10, 16, 'GENRE'), (28, 45, 'REVIEW')]}],\n",
       " ['show me the title of the film thought to be a real snuff film',\n",
       "  {'entities': [(44, 61, 'PLOT')]}],\n",
       " ['whats a film based on a best selling contemporary novel',\n",
       "  {'entities': [(24, 55, 'PLOT')]}],\n",
       " ['what role won sean connery an academy award',\n",
       "  {'entities': [(14, 26, 'ACTOR')]}],\n",
       " ['find 1980s comedy films with an r rating',\n",
       "  {'entities': [(5, 10, 'YEAR'), (11, 17, 'GENRE'), (32, 40, 'RATING')]}],\n",
       " ['what film genre is young frankenstein', {'entities': [(19, 37, 'TITLE')]}],\n",
       " ['what movie did alen menken score', {'entities': [(15, 26, 'SONG')]}],\n",
       " ['find an animated movie about the beatles',\n",
       "  {'entities': [(8, 16, 'GENRE'), (33, 40, 'PLOT')]}],\n",
       " ['show me a shrek clip',\n",
       "  {'entities': [(10, 15, 'TITLE'), (16, 20, 'TRAILER')]}],\n",
       " ['what is the worst viewer rated vampire film',\n",
       "  {'entities': [(12, 30, 'RATINGS_AVERAGE'), (31, 38, 'PLOT')]}],\n",
       " ['what movies did judy garland star in', {'entities': [(16, 28, 'ACTOR')]}],\n",
       " ['what is the name of john travoltas character in the film pulp fiction',\n",
       "  {'entities': [(20, 34, 'ACTOR'), (35, 44, 'CHARACTER'), (57, 69, 'TITLE')]}],\n",
       " ['find a romance movie with tom cruise',\n",
       "  {'entities': [(7, 14, 'GENRE'), (26, 36, 'ACTOR')]}],\n",
       " ['what is a rated r film that features katherine heigl',\n",
       "  {'entities': [(10, 17, 'RATING'), (37, 52, 'ACTOR')]}],\n",
       " ['what character did michael j fox voice in homeward bound',\n",
       "  {'entities': [(19, 32, 'ACTOR'), (42, 56, 'TITLE')]}],\n",
       " ['whats a monty python flick about philosophy',\n",
       "  {'entities': [(8, 20, 'CHARACTER')]}],\n",
       " ['show me a list of movies starring shirley temple',\n",
       "  {'entities': [(34, 48, 'ACTOR')]}],\n",
       " ['who said asta la vista baby', {'entities': []}],\n",
       " ['i want a jamie lee curtis horror film',\n",
       "  {'entities': [(9, 25, 'ACTOR'), (26, 32, 'GENRE')]}],\n",
       " ['what are some funny betty white movies',\n",
       "  {'entities': [(14, 19, 'GENRE'), (20, 31, 'ACTOR')]}],\n",
       " ['show me a film where a dog has a relationship with a cat',\n",
       "  {'entities': [(21, 56, 'PLOT')]}],\n",
       " ['find movies with the stones songs performed in it',\n",
       "  {'entities': [(21, 33, 'SONG')]}],\n",
       " ['what film genre is blazing saddles', {'entities': [(19, 34, 'TITLE')]}],\n",
       " ['show me a list of family movies with holiday themes',\n",
       "  {'entities': [(18, 24, 'GENRE'), (37, 51, 'PLOT')]}],\n",
       " ['true stories about hispanic musicians',\n",
       "  {'entities': [(0, 4, 'GENRE'), (19, 37, 'PLOT')]}],\n",
       " ['list all movies staring brad pitt', {'entities': [(24, 33, 'ACTOR')]}],\n",
       " ['what movies has ellen page been in', {'entities': [(16, 26, 'ACTOR')]}],\n",
       " ['show me action movies with vin diesel', {'entities': [(27, 37, 'ACTOR')]}],\n",
       " ['run repo man', {'entities': [(4, 12, 'TITLE')]}],\n",
       " ['can you show me the movies cher was in', {'entities': [(27, 31, 'ACTOR')]}],\n",
       " ['what was the name of harrison fords character in star wars',\n",
       "  {'entities': [(21, 35, 'ACTOR'), (49, 58, 'TITLE')]}],\n",
       " ['i want a r rated film that was later changed to pg',\n",
       "  {'entities': [(9, 16, 'RATING'), (48, 50, 'RATING')]}],\n",
       " ['who played andy duphrane in shawshank redemption',\n",
       "  {'entities': [(11, 24, 'CHARACTER'), (28, 48, 'TITLE')]}],\n",
       " ['what was james deans last film', {'entities': [(9, 20, 'ACTOR')]}],\n",
       " ['find an action flick with martin lawrence',\n",
       "  {'entities': [(26, 41, 'ACTOR')]}],\n",
       " ['were any movies adapted from stage in the 2000s',\n",
       "  {'entities': [(42, 47, 'YEAR')]}],\n",
       " ['who directed drive', {'entities': [(13, 18, 'TITLE')]}],\n",
       " ['show movies from the 1960s directed by stanley kubrick',\n",
       "  {'entities': [(21, 26, 'YEAR'), (39, 54, 'DIRECTOR')]}],\n",
       " ['who directed blow', {'entities': [(13, 17, 'TITLE')]}],\n",
       " ['show me action movies starring sylvester stallone',\n",
       "  {'entities': [(8, 14, 'GENRE'), (31, 49, 'ACTOR')]}],\n",
       " ['what movies has mariah carey been in', {'entities': [(16, 28, 'ACTOR')]}],\n",
       " ['what horror movies came out in the 80s',\n",
       "  {'entities': [(5, 11, 'GENRE'), (35, 38, 'YEAR')]}],\n",
       " ['i want to see a action comedy', {'entities': [(16, 29, 'GENRE')]}],\n",
       " ['disney cartoon with classical music and animals',\n",
       "  {'entities': [(0, 14, 'PLOT')]}],\n",
       " ['are there any horror movies with a g rating',\n",
       "  {'entities': [(14, 20, 'GENRE'), (35, 36, 'RATING')]}],\n",
       " ['whats the highest rated drama of 1990',\n",
       "  {'entities': [(10, 23, 'REVIEW'), (24, 29, 'GENRE'), (33, 37, 'YEAR')]}],\n",
       " ['what movies have been made in the 21st century pertaining to animal rescue',\n",
       "  {'entities': [(34, 46, 'YEAR'), (61, 74, 'PLOT')]}],\n",
       " ['whats the movie with the trailer that has a teenage girl flashing a crowd',\n",
       "  {'entities': [(25, 32, 'TRAILER'), (44, 73, 'PLOT')]}],\n",
       " ['what is the mpaa rating for star wars episode 5',\n",
       "  {'entities': [(12, 16, 'RATING'), (28, 47, 'TITLE')]}],\n",
       " ['show me all of the films directed by clint eastwood',\n",
       "  {'entities': [(37, 51, 'DIRECTOR')]}],\n",
       " ['who directed the pirates of the carribean movie',\n",
       "  {'entities': [(17, 41, 'TITLE')]}],\n",
       " ['name a movie where beer is important to the plot',\n",
       "  {'entities': [(19, 23, 'PLOT')]}],\n",
       " ['who directed avatar', {'entities': [(13, 19, 'TITLE')]}],\n",
       " ['what was the best rated comedy of 2000', {'entities': [(34, 38, 'YEAR')]}],\n",
       " ['search some movies with violence', {'entities': [(24, 32, 'PLOT')]}],\n",
       " ['who was the cast of airplane', {'entities': [(20, 28, 'TITLE')]}],\n",
       " ['find me a comedy movie from the past decade that is considered must see',\n",
       "  {'entities': [(10, 16, 'GENRE'), (32, 43, 'YEAR'), (63, 71, 'REVIEW')]}],\n",
       " ['find me the review of black swan',\n",
       "  {'entities': [(12, 18, 'RATINGS_AVERAGE'), (22, 32, 'TITLE')]}],\n",
       " ['give me a list of star wars movies', {'entities': [(18, 27, 'TITLE')]}],\n",
       " ['is the trailer for the dark knight rises out on the internet',\n",
       "  {'entities': [(7, 14, 'TRAILER'), (19, 40, 'TITLE')]}],\n",
       " ['show the blow soundtrack', {'entities': [(0, 13, 'TITLE')]}],\n",
       " ['which films feature both ashton kutcher and brittany murphy',\n",
       "  {'entities': [(25, 39, 'ACTOR'), (44, 59, 'ACTOR')]}],\n",
       " ['what funny movie has danny devito in it',\n",
       "  {'entities': [(5, 10, 'REVIEW'), (21, 33, 'ACTOR')]}],\n",
       " ['can you find the soundtrack of the austin powers movies from the 1990s',\n",
       "  {'entities': [(17, 27, 'SONG'), (35, 48, 'TITLE'), (65, 70, 'YEAR')]}],\n",
       " ['who directed dracula dead and loving it',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (13, 39, 'TITLE')]}],\n",
       " ['which movie stars emma watson playing another role aside from hermione granger',\n",
       "  {'entities': [(18, 29, 'ACTOR'), (30, 61, 'PLOT'), (62, 78, 'CHARACTER')]}],\n",
       " ['show me movies with oscar winning actors',\n",
       "  {'entities': [(20, 40, 'ACTOR')]}],\n",
       " ['who played batman in the first batman movie',\n",
       "  {'entities': [(11, 17, 'CHARACTER'), (31, 37, 'TITLE')]}],\n",
       " ['in what movies has kate winslet starred',\n",
       "  {'entities': [(19, 31, 'ACTOR')]}],\n",
       " ['what film did richard gere and julia roberts star together',\n",
       "  {'entities': [(14, 26, 'ACTOR'), (31, 44, 'ACTOR')]}],\n",
       " ['what year did the first terminator come out',\n",
       "  {'entities': [(24, 34, 'TITLE')]}],\n",
       " ['list all films based on the wizard of oz books',\n",
       "  {'entities': [(28, 40, 'TITLE')]}],\n",
       " ['was pierce brosnan in sex in the city',\n",
       "  {'entities': [(4, 18, 'ACTOR'), (22, 37, 'TITLE')]}],\n",
       " ['what star trek movie had the best action scenes',\n",
       "  {'entities': [(5, 14, 'TITLE'), (29, 47, 'REVIEW')]}],\n",
       " ['show me a non peter sellers film where the lead actor plays just one role',\n",
       "  {'entities': [(14, 27, 'ACTOR')]}],\n",
       " ['list rebecca de mornay movies', {'entities': [(5, 22, 'ACTOR')]}],\n",
       " ['which pg 13 movies has tom cruise starred in',\n",
       "  {'entities': [(6, 11, 'RATING'), (23, 33, 'ACTOR')]}],\n",
       " ['what was the title song for kissing cousins',\n",
       "  {'entities': [(28, 43, 'TITLE')]}],\n",
       " ['i want to watch a science fiction movie with a score from john williams',\n",
       "  {'entities': [(18, 33, 'GENRE'), (47, 71, 'SONG')]}],\n",
       " ['is there a john wayne mongol movie',\n",
       "  {'entities': [(11, 21, 'ACTOR'), (22, 28, 'PLOT')]}],\n",
       " ['find a pg 13 rated action movie starring harrison ford',\n",
       "  {'entities': [(7, 12, 'RATING'), (19, 25, 'GENRE'), (41, 54, 'ACTOR')]}],\n",
       " ['what movies did quentin tarantino direct',\n",
       "  {'entities': [(16, 33, 'DIRECTOR')]}],\n",
       " ['find me all the movies with jason bourne',\n",
       "  {'entities': [(28, 40, 'CHARACTER')]}],\n",
       " ['who directed space balls', {'entities': [(13, 24, 'TITLE')]}],\n",
       " ['find me the movie with the song i wanna be sedated',\n",
       "  {'entities': [(32, 50, 'SONG')]}],\n",
       " ['who starred in avatar', {'entities': [(15, 21, 'TITLE')]}],\n",
       " ['how many sequels dim the movie critters have',\n",
       "  {'entities': [(31, 39, 'TITLE')]}],\n",
       " ['show me rambo movies from the 1980s',\n",
       "  {'entities': [(8, 13, 'TITLE'), (30, 35, 'YEAR')]}],\n",
       " ['what is the best movie about sharks',\n",
       "  {'entities': [(12, 16, 'REVIEW'), (29, 35, 'PLOT')]}],\n",
       " ['whats an old harvey coreman film',\n",
       "  {'entities': [(9, 12, 'YEAR'), (13, 27, 'DIRECTOR')]}],\n",
       " ['what is dorothys last name in the wizard of oz',\n",
       "  {'entities': [(8, 16, 'CHARACTER'), (30, 46, 'TITLE')]}],\n",
       " ['did hans zimmer write the music for pirates of the carribean',\n",
       "  {'entities': [(4, 15, 'SONG'), (36, 60, 'SONG')]}],\n",
       " ['play a trailer for teen wolf',\n",
       "  {'entities': [(7, 14, 'TRAILER'), (19, 28, 'TITLE')]}],\n",
       " ['what year was disneys pocohontas released',\n",
       "  {'entities': [(22, 32, 'TITLE')]}],\n",
       " ['are there any batman movies rated pg',\n",
       "  {'entities': [(14, 20, 'TITLE'), (34, 36, 'RATING')]}],\n",
       " ['who directed superbad', {'entities': [(13, 21, 'TITLE')]}],\n",
       " ['what pg 13 movies feature goldie hawn',\n",
       "  {'entities': [(5, 10, 'RATING'), (26, 37, 'ACTOR')]}],\n",
       " ['are there any movies from 1996 that involve aliens',\n",
       "  {'entities': [(26, 30, 'YEAR'), (44, 50, 'PLOT')]}],\n",
       " ['i want to find the movie starring meryl streep and anne hathaway',\n",
       "  {'entities': [(34, 46, 'ACTOR'), (51, 64, 'ACTOR')]}],\n",
       " ['in what year did the film vegas vacation come out',\n",
       "  {'entities': [(26, 40, 'TITLE')]}],\n",
       " ['what movie had the earth explode in the trailer', {'entities': []}],\n",
       " ['list a quote from the pirates of the carribean',\n",
       "  {'entities': [(22, 46, 'TITLE')]}],\n",
       " ['did leonardo dicaprio star in any movies based on a play by shakespeare',\n",
       "  {'entities': [(4, 21, 'ACTOR'), (41, 71, 'PLOT')]}],\n",
       " ['what year did star wars a new hope come out',\n",
       "  {'entities': [(14, 34, 'TITLE')]}],\n",
       " ['what is the mpaa rating on 2001 a space odyssey',\n",
       "  {'entities': [(27, 47, 'TITLE')]}],\n",
       " ['what is the most recent peter weller film',\n",
       "  {'entities': [(12, 23, 'YEAR'), (24, 36, 'DIRECTOR')]}],\n",
       " ['where can i see the trailer for the new 2012 avengers movie',\n",
       "  {'entities': [(20, 27, 'TRAILER'), (40, 44, 'YEAR'), (45, 53, 'TITLE')]}],\n",
       " ['find the newest harry potter movie', {'entities': [(16, 28, 'CHARACTER')]}],\n",
       " ['what is drive rated', {'entities': [(8, 13, 'TITLE')]}],\n",
       " ['what character did morgan freeman play in shawshank redemption',\n",
       "  {'entities': [(19, 33, 'ACTOR'), (42, 62, 'TITLE')]}],\n",
       " ['which professional football player stared in shaft',\n",
       "  {'entities': [(45, 50, 'TITLE')]}],\n",
       " ['what was the last terminator film to be released',\n",
       "  {'entities': [(18, 28, 'TITLE')]}],\n",
       " ['what are some funny arnold schwarzenegger comedies',\n",
       "  {'entities': [(20, 41, 'ACTOR'), (42, 50, 'GENRE')]}],\n",
       " ['i want a g rated film that was later changed to pg',\n",
       "  {'entities': [(9, 16, 'RATING'), (48, 50, 'RATING')]}],\n",
       " ['whats a mainstream movie about pornos',\n",
       "  {'entities': [(8, 18, 'REVIEW'), (25, 37, 'PLOT')]}],\n",
       " ['what films use the song bird is the word',\n",
       "  {'entities': [(24, 40, 'SONG')]}],\n",
       " ['run a trailer for an audry murphy show', {'entities': [(21, 33, 'ACTOR')]}],\n",
       " ['find a horror movie with creepy little girls',\n",
       "  {'entities': [(7, 13, 'GENRE'), (25, 44, 'PLOT')]}],\n",
       " ['run a trailer for excalibur',\n",
       "  {'entities': [(6, 13, 'TRAILER'), (18, 27, 'TITLE')]}],\n",
       " ['show me a british film about wwii in the germany',\n",
       "  {'entities': [(29, 33, 'PLOT'), (41, 48, 'PLOT')]}],\n",
       " ['i am looking for the blockbuster movies of 2001',\n",
       "  {'entities': [(21, 32, 'GENRE'), (43, 47, 'YEAR')]}],\n",
       " ['what superhero film stars hugh jackman in the lead role',\n",
       "  {'entities': [(5, 14, 'GENRE'), (26, 38, 'ACTOR')]}],\n",
       " ['were any movies about talking dolphins', {'entities': [(22, 38, 'PLOT')]}],\n",
       " ['find a chuck norris movie with a lot of martial arts fighting in it',\n",
       "  {'entities': [(7, 19, 'ACTOR'), (40, 61, 'PLOT')]}],\n",
       " ['what is a fun action movie',\n",
       "  {'entities': [(10, 13, 'REVIEW'), (14, 20, 'GENRE')]}],\n",
       " ['how many movies did bela lugosi appear in',\n",
       "  {'entities': [(20, 31, 'ACTOR')]}],\n",
       " ['was there a supernatural film noir', {'entities': [(12, 34, 'GENRE')]}],\n",
       " ['show me the second star wars film', {'entities': [(19, 28, 'TITLE')]}],\n",
       " ['what was the release year of the last star wars movie',\n",
       "  {'entities': [(38, 47, 'TITLE')]}],\n",
       " ['who directed saw 1', {'entities': [(13, 18, 'TITLE')]}],\n",
       " ['are there any sean connery movies on tonight',\n",
       "  {'entities': [(14, 26, 'ACTOR')]}],\n",
       " ['dracula the 1960s version',\n",
       "  {'entities': [(0, 7, 'TITLE'), (12, 17, 'YEAR')]}],\n",
       " ['who directed fight club', {'entities': [(13, 23, 'TITLE')]}],\n",
       " ['find the movie with the yellow brick road',\n",
       "  {'entities': [(24, 41, 'PLOT')]}],\n",
       " ['find a review for the last harry potter movie',\n",
       "  {'entities': [(27, 39, 'CHARACTER')]}],\n",
       " ['find an elvis presley beach movie',\n",
       "  {'entities': [(8, 21, 'ACTOR'), (22, 33, 'PLOT')]}],\n",
       " ['find the oldest movie directed by stephen king',\n",
       "  {'entities': [(34, 46, 'DIRECTOR')]}],\n",
       " ['all scary movies from 2010',\n",
       "  {'entities': [(4, 9, 'GENRE'), (22, 26, 'YEAR')]}],\n",
       " ['show movies about food', {'entities': [(18, 22, 'PLOT')]}],\n",
       " ['what was the name of ariels prince in the little mermaid',\n",
       "  {'entities': [(21, 27, 'CHARACTER'), (42, 56, 'TITLE')]}],\n",
       " ['what year did goodfellas release', {'entities': [(14, 24, 'TITLE')]}],\n",
       " ['what movie had jim carrey as a dr seuss character',\n",
       "  {'entities': [(15, 25, 'ACTOR'), (31, 49, 'CHARACTER')]}],\n",
       " ['are there any movies from the 2000s rated g that involve fish',\n",
       "  {'entities': [(30, 35, 'YEAR'), (42, 43, 'RATING'), (57, 61, 'PLOT')]}],\n",
       " ['show me a movie with arnold schwarzenegger that is directed by james cameron',\n",
       "  {'entities': [(21, 42, 'ACTOR'), (63, 76, 'DIRECTOR')]}],\n",
       " ['are there any mpaa rated tv ma films for elvis presley',\n",
       "  {'entities': [(25, 30, 'RATING'), (41, 54, 'ACTOR')]}],\n",
       " ['what is the most recent movie directed by steven speilberg',\n",
       "  {'entities': [(12, 23, 'YEAR'), (42, 58, 'DIRECTOR')]}],\n",
       " ['which film won the raspberry award for halle berry',\n",
       "  {'entities': [(39, 50, 'ACTOR')]}],\n",
       " ['show me a wwii movie directed by steven spielberg and starring liam neeson',\n",
       "  {'entities': [(10, 20, 'PLOT'), (33, 49, 'DIRECTOR'), (63, 74, 'ACTOR')]}],\n",
       " ['was there a documentary about a russian electronics professor',\n",
       "  {'entities': [(12, 23, 'GENRE'), (32, 61, 'PLOT')]}],\n",
       " ['who starred in sex in the city', {'entities': [(15, 30, 'TITLE')]}],\n",
       " ['what chucky movie didnt have andy in it',\n",
       "  {'entities': [(5, 11, 'CHARACTER'), (29, 33, 'ACTOR')]}],\n",
       " ['whats a john huston flick from the 1950s',\n",
       "  {'entities': [(8, 19, 'ACTOR')]}],\n",
       " ['who was the main character in the last terminator movie',\n",
       "  {'entities': [(17, 26, 'CHARACTER'), (39, 49, 'TITLE')]}],\n",
       " ['what is the plot of upstaurs downstairs',\n",
       "  {'entities': [(20, 39, 'TITLE')]}],\n",
       " ['get a yul brenner action flick',\n",
       "  {'entities': [(6, 17, 'ACTOR'), (18, 24, 'GENRE')]}],\n",
       " ['i want a preview for a horror comedy',\n",
       "  {'entities': [(9, 16, 'TRAILER'), (23, 36, 'GENRE')]}],\n",
       " ['what is the movie step up rated', {'entities': [(18, 25, 'TITLE')]}],\n",
       " ['what role did carrie ann moss play in the matrix',\n",
       "  {'entities': [(14, 29, 'ACTOR'), (38, 48, 'TITLE')]}],\n",
       " ['which movies does charlie sheen star in',\n",
       "  {'entities': [(18, 31, 'ACTOR')]}],\n",
       " ['please list all childrens movies with mary kate and ashley',\n",
       "  {'entities': [(16, 25, 'GENRE'), (38, 47, 'ACTOR'), (52, 58, 'ACTOR')]}],\n",
       " ['show me a comedy about a football team',\n",
       "  {'entities': [(10, 16, 'GENRE'), (25, 38, 'PLOT')]}],\n",
       " ['is there an animated adult horror movie',\n",
       "  {'entities': [(12, 33, 'GENRE')]}],\n",
       " ['cartoon with the voice of justin timberlake from the 2000s',\n",
       "  {'entities': [(0, 7, 'GENRE'), (26, 43, 'ACTOR'), (53, 58, 'YEAR')]}],\n",
       " ['find the movie with the song its hard out there for a pimp',\n",
       "  {'entities': [(29, 58, 'SONG')]}],\n",
       " ['whats a rated r movie with jessica alba',\n",
       "  {'entities': [(14, 15, 'RATING'), (27, 39, 'ACTOR')]}],\n",
       " ['are there any good heist movies with a pg 13 rating',\n",
       "  {'entities': [(19, 31, 'PLOT'), (39, 51, 'RATING')]}],\n",
       " ['what was the name of the movie with brad pitt about robbing a casino',\n",
       "  {'entities': [(36, 45, 'ACTOR'), (52, 68, 'PLOT')]}],\n",
       " ['which tom hanks film features him as a stranded fed ex employee',\n",
       "  {'entities': [(6, 15, 'ACTOR'), (39, 63, 'PLOT')]}],\n",
       " ['tell the plot of amistad', {'entities': [(17, 24, 'TITLE')]}],\n",
       " ['who directed twister', {'entities': [(13, 20, 'TITLE')]}],\n",
       " ['what is the viewers rating of the favorite star wars episode',\n",
       "  {'entities': [(12, 26, 'RATINGS_AVERAGE'), (43, 60, 'TITLE')]}],\n",
       " ['what is the name of cameron diazs character in bad teacher',\n",
       "  {'entities': [(47, 58, 'TITLE')]}],\n",
       " ['who directed stepbrothers', {'entities': [(13, 25, 'TITLE')]}],\n",
       " ['find pg 13 movies with kevin costner',\n",
       "  {'entities': [(5, 10, 'RATING'), (23, 36, 'ACTOR')]}],\n",
       " ['what is the name of the killer in the first saw',\n",
       "  {'entities': [(24, 30, 'CHARACTER'), (44, 47, 'TITLE')]}],\n",
       " ['what movie has a great car chase', {'entities': [(17, 32, 'PLOT')]}],\n",
       " ['show me an eartha kitt film about a torch singer',\n",
       "  {'entities': [(11, 22, 'ACTOR'), (36, 48, 'PLOT')]}],\n",
       " ['any good crime noir films on',\n",
       "  {'entities': [(4, 8, 'RATINGS_AVERAGE'), (9, 19, 'GENRE')]}],\n",
       " ['who directed take five', {'entities': [(13, 22, 'TITLE')]}],\n",
       " ['what is the most famous movie about horses',\n",
       "  {'entities': [(12, 23, 'REVIEW'), (36, 42, 'PLOT')]}],\n",
       " ['what year did space jam come out',\n",
       "  {'entities': [(5, 9, 'YEAR'), (14, 23, 'TITLE')]}],\n",
       " ['which films have sherlock holmes as a character',\n",
       "  {'entities': [(17, 32, 'CHARACTER')]}],\n",
       " ['find all movies by m night shyamalan',\n",
       "  {'entities': [(19, 36, 'DIRECTOR')]}],\n",
       " ['who was the old lady in happy gilmore',\n",
       "  {'entities': [(12, 20, 'CHARACTER'), (24, 37, 'TITLE')]}],\n",
       " ['top 10 movies from 1990', {'entities': [(19, 23, 'YEAR')]}],\n",
       " ['get a fantasy film about a unicorn',\n",
       "  {'entities': [(6, 13, 'GENRE'), (27, 34, 'PLOT')]}],\n",
       " ['are there any movies about bank robberies',\n",
       "  {'entities': [(27, 41, 'PLOT')]}],\n",
       " ['was sean connery in the league of extraordinary gentlemen',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (20, 57, 'TITLE')]}],\n",
       " ['where was the presidio filmed', {'entities': [(10, 22, 'TITLE')]}],\n",
       " ['what film features halle berre as a mental patient',\n",
       "  {'entities': [(19, 30, 'ACTOR'), (36, 50, 'PLOT')]}],\n",
       " ['what was the plot of the time bandits', {'entities': [(25, 37, 'TITLE')]}],\n",
       " ['list actor matt damons top films',\n",
       "  {'entities': [(11, 22, 'ACTOR'), (23, 32, 'REVIEW')]}],\n",
       " ['name a film with brian entwhistle in it',\n",
       "  {'entities': [(17, 33, 'ACTOR')]}],\n",
       " ['name the movie in which clint eastwood sings',\n",
       "  {'entities': [(24, 38, 'ACTOR'), (39, 44, 'PLOT')]}],\n",
       " ['who played tank in the matrix',\n",
       "  {'entities': [(11, 15, 'CHARACTER'), (19, 29, 'TITLE')]}],\n",
       " ['find me a movie suitable for kids',\n",
       "  {'entities': [(16, 24, 'REVIEW'), (29, 33, 'GENRE')]}],\n",
       " ['name a well known director of japanese samurai movies',\n",
       "  {'entities': [(30, 46, 'GENRE')]}],\n",
       " ['find all movies directed by steven speilburg',\n",
       "  {'entities': [(28, 44, 'DIRECTOR')]}],\n",
       " ['are you able to name an anime film that is in black and white',\n",
       "  {'entities': [(24, 34, 'GENRE'), (46, 61, 'PLOT')]}],\n",
       " ['find an action movie starring harrison ford',\n",
       "  {'entities': [(8, 14, 'GENRE'), (30, 43, 'ACTOR')]}],\n",
       " ['what year was elizabethtown released',\n",
       "  {'entities': [(5, 9, 'YEAR'), (14, 27, 'TITLE')]}],\n",
       " ['show me a bruce willis movie about ghosts',\n",
       "  {'entities': [(10, 22, 'ACTOR'), (23, 41, 'PLOT')]}],\n",
       " ['find the air bud movie about baseball',\n",
       "  {'entities': [(9, 16, 'CHARACTER'), (29, 37, 'PLOT')]}],\n",
       " ['is there a drama starring angelina jolie and antonio banderas',\n",
       "  {'entities': [(11, 16, 'GENRE'), (26, 40, 'ACTOR'), (45, 61, 'ACTOR')]}],\n",
       " ['show me the movie by peter jackson', {'entities': [(21, 34, 'DIRECTOR')]}],\n",
       " ['what were the critic reviews for lady in the water',\n",
       "  {'entities': [(14, 28, 'RATINGS_AVERAGE'), (33, 50, 'TITLE')]}],\n",
       " ['show me a movie starring tim allen about christmas',\n",
       "  {'entities': [(25, 34, 'ACTOR'), (41, 50, 'PLOT')]}],\n",
       " ['list all the tom cruise movies from 2000s',\n",
       "  {'entities': [(13, 23, 'ACTOR'), (36, 41, 'YEAR')]}],\n",
       " ['find me a romance starring patrick swayze',\n",
       "  {'entities': [(10, 17, 'GENRE'), (27, 41, 'ACTOR')]}],\n",
       " ['are there any movies with assassins', {'entities': [(26, 35, 'PLOT')]}],\n",
       " ['find a movie that starred marlon brando and jack nicholson',\n",
       "  {'entities': [(26, 39, 'ACTOR'), (44, 58, 'ACTOR')]}],\n",
       " ['please find the movie about tyrone power working in a carnival',\n",
       "  {'entities': [(28, 40, 'ACTOR'), (41, 62, 'PLOT')]}],\n",
       " ['was the character chucky in any films that were sci fi',\n",
       "  {'entities': [(18, 24, 'CHARACTER'), (48, 54, 'GENRE')]}],\n",
       " ['what movies did jack black do in the 2000s',\n",
       "  {'entities': [(16, 26, 'ACTOR'), (37, 42, 'YEAR')]}],\n",
       " ['show me a movie set in japan with bill murray and scarlett johannson',\n",
       "  {'entities': [(10, 28, 'PLOT'), (34, 45, 'ACTOR'), (50, 68, 'ACTOR')]}],\n",
       " ['what zombie movie features a zombie tiger',\n",
       "  {'entities': [(5, 17, 'GENRE'), (29, 41, 'CHARACTER')]}],\n",
       " ['which actor played captain january', {'entities': [(19, 34, 'CHARACTER')]}],\n",
       " ['how many movies were released in the year 2009',\n",
       "  {'entities': [(42, 46, 'YEAR')]}],\n",
       " ['run a trailer for journey back to oz',\n",
       "  {'entities': [(6, 13, 'TRAILER'), (18, 36, 'TITLE')]}],\n",
       " ['show me a movie about cars that is rated g',\n",
       "  {'entities': [(16, 26, 'PLOT'), (41, 42, 'RATING')]}],\n",
       " ['is there a color slapstick comedy movie',\n",
       "  {'entities': [(11, 33, 'GENRE')]}],\n",
       " ['find the movie where maggie gyllanhall and james spader have an s amp m relationship',\n",
       "  {'entities': [(21, 38, 'ACTOR'), (43, 55, 'ACTOR'), (64, 84, 'PLOT')]}],\n",
       " ['did zach braff compose the garden state soundtrack himself',\n",
       "  {'entities': [(4, 14, 'ACTOR'), (27, 39, 'TITLE'), (40, 50, 'SONG')]}],\n",
       " ['in what movies does mark wahlberg say im a big star',\n",
       "  {'entities': [(20, 33, 'ACTOR')]}],\n",
       " ['find me the comedy movie elf starring will ferrell',\n",
       "  {'entities': [(12, 18, 'GENRE'), (25, 28, 'TITLE'), (38, 50, 'ACTOR')]}],\n",
       " ['show me all the movies zac efron has been in',\n",
       "  {'entities': [(23, 32, 'ACTOR')]}],\n",
       " ['what movies are directed by garry marshall',\n",
       "  {'entities': [(28, 42, 'DIRECTOR')]}],\n",
       " ['what is the plot of requiem for a heavyweight',\n",
       "  {'entities': [(20, 45, 'TITLE')]}],\n",
       " ['name a paul williams musical film',\n",
       "  {'entities': [(7, 20, 'DIRECTOR'), (21, 33, 'GENRE')]}],\n",
       " ['show me the movie that judy holliday won an oscar for',\n",
       "  {'entities': [(23, 36, 'ACTOR'), (44, 49, 'REVIEW')]}],\n",
       " ['locate that movie with sandra bullock and keanu reaves',\n",
       "  {'entities': [(23, 37, 'ACTOR'), (42, 54, 'ACTOR')]}],\n",
       " ['find me a movie with the song a whole new world',\n",
       "  {'entities': [(30, 47, 'SONG')]}],\n",
       " ['is there a drama with kate winslet thats rated r',\n",
       "  {'entities': [(11, 16, 'GENRE'), (22, 34, 'ACTOR'), (41, 48, 'RATING')]}],\n",
       " ['find movies about the first gulf war', {'entities': [(22, 36, 'PLOT')]}],\n",
       " ['find me a movie about serial killers', {'entities': [(22, 36, 'PLOT')]}],\n",
       " ['is there a movie with kate hudson as a love struck columnist',\n",
       "  {'entities': [(22, 33, 'ACTOR')]}],\n",
       " ['whats a mainstream movie about super heros',\n",
       "  {'entities': [(8, 18, 'GENRE'), (31, 42, 'PLOT')]}],\n",
       " ['show me a movie about characters named kermit and miss piggy',\n",
       "  {'entities': [(39, 45, 'CHARACTER'), (50, 60, 'CHARACTER')]}],\n",
       " ['find a movie with corey haim and corey feldman',\n",
       "  {'entities': [(18, 28, 'ACTOR'), (33, 46, 'ACTOR')]}],\n",
       " ['who directed the legend of bagger vance',\n",
       "  {'entities': [(13, 39, 'DIRECTOR')]}],\n",
       " ['what year did scott pilgrim vs the world come out',\n",
       "  {'entities': [(14, 40, 'TITLE')]}],\n",
       " ['has robert downey jr directed any movies',\n",
       "  {'entities': [(4, 20, 'ACTOR')]}],\n",
       " ['find a movie with jude law and julia roberts',\n",
       "  {'entities': [(18, 26, 'ACTOR'), (31, 44, 'ACTOR')]}],\n",
       " ['find a comedy starring john ritter',\n",
       "  {'entities': [(7, 13, 'GENRE'), (23, 34, 'ACTOR')]}],\n",
       " ['looking for a list of hammer studios vampire films',\n",
       "  {'entities': [(0, 50, 'GENRE')]}],\n",
       " ['what movie featured the quote say hello to my little friend',\n",
       "  {'entities': []}],\n",
       " ['who played sabrina in the 21st century remake of the audrey hepburn movie',\n",
       "  {'entities': [(11, 18, 'CHARACTER'), (26, 73, 'PLOT')]}],\n",
       " ['show all horror movies that star the character freddy kruger',\n",
       "  {'entities': [(9, 15, 'GENRE'), (47, 60, 'CHARACTER')]}],\n",
       " ['show me the classic western with claudia cardinale and henry fonda',\n",
       "  {'entities': [(12, 19, 'REVIEW'),\n",
       "    (20, 27, 'GENRE'),\n",
       "    (33, 50, 'ACTOR'),\n",
       "    (55, 66, 'ACTOR')]}],\n",
       " ['find me a movie that won best film in 2009',\n",
       "  {'entities': [(25, 34, 'RATINGS_AVERAGE'), (38, 42, 'YEAR')]}],\n",
       " ['on what film did samuel l jackson first appears as nick fury',\n",
       "  {'entities': [(0, 60, 'CHARACTER')]}],\n",
       " ['please show me the film where robert de niro threatens nick nolte and his family',\n",
       "  {'entities': [(30, 44, 'ACTOR')]}],\n",
       " ['which actors have played james bond', {'entities': [(25, 35, 'TITLE')]}],\n",
       " ['find a well reviewed family film from the 1980s',\n",
       "  {'entities': [(7, 20, 'RATINGS_AVERAGE'),\n",
       "    (21, 27, 'GENRE'),\n",
       "    (42, 47, 'YEAR')]}],\n",
       " ['what year was drive released', {'entities': [(14, 28, 'YEAR')]}],\n",
       " ['what are steve martins upcoming film projects',\n",
       "  {'entities': [(9, 22, 'ACTOR')]}],\n",
       " ['is there a science fiction film that starts on a tower',\n",
       "  {'entities': [(11, 26, 'GENRE'), (37, 54, 'PLOT')]}],\n",
       " ['find me the r rated comedy horrible bosses with jason bateman',\n",
       "  {'entities': [(12, 19, 'RATING'),\n",
       "    (20, 26, 'GENRE'),\n",
       "    (27, 42, 'TITLE'),\n",
       "    (48, 61, 'ACTOR')]}],\n",
       " ['name a patrick mcgoohan in a canadian film title',\n",
       "  {'entities': [(7, 23, 'ACTOR')]}],\n",
       " ['find meryl streep dramas set in africa',\n",
       "  {'entities': [(5, 17, 'ACTOR'), (18, 24, 'GENRE'), (25, 38, 'PLOT')]}],\n",
       " ['show me all release dates for the lord of the rings movies',\n",
       "  {'entities': [(34, 51, 'TITLE')]}],\n",
       " ['did tina fey appear in a flick with jack black',\n",
       "  {'entities': [(4, 12, 'ACTOR'), (36, 46, 'ACTOR')]}],\n",
       " ['find an action movie from the 1990s with nicolas cage',\n",
       "  {'entities': [(8, 14, 'GENRE'), (30, 35, 'YEAR'), (41, 53, 'ACTOR')]}],\n",
       " ['which movie about a time travelling car was directed by robert zemeckis',\n",
       "  {'entities': [(20, 39, 'PLOT'), (56, 71, 'DIRECTOR')]}],\n",
       " ['are there any pg disney movies',\n",
       "  {'entities': [(14, 16, 'RATING'), (17, 23, 'GENRE')]}],\n",
       " ['what movie does someone say life was like a box of chocolates you never know what youre gonna getcategories used quote',\n",
       "  {'entities': []}],\n",
       " ['list movies directed by peter jackson in the 2000s',\n",
       "  {'entities': [(24, 37, 'DIRECTOR'), (45, 50, 'YEAR')]}],\n",
       " ['whats a mexican romance film',\n",
       "  {'entities': [(8, 15, 'PLOT'), (16, 23, 'GENRE')]}],\n",
       " ['is there a color farce tradgedy movie', {'entities': [(11, 31, 'GENRE')]}],\n",
       " ['are there any movies about michael jackson',\n",
       "  {'entities': [(27, 42, 'CHARACTER')]}],\n",
       " ['what is a comedy from the 1990s with a car chase',\n",
       "  {'entities': [(26, 31, 'YEAR'), (39, 48, 'PLOT')]}],\n",
       " ['what are the top 10 science fiction movies of all time',\n",
       "  {'entities': [(13, 19, 'REVIEW'), (20, 35, 'GENRE'), (43, 54, 'REVIEW')]}],\n",
       " ['find me biopics starring country music stars',\n",
       "  {'entities': [(8, 15, 'GENRE'), (25, 44, 'ACTOR')]}],\n",
       " ['find me mocumentries with christopher guest',\n",
       "  {'entities': [(8, 20, 'GENRE'), (26, 43, 'DIRECTOR')]}],\n",
       " ['did sigourney weaver play a character named gwen in a comedy',\n",
       "  {'entities': [(54, 60, 'GENRE')]}],\n",
       " ['is denzel washington in any comedies from the 1980s',\n",
       "  {'entities': [(3, 20, 'ACTOR'), (28, 36, 'GENRE'), (46, 51, 'YEAR')]}],\n",
       " ['find a viewer review for the enemy below',\n",
       "  {'entities': [(25, 40, 'TITLE')]}],\n",
       " ['show me a drama starring james woods',\n",
       "  {'entities': [(10, 15, 'GENRE'), (25, 36, 'ACTOR')]}],\n",
       " ['find a drama about gangs in la', {'entities': [(28, 30, 'PLOT')]}],\n",
       " ['did steven soderbergh direct any movies released in 2010',\n",
       "  {'entities': [(4, 21, 'DIRECTOR'), (52, 56, 'YEAR')]}],\n",
       " ['looking for the movie with elizabeth tayor rock hudson and james dean',\n",
       "  {'entities': [(27, 54, 'ACTOR'), (59, 69, 'ACTOR')]}],\n",
       " ['find me the jodie foster movie with kristen stewart',\n",
       "  {'entities': [(12, 24, 'ACTOR'), (36, 51, 'ACTOR')]}],\n",
       " ['did edward norton star in a drama called american history x',\n",
       "  {'entities': [(4, 17, 'ACTOR'), (28, 33, 'GENRE'), (41, 59, 'TITLE')]}],\n",
       " ['find the movie starring ruth gordon about a housekeeper who is killed',\n",
       "  {'entities': [(24, 35, 'ACTOR'), (44, 69, 'PLOT')]}],\n",
       " ['who provided the voice talent for the tiger in kung fu panda',\n",
       "  {'entities': [(38, 43, 'CHARACTER'), (47, 60, 'TITLE')]}],\n",
       " ['show me a famous 1940s movie made in france during the nazi occupation',\n",
       "  {'entities': [(17, 22, 'YEAR')]}],\n",
       " ['looking for the movie where orson welles was a nazi hiding in new england',\n",
       "  {'entities': [(28, 40, 'ACTOR'), (47, 73, 'PLOT')]}],\n",
       " ['who stars in the movie titled happythankyoumoreplease',\n",
       "  {'entities': [(30, 53, 'TITLE')]}],\n",
       " ['show me all the police academy movies', {'entities': [(16, 30, 'TITLE')]}],\n",
       " ['show me films with wyatt earp from the 1980s',\n",
       "  {'entities': [(19, 29, 'CHARACTER'), (39, 44, 'YEAR')]}],\n",
       " ['what are the movies with the best twist endings',\n",
       "  {'entities': [(29, 33, 'REVIEW'), (34, 47, 'PLOT')]}],\n",
       " ['find the movie with robin williams as a dj in vietnam',\n",
       "  {'entities': [(20, 34, 'ACTOR'), (40, 53, 'PLOT')]}],\n",
       " ['looking for a list of max ophuls films',\n",
       "  {'entities': [(22, 32, 'DIRECTOR')]}],\n",
       " ['historical movies of true events with romance',\n",
       "  {'entities': [(0, 17, 'GENRE'), (38, 45, 'GENRE')]}],\n",
       " ['find me movies about the end of the world',\n",
       "  {'entities': [(25, 41, 'PLOT')]}],\n",
       " ['was there a movie with tony curtis and eva gabor',\n",
       "  {'entities': [(23, 48, 'ACTOR')]}],\n",
       " ['find movies set in los angeles in the future',\n",
       "  {'entities': [(19, 44, 'PLOT')]}],\n",
       " ['who is the actor that stars in the new tv show awake',\n",
       "  {'entities': [(47, 52, 'TITLE')]}],\n",
       " ['who starred in the girl with the dragon tattoo',\n",
       "  {'entities': [(15, 46, 'TITLE')]}],\n",
       " ['show me a movie with christina aguleria and cher',\n",
       "  {'entities': [(21, 39, 'ACTOR'), (44, 48, 'ACTOR')]}],\n",
       " ['i need a comedy from the 80s that is rated pg',\n",
       "  {'entities': [(9, 15, 'GENRE'), (25, 28, 'YEAR'), (43, 45, 'RATING')]}],\n",
       " ['find me the first rocky movie', {'entities': [(18, 23, 'TITLE')]}],\n",
       " ['show me the disney movie featuring hayley mills on a greek island',\n",
       "  {'entities': [(12, 18, 'GENRE'), (35, 47, 'ACTOR')]}],\n",
       " ['looking for a comedy with darryl hannah and steve martin',\n",
       "  {'entities': [(14, 20, 'GENRE'), (26, 39, 'ACTOR'), (44, 56, 'ACTOR')]}],\n",
       " ['whats an isaak pearlman movie', {'entities': [(9, 23, 'DIRECTOR')]}],\n",
       " ['i want to see the movie about a character named ferris bueller',\n",
       "  {'entities': [(48, 62, 'CHARACTER')]}],\n",
       " ['show hit movies from the 2000s starring jack black',\n",
       "  {'entities': [(5, 15, 'RATINGS_AVERAGE'),\n",
       "    (25, 30, 'YEAR'),\n",
       "    (40, 50, 'ACTOR')]}],\n",
       " ['what songs were on the soundtrack for center stage',\n",
       "  {'entities': [(38, 50, 'TITLE')]}],\n",
       " ['who played the role of leonidas in 300',\n",
       "  {'entities': [(23, 31, 'CHARACTER'), (35, 38, 'TITLE')]}],\n",
       " ['what movies are about canadian sports', {'entities': [(22, 37, 'PLOT')]}],\n",
       " ['find a movie with the song for hes a jolly good fellow',\n",
       "  {'entities': [(27, 54, 'SONG')]}],\n",
       " ['what year was the last james bond film released',\n",
       "  {'entities': [(5, 9, 'YEAR'), (23, 33, 'TITLE')]}],\n",
       " ['show me an r rated comedy called american pie',\n",
       "  {'entities': [(11, 18, 'RATING'), (19, 25, 'GENRE'), (33, 45, 'TITLE')]}],\n",
       " ['whats a spy film with gold in the title',\n",
       "  {'entities': [(8, 11, 'PLOT'), (22, 26, 'TITLE')]}],\n",
       " ['find a mathew modine movie', {'entities': [(7, 20, 'ACTOR')]}],\n",
       " ['show me an animated movie about pandas',\n",
       "  {'entities': [(11, 19, 'GENRE'), (32, 38, 'PLOT')]}],\n",
       " ['find any musicals with a g rating on today',\n",
       "  {'entities': [(9, 17, 'GENRE'), (25, 26, 'RATING'), (37, 42, 'YEAR')]}],\n",
       " ['what r rated movies from 2011 do not have full frontal nudity in them',\n",
       "  {'entities': [(5, 12, 'RATING'), (25, 29, 'YEAR'), (42, 61, 'PLOT')]}],\n",
       " ['what was the title of the bio pic about langston hughs',\n",
       "  {'entities': [(26, 33, 'GENRE'), (40, 54, 'CHARACTER')]}],\n",
       " ['what movies feature the character wooster',\n",
       "  {'entities': [(34, 41, 'CHARACTER')]}],\n",
       " ['did kevin kline start in a musical in the 1980s',\n",
       "  {'entities': [(4, 15, 'ACTOR'), (27, 34, 'GENRE'), (42, 47, 'YEAR')]}],\n",
       " ['are there any movies based on british versions',\n",
       "  {'entities': [(14, 46, 'PLOT')]}],\n",
       " ['are there any g rated musicals from the 1980s',\n",
       "  {'entities': [(14, 21, 'RATING'), (22, 30, 'GENRE'), (40, 45, 'YEAR')]}],\n",
       " ['show me movies about king kong', {'entities': [(21, 30, 'PLOT')]}],\n",
       " ['are there any musicals from the 1990s', {'entities': [(32, 37, 'YEAR')]}],\n",
       " ['what is the vuewers rating for heidi', {'entities': [(31, 36, 'TITLE')]}],\n",
       " ['show me a movie starring meryl streep and robert deniro',\n",
       "  {'entities': [(25, 37, 'ACTOR'), (42, 55, 'ACTOR')]}],\n",
       " ['find a scary movie directed by stephen spillburg',\n",
       "  {'entities': [(7, 12, 'GENRE'), (31, 48, 'DIRECTOR')]}],\n",
       " ['show me a movie about aliens attacking earth',\n",
       "  {'entities': [(16, 28, 'PLOT')]}],\n",
       " ['what horror movies featured freddy and were rated r',\n",
       "  {'entities': [(5, 11, 'GENRE'), (28, 34, 'CHARACTER'), (44, 51, 'RATING')]}],\n",
       " ['who created lord of the rings', {'entities': [(12, 29, 'TITLE')]}],\n",
       " ['are there any g rated movies with paris in the title',\n",
       "  {'entities': [(14, 21, 'RATING'), (34, 52, 'PLOT')]}],\n",
       " ['who directed the horse in the grey flannel suit',\n",
       "  {'entities': [(13, 47, 'TITLE')]}],\n",
       " ['find the sherlock holmes movie about a large killer dog',\n",
       "  {'entities': [(9, 55, 'PLOT')]}],\n",
       " ['show me movies whoopi goldberg played in',\n",
       "  {'entities': [(15, 30, 'ACTOR')]}],\n",
       " ['find movies about football', {'entities': [(18, 26, 'PLOT')]}],\n",
       " ['what is mpaa rating for the rhino brothers',\n",
       "  {'entities': [(24, 42, 'TITLE')]}],\n",
       " ['who said you can buy anything but you cant buy backbone', {'entities': []}],\n",
       " ['what movie uses harpsicord music', {'entities': [(16, 32, 'PLOT')]}],\n",
       " ['looking for a 1960s southern gothic movie starring bette davis and olivia de haviland',\n",
       "  {'entities': [(14, 19, 'YEAR'),\n",
       "    (20, 35, 'PLOT'),\n",
       "    (51, 62, 'ACTOR'),\n",
       "    (67, 85, 'ACTOR')]}],\n",
       " ['show me the lindsey anderson movies starring malcolm mcdowell',\n",
       "  {'entities': [(12, 28, 'DIRECTOR'), (45, 61, 'ACTOR')]}],\n",
       " ['what movie is r2d2 in', {'entities': [(14, 18, 'CHARACTER')]}],\n",
       " ['show me an action movie starring clint eastwood',\n",
       "  {'entities': [(11, 17, 'GENRE'), (33, 47, 'ACTOR')]}],\n",
       " ['please show me a list of busby berkley movies',\n",
       "  {'entities': [(25, 45, 'DIRECTOR')]}],\n",
       " ['which actor starred in the disney movie gus',\n",
       "  {'entities': [(6, 11, 'ACTOR'), (27, 39, 'GENRE'), (40, 43, 'TITLE')]}],\n",
       " ['in which film did keira knightley stars as a pirate lord',\n",
       "  {'entities': [(18, 33, 'ACTOR'), (45, 56, 'PLOT')]}],\n",
       " ['tell me the names of all critically acclaimed horror films',\n",
       "  {'entities': [(25, 45, 'RATINGS_AVERAGE'), (46, 52, 'GENRE')]}],\n",
       " ['what is the best movie of all time rated by viewers',\n",
       "  {'entities': [(44, 51, 'RATINGS_AVERAGE')]}],\n",
       " ['show me movies about the military', {'entities': [(8, 33, 'PLOT')]}],\n",
       " ['find a romantic comedy starring daryl hannah',\n",
       "  {'entities': [(7, 22, 'GENRE'), (32, 44, 'ACTOR')]}],\n",
       " ['what was the best football movie ever made',\n",
       "  {'entities': [(18, 32, 'GENRE')]}],\n",
       " ['show me a movie with lots of sky diving in it',\n",
       "  {'entities': [(29, 39, 'PLOT')]}],\n",
       " ['have any movies been made about robot ninjas',\n",
       "  {'entities': [(32, 44, 'PLOT')]}],\n",
       " ['what animated movies were nominated for oscars',\n",
       "  {'entities': [(5, 13, 'GENRE'), (26, 46, 'RATINGS_AVERAGE')]}],\n",
       " ['please find the robert altman movie set during the korean war',\n",
       "  {'entities': [(16, 29, 'ACTOR'), (51, 61, 'PLOT')]}],\n",
       " ['what are the most recent julia roberts romance films from the last four years',\n",
       "  {'entities': [(25, 38, 'ACTOR')]}],\n",
       " ['show me the french film about a postman who is obsessed with an opera star',\n",
       "  {'entities': [(12, 23, 'GENRE'), (24, 74, 'PLOT')]}],\n",
       " ['find a comedy starring groucho marx',\n",
       "  {'entities': [(7, 13, 'GENRE'), (23, 35, 'ACTOR')]}],\n",
       " ['where is the quote heres looking at you kid from', {'entities': []}],\n",
       " ['show me movies about shark attacks', {'entities': [(0, 34, 'PLOT')]}],\n",
       " ['find me the release date of catching fire',\n",
       "  {'entities': [(28, 41, 'TITLE')]}],\n",
       " ['what is the movie made by stephen stieldberg',\n",
       "  {'entities': [(26, 44, 'DIRECTOR')]}],\n",
       " ['what movies feature the character jeeves',\n",
       "  {'entities': [(34, 40, 'CHARACTER')]}],\n",
       " ['i want to see a preview of george clooneys latest movie',\n",
       "  {'entities': [(16, 23, 'TRAILER'), (27, 42, 'ACTOR'), (43, 49, 'YEAR')]}],\n",
       " ['what movie has liev shrieber and sean william scott in it as hockey players',\n",
       "  {'entities': [(15, 28, 'ACTOR'), (33, 51, 'ACTOR'), (61, 75, 'PLOT')]}],\n",
       " ['what film directed by zack snyder shows the forces of king leonidas',\n",
       "  {'entities': [(22, 33, 'ACTOR')]}],\n",
       " ['what is the best movie trailer', {'entities': [(12, 30, 'TRAILER')]}],\n",
       " ['which 1982 science fiction film was directed by steven lisberger',\n",
       "  {'entities': [(6, 10, 'YEAR'), (11, 26, 'GENRE'), (48, 64, 'DIRECTOR')]}],\n",
       " ['show me a movie about a dog starring jennifer aniston',\n",
       "  {'entities': [(16, 27, 'PLOT'), (37, 53, 'ACTOR')]}],\n",
       " ['show me the film based on a stephen king book about the flu killing most of humanity',\n",
       "  {'entities': [(28, 40, 'GENRE'), (56, 84, 'PLOT')]}],\n",
       " ['did dean koontz direct a movie based on his books',\n",
       "  {'entities': [(4, 15, 'DIRECTOR'), (31, 49, 'PLOT')]}],\n",
       " ['show me the movie where cary grant has two aunts that poison and bury old men',\n",
       "  {'entities': [(24, 34, 'ACTOR'), (39, 77, 'PLOT')]}],\n",
       " ['list the romance films directed by james cameron rated must see',\n",
       "  {'entities': [(9, 16, 'GENRE'),\n",
       "    (35, 48, 'ACTOR'),\n",
       "    (55, 63, 'RATINGS_AVERAGE')]}],\n",
       " ['what live action movie based on action figure toys was released in 2009',\n",
       "  {'entities': [(5, 16, 'GENRE'), (32, 50, 'PLOT'), (67, 71, 'YEAR')]}],\n",
       " ['is there an action film with katherine hepburn in it',\n",
       "  {'entities': [(12, 18, 'GENRE'), (29, 46, 'ACTOR')]}],\n",
       " ['whats the movie with the line doomed is your soul and damned is your life',\n",
       "  {'entities': []}],\n",
       " ['who directed who framed roger rabbit',\n",
       "  {'entities': [(13, 36, 'DIRECTOR')]}],\n",
       " ['find me movies about balloon races', {'entities': [(15, 34, 'PLOT')]}],\n",
       " ['show me a 1990s movie about children and an attic',\n",
       "  {'entities': [(10, 15, 'RATING'), (22, 49, 'PLOT')]}],\n",
       " ['find the movie about gangsters with jack nicholson and matt damon',\n",
       "  {'entities': [(21, 30, 'PLOT'), (36, 50, 'ACTOR'), (55, 65, 'ACTOR')]}],\n",
       " ['what was the hit song from the movie armageddon',\n",
       "  {'entities': [(13, 21, 'SONG'), (37, 47, 'TITLE')]}],\n",
       " ['did patrick stewart appear in a romantic motion picture',\n",
       "  {'entities': [(32, 55, 'GENRE')]}],\n",
       " ['show me all the movies brad pitt has been in',\n",
       "  {'entities': [(23, 32, 'ACTOR')]}],\n",
       " ['did the treat williams appear in a film', {'entities': [(8, 22, 'ACTOR')]}],\n",
       " ['what movies directed by carlos saura use typical spanish dances',\n",
       "  {'entities': [(24, 36, 'DIRECTOR'), (41, 63, 'PLOT')]}],\n",
       " ['what is the newest version of batman', {'entities': [(30, 36, 'TITLE')]}],\n",
       " ['which actor potrayed jackie robinson',\n",
       "  {'entities': [(21, 36, 'CHARACTER')]}],\n",
       " ['who was the director of target with gene hackman',\n",
       "  {'entities': [(24, 30, 'TITLE'), (36, 48, 'ACTOR')]}],\n",
       " ['what year was the goonies released',\n",
       "  {'entities': [(0, 9, 'YEAR'), (14, 25, 'TITLE')]}],\n",
       " ['which well received film features the songs come what may and your song',\n",
       "  {'entities': [(6, 24, 'RATINGS_AVERAGE'),\n",
       "    (44, 57, 'SONG'),\n",
       "    (62, 71, 'SONG')]}],\n",
       " ['whats the best song to end a scary movie',\n",
       "  {'entities': [(10, 19, 'REVIEW'), (29, 40, 'GENRE')]}],\n",
       " ['show me a list of spy movies from the 1960s',\n",
       "  {'entities': [(18, 21, 'PLOT'), (38, 43, 'YEAR')]}],\n",
       " ['what was the plot of sudden death',\n",
       "  {'entities': [(13, 17, 'PLOT'), (21, 33, 'TITLE')]}],\n",
       " ['looking for a movie about a huge killer snake in the amazon',\n",
       "  {'entities': [(28, 59, 'PLOT')]}],\n",
       " ['what movie has the highest viewers rating',\n",
       "  {'entities': [(19, 41, 'RATINGS_AVERAGE')]}],\n",
       " ['speed racer was released in what year',\n",
       "  {'entities': [(0, 11, 'TITLE'), (28, 37, 'YEAR')]}],\n",
       " ['look for a movie filmed in california', {'entities': []}],\n",
       " ['i am looking for a movie starring jada pinkett about bank robbery',\n",
       "  {'entities': [(34, 46, 'ACTOR'), (53, 65, 'PLOT')]}],\n",
       " ['when is johnny depps new movie coming out',\n",
       "  {'entities': [(8, 20, 'ACTOR'), (31, 41, 'TITLE')]}],\n",
       " ['show me a linda hunt movie', {'entities': [(10, 20, 'ACTOR')]}],\n",
       " ['are there any r movies with johnny depp',\n",
       "  {'entities': [(14, 15, 'RATING'), (28, 39, 'ACTOR')]}],\n",
       " ['how many stars did scarface recieve in reviews',\n",
       "  {'entities': [(9, 14, 'RATINGS_AVERAGE'), (19, 27, 'TITLE')]}],\n",
       " ['find me the action movie seven starring brad pitt',\n",
       "  {'entities': [(12, 18, 'GENRE'), (25, 30, 'TITLE'), (40, 49, 'ACTOR')]}],\n",
       " ['what were the viewer ratings for the movie world trade center',\n",
       "  {'entities': [(43, 61, 'TITLE')]}],\n",
       " ['find me a movie with sandra bullock and keanu reeves',\n",
       "  {'entities': [(21, 35, 'ACTOR'), (40, 52, 'ACTOR')]}],\n",
       " ['did george lucas direct any well reviewed comedies',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'),\n",
       "    (28, 41, 'RATINGS_AVERAGE'),\n",
       "    (42, 50, 'GENRE')]}],\n",
       " ['find a comedy about basketball',\n",
       "  {'entities': [(7, 13, 'GENRE'), (20, 30, 'PLOT')]}],\n",
       " ['find the comedy with matt dillon as a fired bartender and liv tyler is his girlfriend',\n",
       "  {'entities': [(9, 15, 'GENRE'),\n",
       "    (21, 32, 'ACTOR'),\n",
       "    (38, 53, 'PLOT'),\n",
       "    (58, 67, 'ACTOR')]}],\n",
       " ['i want 1980s romance movies',\n",
       "  {'entities': [(7, 12, 'YEAR'), (13, 20, 'GENRE')]}],\n",
       " ['what is beetlejuice rated', {'entities': [(8, 19, 'TITLE')]}],\n",
       " ['whats a monty python flick about jesus',\n",
       "  {'entities': [(8, 20, 'TITLE'), (33, 38, 'PLOT')]}],\n",
       " ['show me a musical from the 1940s',\n",
       "  {'entities': [(10, 17, 'GENRE'), (27, 32, 'YEAR')]}],\n",
       " ['show me the movie about strange men who repossess cars starring emilio estevez',\n",
       "  {'entities': [(0, 54, 'PLOT'), (64, 78, 'ACTOR')]}],\n",
       " ['list any shirley temple movies playing today',\n",
       "  {'entities': [(9, 23, 'ACTOR')]}],\n",
       " ['tell me the title of the movie about ghosts starring nicole kidman',\n",
       "  {'entities': [(37, 43, 'PLOT'), (53, 66, 'ACTOR')]}],\n",
       " ['what movie used the song the good ship lollipop',\n",
       "  {'entities': [(25, 47, 'SONG')]}],\n",
       " ['find movies with halle berry', {'entities': [(17, 28, 'ACTOR')]}],\n",
       " ['what was the last movie released in 2011',\n",
       "  {'entities': [(36, 40, 'YEAR')]}],\n",
       " ['show me a movie with the song making christmas',\n",
       "  {'entities': [(30, 46, 'SONG')]}],\n",
       " ['did elvis play a singer in a picture',\n",
       "  {'entities': [(4, 9, 'ACTOR'), (10, 23, 'PLOT')]}],\n",
       " ['is there a movie where a little girl enters a beauty contest',\n",
       "  {'entities': [(0, 60, 'PLOT')]}],\n",
       " ['show me the judd apatow film about a middle aged mans journey to finally have sex',\n",
       "  {'entities': [(12, 23, 'DIRECTOR'), (37, 81, 'PLOT')]}],\n",
       " ['what year was pretty woman released', {'entities': [(14, 26, 'TITLE')]}],\n",
       " ['show me a movie with the song somewhere over the rainbow',\n",
       "  {'entities': [(30, 56, 'SONG')]}],\n",
       " ['please find the comedy starring queen latifah and steve martin',\n",
       "  {'entities': [(16, 22, 'GENRE'), (32, 45, 'ACTOR'), (50, 62, 'ACTOR')]}],\n",
       " ['did thomas newman compose the soundtrack for edward scissorhands',\n",
       "  {'entities': [(30, 40, 'SONG'), (45, 64, 'TITLE')]}],\n",
       " ['has rubert grint made any movies other than harry potter',\n",
       "  {'entities': [(4, 16, 'DIRECTOR'), (44, 56, 'TITLE')]}],\n",
       " ['is there a sequal to crash of the titans',\n",
       "  {'entities': [(21, 40, 'TITLE')]}],\n",
       " ['find me the movie where someone says i love the smell of napalm in the morning',\n",
       "  {'entities': []}],\n",
       " ['which actor starred in the fish that saved pittsburgh',\n",
       "  {'entities': [(23, 53, 'TITLE')]}],\n",
       " ['show me a comedy from the 1980s with billy crystal',\n",
       "  {'entities': [(10, 16, 'GENRE'), (26, 31, 'YEAR'), (37, 50, 'ACTOR')]}],\n",
       " ['find the movie starring jack lemmon and alan arkin as real estate salesmen',\n",
       "  {'entities': [(24, 35, 'ACTOR'), (40, 50, 'ACTOR')]}],\n",
       " ['looking for a 1990s movie starring robert redford and sidney poitier about a decoding device',\n",
       "  {'entities': [(14, 25, 'YEAR'),\n",
       "    (35, 49, 'ACTOR'),\n",
       "    (54, 68, 'ACTOR'),\n",
       "    (69, 92, 'PLOT')]}],\n",
       " ['find me a comedy with ted danson',\n",
       "  {'entities': [(10, 16, 'GENRE'), (22, 32, 'ACTOR')]}],\n",
       " ['find me a film with the song under the sea',\n",
       "  {'entities': [(29, 42, 'SONG')]}],\n",
       " ['how many movies has al pacino been in', {'entities': [(20, 29, 'ACTOR')]}],\n",
       " ['find a boxing movie', {'entities': [(7, 13, 'PLOT')]}],\n",
       " ['that is the mpaa rating for mutiny on the bounty',\n",
       "  {'entities': [(28, 48, 'TITLE')]}],\n",
       " ['find me a movie with pirates', {'entities': [(21, 28, 'PLOT')]}],\n",
       " ['what romance movies came out in the 90s',\n",
       "  {'entities': [(5, 12, 'GENRE'), (36, 39, 'YEAR')]}],\n",
       " ['what movies has edward norton been in', {'entities': [(16, 29, 'ACTOR')]}],\n",
       " ['when was maverick released', {'entities': [(9, 17, 'TITLE')]}],\n",
       " ['what movie was harpo in with oprah winfrey',\n",
       "  {'entities': [(15, 20, 'ACTOR'), (29, 42, 'ACTOR')]}],\n",
       " ['what movie won the most awards', {'entities': [(24, 30, 'REVIEW')]}],\n",
       " ['whats the james cameron movie with the blue aliens',\n",
       "  {'entities': [(10, 23, 'DIRECTOR'), (35, 50, 'PLOT')]}],\n",
       " ['show all independent films starring a list celebrities',\n",
       "  {'entities': [(9, 26, 'GENRE')]}],\n",
       " ['when is american reunion being released', {'entities': [(8, 24, 'TITLE')]}],\n",
       " ['show me a pg 13 movie about aliens', {'entities': [(10, 15, 'RATING')]}],\n",
       " ['what movies has alfred hitchcock been in',\n",
       "  {'entities': [(16, 32, 'ACTOR')]}],\n",
       " ['when does that jonah hill movie where he is a cop come out on dvd',\n",
       "  {'entities': [(15, 25, 'ACTOR'), (32, 49, 'PLOT')]}],\n",
       " ['find the movie about broadway starring roy scheider',\n",
       "  {'entities': [(15, 29, 'PLOT'), (39, 51, 'ACTOR')]}],\n",
       " ['is there a burt lancaster political movie',\n",
       "  {'entities': [(11, 25, 'ACTOR'), (26, 35, 'PLOT')]}],\n",
       " ['what steven speilberg movies came out in 1980s',\n",
       "  {'entities': [(5, 21, 'DIRECTOR'), (41, 46, 'YEAR')]}],\n",
       " ['find meg ryan films from the 1990s with angels',\n",
       "  {'entities': [(29, 34, 'YEAR')]}],\n",
       " ['show me funny movies from 1983',\n",
       "  {'entities': [(8, 13, 'PLOT'), (26, 30, 'TITLE')]}],\n",
       " ['name a science fiction film from 1961',\n",
       "  {'entities': [(7, 22, 'GENRE'), (33, 37, 'YEAR')]}],\n",
       " ['show me harry potter movies from the 2000s',\n",
       "  {'entities': [(8, 20, 'CHARACTER'), (37, 42, 'YEAR')]}],\n",
       " ['what are roger eberts best films',\n",
       "  {'entities': [(9, 32, 'RATINGS_AVERAGE')]}],\n",
       " ['name the theme song for teen wolf',\n",
       "  {'entities': [(9, 19, 'SONG'), (24, 33, 'TITLE')]}],\n",
       " ['what movie featured drew barrymore in her breakout role',\n",
       "  {'entities': [(20, 34, 'ACTOR')]}],\n",
       " ['find the movie with sean connery as an fbi agent',\n",
       "  {'entities': [(20, 32, 'ACTOR'), (39, 48, 'PLOT')]}],\n",
       " ['i want a murder mystery movie from 1995',\n",
       "  {'entities': [(9, 23, 'GENRE'), (35, 39, 'YEAR')]}],\n",
       " ['where was red tails filmed', {'entities': [(10, 19, 'TITLE')]}],\n",
       " ['how many comedies were released in 1980',\n",
       "  {'entities': [(9, 17, 'GENRE'), (35, 39, 'YEAR')]}],\n",
       " ['are there any movies about the korean war',\n",
       "  {'entities': [(31, 41, 'PLOT')]}],\n",
       " ['who is doing the soundtrack for prometheus',\n",
       "  {'entities': [(0, 42, 'SONG')]}],\n",
       " ['i want a 1970s sailing flick',\n",
       "  {'entities': [(9, 14, 'YEAR'), (15, 22, 'PLOT')]}],\n",
       " ['what year was mystic pizza released', {'entities': [(14, 26, 'TITLE')]}],\n",
       " ['show me a list of r rated movies about aliens',\n",
       "  {'entities': [(18, 25, 'RATING'), (39, 45, 'PLOT')]}],\n",
       " ['were there any r rated animated films made in the 80s',\n",
       "  {'entities': [(15, 22, 'RATING'), (23, 31, 'GENRE'), (50, 53, 'YEAR')]}],\n",
       " ['show me a movie starring marlon brando and val kilmer',\n",
       "  {'entities': [(25, 38, 'ACTOR'), (43, 53, 'ACTOR')]}],\n",
       " ['did christopher nolan direct any highly regarded action films',\n",
       "  {'entities': [(4, 21, 'DIRECTOR'), (33, 48, 'REVIEW'), (49, 55, 'GENRE')]}],\n",
       " ['what movies from the 90s did jeremy irons star in',\n",
       "  {'entities': [(21, 24, 'YEAR'), (29, 41, 'ACTOR')]}],\n",
       " ['what movie has all eddie vedder songs in it',\n",
       "  {'entities': [(19, 37, 'SONG')]}],\n",
       " ['whats a rock hudson flick from the 1960s',\n",
       "  {'entities': [(8, 19, 'ACTOR'), (35, 40, 'YEAR')]}],\n",
       " ['find the award winning 1970s movie where paul newman and robert redford are con artists',\n",
       "  {'entities': [(9, 22, 'RATINGS_AVERAGE'),\n",
       "    (23, 28, 'YEAR'),\n",
       "    (41, 52, 'ACTOR'),\n",
       "    (57, 71, 'ACTOR'),\n",
       "    (76, 87, 'PLOT')]}],\n",
       " ['are there any r rated movies with pirates',\n",
       "  {'entities': [(14, 21, 'RATING'), (34, 41, 'PLOT')]}],\n",
       " ['look for a movie with jessica alba', {'entities': [(22, 34, 'ACTOR')]}],\n",
       " ['did sacha baron cohen have a show', {'entities': [(4, 21, 'ACTOR')]}],\n",
       " ['who starred in thw gumball rally', {'entities': [(15, 32, 'TITLE')]}],\n",
       " ['i want to find a movie directed by michael moore',\n",
       "  {'entities': [(35, 48, 'DIRECTOR')]}],\n",
       " ['find movies from the 1990s with strong female leads',\n",
       "  {'entities': [(21, 26, 'YEAR'), (32, 51, 'PLOT')]}],\n",
       " ['find me a gangster movie with robert deniro',\n",
       "  {'entities': [(10, 18, 'GENRE'), (30, 43, 'ACTOR')]}],\n",
       " ['show me a movie with daniel radcliff', {'entities': [(21, 36, 'ACTOR')]}],\n",
       " ['who played in psycho', {'entities': [(14, 20, 'TITLE')]}],\n",
       " ['what police film had a main character called popeye doyle',\n",
       "  {'entities': [(5, 11, 'GENRE'), (45, 57, 'CHARACTER')]}],\n",
       " ['show me the spike lee movie about a serial killer',\n",
       "  {'entities': [(12, 21, 'DIRECTOR'), (28, 49, 'PLOT')]}],\n",
       " ['what movies from the 90s did clint eastwood direct',\n",
       "  {'entities': [(21, 24, 'YEAR'), (29, 43, 'DIRECTOR')]}],\n",
       " ['what movies was leonardo dicaprio in during the 1990s',\n",
       "  {'entities': [(16, 33, 'ACTOR'), (48, 53, 'YEAR')]}],\n",
       " ['name a flick from the 1980s with the word heat in the title',\n",
       "  {'entities': [(22, 27, 'YEAR')]}],\n",
       " ['best jim carrey quotes',\n",
       "  {'entities': [(0, 4, 'REVIEW'), (5, 15, 'ACTOR')]}],\n",
       " ['who is the star of twilight', {'entities': [(19, 27, 'TITLE')]}],\n",
       " ['what is a 1960s film about a charles dickens character',\n",
       "  {'entities': [(10, 15, 'YEAR'), (21, 54, 'PLOT')]}],\n",
       " ['when is the last season of desperate housewives going to air in europe',\n",
       "  {'entities': [(27, 47, 'TITLE')]}],\n",
       " ['what movie has a character called the robot',\n",
       "  {'entities': [(34, 43, 'CHARACTER')]}],\n",
       " ['what are some good animated films',\n",
       "  {'entities': [(14, 18, 'REVIEW'), (19, 27, 'GENRE')]}],\n",
       " ['find the 1960s movie about a group of schoolboys marooned on an island',\n",
       "  {'entities': [(9, 14, 'YEAR'), (21, 70, 'PLOT')]}],\n",
       " ['show me richard gere thriller movies',\n",
       "  {'entities': [(8, 20, 'ACTOR'), (21, 29, 'GENRE')]}],\n",
       " ['find me the soundtrack for scarface', {'entities': [(27, 35, 'TITLE')]}],\n",
       " ['show me documentaries about birds',\n",
       "  {'entities': [(8, 21, 'GENRE'), (22, 33, 'PLOT')]}],\n",
       " ['what year was psycho released', {'entities': [(14, 20, 'TITLE')]}],\n",
       " ['find me all movies directed by cameron crowe',\n",
       "  {'entities': [(31, 44, 'DIRECTOR')]}],\n",
       " ['are there any r rated movies about zombies',\n",
       "  {'entities': [(14, 21, 'RATING'), (35, 42, 'PLOT')]}],\n",
       " ['name of movie where ring is thrown into volcano',\n",
       "  {'entities': [(40, 47, 'PLOT')]}],\n",
       " ['show me arnold schwartzenegger movies with robots',\n",
       "  {'entities': [(8, 30, 'ACTOR'), (43, 49, 'PLOT')]}],\n",
       " ['show me the night of the lepus', {'entities': [(8, 30, 'TITLE')]}],\n",
       " ['tell me the top ten romance movies of all time',\n",
       "  {'entities': [(12, 19, 'REVIEW'), (20, 27, 'GENRE')]}],\n",
       " ['find a review for coach carter',\n",
       "  {'entities': [(7, 13, 'RATINGS_AVERAGE'), (18, 30, 'TITLE')]}],\n",
       " ['what films has john travolta directed',\n",
       "  {'entities': [(15, 28, 'DIRECTOR')]}],\n",
       " ['what is the best action movie this year',\n",
       "  {'entities': [(12, 16, 'RATINGS_AVERAGE'),\n",
       "    (17, 29, 'GENRE'),\n",
       "    (30, 39, 'YEAR')]}],\n",
       " ['who directed the bee movie', {'entities': [(17, 26, 'TITLE')]}],\n",
       " ['what is the mpaa rating for necessary roughness',\n",
       "  {'entities': [(28, 47, 'TITLE')]}],\n",
       " ['who directed one flew over the cuckoos nest',\n",
       "  {'entities': [(13, 43, 'TITLE')]}],\n",
       " ['whats a monty python flick about fish',\n",
       "  {'entities': [(8, 20, 'CHARACTER'), (33, 37, 'PLOT')]}],\n",
       " ['i would like to see alien movies from the 1950s',\n",
       "  {'entities': [(20, 32, 'PLOT'), (42, 47, 'YEAR')]}],\n",
       " ['show me a movie with the muppets', {'entities': [(0, 32, 'CHARACTER')]}],\n",
       " ['what is the most positively reviewed romance movie',\n",
       "  {'entities': [(12, 36, 'RATINGS_AVERAGE'), (37, 44, 'GENRE')]}],\n",
       " ['what are some pg 13 romantic comedies',\n",
       "  {'entities': [(14, 19, 'RATING'), (20, 37, 'GENRE')]}],\n",
       " ['what m night shyamalan movie got the best reviews',\n",
       "  {'entities': [(5, 22, 'DIRECTOR'), (37, 49, 'RATINGS_AVERAGE')]}],\n",
       " ['who starred in the surfing movie north shore',\n",
       "  {'entities': [(33, 44, 'TITLE')]}],\n",
       " ['what movies did kevin smith direct', {'entities': [(16, 27, 'ACTOR')]}],\n",
       " ['whats the name of that movie with the song missing you',\n",
       "  {'entities': [(43, 54, 'SONG')]}],\n",
       " ['find a review for bend it like beckham',\n",
       "  {'entities': [(7, 13, 'RATINGS_AVERAGE'), (18, 38, 'TITLE')]}],\n",
       " ['what films stars both nicole kidman and will ferrell',\n",
       "  {'entities': [(22, 35, 'ACTOR'), (40, 52, 'ACTOR')]}],\n",
       " ['are there any movies directed by peter jackson except lord of the rings',\n",
       "  {'entities': [(33, 46, 'DIRECTOR')]}],\n",
       " ['show me the mel brooks western movie',\n",
       "  {'entities': [(12, 22, 'DIRECTOR'), (23, 30, 'GENRE')]}],\n",
       " ['name the 2011 film starring mila kunis and justin timberlake',\n",
       "  {'entities': [(9, 13, 'YEAR'), (28, 38, 'ACTOR'), (43, 60, 'ACTOR')]}],\n",
       " ['find a 1980s movie with danny glover',\n",
       "  {'entities': [(7, 12, 'YEAR'), (24, 36, 'ACTOR')]}],\n",
       " ['in which 2004 film directed by mel gibson portrays the last hours in the life of jesus',\n",
       "  {'entities': [(9, 13, 'YEAR'), (31, 41, 'DIRECTOR'), (51, 86, 'PLOT')]}],\n",
       " ['which film stars both leslie nielsen and anna nicole smith',\n",
       "  {'entities': [(22, 58, 'ACTOR')]}],\n",
       " ['what was the first dirty harry movie',\n",
       "  {'entities': [(13, 18, 'YEAR'), (19, 30, 'TITLE')]}],\n",
       " ['what comedys had eddie murphy play a big role in',\n",
       "  {'entities': [(17, 29, 'ACTOR')]}],\n",
       " ['what is the plot of mad max', {'entities': [(20, 27, 'TITLE')]}],\n",
       " ['who will replace johnny depp in the pirates of the carribean movies',\n",
       "  {'entities': [(17, 28, 'ACTOR'), (36, 60, 'TITLE')]}],\n",
       " ['name the the 2010 movie directed by ben affleck',\n",
       "  {'entities': [(13, 17, 'YEAR'), (36, 47, 'DIRECTOR')]}],\n",
       " ['what is a horror film released in 1987',\n",
       "  {'entities': [(10, 16, 'GENRE'), (34, 38, 'YEAR')]}],\n",
       " ['i want to find the movies with music by the bee gees',\n",
       "  {'entities': [(31, 52, 'SONG')]}],\n",
       " ['find the suspense movie starring anthony hopkins and ryan gosling',\n",
       "  {'entities': [(9, 17, 'GENRE'), (33, 48, 'ACTOR'), (53, 65, 'ACTOR')]}],\n",
       " ['who directed the film 300',\n",
       "  {'entities': [(4, 12, 'DIRECTOR'), (22, 25, 'TITLE')]}],\n",
       " ['what film had the song the power of love',\n",
       "  {'entities': [(23, 40, 'SONG')]}],\n",
       " ['are there any r rated cartoons',\n",
       "  {'entities': [(14, 21, 'RATING'), (22, 30, 'GENRE')]}],\n",
       " ['looking for the controversial mel gibson film about jesus',\n",
       "  {'entities': [(16, 29, 'REVIEW'),\n",
       "    (30, 40, 'DIRECTOR'),\n",
       "    (52, 57, 'CHARACTER')]}],\n",
       " ['shoe me movies starring johnny depp', {'entities': [(24, 35, 'ACTOR')]}],\n",
       " ['what david fincher movie had a soundtrack by the dust brothers',\n",
       "  {'entities': [(5, 18, 'DIRECTOR'), (45, 62, 'SONG')]}],\n",
       " ['who plays cindy in the scary movie films',\n",
       "  {'entities': [(10, 15, 'CHARACTER'), (23, 34, 'TITLE')]}],\n",
       " ['are there any movies starring halle berry before 1997',\n",
       "  {'entities': [(30, 41, 'ACTOR')]}],\n",
       " ['how many people actually like to review boring movies',\n",
       "  {'entities': [(0, 53, 'REVIEW')]}],\n",
       " ['is the hunger games a violent movie',\n",
       "  {'entities': [(3, 19, 'TITLE'), (22, 29, 'PLOT')]}],\n",
       " ['looking for the movie with a black man as an alien directed by john sayles',\n",
       "  {'entities': [(29, 50, 'PLOT'), (63, 74, 'DIRECTOR')]}],\n",
       " ['find a trailer for chariots of fire', {'entities': [(0, 35, 'TRAILER')]}],\n",
       " ['get a socrates movie', {'entities': [(6, 14, 'CHARACTER')]}],\n",
       " ['what was charlie sheens first movie', {'entities': [(9, 23, 'ACTOR')]}],\n",
       " ['are there any pg 13 movies about gay romance',\n",
       "  {'entities': [(14, 19, 'RATING'), (33, 44, 'PLOT')]}],\n",
       " ['did critics rate any of the alien movies as must see',\n",
       "  {'entities': [(4, 16, 'RATINGS_AVERAGE'),\n",
       "    (28, 33, 'TITLE'),\n",
       "    (44, 52, 'REVIEW')]}],\n",
       " ['what year was saving private ryan released in theaters',\n",
       "  {'entities': [(14, 33, 'TITLE')]}],\n",
       " ['is there a trailer out for advengers yet',\n",
       "  {'entities': [(11, 18, 'TRAILER'), (27, 36, 'TITLE')]}],\n",
       " ['find the 1990s movie with a disco soundtrack about a male porn star',\n",
       "  {'entities': [(9, 14, 'YEAR'), (28, 44, 'SONG'), (51, 67, 'PLOT')]}],\n",
       " ['give me a list of mike myers comedies in the 90s',\n",
       "  {'entities': [(18, 28, 'ACTOR'), (29, 37, 'GENRE'), (45, 48, 'YEAR')]}],\n",
       " ['show me a james bond movie that starred timothy dalton',\n",
       "  {'entities': [(10, 20, 'CHARACTER'), (40, 54, 'ACTOR')]}],\n",
       " ['show me a list of movies starring kristen stewart as bella',\n",
       "  {'entities': [(34, 49, 'ACTOR'), (53, 58, 'CHARACTER')]}],\n",
       " ['show me a horror movie from the 1950s',\n",
       "  {'entities': [(10, 16, 'GENRE'), (32, 37, 'YEAR')]}],\n",
       " ['was christin slater in the movie billy jean',\n",
       "  {'entities': [(4, 19, 'ACTOR'), (33, 43, 'TITLE')]}],\n",
       " ['find all movies starring elvis presley', {'entities': [(25, 38, 'ACTOR')]}],\n",
       " ['what is the scariest horror movie from the 90s',\n",
       "  {'entities': [(12, 27, 'GENRE'), (43, 46, 'YEAR')]}],\n",
       " ['what g rated movies were released in 2010',\n",
       "  {'entities': [(5, 12, 'RATING'), (37, 41, 'YEAR')]}],\n",
       " ['what was the name of the comedy where cary elwes plays robin hood',\n",
       "  {'entities': [(25, 31, 'GENRE'), (38, 48, 'ACTOR'), (55, 65, 'CHARACTER')]}],\n",
       " ['did russel crowe appear in a movie about a mathematician',\n",
       "  {'entities': [(4, 16, 'ACTOR'), (35, 56, 'PLOT')]}],\n",
       " ['can you find me a pg 13 movie about a bank robbery',\n",
       "  {'entities': [(18, 23, 'RATING'), (38, 50, 'PLOT')]}],\n",
       " ['what year did wild wild west come out', {'entities': [(14, 28, 'TITLE')]}],\n",
       " ['is there a documentary about a kiss tribute band',\n",
       "  {'entities': [(11, 22, 'GENRE'), (23, 48, 'PLOT')]}],\n",
       " ['where was lord of the rings filmed', {'entities': [(10, 27, 'TITLE')]}],\n",
       " ['give me rated r movies that came out in 1995',\n",
       "  {'entities': [(14, 15, 'RATING'), (40, 44, 'YEAR')]}],\n",
       " ['what movies are rated pg 13 that adam sandler has acted in',\n",
       "  {'entities': [(16, 27, 'GENRE'), (33, 45, 'ACTOR')]}],\n",
       " ['which actor do you prefer will smith or denzel washington',\n",
       "  {'entities': [(26, 36, 'ACTOR'), (40, 57, 'ACTOR')]}],\n",
       " ['show me a cameron diaz movie from the 90s',\n",
       "  {'entities': [(10, 22, 'ACTOR'), (38, 41, 'YEAR')]}],\n",
       " ['what year was jaws released', {'entities': [(14, 18, 'TITLE')]}],\n",
       " ['find me all movies based on tv shows released in the last 5 years',\n",
       "  {'entities': [(12, 36, 'PLOT'), (53, 65, 'YEAR')]}],\n",
       " ['what film features the song kiss from a rose by seal',\n",
       "  {'entities': [(28, 44, 'SONG')]}],\n",
       " ['was there a christopher reeves time spanning drama film',\n",
       "  {'entities': [(12, 30, 'ACTOR')]}],\n",
       " ['how many movies did woody allen make',\n",
       "  {'entities': [(20, 31, 'DIRECTOR')]}],\n",
       " ['list movies that are rated pg and involve car chases',\n",
       "  {'entities': [(21, 29, 'RATING'), (34, 52, 'PLOT')]}],\n",
       " ['find me a well reviewed comedy starring john candy',\n",
       "  {'entities': [(10, 23, 'RATINGS_AVERAGE'),\n",
       "    (24, 30, 'GENRE'),\n",
       "    (40, 50, 'ACTOR')]}],\n",
       " ['who directed the bedford incident', {'entities': [(13, 33, 'TITLE')]}],\n",
       " ['find a movie with katherine hepburn and spencer tracy',\n",
       "  {'entities': [(18, 35, 'ACTOR'), (40, 53, 'ACTOR')]}],\n",
       " ['im looking for a movie about werewolves and vampires',\n",
       "  {'entities': [(23, 52, 'PLOT')]}],\n",
       " ['are there any adult animated movies available',\n",
       "  {'entities': [(14, 28, 'GENRE')]}],\n",
       " ['show me disney dealing with aging movies',\n",
       "  {'entities': [(8, 14, 'GENRE'), (28, 33, 'PLOT')]}],\n",
       " ['show me a movie starring sigourney weaver',\n",
       "  {'entities': [(25, 41, 'ACTOR')]}],\n",
       " ['find a movie with natalie wood and christopher walken',\n",
       "  {'entities': [(18, 30, 'ACTOR'), (35, 53, 'ACTOR')]}],\n",
       " ['show me what films were directed by the wachowski brothers',\n",
       "  {'entities': [(40, 58, 'DIRECTOR')]}],\n",
       " ['show me a childrens movie by disney with a character named simba',\n",
       "  {'entities': [(10, 25, 'GENRE'), (59, 64, 'CHARACTER')]}],\n",
       " ['which nc 17 film had the highest box office gross',\n",
       "  {'entities': [(33, 49, 'RATINGS_AVERAGE')]}],\n",
       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TEST_DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "xy=ner(\"hello how are you cristopher\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(hello how are you cristopher,)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xy.ents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entities [('hello how are you cristopher', 'TITLE')]\n"
     ]
    }
   ],
   "source": [
    "print('Entities', [(ent.text, ent.label_) for ent in xy.ents])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}