1.2-scraping-imdb.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre Genie - Multi-label Classification with NLP\n",
    "### Part 1.2: Scraping IMDb\n",
    "\n",
    "#### Tom Keith\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IMDb has a great url structure for scraping. Using Star Wars for example: https://www.imdb.com/title/tt0076759/\n",
    "\n",
    "The IMDb id (or `tconst` in the IMDb open datasets) is all that is needed to fetch the page.\n",
    "\n",
    "This notebook is not meant to be run all at once. Rather, the main cell (that is not a function) is mean to be manually updated before each running of the cell. See notes before that cell.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "    \n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "import re\n",
    "import json\n",
    "\n",
    "import time\n",
    "import random\n",
    "from datetime import datetime\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_numeric(string, num_type='int'):\n",
    "    '''\n",
    "    Function to strip all non-numeric characters from string and return int or float\n",
    "    INPUT - String to convert\n",
    "          - num_type: either 'int' or 'float'\n",
    "    OUTPUT - int or float type (returns original string if neither specified)\n",
    "    '''\n",
    "    if num_type == 'float':\n",
    "        x = float( re.sub(\"[^0-9]\", \"\", string ) )\n",
    "    elif num_type == 'int':\n",
    "        x = int( re.sub(\"[^0-9]\", \"\", string ) )\n",
    "    else:\n",
    "        x = string\n",
    "    return x\n",
    "\n",
    "\n",
    "def savePoster(imdb_id, img_url):\n",
    "    '''\n",
    "    Function that fetches and save the poster image from provided url\n",
    "    and saves it with the provided id (corresponding with IMDb).\n",
    "    Won't replace (or even fetch) if file already exists.\n",
    "    \n",
    "    INPUT:  id from imdb, url where to find image\n",
    "    OUTPUT: boolean flag if saved or not.\n",
    "    '''\n",
    "    import os.path\n",
    "    \n",
    "    # Get file extension\n",
    "    ext = img_url.split('.')[-1]\n",
    "    \n",
    "    # Check to see if I already have it\n",
    "    if os.path.isfile(f'posters/{imdb_id}.{ext}'):\n",
    "        return False\n",
    "    \n",
    "    # Get image data, and save it as imdb_id\n",
    "    response = requests.get(img_url)\n",
    "    img = Image.open(BytesIO(response.content))    \n",
    "    img.save(f'posters/{imdb_id}.{ext}')\n",
    "    \n",
    "    return True\n",
    "\n",
    "def concatenate_list_data(my_list):\n",
    "    result = ''\n",
    "    for element in my_list:\n",
    "        result += str(element)\n",
    "    return result\n",
    "\n",
    "def time_since(start_time):\n",
    "    '''\n",
    "    Simple timer calculating time difference between\n",
    "    start_time input parameter, and now\n",
    "    \n",
    "    OUTPUT: string ' 2m45s'\n",
    "    INPUT: timestamp of starting time\n",
    "    '''\n",
    "    end_time = time.time()\n",
    "    mins = (end_time - start_time)//60\n",
    "    secs = (end_time - start_time) - (60*mins)\n",
    "    return f'{mins:2.0f}m{secs:2.0f}s'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def imdb_scrape(imdb_id, save_image=True, debug=False):\n",
    "    '''\n",
    "    Function which hits IMDb 3 times. Once for main info, second for the long plot\n",
    "    summary, and third for the movie poster (saved in /posters/ folder).\n",
    "    \n",
    "    This function is mean to be used in a loop. As such, the print outputs may lack\n",
    "    meaning if used outside of the cells below.\n",
    "    \n",
    "    INPUT:  - ID of movie to scrape from IMDB e.g. \"tt0076759\"\n",
    "            - boolean to save the movie poster or not (default True)\n",
    "           \n",
    "    OUTPUT: Dictionary of various scrapped information.\n",
    "    \n",
    "             {'tconst':imdb_id, 'title':'',     'release_year':'',     'release_date':'',\n",
    "              'MPAA':'',        'genre':[],     'runtime':'',          'poster_url':'',\n",
    "              'plot_short':'',  'plot_long':'', 'imdb_rating':'',      'num_imdb_votes':'',\n",
    "              'plot_full':'',   'metacritic':'','num_user_reviews':'', 'num_critic_reviews':''\n",
    "             }\n",
    "    '''\n",
    "    # Target datapoints to scrape (with provided imdb_id)\n",
    "    imdb_info_dict = {'tconst':imdb_id,'title':'',    'release_year':'',      'release_date':'',\n",
    "                      'MPAA':'',       'genre':[],    'runtime':'',           'poster_url':'',\n",
    "                      'plot_short':'', 'plot_long':'', 'imdb_rating':'',      'num_imdb_votes':'',\n",
    "                      'plot_full':'',  'metacritic':'','num_user_reviews':'', 'num_critic_reviews':''\n",
    "                     }\n",
    "    imdb_info_dict['tconst'] = imdb_id\n",
    "    \n",
    "    imdb_base_url = 'https://www.imdb.com/title/'\n",
    "    print(f'{imdb_id.ljust(10)} ', end='')\n",
    "    # Main content - build URL, and soup content\n",
    "    imdb_full_url = imdb_base_url + imdb_id\n",
    "    r = requests.get(imdb_full_url).content\n",
    "    soup = BeautifulSoup(r, 'html.parser')\n",
    "    \n",
    "    # For Summary only\n",
    "    imdb_plot_url = imdb_base_url + imdb_id + '/plotsummary'\n",
    "    r2 = requests.get(imdb_plot_url).content\n",
    "    soup_summ = BeautifulSoup(r2, 'html.parser')\n",
    "    print(f'[x]   ', end='')\n",
    "    \n",
    "    # Full plot summary\n",
    "    plot_summary = soup_summ.find('ul',{'id':'plot-synopsis-content'}).li.text\n",
    "    plot_summary = re.sub('\\\\n', ' ', plot_summary)\n",
    "    plot_summary = re.sub('[\\.]', '. ', plot_summary)\n",
    "    plot_summary = re.sub('  ', ' ', plot_summary)\n",
    "    plot_summary = re.sub('  ', ' ', plot_summary)\n",
    "\n",
    "    imdb_info_dict['plot_full'] = plot_summary.strip()\n",
    "    if 'It looks like we' in plot_summary.strip():\n",
    "        imdb_info_dict['plot_full'] = ''\n",
    "        print(f'[ ]   ', end='')\n",
    "    else:\n",
    "        print(f'[x]   ', end='')\n",
    "    \n",
    "    # Code from js section has json variables\n",
    "    json_dict = json.loads( str( soup.findAll('script', {'type':'application/ld+json'})[0].text ))\n",
    "\n",
    "    # Info - Movie title, year, parental content rating, poster url\n",
    "    imdb_info_dict['title'] = json_dict['name']\n",
    "    if 'contentRating' in json_dict:\n",
    "        imdb_info_dict['MPAA'] = json_dict['contentRating'] \n",
    "    imdb_info_dict['poster_url'] = json_dict['image']\n",
    "    imdb_info_dict['release_year'] = int( soup.find('span', {'id':'titleYear'}).a.text )\n",
    "    imdb_info_dict['runtime'] = to_numeric( soup.find('time')['datetime'] )\n",
    "\n",
    "    # Release date (from top header) - format date info datetime format\n",
    "    date_string = soup.find('div', {'class':'title_wrapper'}).findAll('a')[-1].text.split(' (')[0]\n",
    "    imdb_info_dict['release_date'] = date_string\n",
    "    \n",
    "    # Genres (up to 3)\n",
    "    imdb_info_dict['genre'] = json_dict['genre']\n",
    "\n",
    "    # Ratings - IMDb rating (and vote count), Metacritic\n",
    "    imdb_info_dict['imdb_rating'] = float( json_dict['aggregateRating']['ratingValue'] )\n",
    "    imdb_info_dict['num_imdb_votes'] = json_dict['aggregateRating']['ratingCount']\n",
    "\n",
    "    # Metacritic score, if there is one\n",
    "    if soup.find('div', {'class':'metacriticScore'}) != None:\n",
    "        imdb_info_dict['metacritic'] = int( soup.find('div', {'class':'metacriticScore'}).span.text )\n",
    "\n",
    "    # Reviews - Number of critic and public reviews (different than ratings/votes)\n",
    "    num_review_list = soup.findAll('div',{'class':'titleReviewBarItem titleReviewbarItemBorder'})\n",
    "    if num_review_list != []:\n",
    "        reviews = num_review_list[0].findAll('a')\n",
    "        if len(reviews) > 1:\n",
    "            imdb_info_dict['num_critic_reviews'] = to_numeric( reviews[1].text )\n",
    "        if len(reviews) > 0:\n",
    "            imdb_info_dict['num_user_reviews'] = to_numeric( reviews[0].text )\n",
    "\n",
    "    # Plots - long and short versions\n",
    "    imdb_info_dict['plot_short'] = soup.find('div',{'class':'summary_text'}).text.strip()\n",
    "    if 'Add a Plot' in imdb_info_dict['plot_short']:\n",
    "        imdb_info_dict['plot_short'] = ''\n",
    "    if soup.find('div',{'id':'titleStoryLine'}).div.p != None:\n",
    "        imdb_info_dict['plot_long'] = soup.find('div',{'id':'titleStoryLine'}).div.p.span.text.strip()\n",
    "    \n",
    "    # Plot output\n",
    "    print(f'[x]   ', end='')\n",
    "\n",
    "    if save_image == True:\n",
    "        #print(f'Img..', end='')\n",
    "        img_status = savePoster(imdb_id, imdb_info_dict['poster_url'])\n",
    "        if img_status == True:\n",
    "            print(f'[x]   ', end='')\n",
    "        else:\n",
    "            print(f'[ ]   ', end='')\n",
    "    \n",
    "    print(f\"{(imdb_info_dict['title']+' ('+str(imdb_info_dict['release_year'])+')')[:100]:100} \", end='')\n",
    "    time.sleep(random.randint(1,10) / 100)\n",
    "    \n",
    "    print('')\n",
    "    if(debug):\n",
    "        pprint(imdb_info_dict)\n",
    "    return imdb_info_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Sample use of scraper (Jurassic Park)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tt0107290  [x]   [x]   [x]   Jurassic Park (1993)                                                                                 \n",
      "{'MPAA': 'PG-13',\n",
      " 'genre': ['Action', 'Adventure', 'Sci-Fi', 'Thriller'],\n",
      " 'imdb_rating': 8.1,\n",
      " 'metacritic': 68,\n",
      " 'num_critic_reviews': 355,\n",
      " 'num_imdb_votes': 819174,\n",
      " 'num_user_reviews': 1082,\n",
      " 'plot_full': 'The story begins on Isla Nublar, a small island 120 miles off '\n",
      "              'the coast of Costa Rica. A large group of construction workers '\n",
      "              'and animal handlers offload a large container, the creature '\n",
      "              'within unseen. During the process, the animal attempts to '\n",
      "              'escape, an act which leads to a mass panic, and the death of '\n",
      "              'one of the workers. The story jumps forward to an Amber mine in '\n",
      "              'the Dominican Republic, where we learn that miners extracting '\n",
      "              'amber are involved with a genetic-engineering company called '\n",
      "              'InGen. We also learn that the death of the worker seen earlier '\n",
      "              'has raised serious concerns about the safety of the island, '\n",
      "              'according to Donald Gennaro, an InGen representative, and that '\n",
      "              'the owner of the island is now seeking top scientific experts '\n",
      "              'in the field to help endorse the park. While he speaks to the '\n",
      "              'man in charge of the mine, Juanito, his crew finds a large '\n",
      "              'chunk of amber with a preserved mosquito inside. At a '\n",
      "              'paleontological excavation in Montana we are introduced to Dr. '\n",
      "              'Alan Grant, and his assistant Ellie Sattler, as they slowly '\n",
      "              'uncover the fossilized remains of a Velociraptor, perhaps '\n",
      "              \"nature's most lethal and cunning predator to date, a beautiful \"\n",
      "              \"specimen evolved to kill. Part of Grant's research experiments \"\n",
      "              'with a new radiological device that shoots a probe into the '\n",
      "              'dirt which bounces an image of an uncovered raptor skeleton '\n",
      "              'back to a computer screen. Grant is hesitant about the new '\n",
      "              'technology but seems fascinated with the image it produces '\n",
      "              'without having to dig. He is also a follower of a long-held '\n",
      "              'theory among paleontologists that dinosaurs evolved more from '\n",
      "              'birds than reptiles. One of his assistants has brought along '\n",
      "              'his son, who scoffs at the image on the screen, unimpressed '\n",
      "              'with the fact that it looks like a dead turkey. Grant tells the '\n",
      "              'kid a story about how velociraptors would hunt their prey with '\n",
      "              'fast coordinated attacks. The boy is horrified when Grant '\n",
      "              'explains that after their prey is brought down, velociraptors '\n",
      "              'would often eat their prey alive. The dig is cut short by the '\n",
      "              \"sudden appearance of Grant and Sattler's main sponsor, the \"\n",
      "              'elderly and eccentric billionaire, John Hammond. He invites '\n",
      "              'them over to endorse his latest project, a remote island '\n",
      "              'resort, where he claims that their \"unique biological '\n",
      "              'attractions\" are \"guaranteed to drive children out their '\n",
      "              'minds!\" Alan and Ellie are reluctant to leave their dig but '\n",
      "              'Hammond entices them by offering to fund their work for three '\n",
      "              'more years. Grant and Sattler are accompanied by two other '\n",
      "              'characters -- the equally eccentric chaos theorist Dr. Ian '\n",
      "              'Malcolm, and the lawyer, Donald Gennaro, who represents '\n",
      "              \"Hammond's investors. As they arrive by helicopter, they are \"\n",
      "              'treated to a unique spectacle of living, breathing dinosaurs. '\n",
      "              'Just the sight of these mighty beasts, a towering Brachiosaurus '\n",
      "              'accompanied by a herd of Parasaurolophus, is enough to leave '\n",
      "              \"the stunned visitors breathless, save for Gennaro's offhand \"\n",
      "              'comment: \"we\\'re gonna make a fortune off this place. . . \". '\n",
      "              \"Later, as they arrive at the island's central resort and \"\n",
      "              'control facility, the visitors are given a brief tour of the '\n",
      "              'process that created the animals. InGen has succeeded in '\n",
      "              'cloning animals from simple strands of DNA salvaged from '\n",
      "              'mosquitoes that fed on dinosaur blood, and were preserved for '\n",
      "              'millions of years inside fossilized amber. The group is shown '\n",
      "              'the egg-incubation room, just in time to witness the birth of a '\n",
      "              'baby Velociraptor, a sight that deeply disturbs Grant. He asks '\n",
      "              'to see where the adults are housed. The special containment '\n",
      "              'facility seen in the introduction, a fortress of electrified '\n",
      "              'fences and dense foliage, all that separates the humans from '\n",
      "              'the most dangerous creature on the island. Grant is witness to '\n",
      "              'the daily feeding of the animals: a cow is lowered into the '\n",
      "              'pit, only to be stripped clean within moments. The visitors '\n",
      "              '(and the audience) is spared the gruesome sight of the carnage '\n",
      "              'by a thick covering of jungle foliage. . . The group prepares '\n",
      "              \"to experience the theme park's central attraction, in which \"\n",
      "              'visitors embark on a safari-like tour of the park, on special '\n",
      "              'electrified Ford Explorers. Grant, Sattler, Malcolm and Gennaro '\n",
      "              \"are accompanied by Hammond's two grand children: Lex and her \"\n",
      "              'little brother Tim. As the group heads off, Hammond settles '\n",
      "              'into the main control room where his two computer experts, '\n",
      "              'Arnold and Nedry, manage the complex infrastructure of the '\n",
      "              'park. The tour is largely un-eventful: the Tyrannosaurus Rex '\n",
      "              'and Dilophosaurus -two extremely dangerous carnivores- refuse '\n",
      "              'to reveal themselves to the eager tourists. A sick triceratops '\n",
      "              'is also encountered, tended to by the park veterinarians, whom '\n",
      "              'Sattler leaves the group to help out with. An approaching '\n",
      "              'tropical storm forces the tour to be cut short, as most of the '\n",
      "              'staff leave by ship for the mainland. In the meantime, we learn '\n",
      "              'the true colors of Nedry - he has been hired to steal dinosaur '\n",
      "              \"embryos for InGen's rival corporation, BioSyn. In order to \"\n",
      "              'steal the embryos, he shuts down security systems throughout '\n",
      "              \"the park, but this also causes the tour's electric cars to \"\n",
      "              'break down, and the electrified fences shut down, thus '\n",
      "              \"releasing the dinosaurs from containment. In the film's most \"\n",
      "              'thrilling sequence, a T-Rex escapes its enclosure and proceeds '\n",
      "              'to wreck the tour vehicles. Gennaro is eaten, Malcolm is '\n",
      "              'critically injured, but Grant manages to escape with the '\n",
      "              'terrified children. In the meantime, a lost and confused Nedry, '\n",
      "              'trying to hand over the stolen embryos to his contact, '\n",
      "              'encounters a venom-spitting Dilophosaurus, and justice is '\n",
      "              'dealt. Sattler and the Park Warden Muldoon arrive in a jeep at '\n",
      "              'the site of the T-Rex attack to find the injured Malcolm and '\n",
      "              'the remains of Gennarro, but everyone else has disappeared. The '\n",
      "              'T-Rex returns to give chase to the jeep down the road in an '\n",
      "              'exciting car chase of an action sequence, but the humans '\n",
      "              'eventually manage to escape. Grant and the kids spend the night '\n",
      "              'sheltering up a tree, and wake up to find a Brachiosaurus '\n",
      "              'grazing nearby. Lex is initially frightened, but Grant '\n",
      "              'reassures her (and the audience) that Brachiosaurs are peaceful '\n",
      "              \"herbivores, and that dinosaurs aren't monsters, they're just \"\n",
      "              'animals. Once more, we are given the opportunity to appreciate '\n",
      "              'the beauty and majesty of these magnificent creatures. With '\n",
      "              'Malcolm injured and park systems still offline, Arnold is '\n",
      "              'forced to take drastic action and reset the system-an act that '\n",
      "              'has the unintended consequences of freeing the vicious '\n",
      "              'velociraptors from their enclosure. Arnold, Muldoon and Sattler '\n",
      "              'attempt to restore power, only to have Arnold and Muldoon '\n",
      "              'outsmarted and killed by the cunning creatures. Only Sattler '\n",
      "              'manages to narrowly avoid getting killed. After witnessing a '\n",
      "              'stampede of ostrich-like dinosaurs known as Gallimimus, Grant '\n",
      "              'and the kids make it back to the main resort complex, only to '\n",
      "              'find it abandoned. Grant leaves the kids in the main dining '\n",
      "              'area, and tries to search for other survivors. In the meantime, '\n",
      "              'Lex and Tim are cornered by a pair of raptors inside the main '\n",
      "              'kitchen. In one of the most terrifying scenes in the entire '\n",
      "              'film, the raptors stalk through the dark kitchen, searching for '\n",
      "              'the kids. Eventually, Lex and Tim manage to lure one of the '\n",
      "              'raptors into the freezer and lock it in, but the other raptor '\n",
      "              'chases them out of the kitchen. Meeting up in the control room, '\n",
      "              'Grant, Sattler, and the kids attempt to restore power and '\n",
      "              'communications to the park, but are trapped in by the same '\n",
      "              'raptor. In the nick of time, the security systems and phone '\n",
      "              'lines are brought back online. Nevertheless, the raptors manage '\n",
      "              'to break into the control room and gives chase to our heroes '\n",
      "              'throughout the entire building. Eventually, our heroes are '\n",
      "              'cornered by the last two raptors inside the main atrium. Just '\n",
      "              'as all hope is lost, the T-Rex come crashing in and attacks the '\n",
      "              'raptors, buying enough time for the small group of humans to '\n",
      "              'escape. As the humans evacuate the island by helicopter, the '\n",
      "              'T-Rex gives a final victory roar behind a falling banner '\n",
      "              'proclaiming: \"When Dinosaurs Ruled the Earth\". The ending scene '\n",
      "              'is quite powerful and epic, and perfectly captures the spirit '\n",
      "              'of the film in portraying dinosaurs as some of the most '\n",
      "              'magnificent creatures to ever walk the Earth. . .',\n",
      " 'plot_long': 'Huge advancements in scientific technology have enabled a mogul '\n",
      "              'to create an island full of living dinosaurs. John Hammond has '\n",
      "              'invited four individuals, along with his two grandchildren, to '\n",
      "              'join him at Jurassic Park. But will everything go according to '\n",
      "              'plan? A park employee attempts to steal dinosaur embryos, '\n",
      "              'critical security systems are shut down and it now becomes a '\n",
      "              'race for survival with dinosaurs roaming freely over the '\n",
      "              'island.',\n",
      " 'plot_short': 'A pragmatic paleontologist visiting an almost complete theme '\n",
      "               'park is tasked with protecting a couple of kids after a power '\n",
      "               \"failure causes the park's cloned dinosaurs to run loose.\",\n",
      " 'poster_url': 'https://m.media-amazon.com/images/M/MV5BMjM2MDgxMDg0Nl5BMl5BanBnXkFtZTgwNTM2OTM5NDE@._V1_.jpg',\n",
      " 'release_date': '11 June 1993',\n",
      " 'release_year': 1993,\n",
      " 'runtime': 127,\n",
      " 'tconst': 'tt0107290',\n",
      " 'title': 'Jurassic Park'}\n"
     ]
    }
   ],
   "source": [
    "#imdb_scrape('tt0107290')\n",
    "try:\n",
    "    imdb_scrape('tt0107290', False, True)\n",
    "except Exception:\n",
    "    print('error')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above is just an example of the information scraped for 1 movie. Time to automate this!\n",
    "\n",
    "---\n",
    "\n",
    "Below are two cells. The first one scrapes all the movies from the csv (using the IDs) in a *range* of years. While, the second cell scrapes all movies from one provided year.\n",
    "\n",
    "After each year, the scraped content (list of dictionaries) are converted to a DataFrame and then saved as a .tsv (one for each year - `imdb_scrape_2001.tsv`). We should end up with 100 .tsv files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 11   Year: 1920\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0010323  [x]   [x]   [x]   [ ]   Das Cabinet des Dr. Caligari (1920)                                                                  \n",
      "    2   tt0011237  [x]   [ ]   [x]   [ ]   Der Golem, wie er in die Welt kam (1920)                                                             \n",
      "    3   tt0011841  [x]   [ ]   [x]   [ ]   Way Down East (1920)                                                                                 \n",
      "    4   tt0011130  [x]   [ ]   [x]   [ ]   Dr. Jekyll and Mr. Hyde (1920)                                                                       \n",
      "    5   tt0011870  [x]   [ ]   [x]   [ ]   Within Our Gates (1920)                                                                              \n",
      "    6   tt0011439  [x]   [ ]   [x]   [ ]   The Mark of Zorro (1920)                                                                             \n",
      "    7   tt0011565  [x]   [ ]   [x]   [ ]   The Penalty (1920)                                                                                   \n",
      "    8   tt0011652  [x]   [ ]   [x]   [ ]   The Saphead (1920)                                                                                   \n",
      "    9   tt0011865  [x]   [ ]   [x]   [ ]   Why Change Your Wife? (1920)                                                                         \n",
      "   10   tt0011387  [x]   [x]   [x]   [ ]   The Last of the Mohicans (1920)                                                                      \n",
      "   11   tt0011000  [x]   [x]   [x]   [ ]   Blade af Satans bog (1920)                                                                           \n",
      "Movies scraped: 11   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1920.tsv     Time taken:  0m16s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 10   Year: 1921\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0012349  [x]   [ ]   [x]   [ ]   The Kid (1921)                                                                                       \n",
      "    2   tt0012364  [x]   [ ]   [x]   [ ]   Körkarlen (1921)                                                                                     \n",
      "    3   tt0012494  [x]   [ ]   [x]   [ ]   Der müde Tod (1921)                                                                                  \n",
      "    4   tt0012532  [x]   [ ]   [x]   [ ]   Orphans of the Storm (1921)                                                                          \n",
      "    5   tt0012190  [x]   [ ]   [x]   [ ]   The Four Horsemen of the Apocalypse (1921)                                                           \n",
      "    6   tt0012675  [x]   [ ]   [x]   [ ]   The Sheik (1921)                                                                                     \n",
      "    7   tt0012763  [x]   [x]   [x]   [ ]   Tol'able David (1921)                                                                                \n",
      "    8   tt0012651  [x]   [ ]   [x]   [ ]   Schloß Vogelöd (1921)                                                                                \n",
      "    9   tt0011909  [x]   [ ]   [x]   [ ]   The Affairs of Anatol (1921)                                                                         \n",
      "   10   tt0011904  [x]   [ ]   [x]   [ ]   The Ace of Hearts (1921)                                                                             \n",
      "Movies scraped: 10   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1921.tsv     Time taken:  0m16s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 11   Year: 1922\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0013442  [x]   [x]   [x]   [ ]   Nosferatu, eine Symphonie des Grauens (1922)                                                         \n",
      "    2   tt0013257  [x]   [ ]   [x]   [ ]   Häxan (1922)                                                                                         \n",
      "    3   tt0013427  [x]   [ ]   [x]   [ ]   Nanook of the North (1922)                                                                           \n",
      "    4   tt0013086  [x]   [ ]   [x]   [ ]   Dr. Mabuse, der Spieler (1922)                                                                       \n",
      "    5   tt0013140  [x]   [ ]   [x]   [ ]   Foolish Wives (1922)                                                                                 \n",
      "    6   tt0012938  [x]   [ ]   [x]   [ ]   Beyond the Rocks (1922)                                                                              \n",
      "    7   tt0013556  [x]   [ ]   [x]   [ ]   Robin Hood (1922)                                                                                    \n",
      "    8   tt0013201  [x]   [ ]   [x]   [ ]   Grandma's Boy (1922)                                                                                 \n",
      "    9   tt0013496  [x]   [ ]   [x]   [ ]   Phantom (1922)                                                                                       \n",
      "   10   tt0012952  [x]   [ ]   [x]   [ ]   Blood and Sand (1922)                                                                                \n",
      "   11   tt0013075  [x]   [ ]   [x]   [ ]   Dr. Jack (1922)                                                                                      \n",
      "Movies scraped: 11   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1922.tsv     Time taken:  0m16s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 12   Year: 1923\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0014429  [x]   [x]   [x]   [ ]   Safety Last! (1923)                                                                                  \n",
      "    2   tt0014341  [x]   [x]   [x]   [ ]   Our Hospitality (1923)                                                                               \n",
      "    3   tt0014142  [x]   [ ]   [x]   [ ]   The Hunchback of Notre Dame (1923)                                                                   \n",
      "    4   tt0014624  [x]   [ ]   [x]   [ ]   A Woman of Paris: A Drama of Fate (1923)                                                             \n",
      "    5   tt0014358  [x]   [ ]   [x]   [ ]   The Pilgrim (1923)                                                                                   \n",
      "    6   tt0014538  [x]   [ ]   [x]   [ ]   Three Ages (1923)                                                                                    \n",
      "    7   tt0013626  [x]   [ ]   [x]   [ ]   La souriante Madame Beudet (1923)                                                                    \n",
      "    8   tt0014532  [x]   [ ]   [x]   [ ]   The Ten Commandments (1923)                                                                          \n",
      "    9   tt0014417  [x]   [ ]   [x]   [ ]   La roue (1923)                                                                                       \n",
      "   10   tt0014611  [x]   [ ]   [x]   [ ]   Why Worry? (1923)                                                                                    \n",
      "   11   tt0014029  [x]   [ ]   [x]   [ ]   The Extra Girl (1923)                                                                                \n",
      "   12   tt0013933  [x]   [ ]   [x]   [ ]   Coeur fidèle (1923)                                                                                  \n",
      "Movies scraped: 12   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1923.tsv     Time taken:  0m18s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 17   Year: 1924\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0015324  [x]   [x]   [x]   [ ]   Sherlock Jr. (1924)                                                                                  \n",
      "    2   tt0015064  [x]   [x]   [x]   [ ]   Der letzte Mann (1924)                                                                               \n",
      "    3   tt0015881  [x]   [x]   [x]   [ ]   Greed (1924)                                                                                         \n",
      "    4   tt0015163  [x]   [ ]   [x]   [ ]   The Navigator (1924)                                                                                 \n",
      "    5   tt0015400  [x]   [ ]   [x]   [ ]   The Thief of Bagdad (1924)                                                                           \n",
      "    6   tt0015175  [x]   [ ]   [x]   [ ]   Die Nibelungen: Siegfried (1924)                                                                     \n",
      "    7   tt0015174  [x]   [ ]   [x]   [ ]   Die Nibelungen: Kriemhilds Rache (1924)                                                              \n",
      "    8   tt0014945  [x]   [ ]   [x]   [ ]   Girl Shy (1924)                                                                                      \n",
      "    9   tt0014972  [x]   [ ]   [x]   [ ]   He Who Gets Slapped (1924)                                                                           \n",
      "   10   tt0014646  [x]   [ ]   [x]   [ ]   Aelita (1924)                                                                                        \n",
      "   11   tt0015202  [x]   [ ]   [x]   [ ]   Orlacs Hände (1924)                                                                                  \n",
      "   12   tt0015016  [x]   [ ]   [x]   [ ]   The Iron Horse (1924)                                                                                \n",
      "   13   tt0014586  [x]   [ ]   [x]   [ ]   Das Wachsfigurenkabinett (1924)                                                                      \n",
      "   14   tt0015136  [x]   [ ]   [x]   [ ]   Michael (1924)                                                                                       \n",
      "   15   tt0015002  [x]   [ ]   [x]   [ ]   Hot Water (1924)                                                                                     \n",
      "   16   tt0014109  [x]   [ ]   [x]   [ ]   Gösta Berlings saga (1924)                                                                           \n",
      "   17   tt0015119  [x]   [ ]   [x]   [ ]   The Marriage Circle (1924)                                                                           \n",
      "Movies scraped: 17   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1924.tsv     Time taken:  0m26s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 18   Year: 1925\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0015864  [x]   [x]   [x]   [ ]   The Gold Rush (1925)                                                                                 \n",
      "    2   tt0015648  [x]   [x]   [x]   [ ]   Bronenosets Potemkin (1925)                                                                          \n",
      "    3   tt0016220  [x]   [ ]   [x]   [ ]   The Phantom of the Opera (1925)                                                                      \n",
      "    4   tt0016332  [x]   [ ]   [x]   [ ]   Seven Chances (1925)                                                                                 \n",
      "    5   tt0016641  [x]   [ ]   [x]   [ ]   Ben-Hur: A Tale of the Christ (1925)                                                                 \n",
      "    6   tt0015361  [x]   [x]   [x]   [ ]   Stachka (1925)                                                                                       \n",
      "    7   tt0015624  [x]   [ ]   [x]   [ ]   The Big Parade (1925)                                                                                \n",
      "    8   tt0015841  [x]   [x]   [x]   [ ]   The Freshman (1925)                                                                                  \n",
      "    9   tt0016039  [x]   [ ]   [x]   [ ]   The Lost World (1925)                                                                                \n",
      "   10   tt0015863  [x]   [ ]   [x]   [ ]   Go West (1925)                                                                                       \n",
      "   11   tt0016104  [x]   [ ]   [x]   [ ]   The Merry Widow (1925)                                                                               \n",
      "   12   tt0016230  [x]   [ ]   [x]   [ ]   The Pleasure Garden (1925)                                                                           \n",
      "   13   tt0017448  [x]   [ ]   [x]   [ ]   Herr Tartüff (1925)                                                                                  \n",
      "   14   tt0015772  [x]   [ ]   [x]   [ ]   The Eagle (1925)                                                                                     \n",
      "   15   tt0015768  [x]   [ ]   [x]   [ ]   Du skal ære din hustru (1925)                                                                        \n",
      "   16   tt0016473  [x]   [ ]   [x]   [ ]   The Unholy Three (1925)                                                                              \n",
      "   17   tt0016544  [x]   [ ]   [x]   [ ]   The Wizard of Oz (1925)                                                                              \n",
      "   18   tt0015842  [x]   [x]   [x]   [ ]   Die freudlose Gasse (1925)                                                                           \n",
      "Movies scraped: 18   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1925.tsv     Time taken:  0m26s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 16   Year: 1926\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0017925  [x]   [x]   [x]   [ ]   The General (1926)                                                                                   \n",
      "    2   tt0016847  [x]   [x]   [x]   [ ]   Faust: Eine deutsche Volkssage (1926)                                                                \n",
      "    3   tt0015532  [x]   [ ]   [x]   [ ]   Die Abenteuer des Prinzen Achmed (1926)                                                              \n",
      "    4   tt0016884  [x]   [x]   [x]   [ ]   Flesh and the Devil (1926)                                                                           \n",
      "    5   tt0016630  [x]   [ ]   [x]   [ ]   Battling Butler (1926)                                                                               \n",
      "    6   tt0017048  [x]   [ ]   [x]   [ ]   Kurutta ippêji (1926)                                                                                \n",
      "    7   tt0017128  [x]   [ ]   [x]   [ ]   Mat (1926)                                                                                           \n",
      "    8   tt0017416  [x]   [ ]   [x]   [ ]   The Son of the Sheik (1926)                                                                          \n",
      "    9   tt0016654  [x]   [ ]   [x]   [ ]   The Black Pirate (1926)                                                                              \n",
      "   10   tt0017350  [x]   [ ]   [x]   [ ]   The Scarlet Letter (1926)                                                                            \n",
      "   11   tt0016669  [x]   [ ]   [x]   [ ]   La Bohème (1926)                                                                                     \n",
      "   12   tt0018471  [x]   [ ]   [x]   [ ]   Tell It to the Marines (1926)                                                                        \n",
      "   13   tt0016690  [x]   [ ]   [x]   [ ]   Brown of Harvard (1926)                                                                              \n",
      "   14   tt0016895  [x]   [ ]   [x]   [ ]   For Heaven's Sake (1926)                                                                             \n",
      "   15   tt0017423  [x]   [ ]   [x]   [ ]   Sparrows (1926)                                                                                      \n",
      "   16   tt0017449  [x]   [x]   [x]   [ ]   The Temptress (1926)                                                                                 \n",
      "Movies scraped: 16   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1926.tsv     Time taken:  0m24s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 23   Year: 1927\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0017136  [x]   [x]   [x]   [ ]   Metropolis (1927)                                                                                    \n",
      "    2   tt0018455  [x]   [x]   [x]   [ ]   Sunrise: A Song of Two Humans (1927)                                                                 \n",
      "    3   tt0018578  [x]   [x]   [x]   [ ]   Wings (1927)                                                                                         \n",
      "    4   tt0017075  [x]   [x]   [x]   [ ]   The Lodger: A Story of the London Fog (1927)                                                         \n",
      "    5   tt0018037  [x]   [x]   [x]   [ ]   The Jazz Singer (1927)                                                                               \n",
      "    6   tt0018528  [x]   [ ]   [x]   [ ]   The Unknown (1927)                                                                                   \n",
      "    7   tt0018217  [x]   [x]   [x]   [ ]   Oktyabr (1927)                                                                                       \n",
      "    8   tt0018192  [x]   [ ]   [x]   [ ]   Napoléon vu par Abel Gance (1927)                                                                    \n",
      "    9   tt0017765  [x]   [x]   [x]   [ ]   College (1927)                                                                                       \n",
      "   10   tt0017668  [x]   [ ]   [x]   [ ]   Berlin - Die Sinfonie der Großstadt (1927)                                                           \n",
      "   11   tt0018051  [x]   [x]   [x]   [ ]   The Kid Brother (1927)                                                                               \n",
      "   12   tt0018328  [x]   [ ]   [x]   [ ]   The Ring (1927)                                                                                      \n",
      "   13   tt0018379  [x]   [ ]   [x]   [ ]   7th Heaven (1927)                                                                                    \n",
      "   14   tt0018033  [x]   [x]   [x]   [ ]   It (1927)                                                                                            \n",
      "   15   tt0017739  [x]   [ ]   [x]   [ ]   The Cat and the Canary (1927)                                                                        \n",
      "   16   tt0018526  [x]   [ ]   [x]   [ ]   Underworld (1927)                                                                                    \n",
      "   17   tt0017825  [x]   [ ]   [x]   [ ]   Downhill (1927)                                                                                      \n",
      "   18   tt0018054  [x]   [ ]   [x]   [ ]   The King of Kings (1927)                                                                             \n",
      "   19   tt0017534  [x]   [ ]   [x]   [ ]   West Point (1927)                                                                                    \n",
      "   20   tt0018066  [x]   [ ]   [x]   [ ]   Konets Sankt-Peterburga (1927)                                                                       \n",
      "   21   tt0018311  [x]   [ ]   [x]   [ ]   The Red Mill (1927)                                                                                  \n",
      "   22   tt0018451  [x]   [ ]   [x]   [ ]   The Student Prince in Old Heidelberg (1927)                                                          \n",
      "   23   tt0018097  [x]   [ ]   [x]   [ ]   London After Midnight (1927)                                                                         \n",
      "Movies scraped: 23   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1927.tsv     Time taken:  0m33s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 28   Year: 1928\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0019254  [x]   [x]   [x]   [ ]   La passion de Jeanne d'Arc (1928)                                                                    \n",
      "    2   tt0018773  [x]   [ ]   [x]   [ ]   The Circus (1928)                                                                                    \n",
      "    3   tt0019421  [x]   [ ]   [x]   [ ]   Steamboat Bill, Jr. (1928)                                                                           \n",
      "    4   tt0018742  [x]   [ ]   [x]   [ ]   The Cameraman (1928)                                                                                 \n",
      "    5   tt0018806  [x]   [ ]   [x]   [ ]   The Crowd (1928)                                                                                     \n",
      "    6   tt0019585  [x]   [ ]   [x]   [ ]   The Wind (1928)                                                                                      \n",
      "    7   tt0019130  [x]   [ ]   [x]   [ ]   The Man Who Laughs (1928)                                                                            \n",
      "    8   tt0018839  [x]   [ ]   [x]   [ ]   The Docks of New York (1928)                                                                         \n",
      "    9   tt0019379  [x]   [ ]   [x]   [ ]   Show People (1928)                                                                                   \n",
      "   10   tt0018770  [x]   [ ]   [x]   [ ]   La chute de la maison Usher (1928)                                                                   \n",
      "   11   tt0019071  [x]   [ ]   [x]   [ ]   The Last Command (1928)                                                                              \n",
      "   12   tt0019412  [x]   [ ]   [x]   [ ]   Speedy (1928)                                                                                        \n",
      "   13   tt0019415  [x]   [ ]   [x]   [ ]   Spione (1928)                                                                                        \n",
      "   14   tt0019344  [x]   [ ]   [x]   [ ]   Sadie Thompson (1928)                                                                                \n",
      "   15   tt0017843  [x]   [ ]   [x]   [ ]   Easy Virtue (1928)                                                                                   \n",
      "   16   tt0018876  [x]   [x]   [x]   [ ]   The Farmer's Wife (1928)                                                                             \n",
      "   17   tt0019258  [x]   [ ]   [x]   [ ]   The Patsy (1928)                                                                                     \n",
      "   18   tt0019429  [x]   [ ]   [x]   [ ]   Street Angel (1928)                                                                                  \n",
      "   19   tt0019109  [x]   [ ]   [x]   [ ]   Lonesome (1928)                                                                                      \n",
      "   20   tt0018756  [x]   [x]   [x]   [ ]   Champagne (1928)                                                                                     \n",
      "   21   tt0019286  [x]   [ ]   [x]   [ ]   Potomok Chingis-Khana (1928)                                                                         \n",
      "   22   tt0019074  [x]   [ ]   [x]   [ ]   Laugh, Clown, Laugh (1928)                                                                           \n",
      "   23   tt0019563  [x]   [ ]   [x]   [ ]   West of Zanzibar (1928)                                                                              \n",
      "   24   tt0019237  [x]   [ ]   [x]   [ ]   Our Dancing Daughters (1928)                                                                         \n",
      "   25   tt0019558  [x]   [ ]   [x]   [ ]   The Wedding March (1928)                                                                             \n",
      "   26   tt0019591  [x]   [ ]   [x]   [ ]   A Woman of Affairs (1928)                                                                            \n",
      "   27   tt0019195  [x]   [ ]   [x]   [ ]   The Mysterious Lady (1928)                                                                           \n",
      "   28   tt0019304  [x]   [ ]   [x]   [ ]   The Racket (1928)                                                                                    \n",
      "Movies scraped: 28   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1928.tsv     Time taken:  0m41s\n",
      "\n",
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 23   Year: 1929\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0019760  [x]   [ ]   [x]   [ ]   Chelovek s kino-apparatom (1929)                                                                     \n",
      "    2   tt0018737  [x]   [x]   [x]   [ ]   Die Büchse der Pandora (1929)                                                                        \n",
      "    3   tt0019702  [x]   [x]   [x]   [ ]   Blackmail (1929)                                                                                     \n",
      "    4   tt0019777  [x]   [ ]   [x]   [ ]   The Cocoanuts (1929)                                                                                 \n",
      "    5   tt0019729  [x]   [ ]   [x]   [ ]   The Broadway Melody (1929)                                                                           \n",
      "    6   tt0020475  [x]   [ ]   [x]   [ ]   Tagebuch einer Verlorenen (1929)                                                                     \n",
      "    7   tt0019901  [x]   [ ]   [x]   [ ]   Frau im Mond (1929)                                                                                  \n",
      "    8   tt0020142  [x]   [x]   [x]   [ ]   The Manxman (1929)                                                                                   \n",
      "    9   tt0019788  [x]   [ ]   [x]   [ ]   Coquette (1929)                                                                                      \n",
      "   10   tt0020112  [x]   [ ]   [x]   [ ]   The Love Parade (1929)                                                                               \n",
      "   11   tt0019993  [x]   [ ]   [x]   [ ]   The Hollywood Revue of 1929 (1929)                                                                   \n",
      "   12   tt0020442  [x]   [ ]   [x]   [ ]   Spite Marriage (1929)                                                                                \n",
      "   13   tt0019649  [x]   [ ]   [x]   [ ]   Arsenal (1929)                                                                                       \n",
      "   14   tt0019959  [x]   [ ]   [x]   [ ]   Hallelujah (1929)                                                                                    \n",
      "   15   tt0019655  [x]   [x]   [x]   [ ]   Asphalt (1929)                                                                                       \n",
      "   16   tt0020269  [x]   [ ]   [x]   [ ]   Piccadilly (1929)                                                                                    \n",
      "   17   tt0019644  [x]   [ ]   [x]   [ ]   Applause (1929)                                                                                      \n",
      "   18   tt0020514  [x]   [ ]   [x]   [ ]   The Trespasser (1929)                                                                                \n",
      "   19   tt0020451  [x]   [ ]   [x]   [ ]   Staroye i novoye (1929)                                                                              \n",
      "   20   tt0020143  [x]   [ ]   [x]   [ ]   Marianne (1929)                                                                                      \n",
      "   21   tt0020122  [x]   [ ]   [x]   [ ]   Lucky Star (1929)                                                                                    \n",
      "   22   tt0020030  [x]   [ ]   [x]   [ ]   The Iron Mask (1929)                                                                                 \n",
      "   23   tt0019811  [x]   [ ]   [x]   [ ]   Desert Nights (1929)                                                                                 \n",
      "Movies scraped: 23   Fails: 0   \n",
      "\n",
      "Saved: imdb_scrape_1929.tsv     Time taken:  0m34s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import csv\n",
    "import sys\n",
    "\n",
    "#failed_list = []\n",
    "years_to_scrape_list = range(1920,1930)#[1973, 1972, 1971, 1970]\n",
    "for yr in years_to_scrape_list:\n",
    "    #yr = 1995\n",
    "    movies_in_year = movie_df[(movie_df['year'] == yr)]\n",
    "\n",
    "    print('--------------------------------------------------------------------------')\n",
    "    print(f'Scraping movies: {len(movies_in_year)}   Year: {yr}')\n",
    "    print('')\n",
    "    print('Count   tconst     Get   Summ  Parse Img   Title')\n",
    "    start_time = time.time()\n",
    "    annual_movie_list = []\n",
    "\n",
    "    fails=0\n",
    "    for i, tconst in enumerate(movies_in_year['tconst'].values):\n",
    "        print(f'{i+1:5d}   ', end = '')\n",
    "        try:\n",
    "            scraped_movie_info = imdb_scrape(tconst)\n",
    "            annual_movie_list.append(scraped_movie_info)\n",
    "        except Exception:\n",
    "            print(f'--------- FAILED ----------  {tconst}  ---------- FAILED ----------  {tconst}  ---------- FAILED ----------')\n",
    "            failed_list.append(tconst)\n",
    "            fails+=1\n",
    "\n",
    "    print(f'Movies scraped: {len(annual_movie_list)}   Fails: {fails}   ', end='')\n",
    "\n",
    "    my_df = pd.DataFrame(annual_movie_list)\n",
    "    my_df.to_csv(f'imdb_scrape_{yr}.tsv', sep='\\t', quoting=csv.QUOTE_ALL)\n",
    "    print('\\n')\n",
    "    print(f'Saved: imdb_scrape_{yr}.tsv     ', end='')\n",
    "    print(f'Time taken: {time_since(start_time)}')\n",
    "    print('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------\n",
      "Scraping movies: 964   Year: 2009\n",
      "\n",
      "Count   tconst     Get   Summ  Parse Img   Title\n",
      "    1   tt0361748  [x]   [x]   [x]   [x]   Inglourious Basterds (2009)                                                                          \n",
      "    2   tt0499549  [x]   [x]   [x]   [x]   Avatar (2009)                                                                                        \n",
      "    3   tt1049413  [x]   [x]   [x]   [x]   Up (2009)                                                                                            \n",
      "    4   tt1119646  [x]   [x]   [x]   [x]   The Hangover (2009)                                                                                  \n",
      "    5   tt1136608  [x]   [x]   [x]   [x]   District 9 (2009)                                                                                    \n",
      "    6   tt0796366  [x]   [x]   [x]   [x]   Star Trek (2009)                                                                                     \n",
      "    7   tt0988045  [x]   [x]   [x]   [x]   Sherlock Holmes (2009)                                                                               \n",
      "    8   tt1156398  [x]   [x]   [x]   [x]   Zombieland (2009)                                                                                    \n",
      "    9   tt0409459  [x]   [x]   [x]   [x]   Watchmen (2009)                                                                                      \n",
      "   10   tt1022603  [x]   [x]   [x]   [x]   (500) Days of Summer (2009)                                                                          \n",
      "   11   tt0458525  [x]   [x]   [x]   [x]   X-Men Origins: Wolverine (2009)                                                                      \n",
      "   12   tt0417741  [x]   [x]   [x]   [x]   Harry Potter and the Half-Blood Prince (2009)                                                        \n",
      "   13   tt1055369  [x]   [x]   [x]   [x]   Transformers: Revenge of the Fallen (2009)                                                           \n",
      "   14   tt1190080  [x]   [x]   [x]   [x]   2012 (2009)                                                                                          \n",
      "   15   tt0438488  [x]   [x]   [x]   [x]   Terminator Salvation (2009)                                                                          \n",
      "   16   tt1182345  [x]   [x]   [x]   [x]   Moon (2009)                                                                                          \n",
      "   17   tt1187043  [x]   [x]   [x]   [x]   3 Idiots (2009)                                                                                      \n",
      "   18   tt1193138  [x]   [x]   [x]   [x]   Up in the Air (2009)                                                                                 \n",
      "   19   tt1041829  [x]   [x]   [x]   [x]   The Proposal (2009)                                                                                  \n",
      "   20   tt0878804  [x]   [x]   [x]   [x]   The Blind Side (2009)                                                                                \n",
      "   21   tt1152836  [x]   [x]   [x]   [x]   Public Enemies (2009)                                                                                \n",
      "   22   tt0808151  [x]   [x]   [x]   [x]   Angels & Demons (2009)                                                                               \n",
      "   23   tt1197624  [x]   [x]   [x]   [x]   Law Abiding Citizen (2009)                                                                           \n",
      "   24   tt1259571  [x]   [x]   [x]   [x]   The Twilight Saga: New Moon (2009)                                                                   \n",
      "   25   tt1013752  [x]   [x]   [x]   [x]   Fast & Furious (2009)                                                                                \n",
      "   26   tt1028532  [x]   [x]   [x]   [x]   Hachi: A Dog's Tale (2009)                                                                           \n",
      "   27   tt0898367  [x]   [x]   [x]   [x]   The Road (2009)                                                                                      \n",
      "   28   tt0448011  [x]   [x]   [x]   [x]   Knowing (2009)                                                                                       \n",
      "   29   tt1080016  [x]   [x]   [x]   [x]   Ice Age: Dawn of the Dinosaurs (2009)                                                                \n",
      "   30   tt0485947  [x]   [x]   [x]   [x]   Mr. Nobody (2009)                                                                                    \n",
      "   31   tt1132620  [x]   [x]   [x]   [x]   Män som hatar kvinnor (2009)                                                                         \n",
      "   32   tt1142988  [x]   [x]   [x]   [x]   The Ugly Truth (2009)                                                                                \n",
      "   33   tt1046173  [x]   [x]   [x]   [x]   G.I. Joe: The Rise of Cobra (2009)                                                                   \n",
      "   34   tt0844471  [x]   [x]   [x]   [x]   Cloudy with a Chance of Meatballs (2009)                                                             \n",
      "   35   tt1155056  [x]   [x]   [x]   [x]   I Love You, Man (2009)                                                                               \n",
      "   36   tt0327597  [x]   [x]   [x]   [x]   Coraline (2009)                                                                                      \n",
      "   37   tt0432283  [x]   [x]   [x]   [x]   Fantastic Mr. Fox (2009)                                                                             \n",
      "   38   tt1148204  [x]   [x]   [x]   [x]   Orphan (2009)                                                                                        \n",
      "   39   tt1127180  [x]   [x]   [x]   [x]   Drag Me to Hell (2009)                                                                               \n",
      "   40   tt1305806  [x]   [x]   [x]   [x]   El secreto de sus ojos (2009)                                                                        \n",
      "   41   tt1111422  [x]   [x]   [x]   [x]   The Taking of Pelham 123 (2009)                                                                      \n",
      "   42   tt0974661  [x]   [x]   [x]   [x]   17 Again (2009)                                                                                      \n",
      "   43   tt1078912  [x]   [x]   [x]   [x]   Night at the Museum: Battle of the Smithsonian (2009)                                                \n",
      "   44   tt0986263  [x]   [x]   [x]   [x]   Surrogates (2009)                                                                                    \n",
      "   45   tt0978762  [x]   [x]   [x]   [x]   Mary and Max (2009)                                                                                  \n",
      "   46   tt1001508  [x]   [x]   [x]   [x]   He's Just Not That Into You (2009)                                                                   \n",
      "   47   tt0380510  [x]   [x]   [x]   [x]   The Lovely Bones (2009)                                                                              \n",
      "   48   tt1091722  [x]   [x]   [x]   [x]   Adventureland (2009)                                                                                 \n",
      "   49   tt0834001  [x]   [x]   [x]   [x]   Underworld: Rise of the Lycans (2009)                                                                \n",
      "   50   tt1057500  [x]   [x]   [x]   [x]   Invictus (2009)                                                                                      \n",
      "   51   tt1054606  [x]   [x]   [x]   [x]   The Imaginarium of Doctor Parnassus (2009)                                                           \n",
      "   52   tt0892782  [x]   [x]   [x]   [x]   Monsters vs. Aliens (2009)                                                                           \n",
      "   53   tt1188729  [x]   [x]   [x]   [x]   Pandorum (2009)                                                                                      \n",
      "   54   tt0889583  [x]   [x]   [x]   [x]   Brüno (2009)                                                                                         \n",
      "   55   tt0452694  [x]   [x]   [x]   [x]   The Time Traveler's Wife (2009)                                                                      \n",
      "   56   tt1121931  [x]   [x]   [x]   [x]   Crank: High Voltage (2009)                                                                           \n",
      "   57   tt0473705  [x]   [x]   [x]   [x]   State of Play (2009)                                                                                 \n",
      "   58   tt0472033  [x]   [x]   [x]   [x]   9 (2009)                                                                                             \n",
      "   59   tt1034032  [x]   [x]   [x]   [x]   Gamer (2009)                                                                                         \n",
      "   60   tt1019452  [x]   [x]   [x]   [x]   A Serious Man (2009)                                                                                 \n",
      "   61   tt1174732  [x]   [x]   [x]   [x]   An Education (2009)                                                                                  \n",
      "   62   tt1234548  [x]   [x]   [x]   [x]   The Men Who Stare at Goats (2009)                                                                    \n",
      "   63   tt0433362  [x]   [x]   [x]   [x]   Daybreakers (2009)                                                                                   \n",
      "   64   tt0780521  [x]   [x]   [x]   [x]   The Princess and the Frog (2009)                                                                     \n",
      "   65   tt1058017  [x]   [x]   [x]   [x]   The Invention of Lying (2009)                                                                        \n",
      "   66   tt1201167  [x]   [x]   [x]   [x]   Funny People (2009)                                                                                  \n",
      "   67   tt0870984  [x]   [x]   [x]   [x]   Antichrist (2009)                                                                                    \n",
      "   68   tt1131734  [x]   [x]   [x]   [x]   Jennifer's Body (2009)                                                                               \n",
      "   69   tt0765010  [x]   [x]   [x]   [x]   Brothers (2009)                                                                                      \n",
      "   70   tt1131729  [x]   [x]   [x]   [x]   The Boat That Rocked (2009)                                                                          \n",
      "   71   tt0465580  [x]   [x]   [x]   [x]   Push (2009)                                                                                          \n",
      "   72   tt0929632  [x]   [x]   [x]   [x]   Precious (2009)                                                                                      \n",
      "   73   tt1315981  [x]   [x]   [x]   [x]   A Single Man (2009)                                                                                  \n",
      "   74   tt1135503  [x]   [x]   [x]   [x]   Julie & Julia (2009)                                                                                 \n",
      "   75   tt1258197  [x]   [x]   [x]   [x]   Exam (2009)                                                                                          \n",
      "   76   tt1114740  [x]   [x]   [x]   [x]   Paul Blart: Mall Cop (2009)                                                                          \n",
      "   77   tt1078940  [x]   [x]   [x]   [x]   Couples Retreat (2009)                                                                               \n",
      "   78   tt0386117  [x]   [x]   [x]   [x]   Where the Wild Things Are (2009)                                                                     \n",
      "   79   tt0901476  [x]   [x]   [x]   [x]   Bride Wars (2009)                                                                                    \n",
      "   80   tt1233227  [x]   [x]   [x]   [x]   Saw VI (2009)                                                                                        \n",
      "   81   tt1067106  [x]   [x]   [x]   [x]   A Christmas Carol (2009)                                                                             \n",
      "   82   tt1187064  [x]   [x]   [x]   [x]   Triangle (2009)                                                                                      \n",
      "   83   tt0758746  [x]   [x]   [x]   [x]   Friday the 13th (2009)                                                                               \n",
      "   84   tt1144884  [x]   [x]   [x]   [x]   The Final Destination (2009)                                                                         \n",
      "   85   tt1235166  [x]   [x]   [x]   [x]   Un prophète (2009)                                                                                   \n",
      "   86   tt1017460  [x]   [x]   [x]   [x]   Splice (2009)                                                                                        \n",
      "   87   tt1045772  [x]   [x]   [x]   [x]   I Love You Phillip Morris (2009)                                                                     \n",
      "   88   tt0963178  [x]   [x]   [x]   [x]   The International (2009)                                                                             \n",
      "   89   tt1045778  [x]   [x]   [x]   [x]   Year One (2009)                                                                                      \n",
      "   90   tt1216487  [x]   [x]   [x]   [x]   Flickan som lekte med elden (2009)                                                                   \n",
      "   91   tt0362478  [x]   [x]   [x]   [x]   The Box (2009)                                                                                       \n",
      "   92   tt1078588  [x]   [x]   [x]   [x]   My Sister's Keeper (2009)                                                                            \n",
      "   93   tt1230414  [x]   [x]   [x]   [x]   It's Complicated (2009)                                                                              \n",
      "   94   tt1289406  [x]   [x]   [x]   [x]   Harry Brown (2009)                                                                                   \n",
      "   95   tt0844708  [x]   [x]   [x]   [x]   The Last House on the Left (2009)                                                                    \n",
      "   96   tt1263670  [x]   [x]   [x]   [x]   Crazy Heart (2009)                                                                                   \n",
      "   97   tt0821640  [x]   [x]   [x]   [x]   Ghosts of Girlfriends Past (2009)                                                                    \n",
      "   98   tt0795351  [x]   [x]   [x]   [x]   Case 39 (2009)                                                                                       \n",
      "   99   tt1379182  [x]   [x]   [x]   [x]   Kynodontas (2009)                                                                                    \n",
      "  100   tt0815245  [x]   [x]   [x]   [x]   The Uninvited (2009)                                                                                 \n",
      "  101   tt1093908  [x]   [x]   [x]   [x]   Confessions of a Shopaholic (2009)                                                                   \n",
      "  102   tt1095217  [x]   [x]   [x]   [x]   The Bad Lieutenant: Port of Call - New Orleans (2009)                                                \n",
      "  103   tt1220198  [x]   [x]   [x]   [x]   The Fourth Kind (2009)                                                                               \n",
      "  104   tt0403702  [x]   [x]   [x]   [x]   Youth in Revolt (2009)                                                                               \n",
      "  105   tt1467304  [x]   [x]   [x]   [x]   The Human Centipede (First Sequence) (2009)                                                          \n",
      "  106   tt1178663  [x]   [x]   [x]   [x]   Whatever Works (2009)                                                                                \n",
      "  107   tt1098327  [x]   [x]   [x]   [x]   Dragonball Evolution (2009)                                                                          \n",
      "  108   tt0970452  [x]   [x]   [x]   [x]   Solomon Kane (2009)                                                                                  \n",
      "  109   tt1352824  [x]   [x]   [x]   [x]   Chloe (2009)                                                                                         \n",
      "  110   tt1186367  [x]   [x]   [x]   [x]   Ninja Assassin (2009)                                                                                \n",
      "  111   tt1245112  [x]   [x]   [x]   [x]   [Rec]² (2009)                                                                                        \n",
      "  112   tt0971209  [x]   [x]   [x]   [x]   A Perfect Getaway (2009)                                                                             \n",
      "  113   tt1343097  [x]   [x]   [x]   [x]   Luftslottet som sprängdes (2009)                                                                     \n",
      "  114   tt1149362  [x]   [x]   [x]   [x]   Das weiße Band - Eine deutsche Kindergeschichte (2009)                                               \n",
      "  115   tt1191111  [x]   [x]   [x]   [x]   Enter the Void (2009)                                                                                \n",
      "  116   tt1186830  [x]   [x]   [x]   [x]   Agora (2009)                                                                                         \n",
      "  117   tt0457400  [x]   [x]   [x]   [x]   Land of the Lost (2009)                                                                              \n",
      "  118   tt1278340  [x]   [x]   [x]   [x]   Død snø (2009)                                                                                       \n",
      "  119   tt1172233  [x]   [x]   [x]   [x]   Whip It (2009)                                                                                       \n",
      "  120   tt1130080  [x]   [x]   [x]   [x]   The Informant! (2009)                                                                                \n",
      "  121   tt1242422  [x]   [x]   [x]   [x]   Celda 211 (2009)                                                                                     \n",
      "  122   tt1300851  [x]   [x]   [x]   [x]   The Boondock Saints II: All Saints Day (2009)                                                        \n",
      "  123   tt1210042  [x]   [x]   [x]   [x]   Brooklyn's Finest (2009)                                                                             \n",
      "  124   tt1235124  [x]   [x]   [x]   [x]   Dorian Gray (2009)                                                                                   \n",
      "  125   tt1197628  [x]   [x]   [x]   [x]   Observe and Report (2009)                                                                            \n",
      "  126   tt0492044  [x]   [x]   [x]   [x]   The Haunting in Connecticut (2009)                                                                   \n",
      "  127   tt0780511  [x]   [x]   [x]   [x]   Everybody's Fine (2009)                                                                              \n",
      "  128   tt1232776  [x]   [x]   [x]   [x]   Fish Tank (2009)                                                                                     \n",
      "  129   tt0962736  [x]   [x]   [x]   [x]   The Young Victoria (2009)                                                                            \n",
      "  130   tt0489049  [x]   [x]   [x]   [x]   Fanboys (2009)                                                                                       \n",
      "  131   tt0844479  [x]   [x]   [x]   [x]   The Collector (2009)                                                                                 \n",
      "  132   tt0862467  [x]   [x]   [x]   [x]   Valhalla Rising (2009)                                                                               \n",
      "  133   tt1075417  [x]   [x]   [x]   [x]   Race to Witch Mountain (2009)                                                                        \n",
      "  134   tt1226774  [x]   [x]   [x]   [x]   In the Loop (2009)                                                                                   \n",
      "  135   tt1179891  [x]   [x]   [x]   [x]   My Bloody Valentine (2009)                                                                           \n",
      "  136   tt1176740  [x]   [x]   [x]   [x]   Away We Go (2009)                                                                                    \n",
      "  137   tt0821642  [x]   [x]   [x]   [x]   The Soloist (2009)                                                                                   \n",
      "  138   tt0762125  [x]   [x]   [x]   [x]   Planet 51 (2009)                                                                                     \n",
      "  139   tt1139668  [x]   [x]   [x]   [x]   The Unborn (2009)                                                                                    \n",
      "  140   tt1311067  [x]   [x]   [x]   [x]   Halloween II (2009)                                                                                  \n",
      "  141   tt1313104  [x]   [x]   [x]   [x]   The Cove (2009)                                                                                      \n",
      "  142   tt1135487  [x]   [x]   [x]   [x]   Duplicity (2009)                                                                                     \n",
      "  143   tt1205535  [x]   [x]   [x]   [x]   The Rebound (2009)                                                                                   \n",
      "  144   tt1190536  [x]   [x]   [x]   [x]   Black Dynamite (2009)                                                                                \n",
      "  145   tt1225822  [x]   [x]   [x]   [x]   Extract (2009)                                                                                       \n",
      "  146   tt1247640  [x]   [x]   [x]   [x]   Banlieue 13: Ultimatum (2009)                                                                        \n",
      "  147   tt0450405  [x]   [x]   [x]   [x]   Cirque du Freak: The Vampire's Assistant (2009)                                                      \n",
      "  148   tt1216496  [x]   [x]   [x]   [x]   Madeo (2009)                                                                                         \n",
      "  149   tt1073105  [x]   [x]   [x]   [x]   The Descent: Part 2 (2009)                                                                           \n",
      "  150   tt0875034  [x]   [x]   [x]   [x]   Nine (2009)                                                                                          \n",
      "  151   tt1083456  [x]   [x]   [x]   [x]   Fired Up! (2009)                                                                                     \n",
      "  152   tt1231580  [x]   [x]   [x]   [x]   Alvin and the Chipmunks: The Squeakquel (2009)                                                       \n",
      "  153   tt0806203  [x]   [x]   [x]   [x]   Carriers (2009)                                                                                      \n",
      "  154   tt0436339  [x]   [x]   [x]   [x]   G-Force (2009)                                                                                       \n",
      "  155   tt0838232  [x]   [x]   [x]   [x]   The Pink Panther 2 (2009)                                                                            \n",
      "  156   tt1360860  [x]   [x]   [x]   [x]   Darbareye Elly (2009)                                                                                \n",
      "  157   tt1232207  [x]   [x]   [x]   [x]   Capitalism: A Love Story (2009)                                                                      \n",
      "  158   tt0762073  [x]   [x]   [x]   [x]   Bakjwi (2009)                                                                                        \n",
      "  159   tt0472198  [x]   [x]   [x]   [x]   Notorious (2009)                                                                                     \n",
      "  160   tt1226271  [x]   [x]   [x]   [x]   The Damned United (2009)                                                                             \n",
      "  161   tt0881891  [x]   [x]   [x]   [x]   All About Steve (2009)                                                                               \n",
      "  162   tt1172994  [x]   [x]   [x]   [x]   The House of the Devil (2009)                                                                        \n",
      "  163   tt1114677  [x]   [x]   [x]   [x]   Hannah Montana: The Movie (2009)                                                                     \n",
      "  164   tt1035736  [x]   [x]   [x]   [x]   Coco avant Chanel (2009)                                                                             \n",
      "  165   tt1477715  [x]   [x]   [x]   [x]   This Is It (2009)                                                                                    \n",
      "  166   tt1285309  [x]   [x]   [x]   [x]   The Joneses (2009)                                                                                   \n",
      "  167   tt1186370  [x]   [x]   [x]   [x]   Spread (2009)                                                                                        \n",
      "  168   tt0913425  [x]   [x]   [x]   [x]   Los abrazos rotos (2009)                                                                             \n",
      "  169   tt0365929  [x]   [x]   [x]   [x]   Whiteout (2009)                                                                                      \n",
      "  170   tt1262981  [x]   [x]   [x]   [x]   World's Greatest Dad (2009)                                                                          \n",
      "  171   tt1314228  [x]   [x]   [x]   [x]   Did You Hear About the Morgans? (2009)                                                               \n",
      "  172   tt1251757  [x]   [x]   [x]   [x]   Middle Men (2009)                                                                                    \n",
      "  173   tt1316536  [x]   [x]   [x]   [x]   The Loved Ones (2009)                                                                                \n",
      "  174   tt0838247  [x]   [x]   [x]   [x]   After.Life (2009)                                                                                    \n",
      "  175   tt0976238  [x]   [x]   [x]   [x]   Old Dogs (2009)                                                                                      \n",
      "  176   tt1303828  [x]   [x]   [x]   [x]   Defendor (2009)                                                                                      \n",
      "  177   tt1244668  [x]   [x]   [x]   [x]   Soul Kitchen (2009)                                                                                  \n",
      "  178   tt1266029  [x]   [x]   [x]   [x]   Nowhere Boy (2009)                                                                                   \n",
      "  179   tt0471041  [x]   [x]   [x]   [x]   The Tournament (2009)                                                                                \n",
      "  180   tt0790712  [x]   [x]   [x]   [x]   The Messenger (2009)                                                                                 \n",
      "  181   tt1185836  [x]   [x]   [x]   [x]   Adam (2009)                                                                                          \n",
      "  182   tt1112782  [x]   [x]   [x]   [x]   Thick as Thieves (2009)                                                                              \n",
      "  183   tt1032815  [x]   [x]   [x]   [x]   I Love You, Beth Cooper (2009)                                                                       \n",
      "  184   tt0375568  [x]   [x]   [x]   [x]   Astro Boy (2009)                                                                                     \n",
      "  185   tt1082601  [x]   [x]   [x]   [x]   Fighting (2009)                                                                                      \n",
      "  186   tt0910554  [x]   [x]   [x]   [x]   Frequently Asked Questions About Time Travel (2009)                                                  \n",
      "  187   tt1171701  [x]   [x]   [x]   [x]   Nefes: Vatan Sagolsun (2009)                                                                         \n",
      "  188   tt1127715  [x]   [x]   [x]   [x]   Sin nombre (2009)                                                                                    \n",
      "  189   tt0346631  [x]   [x]   [x]   [x]   Blood and Bone (2009)                                                                                \n",
      "  190   tt1174730  [x]   [x]   [x]   [x]   City Island (2009)                                                                                   \n",
      "  191   tt0899106  [x]   [x]   [x]   [x]   Love Happens (2009)                                                                                  \n",
      "  192   tt0485601  [x]   [x]   [x]   [x]   The Secret of Kells (2009)                                                                           \n",
      "  193   tt0814335  [x]   [x]   [x]   [x]   The Stepfather (2009)                                                                                \n",
      "  194   tt0913354  [x]   [x]   [x]   [x]   Armored (2009)                                                                                       \n",
      "  195   tt1567448  [x]   [x]   [x]   [x]   Yahsi Bati (2009)                                                                                    \n",
      "  196   tt1198138  [x]   [x]   [x]   [x]   Obsessed (2009)                                                                                      \n",
      "  197   tt1149361  [x]   [x]   [x]   [x]   Micmacs à tire-larigot (2009)                                                                        \n",
      "  198   tt1127896  [x]   [x]   [x]   [x]   Taking Woodstock (2009)                                                                              \n",
      "  199   tt1232783  [x]   [x]   [x]   [x]   Sorority Row (2009)                                                                                  \n",
      "  200   tt1327035  [x]   [x]   [x]   [x]   Dev.D (2009)                                                                                         \n",
      "  201   tt1160368  [x]   [x]   [x]   [x]   12 Rounds (2009)                                                                                     \n",
      "  202   tt1151359  [x]   [x]   [x]   [x]   Leaves of Grass (2009)                                                                               \n",
      "  203   tt1324059  [x]   [x]   [x]   [x]   Wake Up Sid (2009)                                                                                   \n",
      "  204   tt1424797  [x]   [x]   [x]   [x]   J'ai tué ma mère (2009)                                                                              \n",
      "  205   tt0810784  [x]   [x]   [x]   [x]   Bright Star (2009)                                                                                   \n",
      "  206   tt1379177  [x]   [x]   [x]   [x]   The Disappearance of Alice Creed (2009)                                                              \n",
      "  207   tt1474276  [x]   [x]   [x]   [x]   Samâ uôzu (2009)                                                                                     \n",
      "  208   tt1288403  [x]   [x]   [x]   [x]   Universal Soldier: Regeneration (2009)                                                               \n",
      "  209   tt0891592  [x]   [x]   [x]   [x]   Street Fighter: The Legend of Chun-Li (2009)                                                         \n",
      "  210   tt0924129  [x]   [x]   [x]   [x]   Crossing Over (2009)                                                                                 \n",
      "  211   tt1326972  [x]   [x]   [x]   [x]   Chi bi: Jue zhan tian xia (2009)                                                                     \n",
      "  212   tt1085779  [x]   [x]   [x]   [x]   The Hole (2009)                                                                                      \n",
      "  213   tt1194263  [x]   [x]   [x]   [x]   Get Low (2009)                                                                                       \n",
      "  214   tt0892767  [x]   [x]   [x]   [x]   Horsemen (2009)                                                                                      \n",
      "  215   tt1095174  [x]   [x]   [x]   [x]   New in Town (2009)                                                                                   \n",
      "  216   tt1014762  [x]   [x]   [x]   [x]   Home (2009)                                                                                          \n",
      "  217   tt1071804  [x]   [x]   [x]   [x]   Ink (2009)                                                                                           \n",
      "  218   tt1023500  [x]   [x]   [x]   [x]   Doghouse (2009)                                                                                      \n",
      "  219   tt0785006  [x]   [x]   [x]   [x]   Hotel for Dogs (2009)                                                                                \n",
      "  220   tt1151922  [x]   [x]   [x]   [x]   Miss March (2009)                                                                                    \n",
      "  221   tt1092633  [x]   [x]   [x]   [x]   The Goods: Live Hard, Sell Hard (2009)                                                               \n",
      "  222   tt0775552  [x]   [x]   [x]   [x]   Aliens in the Attic (2009)                                                                           \n",
      "  223   tt1134854  [x]   [x]   [x]   [x]   Survival of the Dead (2009)                                                                          \n",
      "  224   tt1235796  [x]   [x]   [x]   [x]   Ondine (2009)                                                                                        \n",
      "  225   tt1020885  [x]   [x]   [x]   [x]   Lesbian Vampire Killers (2009)                                                                       \n",
      "  226   tt1226236  [x]   [x]   [x]   [x]   Io sono l'amore (2009)                                                                               \n",
      "  227   tt1135092  [x]   [x]   [x]   [x]   The Limits of Control (2009)                                                                         \n",
      "  228   tt1183665  [x]   [x]   [x]   [x]   Cracks (2009)                                                                                        \n",
      "  229   tt1124039  [x]   [x]   [x]   [x]   Echelon Conspiracy (2009)                                                                            \n",
      "  230   tt1032825  [x]   [x]   [x]   [x]   Love and Other Impossible Pursuits (2009)                                                            \n",
      "  231   tt0381940  [x]   [x]   [x]   [x]   Cargo (2009)                                                                                         \n",
      "  232   tt1234541  [x]   [x]   [x]   [x]   The Butterfly Effect 3: Revelations (2009)                                                           \n",
      "  233   tt1247692  [x]   [x]   [x]   [x]   Shrink (2009)                                                                                        \n",
      "  234   tt0865559  [x]   [x]   [x]   [x]   My Life in Ruins (2009)                                                                              \n",
      "  235   tt0437405  [x]   [x]   [x]   [x]   Paper Man (2009)                                                                                     \n",
      "  236   tt1337057  [x]   [x]   [x]   [x]   Rampage (2009)                                                                                       \n",
      "  237   tt1373215  [x]   [x]   [x]   [x]   Recep Ivedik 2 (2009)                                                                                \n",
      "  238   tt1084972  [x]   [x]   [x]   [x]   Wanted (2009)                                                                                        \n",
      "  239   tt0824758  [x]   [x]   [x]   [x]   The Last Station (2009)                                                                              \n",
      "  240   tt1434447  [x]   [x]   [x]   [x]   Rocket Singh: Salesman of the Year (2009)                                                            \n",
      "  241   tt1229827  [x]   [x]   [x]   [x]   Jonas Brothers: The 3D Concert Experience (2009)                                                     \n",
      "  242   tt1447500  [x]   [x]   [x]   [x]   Magadheera (2009)                                                                                    \n",
      "  243   tt1320082  [x]   [x]   [x]   [x]   Le concert (2009)                                                                                    \n",
      "  244   tt1053859  [x]   [x]   [x]   [x]   The Grudge 3 (2009)                                                                                  \n",
      "  245   tt1274295  [x]   [x]   [x]   [x]   Kaminey (2009)                                                                                       \n",
      "  246   tt0910905  [x]   [x]   [x]   [x]   In the Electric Mist (2009)                                                                          \n",
      "  247   tt1016075  [x]   [x]   [x]   [x]   Fame (2009)                                                                                          \n",
      "  248   tt1103982  [x]   [x]   [x]   [x]   The Girlfriend Experience (2009)                                                                     \n",
      "  249   tt1242545  [x]   [x]   [x]   [x]   Looking for Eric (2009)                                                                              \n",
      "  250   tt1294213  [x]   [x]   [x]   [x]   Solitary Man (2009)                                                                                  \n",
      "  251   tt1499666  [x]   [x]   [x]   [x]   Kimssi pyoryugi (2009)                                                                               \n",
      "  252   tt1107860  [x]   [x]   [x]   [x]   The Maiden Heist (2009)                                                                              \n",
      "  253   tt1183276  [x]   [x]   [x]   [x]   La horde (2009)                                                                                      \n",
      "  254   tt0860906  [x]   [x]   [x]   [x]   Evangerion shin gekijôban: Ha (2009)                                                                 \n",
      "  255   tt0806027  [x]   [x]   [x]   [x]   Blood: The Last Vampire (2009)                                                                       \n",
      "  256   tt1275863  [x]   [x]   [x]   [x]   Love Aaj Kal (2009)                                                                                  \n",
      "  257   tt1032819  [x]   [x]   [x]   [x]   Powder Blue (2009)                                                                                   \n",
      "  258   tt0951335  [x]   [x]   [x]   [x]   The New Daughter (2009)                                                                              \n",
      "  259   tt1142433  [x]   [x]   [x]   [x]   Post Grad (2009)                                                                                     \n",
      "  260   tt0974014  [x]   [x]   [x]   [x]   Creation (2009)                                                                                      \n",
      "  261   tt0976222  [x]   [x]   [x]   [x]   Bandslam (2009)                                                                                      \n",
      "  262   tt1119191  [x]   [x]   [x]   [x]   The Killing Room (2009)                                                                              \n",
      "  263   tt1212974  [x]   [x]   [x]   [x]   Bitch Slap (2009)                                                                                    \n",
      "  264   tt0780567  [x]   [x]   [x]   [x]   Imagine That (2009)                                                                                  \n",
      "  265   tt1261047  [x]   [x]   [x]   [x]   Gulaal (2009)                                                                                        \n",
      "  266   tt1231277  [x]   [x]   [x]   [x]   S. Darko (2009)                                                                                      \n",
      "  267   tt1135525  [x]   [x]   [x]   [x]   The Slammin' Salmon (2009)                                                                           \n",
      "  268   tt1134629  [x]   [x]   [x]   [x]   The Private Lives of Pippa Lee (2009)                                                                \n",
      "  269   tt0961722  [x]   [x]   [x]   [x]   Cabin Fever 2: Spring Fever (2009)                                                                   \n",
      "  270   tt1167660  [x]   [x]   [x]   [x]   OSS 117: Rio ne répond plus (2009)                                                                   \n",
      "  271   tt0964185  [x]   [x]   [x]   [x]   Tetro (2009)                                                                                         \n",
      "  272   tt1179794  [x]   [x]   [x]   [x]   TiMER (2009)                                                                                         \n",
      "  273   tt1185266  [x]   [x]   [x]   [x]   Stan Helsing (2009)                                                                                  \n",
      "  274   tt1183251  [x]   [x]   [x]   [x]   Beyond a Reasonable Doubt (2009)                                                                     \n",
      "  275   tt1238291  [x]   [x]   [x]   [x]   Five Minutes of Heaven (2009)                                                                        \n",
      "  276   tt1182921  [x]   [x]   [x]   [x]   Ninja (2009)                                                                                         \n",
      "  277   tt1068678  [x]   [x]   [x]   [x]   Veronika Decides to Die (2009)                                                                       \n",
      "  278   tt1054580  [x]   [x]   [x]   [x]   Desert Flower (2009)                                                                                 \n",
      "  279   tt1264904  [x]   [x]   [x]   [x]   Le petit Nicolas (2009)                                                                              \n",
      "  280   tt1129445  [x]   [x]   [x]   [x]   Amelia (2009)                                                                                        \n",
      "  281   tt1194238  [x]   [x]   [x]   [x]   Polytechnique (2009)                                                                                 \n",
      "  282   tt1252596  [x]   [x]   [x]   [x]   Ajab Prem Ki Ghazab Kahani (2009)                                                                    \n",
      "  283   tt1331307  [x]   [x]   [x]   [x]   Dread (2008)                                                                                         \n",
      "  284   tt1153706  [x]   [x]   [x]   [x]   Dance Flick (2009)                                                                                   \n",
      "  285   tt1121977  [x]   [x]   [x]   [x]   Mother and Child (2009)                                                                              \n",
      "  286   tt0450336  [x]   [x]   [x]   [x]   Town Creek (2009)                                                                                    \n",
      "  287   tt1142800  [x]   [x]   [x]   [x]   Madea Goes to Jail (2009)                                                                            \n",
      "  288   tt1075419  [x]   [x]   [x]   [x]   Xin Su shi jian (2009)                                                                               \n",
      "  289   tt1235448  [x]   [x]   [x]   [x]   The Thaw (2009)                                                                                      \n",
      "  290   tt1532957  [x]   [x]   [x]   [x]   Paa (2009)                                                                                           \n",
      "  291   tt1483831  [x]   [x]   [x]   [x]   Lebanon (2009)                                                                                       \n",
      "  292   tt1161418  [x]   [x]   [x]   [x]   Gentlemen Broncos (2009)                                                                             \n",
      "  293   tt1231287  [x]   [x]   [x]   [x]   Labor Pains (2009)                                                                                   \n",
      "  294   tt1336006  [x]   [x]   [x]   [x]   The Revenant (2009)                                                                                  \n",
      "  295   tt1558877  [x]   [x]   [x]   [x]   Vavien (2009)                                                                                        \n",
      "  296   tt1179258  [x]   [x]   [x]   [x]   Chéri (2009)                                                                                         \n",
      "  297   tt1483797  [x]   [x]   [x]   [x]   Redline (2009)                                                                                       \n",
      "  298   tt1097013  [x]   [x]   [x]   [x]   Next Day Air (2009)                                                                                  \n",
      "  299   tt1124052  [x]   [x]   [x]   [x]   Nanjing! Nanjing! (2009)                                                                             \n",
      "  300   tt1328634  [x]   [x]   [x]   [x]   New York (2009)                                                                                      \n",
      "  301   tt1217070  [x]   [x]   [x]   [x]   Triage (2009)                                                                                        \n",
      "  302   tt0926380  [x]   [x]   [x]   [x]   The Boys Are Back (2009)                                                                             \n",
      "  303   tt1220214  [x]   [x]   [x]   [x]   Heartless (2009)                                                                                     \n",
      "  304   tt1368116  [x]   [x]   [x]   [x]   Merantau (2009)                                                                                      \n",
      "  305   tt1230448  [x]   [x]   [x]   [x]   Billu (2009)                                                                                         \n",
      "  306   tt1038043  [x]   [x]   [x]   [x]   Mammoth (2009)                                                                                       \n",
      "  307   tt1059925  [x]   [x]   [x]   [x]   Greta (2009)                                                                                         \n",
      "  308   tt1127877  [x]   [x]   [x]   [x]   Cold Souls (2009)                                                                                    \n",
      "  309   tt0787470  [x]   [x]   [x]   [x]   Balls Out: Gary the Tennis Coach (2009)                                                              \n",
      "  310   tt1385912  [x]   [x]   [x]   [x]   I Can Do Bad All by Myself (2009)                                                                    \n",
      "  311   tt1233219  [x]   [x]   [x]   [x]   My Son, My Son, What Have Ye Done (2009)                                                             \n",
      "  312   tt1309000  [x]   [x]   [x]   [x]   Álom.net (2009)                                                                                      \n",
      "  313   tt0886539  [x]   [x]   [x]   [x]   Luck by Chance (2009)                                                                                \n",
      "  314   tt1075110  [x]   [x]   [x]   [x]   De helaasheid der dingen (2009)                                                                      \n",
      "  315   tt1347521  [x]   [x]   [x]   [x]   Günesi Gördüm (2009)                                                                                 \n",
      "  316   tt1247662  [x]   [x]   [x]   [x]   The Good Guy (2009)                                                                                  \n",
      "  317   tt1333667  [x]   [x]   [x]   [x]   When You're Strange (2009)                                                                           \n",
      "  318   tt0765128  [x]   [x]   [x]   [x]   Océans (2009)                                                                                        \n",
      "  319   tt1020055  [x]   [x]   [x]   [x]   Night Train (2009)                                                                                   \n",
      "  320   tt1228953  [x]   [x]   [x]   [x]   Big Fan (2009)                                                                                       \n",
      "  321   tt1020543  [x]   [x]   [x]   [x]   Infestation (2009)                                                                                   \n",
      "  322   tt1237838  [x]   [x]   [x]   [x]   Mystery Team (2009)                                                                                  \n",
      "  323   tt1226232  [x]   [x]   [x]   [x]   The Greatest (2009)                                                                                  \n",
      "  324   tt1185431  [x]   [x]   [x]   [x]   My One and Only (2009)                                                                               \n",
      "  325   tt1442519  [x]   [x]   [x]   [x]   Le hérisson (2009)                                                                                   \n",
      "  326   tt1220628  [x]   [x]   [x]   [x]   I Hope They Serve Beer in Hell (2009)                                                                \n",
      "  327   tt1523486  [x]   [x]   [x]   [x]   Kolpaçino (2009)                                                                                     \n",
      "  328   tt0458455  [x]   [x]   [x]   [x]   Die Päpstin (2009)                                                                                   \n",
      "  329   tt1138489  [x]   [x]   [x]   [x]   Personal Effects (2009)                                                                              \n",
      "  330   tt1331064  [x]   [x]   [x]   [x]   Paper Heart (2009)                                                                                   \n",
      "  331   tt0762105  [x]   [x]   [x]   [x]   I Hate Valentine's Day (2009)                                                                        \n",
      "  332   tt1196334  [x]   [x]   [x]   [x]   After Last Season (2009)                                                                             \n",
      "  333   tt0940657  [x]   [x]   [x]   [x]   Arthur et la vengeance de Maltazard (2009)                                                           \n",
      "  334   tt1296899  [x]   [x]   [x]   [x]   Wake Wood (2009)                                                                                     \n",
      "  335   tt1133993  [x]   [x]   [x]   [x]   Serious Moonlight (2009)                                                                             \n",
      "  336   tt1355546  [x]   [x]   [x]   [x]   Ayan (2009)                                                                                          \n",
      "  337   tt1210106  [x]   [x]   [x]   [x]   St Trinian's 2: The Legend of Fritton's Gold (2009)                                                  \n",
      "  338   tt1220213  [x]   [x]   [x]   [x]   Grace (2009)                                                                                         \n",
      "  339   tt1343755  [x]   [x]   [x]   [x]   Zweiohrküken (2009)                                                                                  \n",
      "  340   tt0496634  [x]   [x]   [x]   [x]   The Countess (2009)                                                                                  \n",
      "  341   tt1228933  [x]   [x]   [x]   [x]   Laid to Rest (2009)                                                                                  \n",
      "  342   tt1318044  [x]   [x]   [x]   [x]   American Virgin (2009)                                                                               \n",
      "  343   tt1144539  [x]   [x]   [x]   [x]   Best Worst Movie (2009)                                                                              \n",
      "  344   tt0494864  [x]   [x]   [x]   [x]   Tenderness (2009)                                                                                    \n",
      "  345   tt1091229  [x]   [x]   [x]   [x]   Chandni Chowk to China (2009)                                                                        \n",
      "  346   tt1277936  [x]   [x]   [x]   [x]   Cropsey (2009)                                                                                       \n",
      "  347   tt1183921  [x]   [x]   [x]   [x]   The Vicious Kind (2009)                                                                              \n",
      "  348   tt1242447  [x]   [x]   [x]   [x]   Nativity! (2009)                                                                                     \n",
      "  349   tt1403130  [x]   [x]   [x]   [x]   Shi yue wei cheng (2009)                                                                             \n",
      "  350   tt1433540  [x]   [x]   [x]   [x]   Panique au village (2009)                                                                            \n",
      "  351   tt0985058  [x]   [x]   [x]   [x]   Metropia (2009)                                                                                      \n",
      "  352   tt1331025  [x]   [x]   [x]   [x]   The September Issue (2009)                                                                           \n",
      "  353   tt1071812  [x]   [x]   [x]   [x]   Mao's Last Dancer (2009)                                                                             \n",
      "  354   tt1440741  [x]   [x]   [x]   [x]   Do Começo ao Fim (2009)                                                                              \n",
      "  355   tt1433562  [x]   [x]   [x]   [x]   Vertige (2009)                                                                                       \n",
      "  356   tt0368563  [x]   [x]   [x]   [x]   Possession (2009)                                                                                    \n",
      "  357   tt1314280  [x]   [x]   [x]   [x]   Welcome (2009)                                                                                       \n",
      "  358   tt1169809  [x]   [x]   [x]   [x]   Book of Blood (2009)                                                                                 \n",
      "  359   tt1248971  [x]   [x]   [x]   [x]   Cherrybomb (2009)                                                                                    \n",
      "  360   tt1268809  [x]   [x]   [x]   [x]   Night of the Demons (2009)                                                                           \n",
      "  361   tt1503769  [x]   [x]   [x]   [x]   Collapse (2009)                                                                                      \n",
      "  362   tt0893532  [x]   [x]   [x]   [x]   Kill Theory (2009)                                                                                   \n",
      "  363   tt1337032  [x]   [x]   [x]   [x]   Trailer Park Boys: Countdown to Liquor Day (2009)                                                    \n",
      "  364   tt0963965  [x]   [x]   [x]   [x]   Dolan's Cadillac (2009)                                                                              \n",
      "  365   tt1314177  [x]   [x]   [x]   [x]   Damage (2009)                                                                                        \n",
      "  366   tt0808526  [x]   [x]   [x]   [x]   Life During Wartime (2009)                                                                           \n",
      "  367   tt1426378  [x]   [x]   [x]   [x]   Kasi az gorbehaye irani khabar nadareh (2009)                                                        \n",
      "  368   tt1081935  [x]   [x]   [x]   [x]   Baarìa (2009)                                                                                        \n",
      "  369   tt1513713  [x]   [x]   [x]   [x]   Baska Dilde Ask (2009)                                                                               \n",
      "  370   tt1100119  [x]   [x]   [x]   [x]   Shorts (2009)                                                                                        \n",
      "  371   tt1043451  [x]   [x]   [x]   [x]   Delhi-6 (2009)                                                                                       \n",
      "  372   tt1255951  [x]   [x]   [x]   [x]   De Dana Dan (2009)                                                                                   \n",
      "  373   tt1206488  [x]   [x]   [x]   [x]   La teta asustada (2009)                                                                              \n",
      "  374   tt0914837  [x]   [x]   [x]   [x]   44 Inch Chest (2009)                                                                                 \n",
      "  375   tt1135952  [x]   [x]   [x]   [x]   White Material (2009)                                                                                \n",
      "  376   tt1144804  [x]   [x]   [x]   [x]   Kambakkht Ishq (2009)                                                                                \n",
      "  377   tt1523515  [x]   [x]   [x]   [x]   Neseli Hayat (2009)                                                                                  \n",
      "  378   tt1147687  [x]   [x]   [x]   [x]   The Devil's Tomb (2009)                                                                              \n",
      "  379   tt1075113  [x]   [x]   [x]   [x]   Ne te retourne pas (2009)                                                                            \n",
      "  380   tt1153053  [x]   [x]   [x]   [x]   Today's Special (2009)                                                                               \n",
      "  381   tt1187041  [x]   [x]   [x]   [x]   Arlen Faber (2009)                                                                                   \n",
      "  382   tt0806029  [x]   [x]   [x]   [x]   L'affaire Farewell (2009)                                                                            \n",
      "  383   tt1003034  [x]   [x]   [x]   [x]   Perrier's Bounty (2009)                                                                              \n",
      "  384   tt1368491  [x]   [x]   [x]   [x]   Contracorriente (2009)                                                                               \n",
      "  385   tt0896529  [x]   [x]   [x]   [x]   Cairo Time (2009)                                                                                    \n",
      "  386   tt1023441  [x]   [x]   [x]   [x]   Coco Chanel & Igor Stravinsky (2009)                                                                 \n",
      "  387   tt1329454  [x]   [x]   [x]   [x]   Fuk sau (2009)                                                                                       \n",
      "  388   tt1258137  [x]   [x]   [x]   [x]   Give 'em Hell Malone (2009)                                                                          \n",
      "  389   tt1100053  [x]   [x]   [x]   [x]   Tormented (2009)                                                                                     \n",
      "  390   tt1124377  [x]   [x]   [x]   [x]   John Rabe (2009)                                                                                     \n",
      "  391   tt1424327  [x]   [x]   [x]   [x]   Einayim Petukhoth (2009)                                                                             \n",
      "  392   tt1077262  [x]   [x]   [x]   [x]   Ajami (2009)                                                                                         \n",
      "  393   tt1293842  [x]   [x]   [x]   [x]   The Winning Season (2009)                                                                            \n",
      "  394   tt1247704  [x]   [x]   [x]   [x]   Women in Trouble (2009)                                                                              \n",
      "  395   tt1371630  [x]   [x]   [x]   [x]   Kûki ningyô (2009)                                                                                   \n",
      "  396   tt1295072  [x]   [x]   [x]   [x]   The Trotsky (2009)                                                                                   \n",
      "  397   tt1147684  [x]   [x]   [x]   [x]   Forget Me Not (2009)                                                                                 \n",
      "  398   tt1352369  [x]   [x]   [x]   [x]   Gurotesuku (2009)                                                                                    \n",
      "  399   tt1104006  [x]   [x]   [x]   [x]   Walled In (2009)                                                                                     \n",
      "  400   tt1187044  [x]   [x]   [x]   [x]   La Nana (2009)                                                                                       \n",
      "  401   tt1313113  [x]   [x]   [x]   [x]   The Firm (2009)                                                                                      \n",
      "  402   tt1426352  [x]   [x]   [x]   [x]   Amer (2009)                                                                                          \n",
      "  403   tt1213585  [x]   [x]   [x]   [x]   Good Hair (2009)                                                                                     \n",
      "  404   tt1270286  [x]   [x]   [x]   [x]   To Save a Life (2009)                                                                                \n",
      "  405   tt1334537  [x]   [x]   [x]   [x]   Humpday (2009)                                                                                       \n",
      "  406   tt1139282  [x]   [x]   [x]   [x]   Stolen Lives (2009)                                                                                  \n",
      "  407   tt1433905  [x]   [x]   [x]   [x]   All the Best: Fun Begins (2009)                                                                      \n",
      "  408   tt1352852  [x]   [x]   [x]   [x]   The Yes Men Fix the World (2009)                                                                     \n",
      "  409   tt1308138  [x]   [x]   [x]   [x]   Hua Mulan (2009)                                                                                     \n",
      "  410   tt0972558  [x]   [x]   [x]   [x]   Obitaemyy ostrov (2009)                                                                              \n",
      "  411   tt1105709  [x]   [x]   [x]   [x]   8 x 10 Tasveer (2009)                                                                                \n",
      "  412   tt1365474  [x]   [x]   [x]   [x]   Komt een vrouw bij de dokter (2009)                                                                  \n",
      "  413   tt1156173  [x]   [x]   [x]   [x]   Vincere (2009)                                                                                       \n",
      "  414   tt1361558  [x]   [x]   [x]   [x]   Iron Maiden: Flight 666 (2009)                                                                       \n",
      "  415   tt1054122  [x]   [x]   [x]   [x]   Goemon (2009)                                                                                        \n",
      "  416   tt1385824  [x]   [x]   [x]   [x]   13B: Fear Has a New Address (2009)                                                                   \n",
      "  417   tt1319694  [x]   [x]   [x]   [x]   Glorious 39 (2009)                                                                                   \n",
      "  418   tt1107816  [x]   [x]   [x]   [x]   Giallo (2009)                                                                                        \n",
      "  419   tt1621830  [x]   [x]   [x]   [x]   Monpura (2009)                                                                                       \n",
      "  420   tt1242618  [x]   [x]   [x]   [x]   Deadline (2009)                                                                                      \n",
      "  421   tt0976246  [x]   [x]   [x]   [x]   Staten Island (2009)                                                                                 \n",
      "  422   tt1526323  [x]   [x]   [x]   [x]   Arya 2 (2009)                                                                                        \n",
      "  423   tt1148200  [x]   [x]   [x]   [x]   Chain Letter (2009)                                                                                  \n",
      "  424   tt1417299  [x]   [x]   [x]   [x]   Unnaipol Oruvan (2009)                                                                               \n",
      "  425   tt1223934  [x]   [x]   [x]   [x]   Die Tür (2009)                                                                                       \n",
      "  426   tt1422122  [x]   [x]   [x]   [x]   Amintiri din epoca de aur (2009)                                                                     \n",
      "  427   tt1255955  [x]   [x]   [x]   [x]   Männerherzen (2009)                                                                                  \n",
      "  428   tt1135095  [x]   [x]   [x]   [x]   Tell-Tale (2009)                                                                                     \n",
      "  429   tt1179947  [x]   [x]   [x]   [x]   American: The Bill Hicks Story (2009)                                                                \n",
      "  430   tt1337051  [x]   [x]   [x]   [x]   Politist, adjectiv (2009)                                                                            \n",
      "  431   tt0851530  [x]   [x]   [x]   [x]   The Lodger (2009)                                                                                    \n",
      "  432   tt1650844  [x]   [x]   [x]   [x]   Welad el-Amm (2009)                                                                                  \n",
      "  433   tt1176252  [x]   [x]   [x]   [x]   Hunger (2009)                                                                                        \n",
      "  434   tt1251725  [x]   [x]   [x]   [x]   Bunny and the Bull (2009)                                                                            \n",
      "  435   tt0995851  [x]   [x]   [x]   [x]   In Her Skin (2009)                                                                                   \n",
      "  436   tt1396557  [x]   [x]   [x]   [x]   Winnebago Man (2009)                                                                                 \n",
      "  437   tt1523583  [x]   [x]   [x]   [x]   7 Kocali Hürmüz (2009)                                                                               \n",
      "  438   tt1371574  [x]   [x]   [x]   [x]   Kosmos (2009)                                                                                        \n",
      "  439   tt1569364  [x]   [x]   [x]   [x]   Chernaya Molniya (2009)                                                                              \n",
      "  440   tt1320352  [x]   [x]   [x]   [x]   Nothing Personal (2009)                                                                              \n",
      "  441   tt1185442  [x]   [x]   [x]   [x]   Kurbaan (2009)                                                                                       \n",
      "  442   tt1181927  [x]   [x]   [x]   [x]   Der Knochenmann (2009)                                                                               \n",
      "  443   tt0469318  [x]   [x]   [x]   [x]   Dark Country (2009)                                                                                  \n",
      "  444   tt0814331  [x]   [x]   [x]   [x]   Spring Breakdown (2009)                                                                              \n",
      "  445   tt0432314  [x]   [x]   [x]   [x]   Leningrad (2009)                                                                                     \n",
      "  446   tt1344355  [x]   [x]   [x]   [x]   Vali (2009)                                                                                          \n",
      "  447   tt1034302  [x]   [x]   [x]   [x]   The Cry of the Owl (2009)                                                                            \n",
      "  448   tt1031241  [x]   [x]   [x]   [x]   From Time to Time (2009)                                                                             \n",
      "  449   tt1223922  [x]   [x]   [x]   [x]   Blue (2009)                                                                                          \n",
      "  450   tt1323605  [x]   [x]   [x]   [x]   Suck (2009)                                                                                          \n",
      "  451   tt1220220  [x]   [x]   [x]   [x]   Motherhood (2009)                                                                                    \n",
      "  452   tt1232831  [x]   [x]   [x]   [x]   Kurôzu zero II (2009)                                                                                \n",
      "  453   tt1296869  [x]   [x]   [x]   [x]   The Keeper (2009)                                                                                    \n",
      "  454   tt0808285  [x]   [x]   [x]   [x]   The Good Heart (2009)                                                                                \n",
      "  455   tt1485763  [x]   [x]   [x]   [x]   Wan pisu firumu: sutorongu warudo (2009)                                                             \n",
      "  456   tt1526741  [x]   [x]   [x]   [x]   Cado dalle nubi (2009)                                                                               \n",
      "  457   tt1300563  [x]   [x]   [x]   [x]   The Age of Stupid (2009)                                                                             \n",
      "  458   tt1488163  [x]   [x]   [x]   [x]   Trash Humpers (2009)                                                                                 \n",
      "  459   tt1523491  [x]   [x]   [x]   [x]   Kurtlar Vadisi: Gladio (2009)                                                                        \n",
      "  460   tt1135500  [x]   [x]   [x]   [x]   Homecoming (2009)                                                                                    \n",
      "  461   tt1405412  [x]   [x]   [x]   [x]   Hardwired (2009)                                                                                     \n",
      "  462   tt1176724  [x]   [x]   [x]   [x]   Across the Hall (2009)                                                                               \n",
      "  463   tt1241316  [x]   [x]   [x]   [x]   Dare (2009)                                                                                          \n",
      "  464   tt1134674  [x]   [x]   [x]   [x]   ZMD: Zombies of Mass Destruction (2009)                                                              \n",
      "  465   tt0486615  [x]   [x]   [x]   [x]   London Dreams (2009)                                                                                 \n",
      "  466   tt0960741  [x]   [x]   [x]   [x]   The Canyon (2009)                                                                                    \n",
      "  467   tt1311699  [x]   [x]   [x]   [x]   Dead Man Running (2009)                                                                              \n",
      "  468   tt1315962  [x]   [x]   [x]   [x]   Partir (2009)                                                                                        \n",
      "  469   tt0493451  [x]   [x]   [x]   [x]   The Skeptic (2009)                                                                                   \n",
      "  470   tt1485698  [x]   [x]   [x]   [x]   Dom zly (2009)                                                                                       \n",
      "  471   tt1146320  [x]   [x]   [x]   [x]   Mutants (2009)                                                                                       \n",
      "  472   tt1129441  [x]   [x]   [x]   [x]   ThanksKilling (2009)                                                                                 \n",
      "  473   tt1359421  [x]   [x]   [x]   [x]   Bröllopsfotografen (2009)                                                                            \n",
      "  474   tt1393000  [x]   [x]   [x]   [x]   Wrong Turn at Tahoe (2009)                                                                           \n",
      "  475   tt1408972  [x]   [x]   [x]   [x]   Plan B (2009)                                                                                        \n",
      "  476   tt1235536  [x]   [x]   [x]   [x]   Lucky Luke (2009)                                                                                    \n",
      "  477   tt1579592  [x]   [x]   [x]   [x]   Kick (2009)                                                                                          \n",
      "  478   tt1153040  [x]   [x]   [x]   [x]   Haeundae (2009)                                                                                      \n",
      "  479   tt1202540  [x]   [x]   [x]   [x]   Dil Bole Hadippa! (2009)                                                                             \n",
      "  480   tt1379222  [x]   [x]   [x]   [x]   La doppia ora (2009)                                                                                 \n",
      "  481   tt1433816  [x]   [x]   [x]   [x]   Metastaze (2009)                                                                                     \n",
      "  482   tt1145157  [x]   [x]   [x]   [x]   The Jerk Theory (2009)                                                                               \n",
      "  483   tt1122836  [x]   [x]   [x]   [x]   Alien Trespass (2009)                                                                                \n",
      "  484   tt1156143  [x]   [x]   [x]   [x]   Les herbes folles (2009)                                                                             \n",
      "  485   tt1227787  [x]   [x]   [x]   [x]   London River (2009)                                                                                  \n",
      "  486   tt1111918  [x]   [x]   [x]   [x]   La linea (2009)                                                                                      \n",
      "  487   tt1134664  [x]   [x]   [x]   [x]   Boogie Woogie (2009)                                                                                 \n",
      "  488   tt1514831  [x]   [x]   [x]   [x]   Kanal-i-zasyon (2009)                                                                                \n",
      "  489   tt1425928  [x]   [x]   [x]   [x]   Kyûketsu Shôjo tai Shôjo Furanken (2009)                                                             \n",
      "  490   tt1314237  [x]   [x]   [x]   [x]   Les beaux gosses (2009)                                                                              \n",
      "  491   tt1396227  [x]   [x]   [x]   [x]   The Wild and Wonderful Whites of West Virginia (2009)                                                \n",
      "  492   tt1190858  [x]   [x]   [x]   [x]   Amreeka (2009)                                                                                       \n",
      "  493   tt1512201  [x]   [x]   [x]   [x]   Gui tu lie che (2009)                                                                                \n",
      "  494   tt1489167  [x]   [x]   [x]   [x]   Down Terrace (2009)                                                                                  \n",
      "  495   tt1241325  [x]   [x]   [x]   [x]   Objectified (2009)                                                                                   \n",
      "  496   tt1007018  [x]   [x]   [x]   [x]   The Open Road (2009)                                                                                 \n",
      "  497   tt1204773  [x]   [x]   [x]   [x]   Alle Anderen (2009)                                                                                  \n",
      "  498   tt1332125  [x]   [x]   [x]   [x]   Strella (2009)                                                                                       \n",
      "  499   tt1295905  [x]   [x]   [x]   [x]   Johan Falk: GSI - Gruppen för särskilda insatser (2009)                                              \n",
      "  500   tt1243955  [x]   [x]   [x]   [x]   The Shortcut (2009)                                                                                  \n",
      "  501   tt0790627  [x]   [x]   [x]   [x]   Brief Interviews with Hideous Men (2009)                                                             \n",
      "  502   tt1209377  [x]   [x]   [x]   [x]   Beautiful Kate (2009)                                                                                \n",
      "  503   tt0812352  [x]   [x]   [x]   [x]   Nine Miles Down (2009)                                                                               \n",
      "  504   tt1103256  [x]   [x]   [x]   [x]   Red Sands (2009)                                                                                     \n",
      "  505   tt1419318  [x]   [x]   [x]   [x]   Facing Ali (2009)                                                                                    \n",
      "  506   tt1186788  [x]   [x]   [x]   [x]   Baby on Board (2009)                                                                                 \n",
      "  507   tt1570732  [x]   [x]   [x]   [x]   Vettaikaaran (2009)                                                                                  \n",
      "  508   tt1410261  [x]   [x]   [x]   [x]   Shinboru (2009)                                                                                      \n",
      "  509   tt1151410  [x]   [x]   [x]   [x]   Tanner Hall (2009)                                                                                   \n",
      "  510   tt1236397  [x]   [x]   [x]   [x]   A Mulher Invisível (2009)                                                                            \n",
      "  511   tt1078885  [x]   [x]   [x]   [x]   Deep in the Valley (2009)                                                                            \n",
      "  512   tt1235807  [x]   [x]   [x]   [x]   Stay Cool (2009)                                                                                     \n",
      "  513   tt1305714  [x]   [x]   [x]   [x]   Make the Yuletide Gay (2009)                                                                         \n",
      "  514   tt2210425  [x]   [x]   [x]   [x]   Alf Mabrouk (2009)                                                                                   \n",
      "  515   tt1130993  [x]   [x]   [x]   [x]   Le premier cercle (2009)                                                                             \n",
      "  516   tt1120945  [x]   [x]   [x]   [x]   Tony (2009)                                                                                          \n",
      "  517   tt1143110  [x]   [x]   [x]   [x]   High Life (2009)                                                                                     \n",
      "  518   tt1227536  [x]   [x]   [x]   [x]   Rööperi (2009)                                                                                       \n",
      "  519   tt1137436  [x]   [x]   [x]   [x]   Awaydays (2009)                                                                                      \n",
      "  520   tt1318025  [x]   [x]   [x]   [x]   Hierro (2009)                                                                                        \n",
      "  521   tt1263800  [x]   [x]   [x]   [x]   Hole in One (2009)                                                                                   \n",
      "  522   tt1340123  [x]   [x]   [x]   [x]   Samson and Delilah (2009)                                                                            \n",
      "  523   tt1529252  [x]   [x]   [x]   [x]   El hombre de al lado (2009)                                                                          \n",
      "  524   tt1331291  [x]   [x]   [x]   [x]   5150 rue des Ormes (2009)                                                                            \n",
      "  525   tt1210801  [x]   [x]   [x]   [x]   Command Performance (2009)                                                                           \n",
      "  526   tt1327820  [x]   [x]   [x]   [x]   Broderskab (2009)                                                                                    \n",
      "  527   tt1285010  [x]   [x]   [x]   [x]   Summer's Blood (2009)                                                                                \n",
      "  528   tt1340838  [x]   [x]   [x]   [x]   Raaz: The Mystery Continues (2009)                                                                   \n",
      "  529   tt1434423  [x]   [x]   [x]   [x]   Feng sheng (2009)                                                                                    \n",
      "  530   tt1191971  [x]   [x]   [x]   [x]   Zone of the Dead (2009)                                                                              \n",
      "  531   tt0874271  [x]   [x]   [x]   [x]   Elsewhere (2009)                                                                                     \n",
      "  532   tt1361843  [x]   [x]   [x]   [x]   Van Diemen's Land (2009)                                                                             \n",
      "  533   tt1405809  [x]   [x]   [x]   [x]   Lourdes (2009)                                                                                       \n",
      "  534   tt1085515  [x]   [x]   [x]   [x]   Weather Girl (2009)                                                                                  \n",
      "  535   tt1238304  [x]   [x]   [x]   [x]   Table for Three (2009)                                                                               \n",
      "  536   tt1258120  [x]   [x]   [x]   [x]   L'armée du crime (2009)                                                                              \n",
      "  537   tt1252610  [x]   [x]   [x]   [x]   Nord (2009)                                                                                          \n",
      "  538   tt1224373  [x]   [x]   [x]   [x]   Slovenka (2009)                                                                                      \n",
      "  539   tt1307065  [x]   [x]   [x]   [x]   Love at First Hiccup (2009)                                                                          \n",
      "  540   tt1372301  [x]   [x]   [x]   [x]   Technotise - Edit i ja (2009)                                                                        \n",
      "  541   tt0374853  [x]   [x]   [x]   [x]   Malice in Wonderland (2009)                                                                          \n",
      "  542   tt1566601  [x]   [x]   [x]   [x]   Nisos (2009)                                                                                         \n",
      "  543   tt1024744  [x]   [x]   [x]   [x]   I Come with the Rain (2009)                                                                          \n",
      "  544   tt1438461  [x]   [x]   [x]   [x]   Jian guo da ye (2009)                                                                                \n",
      "  545   tt1472059  [x]   [x]   [x]   [x]   Eating Out: All You Can Eat (2009)                                                                   \n",
      "  546   tt1451763  [x]   [x]   [x]   [x]   Villu (2009)                                                                                         \n",
      "  547   tt1428556  [x]   [x]   [x]   [x]   San qiang pai an jing qi (2009)                                                                      \n",
      "  548   tt1091207  [x]   [x]   [x]   [x]   Teenage Dirtbag (2009)                                                                               \n",
      "  549   tt1074214  [x]   [x]   [x]   [x]   The Six Wives of Henry Lefay (2009)                                                                  \n",
      "  550   tt0870937  [x]   [x]   [x]   [x]   Open Graves (2009)                                                                                   \n",
      "  551   tt1202222  [x]   [x]   [x]   [x]   Lies & Illusions (2009)                                                                              \n",
      "  552   tt1274293  [x]   [x]   [x]   [x]   Jeon Woochi (2009)                                                                                   \n",
      "  553   tt1202514  [x]   [x]   [x]   [x]   Yi ngoi (2009)                                                                                       \n",
      "  554   tt1363140  [x]   [x]   [x]   [x]   Sorte kugler (2009)                                                                                  \n",
      "  555   tt1438463  [x]   [x]   [x]   [x]   Kanikuly strogogo rezhima (2009)                                                                     \n",
      "  556   tt1337137  [x]   [x]   [x]   [x]   South of the Border (2009)                                                                           \n",
      "  557   tt1347007  [x]   [x]   [x]   [x]   Skjult (2009)                                                                                        \n",
      "  558   tt1167599  [x]   [x]   [x]   [x]   Wickie und die starken Männer (2009)                                                                 \n",
      "  559   tt1276105  [x]   [x]   [x]   [x]   Saint John of Las Vegas (2009)                                                                       \n",
      "  560   tt0808232  [x]   [x]   [x]   [x]   A Dog Year (2009)                                                                                    \n",
      "  561   tt1424431  [x]   [x]   [x]   [x]   Tsar (2009)                                                                                          \n",
      "  562   tt0896923  [x]   [x]   [x]   [x]   The City of Your Final Destination (2009)                                                            \n",
      "  563   tt1447791  [x]   [x]   [x]   [x]   Macabre (2009)                                                                                       \n",
      "  564   tt1349853  [x]   [x]   [x]   [x]   Sit ting fung wan (2009)                                                                             \n",
      "  565   tt1189076  [x]   [x]   [x]   [x]   Ricky (2009)                                                                                         \n",
      "  566   tt1370889  [x]   [x]   [x]   [x]   Talhotblond: (2009)                                                                                  \n",
      "  567   tt1431240  [x]   [x]   [x]   [x]   Ekhrajiha 2 (2009)                                                                                   \n",
      "  568   tt1305869  [x]   [x]   [x]   [x]   Sommaren med Göran (2009)                                                                            \n",
      "  569   tt1426361  [x]   [x]   [x]   [x]   Iztochni piesi (2009)                                                                                \n",
      "  570   tt1699195  [x]   [x]   [x]   [x]   Teer enta (2009)                                                                                     \n",
      "  571   tt1016321  [x]   [x]   [x]   [x]   À Deriva (2009)                                                                                      \n",
      "  572   tt1182609  [x]   [x]   [x]   [x]   Direct Contact (2009)                                                                                \n",
      "  573   tt0981042  [x]   [x]   [x]   [x]   Like Dandelion Dust (2009)                                                                           \n",
      "  574   tt1136684  [x]   [x]   [x]   [x]   Run! Bitch Run! (2009)                                                                               \n",
      "  575   tt1477014  [x]   [x]   [x]   [x]   LOpuKHI (2009)                                                                                       \n",
      "  576   tt1230194  [x]   [x]   [x]   [x]   De storm (2009)                                                                                      \n",
      "  577   tt1346961  [x]   [x]   [x]   [x]   The Eclipse (2009)                                                                                   \n",
      "  578   tt1242457  [x]   [x]   [x]   [x]   Taras Bulba (2009)                                                                                   \n",
      "  579   tt0795438  [x]   [x]   [x]   [x]   Not Easily Broken (2009)                                                                             \n",
      "  580   tt1099227  [x]   [x]   [x]   [x]   Se Eu Fosse Você 2 (2009)                                                                            \n",
      "  581   tt1172060  [x]   [x]   [x]   [x]   It's Alive (2009)                                                                                    \n",
      "  582   tt1289449  [x]   [x]   [x]   [x]   Yo, también (2009)                                                                                   \n",
      "  583   tt1355640  [x]   [x]   [x]   [x]   The Shock Doctrine (2009)                                                                            \n",
      "  584   tt1481363  [x]   [x]   [x]   [x]   Gekijô-ban Naruto Shippûden: Hi no ishi wo tsugu mono (2009)                                         \n",
      "  585   tt1227762  [x]   [x]   [x]   [x]   Aladin (2009)                                                                                        \n",
      "  586   tt1166810  [x]   [x]   [x]   [x]   Gordos (2009)                                                                                        \n",
      "  587   tt1172998  [x]   [x]   [x]   [x]   Hurricane Season (2009)                                                                              \n",
      "  588   tt1217616  [x]   [x]   [x]   [x]   Endgame (2009)                                                                                       \n",
      "  589   tt1289437  [x]   [x]   [x]   [x]   The Steam Experiment (2009)                                                                          \n",
      "  590   tt1562328  [x]   [x]   [x]   [x]   Ting shuo (2009)                                                                                     \n",
      "  591   tt1244666  [x]   [x]   [x]   [x]   Fisshu sutôrî (2009)                                                                                 \n",
      "  592   tt1124388  [x]   [x]   [x]   [x]   Play the Game (2009)                                                                                 \n",
      "  593   tt1370429  [x]   [x]   [x]   [x]   99 (2009)                                                                                            \n",
      "  594   tt1431326  [x]   [x]   [x]   [x]   Superstar (2009)                                                                                     \n",
      "  595   tt1119123  [x]   [x]   [x]   [x]   Accidents Happen (2009)                                                                              \n",
      "  596   tt1114680  [x]   [x]   [x]   [x]   That Evening Sun (2009)                                                                              \n",
      "  597   tt1082009  [x]   [x]   [x]   [x]   Joueuse (2009)                                                                                       \n",
      "  598   tt1174041  [x]   [x]   [x]   [x]   Main Aurr Mrs Khanna (2009)                                                                          \n",
      "  599   tt1512894  [x]   [x]   [x]   [x]   Kiskanmak (2009)                                                                                     \n",
      "  600   tt1285246  [x]   [x]   [x]   [x]   Mademoiselle Chambon (2009)                                                                          \n",
      "  601   tt1467391  [x]   [x]   [x]   [x]   Spanish Movie (2009)                                                                                 \n",
      "  602   tt0936471  [x]   [x]   [x]   [x]   Transylmania (2009)                                                                                  \n",
      "  603   tt1504429  [x]   [x]   [x]   [x]   Le refuge (2009)                                                                                     \n",
      "  604   tt1483820  [x]   [x]   [x]   [x]   Aadhavan (2009)                                                                                      \n",
      "  605   tt1361809  [x]   [x]   [x]   [x]   Arundhati (2009)                                                                                     \n",
      "  606   tt1286784  [x]   [x]   [x]   [x]   Dossier K. (2009)                                                                                    \n",
      "  607   tt1133995  [x]   [x]   [x]   [x]   The Way of War (2009)                                                                                \n",
      "  608   tt1337117  [x]   [x]   [x]   [x]   Nightmares in Red, White and Blue: The Evolution of the American Horror Film (2009)                  \n",
      "  609   tt1425253  [x]   [x]   [x]   [x]   Shadow (2009)                                                                                        \n",
      "  610   tt1127221  [x]   [x]   [x]   [x]   Not Forgotten (2009)                                                                                 \n",
      "  611   tt1236484  [x]   [x]   [x]   [x]   Stoic (2009)                                                                                         \n",
      "  612   tt1242530  [x]   [x]   [x]   [x]   What's Your Raashee? (2009)                                                                          \n",
      "  613   tt1399952  [x]   [x]   [x]   [x]   Obitaemyy ostrov. Skhvatka (2009)                                                                    \n",
      "  614   tt1047490  [x]   [x]   [x]   [x]   Lo (2009)                                                                                            \n",
      "  615   tt1111876  [x]   [x]   [x]   [x]   Balibo (2009)                                                                                        \n",
      "  616   tt1290400  [x]   [x]   [x]   [x]   Double Identity (2009)                                                                               \n",
      "  617   tt1459040  [x]   [x]   [x]   [x]   Ibrahim Labyad (2009)                                                                                \n",
      "  618   tt1236471  [x]   [x]   [x]   [x]   Darfur (2009)                                                                                        \n",
      "  619   tt1288571  [x]   [x]   [x]   [x]   Shank (2009)                                                                                         \n",
      "  620   tt1360875  [x]   [x]   [x]   [x]   Katalin Varga (2009)                                                                                 \n",
      "  621   tt0807028  [x]   [x]   [x]   [x]   The Pool Boys (2009)                                                                                 \n",
      "  622   tt1084955  [x]   [x]   [x]   [x]   Falling Up (2009)                                                                                    \n",
      "  623   tt0997263  [x]   [x]   [x]   [x]   Unmade Beds (2009)                                                                                   \n",
      "  624   tt0887769  [x]   [x]   [x]   [x]   Kerala Varma Pazhassi Raja (2009)                                                                    \n",
      "  625   tt1690483  [x]   [x]   [x]   [x]   Ibara no O (2009)                                                                                    \n",
      "  626   tt1205071  [x]   [x]   [x]   [x]   Paintball (2009)                                                                                     \n",
      "  627   tt1198153  [x]   [x]   [x]   [x]   Kirot (2009)                                                                                         \n",
      "  628   tt1158936  [x]   [x]   [x]   [x]   Eden à l'Ouest (2009)                                                                                \n",
      "  629   tt1381512  [x]   [x]   [x]   [x]   Robo-geisha (2009)                                                                                   \n",
      "  630   tt1502396  [x]   [x]   [x]   [x]   Alamar (2009)                                                                                        \n",
      "  631   tt1487275  [x]   [x]   [x]   [x]   The White Stripes Under Great White Northern Lights (2009)                                           \n",
      "  632   tt1185242  [x]   [x]   [x]   [x]   Finding Bliss (2009)                                                                                 \n",
      "  633   tt0857275  [x]   [x]   [x]   [x]   Wonderful World (2009)                                                                               \n",
      "  634   tt1356928  [x]   [x]   [x]   [x]   Le père de mes enfants (2009)                                                                        \n",
      "  635   tt1498887  [x]   [x]   [x]   [x]   Zanan-e bedun-e mardan (2009)                                                                        \n",
      "  636   tt1183946  [x]   [x]   [x]   [x]   The Stoneman Murders (2009)                                                                          \n",
      "  637   tt1159961  [x]   [x]   [x]   [x]   Waking Sleeping Beauty (2009)                                                                        \n",
      "  638   tt1514446  [x]   [x]   [x]   [x]   Third Person Singular Number (2009)                                                                  \n",
      "  639   tt1262413  [x]   [x]   [x]   [x]   Offspring (2009)                                                                                     \n",
      "  640   tt1242782  [x]   [x]   [x]   [x]   Luck (2009)                                                                                          \n",
      "  641   tt1281374  [x]   [x]   [x]   [x]   Don McKay (2009)                                                                                     \n",
      "  642   tt1319726  [x]   [x]   [x]   [x]   The Most Dangerous Man in America: Daniel Ellsberg and the Pentagon Papers (2009)                    \n",
      "  643   tt1316078  [x]   [x]   [x]   [x]   The Sky Has Fallen (2009)                                                                            \n",
      "  644   tt0993841  [x]   [x]   [x]   [x]   Dead Air (2009)                                                                                      \n",
      "  645   tt1326733  [x]   [x]   [x]   [x]   The Art of the Steal (2009)                                                                          \n",
      "  646   tt1454545  [x]   [x]   [x]   [x]   Seulpeumboda deo seulpeun iyagi (2009)                                                               \n",
      "  647   tt0822833  [x]   [x]   [x]   [x]   Mentiras y gordas (2009)                                                                             \n",
      "  648   tt0425080  [x]   [x]   [x]   [x]   Güz Sancisi (2009)                                                                                   \n",
      "  649   tt1340108  [x]   [x]   [x]   [x]   Killer Bean Forever (2009)                                                                           \n",
      "  650   tt1235142  [x]   [x]   [x]   [x]   Last Ride (2009)                                                                                     \n",
      "  651   tt1198385  [x]   [x]   [x]   [x]   À l'origine (2009)                                                                                   \n",
      "  652   tt1560950  [x]   [x]   [x]   [x]   D@bbe 2 (2009)                                                                                       \n",
      "  653   tt1521846  [x]   [x]   [x]   [x]   Ha phraeng (2009)                                                                                    \n",
      "  654   tt1273204  [x]   [x]   [x]   [x]   Il compleanno (2009)                                                                                 \n",
      "  655   tt1043844  [x]   [x]   [x]   [x]   Eyeborgs (2009)                                                                                      \n",
      "  656   tt1161404  [x]   [x]   [x]   [x]   Blood Night: The Legend of Mary Hatchet (2009)                                                       \n",
      "  657   tt1442576  [x]   [x]   [x]   [x]   Lula, o Filho do Brasil (2009)                                                                       \n",
      "  658   tt1037163  [x]   [x]   [x]   [x]   The Time That Remains (2009)                                                                         \n",
      "  659   tt1260567  [x]   [x]   [x]   [x]   Dark House (2009)                                                                                    \n",
      "  660   tt1230211  [x]   [x]   [x]   [x]   Perkins' 14 (2009)                                                                                   \n",
      "  661   tt1432078  [x]   [x]   [x]   [x]   Chilgeup gongmuwon (2009)                                                                            \n",
      "  662   tt1364487  [x]   [x]   [x]   [x]   Postia pappi Jaakobille (2009)                                                                       \n",
      "  663   tt1185376  [x]   [x]   [x]   [x]   Map of the Sounds of Tokyo (2009)                                                                    \n",
      "  664   tt1014774  [x]   [x]   [x]   [x]   A Shine of Rainbows (2009)                                                                           \n",
      "  665   tt1269734  [x]   [x]   [x]   [x]   Angel of Death (2009)                                                                                \n",
      "  666   tt1230206  [x]   [x]   [x]   [x]   Slaughter (2009)                                                                                     \n",
      "  667   tt1426374  [x]   [x]   [x]   [x]   Los viajes del viento (2009)                                                                         \n",
      "  668   tt1334328  [x]   [x]   [x]   [x]   Psyhi vathia (2009)                                                                                  \n",
      "  669   tt1301303  [x]   [x]   [x]   [x]   Born of Hope (2009)                                                                                  \n",
      "  670   tt1551621  [x]   [x]   [x]   [x]   Deu suay doo (2009)                                                                                  \n",
      "  671   tt0913413  [x]   [x]   [x]   [x]   The Marc Pease Experience (2009)                                                                     \n",
      "  672   tt1318001  [x]   [x]   [x]   [x]   Handsome Harry (2009)                                                                                \n",
      "  673   tt1132193  [x]   [x]   [x]   [x]   (Untitled) (2009)                                                                                    \n",
      "  674   tt1366981  [x]   [x]   [x]   [x]   Uzak Ihtimal (2009)                                                                                  \n",
      "  675   tt1287875  [x]   [x]   [x]   [x]   Yeo-haeng-ja (2009)                                                                                  \n",
      "  676   tt1523415  [x]   [x]   [x]   [x]   Bes Sehir (2009)                                                                                     \n",
      "  677   tt1349856  [x]   [x]   [x]   [x]   Neuilly sa mère! (2009)                                                                              \n",
      "  678   tt1401656  [x]   [x]   [x]   [x]   Boku no hatsukoi wo kimi ni sasagu (2009)                                                            \n",
      "  679   tt1235842  [x]   [x]   [x]   [x]   El niño pez (2009)                                                                                   \n",
      "  680   tt1297298  [x]   [x]   [x]   [x]   Salvage (2009)                                                                                       \n",
      "  681   tt1275861  [x]   [x]   [x]   [x]   Under the Mountain (2009)                                                                            \n",
      "  682   tt1537715  [x]   [x]   [x]   [x]   Abimm (2009)                                                                                         \n",
      "  683   tt1194624  [x]   [x]   [x]   [x]   Sun cheung sau (2009)                                                                                \n",
      "  684   tt1360866  [x]   [x]   [x]   [x]   Gigante (2009)                                                                                       \n",
      "  685   tt1096997  [x]   [x]   [x]   [x]   The Pagan Queen (2009)                                                                               \n",
      "  686   tt1339122  [x]   [x]   [x]   [x]   Maria, ihm schmeckt's nicht! (2009)                                                                  \n",
      "  687   tt1188998  [x]   [x]   [x]   [x]   Kielletty hedelmä (2009)                                                                             \n",
      "  688   tt1284028  [x]   [x]   [x]   [x]   Love the Beast (2009)                                                                                \n",
      "  689   tt0473364  [x]   [x]   [x]   [x]   The Heavy (2009)                                                                                     \n",
      "  690   tt1203517  [x]   [x]   [x]   [x]   The Graves (2009)                                                                                    \n",
      "  691   tt1430110  [x]   [x]   [x]   [x]   Rapt (2009)                                                                                          \n",
      "  692   tt1188988  [x]   [x]   [x]   [x]   Ex (2009)                                                                                            \n",
      "  693   tt1161443  [x]   [x]   [x]   [x]   Pagafantas (2009)                                                                                    \n",
      "  694   tt1188983  [x]   [x]   [x]   [x]   Bellamy (2009)                                                                                       \n",
      "  695   tt1239446  [x]   [x]   [x]   [x]   De laatste dagen van Emma Blank (2009)                                                               \n",
      "  696   tt1492923  [x]   [x]   [x]   [x]   Karanliktakiler (2009)                                                                               \n",
      "  697   tt1050002  [x]   [x]   [x]   [x]   My Last Five Girlfriends (2009)                                                                      \n",
      "  698   tt1209378  [x]   [x]   [x]   [x]   ExTerminators (2009)                                                                                 \n",
      "  699   tt1514837  [x]   [x]   [x]   [x]   Rewers (2009)                                                                                        \n",
      "  700   tt1997291  [x]   [x]   [x]   [x]   Bi pooli (2009)                                                                                      \n",
      "  701   tt1272012  [x]   [x]   [x]   [x]   Fri os fra det onde (2009)                                                                           \n",
      "  702   tt1333994  [x]   [x]   [x]   [x]   Fat Head (2009)                                                                                      \n",
      "  703   tt1524539  [x]   [x]   [x]   [x]   Harishchandrachi Factory (2009)                                                                      \n",
      "  704   tt1388427  [x]   [x]   [x]   [x]   Zivot i smrt porno bande (2009)                                                                      \n",
      "  705   tt1493886  [x]   [x]   [x]   [x]   The Wild Hunt (2009)                                                                                 \n",
      "  706   tt0851515  [x]   [x]   [x]   [x]   Feng kuang de sai che (2009)                                                                         \n",
      "  707   tt1368443  [x]   [x]   [x]   [x]   Same Same But Different (2009)                                                                       \n",
      "  708   tt1224369  [x]   [x]   [x]   [x]   Made in Hungaria (2009)                                                                              \n",
      "  709   tt1499228  [x]   [x]   [x]   [x]   Galerianki (2009)                                                                                    \n",
      "  710   tt0960097  [x]   [x]   [x]   [x]   Wake (2009)                                                                                          \n",
      "  711   tt1382695  [x]   [x]   [x]   [x]   Kirpi (2009)                                                                                         \n",
      "  712   tt1322315  [x]   [x]   [x]   [x]   Headhunter (2009)                                                                                    \n",
      "  713   tt1012729  [x]   [x]   [x]   [x]   Helen (2009)                                                                                         \n",
      "  714   tt1075749  [x]   [x]   [x]   [x]   Reykjavik Whale Watching Massacre (2009)                                                             \n",
      "  715   tt1467088  [x]   [x]   [x]   [x]   Sweet Karma (2009)                                                                                   \n",
      "  716   tt1548542  [x]   [x]   [x]   [x]   Bornova Bornova (2009)                                                                               \n",
      "  717   tt1520496  [x]   [x]   [x]   [x]   Circle of Eight (2009)                                                                               \n",
      "  718   tt0991174  [x]   [x]   [x]   [x]   Ingenious (2009)                                                                                     \n",
      "  719   tt1302559  [x]   [x]   [x]   [x]   Le fil (2009)                                                                                        \n",
      "  720   tt1422675  [x]   [x]   [x]   [x]   Ju-on: Shiroi rôjo (2009)                                                                            \n",
      "  721   tt1327819  [x]   [x]   [x]   [x]   Boy Interrupted (2009)                                                                               \n",
      "  722   tt1307989  [x]   [x]   [x]   [x]   Never Surrender (2009)                                                                               \n",
      "  723   tt0832318  [x]   [x]   [x]   [x]   What Goes Up (2009)                                                                                  \n",
      "  724   tt1500516  [x]   [x]   [x]   [x]   Videocracy (2009)                                                                                    \n",
      "  725   tt1117394  [x]   [x]   [x]   [x]   Transcendent Man (2009)                                                                              \n",
      "  726   tt1362103  [x]   [x]   [x]   [x]   Neighbor (2009)                                                                                      \n",
      "  727   tt1538401  [x]   [x]   [x]   [x]   Tenshi no koi (2009)                                                                                 \n",
      "  728   tt1216275  [x]   [x]   [x]   [x]   13 Semester (2009)                                                                                   \n",
      "  729   tt1437849  [x]   [x]   [x]   [x]   Le Donk & Scor-zay-zee (2009)                                                                        \n",
      "  730   tt0498329  [x]   [x]   [x]   [x]   We Live in Public (2009)                                                                             \n",
      "  731   tt1294161  [x]   [x]   [x]   [x]   The Exploding Girl (2009)                                                                            \n",
      "  732   tt1286151  [x]   [x]   [x]   [x]   I taket lyser stjärnorna (2009)                                                                      \n",
      "  733   tt1286147  [x]   [x]   [x]   [x]   Ghost Machine (2009)                                                                                 \n",
      "  734   tt1272013  [x]   [x]   [x]   [x]   Fuga de cerebros (2009)                                                                              \n",
      "  735   tt1010055  [x]   [x]   [x]   [x]   Yattâman (2009)                                                                                      \n",
      "  736   tt1193088  [x]   [x]   [x]   [x]   Le code a changé (2009)                                                                              \n",
      "  737   tt1468843  [x]   [x]   [x]   [x]   Gekijôban poketto monsutâ: Daiyamondo & pâru purachina - Aruseusu chôkoku no jikû e (2009)           \n",
      "  738   tt1222329  [x]   [x]   [x]   [x]   Wild Cherry (2009)                                                                                   \n",
      "  739   tt1072438  [x]   [x]   [x]   [x]   Not Since You (2009)                                                                                 \n",
      "  740   tt1258134  [x]   [x]   [x]   [x]   De père en flic (2009)                                                                               \n",
      "  741   tt1414361  [x]   [x]   [x]   [x]   Frat Party (2009)                                                                                    \n",
      "  742   tt1242881  [x]   [x]   [x]   [x]   Wojna polsko-ruska (2009)                                                                            \n",
      "  743   tt1546653  [x]   [x]   [x]   [x]   Det røde kapel (2009)                                                                                \n",
      "  744   tt1200272  [x]   [x]   [x]   [x]   La Mission (2009)                                                                                    \n",
      "  745   tt1351177  [x]   [x]   [x]   [x]   Last of the Living (2009)                                                                            \n",
      "  746   tt0901494  [x]   [x]   [x]   [x]   Life Is Hot in Cracktown (2009)                                                                      \n",
      "  747   tt1333631  [x]   [x]   [x]   [x]   Art & Copy (2009)                                                                                    \n",
      "  748   tt1257562  [x]   [x]   [x]   [x]   Hadewijch (2009)                                                                                     \n",
      "  749   tt1288645  [x]   [x]   [x]   [x]   Pintu Terlarang (2009)                                                                               \n",
      "  750   tt1342402  [x]   [x]   [x]   [x]   Mommo (2009)                                                                                         \n",
      "  751   tt1537717  [x]   [x]   [x]   [x]   Aci Ask (2009)                                                                                       \n",
      "  752   tt1468700  [x]   [x]   [x]   [x]   40 (2009)                                                                                            \n",
      "  753   tt1028581  [x]   [x]   [x]   [x]   Love N' Dancing (2009)                                                                               \n",
      "  754   tt1560653  [x]   [x]   [x]   [x]   I Am Here... Now (2009)                                                                              \n",
      "  755   tt1391579  [x]   [x]   [x]   [x]   The Dark Lurking (2009)                                                                              \n",
      "  756   tt0903606  [x]   [x]   [x]   [x]   Hooking Up (2009)                                                                                    \n",
      "  757   tt1292652  [x]   [x]   [x]   [x]   Holy Water (2009)                                                                                    \n",
      "  758   tt1278180  [x]   [x]   [x]   [x]   Kenny Begins (2009)                                                                                  \n",
      "  759   tt1156132  [x]   [x]   [x]   [x]   De hel van '63 (2009)                                                                                \n",
      "  760   tt1379228  [x]   [x]   [x]   [x]   Naan Kadavul (2009)                                                                                  \n",
      "  761   tt1148165  [x]   [x]   [x]   [x]   Bran Nue Dae (2009)                                                                                  \n",
      "  762   tt1181920  [x]   [x]   [x]   [x]   20-seiki shônen: Dai 2 shô - Saigo no kibô (2009)                                                    \n",
      "  763   tt1397492  [x]   [x]   [x]   [x]   Well Done Abba! (2009)                                                                               \n",
      "  764   tt1332100  [x]   [x]   [x]   [x]   The Big Gay Musical (2009)                                                                           \n",
      "  765   tt1286765  [x]   [x]   [x]   [x]   Necromentia (2009)                                                                                   \n",
      "  766   tt1522262  [x]   [x]   [x]   [x]   The Last Lovecraft: Relic of Cthulhu (2009)                                                          \n",
      "  767   tt1368068  [x]   [x]   [x]   [x]   Deli Deli Olma (2009)                                                                                \n",
      "  768   tt0906083  [x]   [x]   [x]   [x]   Sveti Georgije ubiva azdahu (2009)                                                                   \n",
      "  769   tt1170391  [x]   [x]   [x]   [x]   Beautiful (2009)                                                                                     \n",
      "  770   tt1523411  [x]   [x]   [x]   [x]   Ask geliyorum demez (2009)                                                                           \n",
      "  771   tt1186371  [x]   [x]   [x]   [x]   Fung wan II (2009)                                                                                   \n",
      "  772   tt1034419  [x]   [x]   [x]   [x]   White Lightnin' (2009)                                                                               \n",
      "  773   tt1176416  [x]   [x]   [x]   [x]   Tetsuo: The Bullet Man (2009)                                                                        \n",
      "  774   tt1235837  [x]   [x]   [x]   [x]   Happily N'Ever After 2 (2009)                                                                        \n",
      "  775   tt1221188  [x]   [x]   [x]   [x]   Eloïse (2009)                                                                                        \n",
      "  776   tt1190894  [x]   [x]   [x]   [x]   Road, Movie (2009)                                                                                   \n",
      "  777   tt1442584  [x]   [x]   [x]   [x]   Wszystko, co kocham (2009)                                                                           \n",
      "  778   tt1079968  [x]   [x]   [x]   [x]   Jack and the Beanstalk (2009)                                                                        \n",
      "  779   tt1038011  [x]   [x]   [x]   [x]   Ligeia (2009)                                                                                        \n",
      "  780   tt1489946  [x]   [x]   [x]   [x]   The Blackout (2009)                                                                                  \n",
      "  781   tt1049400  [x]   [x]   [x]   [x]   Outrage (2009)                                                                                       \n",
      "  782   tt1242527  [x]   [x]   [x]   [x]   Ved verdens ende (2009)                                                                              \n",
      "  783   tt1286159  [x]   [x]   [x]   [x]   1981 (2009)                                                                                          \n",
      "  784   tt1523980  [x]   [x]   [x]   [x]   Pecados de mi padre (2009)                                                                           \n",
      "  785   tt1368864  [x]   [x]   [x]   [x]   My Tehran for Sale (2009)                                                                            \n",
      "  786   tt1013856  [x]   [x]   [x]   [x]   Singularidades de uma Rapariga Loura (2009)                                                          \n",
      "  787   tt1318035  [x]   [x]   [x]   --------- FAILED ----------  tt1318035  ---------- FAILED ----------\n",
      "  788   tt1422184  [x]   [x]   [x]   [x]   11'e 10 kala (2009)                                                                                  \n",
      "  789   tt1322277  [x]   [x]   [x]   [x]   Besouro (2009)                                                                                       \n",
      "  790   tt2321421  [x]   [x]   [x]   [x]   Mee Shivajiraje Bhosale Boltoy (2009)                                                                \n",
      "  791   tt1413527  [x]   [x]   [x]   [x]   Evil Things (2009)                                                                                   \n",
      "  792   tt0492896  [x]   [x]   [x]   [x]   My Suicide (2009)                                                                                    \n",
      "  793   tt1185344  [x]   [x]   [x]   [x]   Princess Ka'iulani (2009)                                                                            \n",
      "  794   tt1070887  [x]   [x]   [x]   [x]   The War Boys (2009)                                                                                  \n",
      "  795   tt1123894  [x]   [x]   [x]   [x]   And Then Came Lola (2009)                                                                            \n",
      "  796   tt1252329  [x]   [x]   [x]   [x]   Redwoods (2009)                                                                                      \n",
      "  797   tt1198333  [x]   [x]   [x]   [x]   Autumn (2009)                                                                                        \n",
      "  798   tt1343712  [x]   [x]   [x]   [x]   First Squad: The Moment of Truth (2009)                                                              \n",
      "  799   tt1621642  [x]   [x]   [x]   [x]   Rot fai faa... Maha na ter (2009)                                                                    \n",
      "  800   tt1532382  [x]   [x]   [x]   [x]   Na igre (2009)                                                                                       \n",
      "  801   tt1314239  [x]   [x]   [x]   [x]   Eraser Children (2009)                                                                               \n",
      "  802   tt0843358  [x]   [x]   [x]   [x]   My Dog Tulip (2009)                                                                                  \n",
      "  803   tt1417101  [x]   [x]   [x]   [x]   Ketabe ghanouin (2009)                                                                               \n",
      "  804   tt1366687  [x]   [x]   [x]   [x]   Lyubov v bolshom gorode (2009)                                                                       \n",
      "  805   tt1537772  [x]   [x]   [x]   [x]   Gecenin Kanatlari (2009)                                                                             \n",
      "  806   tt0956101  [x]   [x]   [x]   [x]   Big River Man (2009)                                                                                 \n",
      "  807   tt1273202  [x]   [x]   [x]   [x]   Cekaj me, ja sigurno necu doci (2009)                                                                \n",
      "  808   tt1433528  [x]   [x]   [x]   [x]   L'enfer d'Henri-Georges Clouzot (2009)                                                               \n",
      "  809   tt1351672  [x]   [x]   [x]   [x]   L'uomo che verrà (2009)                                                                              \n",
      "  810   tt1034305  [x]   [x]   [x]   [x]   Don't Look Up (2009)                                                                                 \n",
      "  811   tt1209361  [x]   [x]   [x]   [x]   Sutures (2009)                                                                                       \n",
      "  812   tt0811124  [x]   [x]   [x]   [x]   The Lost Tribe (2009)                                                                                \n",
      "  813   tt1280011  [x]   [x]   [x]   [x]   No Impact Man: The Documentary (2009)                                                                \n",
      "  814   tt1411277  [x]   [x]   [x]   [x]   Lover of Loser (2009)                                                                                \n",
      "  815   tt1286154  [x]   [x]   --------- FAILED ----------  tt1286154  ---------- FAILED ----------\n",
      "  816   tt1342378  [x]   [x]   [x]   [x]   Flickan (2009)                                                                                       \n",
      "  817   tt1046936  [x]   [x]   [x]   [x]   Hurt (2009)                                                                                          \n",
      "  818   tt1388411  [x]   [x]   [x]   [x]   Terug naar de kust (2009)                                                                            \n",
      "  819   tt1266542  [x]   [x]   [x]   [x]   The Break-Up Artist (2009)                                                                           \n",
      "  820   tt1053880  [x]   [x]   [x]   [x]   Little Fish, Strange Pond (2009)                                                                     \n",
      "  821   tt1144551  [x]   [x]   [x]   [x]   Peter and Vandy (2009)                                                                               \n",
      "  822   tt1105512  [x]   [x]   [x]   [x]   The Missing Person (2009)                                                                            \n",
      "  823   tt1364289  [x]   [x]   [x]   [x]   Samyy luchshiy film 2 (2009)                                                                         \n",
      "  824   tt1153102  [x]   [x]   [x]   [x]   The Cycle (2009)                                                                                     \n",
      "  825   tt1045642  [x]   [x]   [x]   [x]   Tales from the Script (2009)                                                                         \n",
      "  826   tt1257579  [x]   [x]   [x]   [x]   El Traspatio (2009)                                                                                  \n",
      "  827   tt1525323  [x]   [x]   [x]   [x]   Billa (2009)                                                                                         \n",
      "  828   tt1489263  [x]   [x]   [x]   [x]   Upperdog (2009)                                                                                      \n",
      "  829   tt1422674  [x]   [x]   [x]   [x]   Ju-on: Kuroi shôjo (2009)                                                                            \n",
      "  830   tt1537032  [x]   [x]   [x]   [x]   Kanthaswamy (2009)                                                                                   \n",
      "  831   tt1242522  [x]   [x]   [x]   [x]   Oscar et la dame rose (2009)                                                                         \n",
      "  832   tt1343046  [x]   [x]   [x]   [x]   Meitantei Conan: Shikkoku no chaser (2009)                                                           \n",
      "  833   tt1254696  [x]   [x]   [x]   [x]   Splinterheads (2009)                                                                                 \n",
      "  834   tt1183672  [x]   [x]   [x]   [x]   La fille du RER (2009)                                                                               \n",
      "  835   tt1050001  [x]   [x]   [x]   [x]   Albino Farm (2009)                                                                                   \n",
      "  836   tt1308736  [x]   [x]   [x]   [x]   Le missionnaire (2009)                                                                               \n",
      "  837   tt1467306  [x]   [x]   [x]   [x]   Viola di mare (2009)                                                                                 \n",
      "  838   tt1104814  [x]   [x]   [x]   [x]   Coffin Rock (2009)                                                                                   \n",
      "  839   tt1262877  [x]   [x]   [x]   [x]   Coco (2009)                                                                                          \n",
      "  840   tt1170350  [x]   [x]   [x]   [x]   Crush (2009)                                                                                         \n",
      "  841   tt1219828  [x]   [x]   [x]   [x]   Happy Tears (2009)                                                                                   \n",
      "  842   tt1404082  [x]   [x]   [x]   [x]   Tellement proches (2009)                                                                             \n",
      "  843   tt1278124  [x]   [x]   [x]   [x]   Snarveien (2009)                                                                                     \n",
      "  844   tt1573478  [x]   [x]   [x]   [x]   Paleri Manikyam: Oru Pathirakolapathakathinte Katha (2009)                                           \n",
      "  845   tt1210071  [x]   [x]   [x]   [x]   The Janky Promoters (2009)                                                                           \n",
      "  846   tt1121786  [x]   [x]   [x]   [x]   Formosa Betrayed (2009)                                                                              \n",
      "  847   tt0810089  [x]   [x]   [x]   [x]   The Belgrade Phantom (2009)                                                                          \n",
      "  848   tt0865560  [x]   [x]   [x]   [x]   Now & Later (2009)                                                                                   \n",
      "  849   tt1276110  [x]   [x]   [x]   [x]   Charlie & Boots (2009)                                                                               \n",
      "  850   tt1034324  [x]   [x]   [x]   [x]   The Mighty Macs (2009)                                                                               \n",
      "  851   tt1377278  [x]   [x]   [x]   [x]   Hashmatsa (2009)                                                                                     \n",
      "  852   tt1459026  [x]   [x]   [x]   [x]   Apan (2009)                                                                                          \n",
      "  853   tt1303902  [x]   [x]   [x]   [x]   Someone's Knocking at the Door (2009)                                                                \n",
      "  854   tt1094668  [x]   [x]   [x]   [x]   Jusqu'à toi (2009)                                                                                   \n",
      "  855   tt1460738  [x]   [x]   [x]   [x]   Higashi no Eden Gekijoban I: The King of Eden (2009)                                                 \n",
      "  856   tt1043852  [x]   [x]   [x]   [x]   Lascars (2009)                                                                                       \n",
      "  857   tt1137999  [x]   [x]   [x]   [x]   Blood River (2009)                                                                                   \n",
      "  858   tt1392888  [x]   [x]   [x]   [x]   Daniel & Ana (2009)                                                                                  \n",
      "  859   tt1359552  [x]   [x]   [x]   [x]   Antaheen (2009)                                                                                      \n",
      "  860   tt1522329  [x]   [x]   [x]   [x]   Tum Mile (2009)                                                                                      \n",
      "  861   tt1484114  [x]   [x]   [x]   [x]   Reel Injun (2009)                                                                                    \n",
      "  862   tt1423592  [x]   [x]   [x]   [x]   Kinatay (2009)                                                                                       \n",
      "  863   tt1365471  [x]   [x]   [x]   [x]   Julefrokosten (2009)                                                                                 \n",
      "  864   tt1135940  [x]   [x]   [x]   [x]   Mord ist mein Geschäft, Liebling (2009)                                                              \n",
      "  865   tt0828103  [x]   [x]   [x]   [x]   Taking Chances (2009)                                                                                \n",
      "  866   tt1459027  [x]   [x]   [x]   [x]   Bhramaram (2009)                                                                                     \n",
      "  867   tt1247644  [x]   [x]   [x]   [x]   Breaking Upwards (2009)                                                                              \n",
      "  868   tt1213825  [x]   [x]   [x]   [x]   Love Hurts (2009)                                                                                    \n",
      "  869   tt1159926  [x]   [x]   [x]   [x]   City of Life (2009)                                                                                  \n",
      "  870   tt0997057  [x]   [x]   [x]   [x]   An Englishman in New York (2009)                                                                     \n",
      "  871   tt1337193  [x]   [x]   [x]   [x]   Guy and Madeline on a Park Bench (2009)                                                              \n",
      "  872   tt1426362  [x]   [x]   [x]   [x]   Go Get Some Rosemary (2009)                                                                          \n",
      "  873   tt1300155  [x]   [x]   [x]   [x]   Alabama Moon (2009)                                                                                  \n",
      "  874   tt1209319  [x]   [x]   [x]   [x]   Everyman's War (2009)                                                                                \n",
      "  875   tt0768239  [x]   [x]   [x]   [x]   Storm (2009)                                                                                         \n",
      "  876   tt1124048  [x]   [x]   [x]   [x]   The Last Resort (2009)                                                                               \n",
      "  877   tt1245735  [x]   [x]   [x]   [x]   Smash Cut (2009)                                                                                     \n",
      "  878   tt0880570  [x]   [x]   [x]   [x]   The Ministers (2009)                                                                                 \n",
      "  879   tt1488591  [x]   [x]   [x]   [x]   Eiga Reiton-kyôju to eien no utahime (2009)                                                          \n",
      "  880   tt1172230  [x]   [x]   [x]   [x]   Diamant 13 (2009)                                                                                    \n",
      "  881   tt1188992  [x]   [x]   [x]   [x]   Haarautuvan rakkauden talo (2009)                                                                    \n",
      "  882   tt1303833  [x]   [x]   [x]   [x]   Fei chang wan mei (2009)                                                                             \n",
      "  883   tt1344784  [x]   [x]   [x]   [x]   Tapped (2009)                                                                                        \n",
      "  884   tt1309449  [x]   [x]   [x]   [x]   Kaiji: Jinsei gyakuten gêmu (2009)                                                                   \n",
      "  885   tt1235200  [x]   [x]   [x]   [x]   Mercy (2009)                                                                                         \n",
      "  886   tt0829251  [x]   [x]   [x]   [x]   No-Do (2009)                                                                                         \n",
      "  887   tt1242516  [x]   [x]   [x]   [x]   Barbarossa (2009)                                                                                    \n",
      "  888   tt1243375  [x]   [x]   [x]   [x]   El baile de la Victoria (2009)                                                                       \n",
      "  889   tt1360887  [x]   [x]   [x]   [x]   Tatarak (2009)                                                                                       \n",
      "  890   tt1355623  [x]   [x]   [x]   [x]   Barbe bleue (2009)                                                                                   \n",
      "  891   tt1290472  [x]   [x]   [x]   [x]   Dragon Hunter (2009)                                                                                 \n",
      "  892   tt1229366  [x]   "
     ]
    }
   ],
   "source": [
    "import csv\n",
    "import sys\n",
    "\n",
    "movie_df = pd.read_csv('imdb_movie_list.csv')\n",
    "\n",
    "#years_to_scrape_list = list(range(2019,2020))\n",
    "#years_to_scrape_list.sort(reverse=True)\n",
    "\n",
    "failed_list = []\n",
    "\n",
    "#for yr in years_to_scrape_list:\n",
    "yr = 2009\n",
    "movies_in_year = movie_df[(movie_df['year'] == yr)]\n",
    "\n",
    "print('--------------------------------------------------------------------------')    \n",
    "print(f'Scraping movies: {len(movies_in_year)}   Year: {yr}')\n",
    "print('')\n",
    "print('Count   tconst     Get   Summ  Parse Img   Title')\n",
    "start_time = time.time()\n",
    "annual_movie_list = []\n",
    "\n",
    "fails=0\n",
    "for i, tconst in enumerate(movies_in_year['tconst'].values):\n",
    "    print(f'{i+1:5d}   ', end = '')\n",
    "    try:\n",
    "        scraped_movie_info = imdb_scrape(tconst)\n",
    "        annual_movie_list.append(scraped_movie_info)\n",
    "    except Exception:\n",
    "        print(f'--------- FAILED ----------  {tconst}  ---------- FAILED ----------')\n",
    "        failed_list.append(tconst)\n",
    "        fails+=1\n",
    "\n",
    "print(f'Movies scraped: {len(annual_movie_list)}   Fails: {fails}   ', end='')\n",
    "\n",
    "my_df = pd.DataFrame(annual_movie_list)\n",
    "my_df.to_csv(f'rawdata/imdb_scrape_{yr}.tsv', sep='\\t', quoting=csv.QUOTE_ALL)\n",
    "print('\\n')\n",
    "print(f'Saved: imdb_scrape_{yr}.tsv     ', end='')\n",
    "print(f'Time taken: {time_since(start_time)}')\n",
    "print('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We've kept track of failed scrapes if we want to go back at some point. I didn't end up using them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(failed_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tt7535666',\n",
       " 'tt8510324',\n",
       " 'tt6793470',\n",
       " 'tt3957098',\n",
       " 'tt2741216',\n",
       " 'tt2243471',\n",
       " 'tt1821478',\n",
       " 'tt1286129',\n",
       " 'tt0484905',\n",
       " 'tt3505016',\n",
       " 'tt1171672',\n",
       " 'tt1423961',\n",
       " 'tt0902254',\n",
       " 'tt0423087',\n",
       " 'tt0907619',\n",
       " 'tt0419086',\n",
       " 'tt0241998',\n",
       " 'tt0327419',\n",
       " 'tt0290402',\n",
       " 'tt0419765',\n",
       " 'tt0285940',\n",
       " 'tt2186669',\n",
       " 'tt2210725']"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failed_list"
   ]
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}