scrapingTestRun.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function, division\n",
    "import requests\n",
    "url = 'https://en.wikipedia.org/wiki/Nicolas_Cage_filmography'\n",
    "\n",
    "response = requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "page = response.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<!DOCTYPE html>\n",
      "<html class=\"client-nojs\" dir=\"ltr\" lang=\"en\">\n",
      " <head>\n",
      "  <meta charset=\"utf-8\"/>\n",
      "  <title>\n",
      "   Nicolas Cage filmography - Wikipedia, the free encyclopedia\n",
      "  </title>\n",
      "  <script>\n",
      "   document.documentElement.className = document.documentElement.className.replace( /(^|\\s)client-nojs(\\s|$)/, \"$1client-js$2\" );\n",
      "  </script>\n",
      "  <script>\n",
      "   (window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgCanonicalNamespace\":\"\",\"wgCanonicalSpecialPageName\":false,\"wgNamespaceNumber\":0,\"wgPageName\":\"Nicolas_Cage_filmography\",\"wgTitle\":\"Nicolas Cage filmography\",\"wgCurRevisionId\":716315821,\"wgRevisionId\":716315821,\"wgArticleId\":39203364,\"wgIsArticle\":true,\"wgIsRedirect\":false,\"wgAction\":\"view\",\"wgUserName\":null,\"wgUserGroups\":[\"*\"],\"wgCategories\":[\"Wikipedia introduction cleanup from February 2016\",\"All pages needing cleanup\",\"Articles covered by WikiProject Wikify from February 2016\",\"All articles covered by WikiProject Wikify\",\"Articles needing additional references from February 2016\",\"All articles needing additional references\",\"All articles with unsourced statements\",\"Articles with unsourced statements from January 2016\",\"Actor filmographies\"],\"wgBreakFrames\":false,\"wgPageContentLanguage\":\"en\",\"wgPageContentModel\":\"wikitext\",\"wgSeparatorTransformTable\":[\"\",\"\"],\"wgDigitTransformTable\":[\"\",\"\"],\"wgDefaultDateFormat\":\"dmy\",\"wgMonthNames\":[\"\",\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],\"wgMonthNamesShort\":[\"\",\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"],\"wgRelevantPageName\":\"Nicolas_Cage_filmography\",\"wgRelevantArticleId\":39203364,\"wgRequestId\":\"Vxg8pgrAEFgAAFl0140AAAAF\",\"wgIsProbablyEditable\":true,\"wgRestrictionEdit\":[],\"wgRestrictionMove\":[],\"wgWikiEditorEnabledModules\":{\"toolbar\":true,\"dialogs\":true,\"preview\":false,\"publish\":false},\"wgBetaFeaturesFeatures\":[],\"wgMediaViewerOnClick\":true,\"wgMediaViewerEnabledByDefault\":true,\"wgVisualEditor\":{\"pageLanguageCode\":\"en\",\"pageLanguageDir\":\"ltr\",\"usePageImages\":true,\"usePageDescriptions\":true},\"wgPreferredVariant\":\"en\",\"wgRelatedArticles\":null,\"wgRelatedArticlesUseCirrusSearch\":true,\"wgRelatedArticlesOnlyUseCirrusSearch\":false,\"wgULSAcceptLanguageList\":[],\"wgULSCurrentAutonym\":\"English\",\"wgFlaggedRevsParams\":{\"tags\":{\"status\":{\"levels\":1,\"quality\":2,\"pristine\":3}}},\"wgStableRevisionId\":null,\"wgCategoryTreePageCategoryOptions\":\"{\\\"mode\\\":0,\\\"hideprefix\\\":20,\\\"showcount\\\":true,\\\"namespaces\\\":false}\",\"wgNoticeProject\":\"wikipedia\",\"wgCentralNoticeCategoriesUsingLegacy\":[\"Fundraising\",\"fundraising\"],\"wgCentralAuthMobileDomain\":false,\"wgWikibaseItemId\":\"Q12728286\",\"wgVisualEditorToolbarScrollOffset\":0});mw.loader.implement(\"user.options\",function($,jQuery){mw.user.options.set({\"variant\":\"en\"});});mw.loader.implement(\"user.tokens\",function ( $, jQuery ) {\n",
      "mw.user.tokens.set({\"editToken\":\"+\\\\\",\"patrolToken\":\"+\\\\\",\"watchToken\":\"+\\\\\",\"csrfToken\":\"+\\\\\"});/*@nomin*/;\n",
      "\n",
      "});mw.loader.load([\"mediawiki.page.startup\",\"mediawiki.legacy.wikibits\",\"ext.centralauth.centralautologin\",\"mmv.head\",\"ext.visualEditor.desktopArticleTarget.init\",\"ext.uls.init\",\"ext.uls.interface\",\"ext.quicksurveys.init\",\"mw.MediaWikiPlayer.loader\",\"mw.PopUpMediaTransform\",\"ext.centralNotice.bannerController\",\"skins.vector.js\"]);});\n",
      "  </script>\n",
      "  <link href=\"/w/load.php?debug=false&amp;lang=en&amp;modules=ext.cite.styles%7Cext.gadget.DRN-wizard%2CReferenceTooltips%2Ccharinsert%2Cfeatured-articles-links%2CrefToolbar%2Cswitcher%2Cteahouse%7Cext.tmh.thumbnail.styles%7Cext.uls.nojs%7Cext.visualEditor.desktopArticleTarget.noscript%7Cext.wikimediaBadges%7Cmediawiki.legacy.commonPrint%2Cshared%7Cmediawiki.raggett%2CsectionAnchor%7Cmediawiki.skinning.interface%7Cskins.vector.styles%7Cwikibase.client.init&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n",
      "  <meta content=\"\" name=\"ResourceLoaderDynamicStyles\"/>\n",
      "  <link href=\"/w/load.php?debug=false&amp;lang=en&amp;modules=site&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n",
      "  <script async=\"\" src=\"/w/load.php?debug=false&amp;lang=en&amp;modules=startup&amp;only=scripts&amp;skin=vector\">\n",
      "  </script>\n",
      "  <meta content=\"MediaWiki 1.27.0-wmf.21\" name=\"generator\"/>\n",
      "  <meta content=\"origin-when-cross-origin\" name=\"referrer\"/>\n",
      "  <link href=\"android-app://org.wikipedia/http/en.m.wikipedia.org/wiki/Nicolas_Cage_filmography\" rel=\"alternate\"/>\n",
      "  <link href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit\" rel=\"alternate\" title=\"Edit this page\" type=\"application/x-wiki\"/>\n",
      "  <link href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit\" rel=\"edit\" title=\"Edit this page\"/>\n",
      "  <link href=\"/static/apple-touch/wikipedia.png\" rel=\"apple-touch-icon\"/>\n",
      "  <link href=\"/static/favicon/wikipedia.ico\" rel=\"shortcut icon\"/>\n",
      "  <link href=\"/w/opensearch_desc.php\" rel=\"search\" title=\"Wikipedia (en)\" type=\"application/opensearchdescription+xml\"/>\n",
      "  <link href=\"//en.wikipedia.org/w/api.php?action=rsd\" rel=\"EditURI\" type=\"application/rsd+xml\"/>\n",
      "  <link href=\"//creativecommons.org/licenses/by-sa/3.0/\" rel=\"copyright\"/>\n",
      "  <link href=\"https://en.wikipedia.org/wiki/Nicolas_Cage_filmography\" rel=\"canonical\"/>\n",
      "  <link href=\"//meta.wikimedia.org\" rel=\"dns-prefetch\"/>\n",
      " </head>\n",
      " <body class=\"mediawiki ltr sitedir-ltr ns-0 ns-subject page-Nicolas_Cage_filmography skin-vector action-view\">\n",
      "  <div class=\"noprint\" id=\"mw-page-base\">\n",
      "  </div>\n",
      "  <div class=\"noprint\" id=\"mw-head-base\">\n",
      "  </div>\n",
      "  <div class=\"mw-body\" id=\"content\" role=\"main\">\n",
      "   <a id=\"top\">\n",
      "   </a>\n",
      "   <div id=\"siteNotice\">\n",
      "    <!-- CentralNotice -->\n",
      "   </div>\n",
      "   <div class=\"mw-indicators\">\n",
      "   </div>\n",
      "   <h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">\n",
      "    Nicolas Cage filmography\n",
      "   </h1>\n",
      "   <div class=\"mw-body-content\" id=\"bodyContent\">\n",
      "    <div id=\"siteSub\">\n",
      "     From Wikipedia, the free encyclopedia\n",
      "    </div>\n",
      "    <div id=\"contentSub\">\n",
      "    </div>\n",
      "    <div class=\"mw-jump\" id=\"jump-to-nav\">\n",
      "     Jump to:\n",
      "     <a href=\"#mw-head\">\n",
      "      navigation\n",
      "     </a>\n",
      "     ,\n",
      "     <a href=\"#p-search\">\n",
      "      search\n",
      "     </a>\n",
      "    </div>\n",
      "    <div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\">\n",
      "     <table class=\"metadata plainlinks ambox ambox-content ambox-multiple_issues compact-ambox\" role=\"presentation\">\n",
      "      <tr>\n",
      "       <td class=\"mbox-image\">\n",
      "        <div style=\"width:52px\">\n",
      "         <img alt=\"\" data-file-height=\"40\" data-file-width=\"40\" height=\"40\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/b/b4/Ambox_important.svg/40px-Ambox_important.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/b/b4/Ambox_important.svg/60px-Ambox_important.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/b/b4/Ambox_important.svg/80px-Ambox_important.svg.png 2x\" width=\"40\"/>\n",
      "        </div>\n",
      "       </td>\n",
      "       <td class=\"mbox-text\">\n",
      "        <table class=\"mw-collapsible\" role=\"presentation\" style=\"width:95%; background:transparent;\">\n",
      "         <tr>\n",
      "          <th style=\"text-align:left; padding:0.2em 2px 0.2em 0;\">\n",
      "           This article has multiple issues.\n",
      "           <span style=\"font-weight: normal;\">\n",
      "            Please help\n",
      "            <b>\n",
      "             <a class=\"external text\" href=\"//en.wikipedia.org/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit\">\n",
      "              improve it\n",
      "             </a>\n",
      "            </b>\n",
      "            or discuss these issues on the\n",
      "            <b>\n",
      "             <a href=\"/wiki/Talk:Nicolas_Cage_filmography\" title=\"Talk:Nicolas Cage filmography\">\n",
      "              talk page\n",
      "             </a>\n",
      "            </b>\n",
      "            .\n",
      "           </span>\n",
      "          </th>\n",
      "         </tr>\n",
      "         <tr>\n",
      "          <td>\n",
      "           <table class=\"metadata plainlinks ambox ambox-style ambox-lead_too_short\" role=\"presentation\">\n",
      "            <tr>\n",
      "             <td class=\"mbox-image\">\n",
      "              <div style=\"width:52px\">\n",
      "               <img alt=\"\" data-file-height=\"48\" data-file-width=\"48\" height=\"40\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/f/f2/Edit-clear.svg/40px-Edit-clear.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/f/f2/Edit-clear.svg/60px-Edit-clear.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/f2/Edit-clear.svg/80px-Edit-clear.svg.png 2x\" width=\"40\"/>\n",
      "              </div>\n",
      "             </td>\n",
      "             <td class=\"mbox-text\">\n",
      "              <span class=\"mbox-text-span\">\n",
      "               This article's\n",
      "               <b>\n",
      "                <a href=\"/wiki/Wikipedia:Manual_of_Style/Lead_section\" title=\"Wikipedia:Manual of Style/Lead section\">\n",
      "                 lead section\n",
      "                </a>\n",
      "                may not adequately\n",
      "                <a href=\"/wiki/Wikipedia:Summary_style\" title=\"Wikipedia:Summary style\">\n",
      "                 summarize\n",
      "                </a>\n",
      "                key points of its contents\n",
      "               </b>\n",
      "               .\n",
      "               <span class=\"hide-when-compact\">\n",
      "                Please consider expanding the lead to\n",
      "                <a href=\"/wiki/Wikipedia:Manual_of_Style/Lead_section#Provide_an_accessible_overview\" title=\"Wikipedia:Manual of Style/Lead section\">\n",
      "                 provide an accessible overview\n",
      "                </a>\n",
      "                of all important aspects of the article. Please discuss this issue on the article's\n",
      "                <a href=\"/wiki/Talk:Nicolas_Cage_filmography\" title=\"Talk:Nicolas Cage filmography\">\n",
      "                 talk page\n",
      "                </a>\n",
      "                .\n",
      "               </span>\n",
      "               <small>\n",
      "                <i>\n",
      "                 (February 2016)\n",
      "                </i>\n",
      "               </small>\n",
      "              </span>\n",
      "             </td>\n",
      "            </tr>\n",
      "           </table>\n",
      "           <table class=\"metadata plainlinks ambox ambox-content ambox-Refimprove\" role=\"presentation\">\n",
      "            <tr>\n",
      "             <td class=\"mbox-image\">\n",
      "              <div style=\"width:52px\">\n",
      "               <a class=\"image\" href=\"/wiki/File:Question_book-new.svg\">\n",
      "                <img alt=\"\" data-file-height=\"204\" data-file-width=\"262\" height=\"39\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/50px-Question_book-new.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/75px-Question_book-new.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/100px-Question_book-new.svg.png 2x\" width=\"50\"/>\n",
      "               </a>\n",
      "              </div>\n",
      "             </td>\n",
      "             <td class=\"mbox-text\">\n",
      "              <span class=\"mbox-text-span\">\n",
      "               This article\n",
      "               <b>\n",
      "                needs additional citations for\n",
      "                <a href=\"/wiki/Wikipedia:Verifiability\" title=\"Wikipedia:Verifiability\">\n",
      "                 verification\n",
      "                </a>\n",
      "               </b>\n",
      "               .\n",
      "               <span class=\"hide-when-compact\">\n",
      "                Please help\n",
      "                <a class=\"external text\" href=\"//en.wikipedia.org/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit\">\n",
      "                 improve this article\n",
      "                </a>\n",
      "                by\n",
      "                <a href=\"/wiki/Help:Introduction_to_referencing_with_Wiki_Markup/1\" title=\"Help:Introduction to referencing with Wiki Markup/1\">\n",
      "                 adding citations to reliable sources\n",
      "                </a>\n",
      "                . Unsourced material may be challenged and removed.\n",
      "               </span>\n",
      "               <small>\n",
      "                <i>\n",
      "                 (February 2016)\n",
      "                </i>\n",
      "               </small>\n",
      "              </span>\n",
      "             </td>\n",
      "            </tr>\n",
      "           </table>\n",
      "          </td>\n",
      "         </tr>\n",
      "        </table>\n",
      "       </td>\n",
      "      </tr>\n",
      "     </table>\n",
      "     <div class=\"thumb tright\">\n",
      "      <div class=\"thumbinner\" style=\"width:222px;\">\n",
      "       <a class=\"image\" href=\"/wiki/File:Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_(Mostra).jpg\">\n",
      "        <img alt=\"\" class=\"thumbimage\" data-file-height=\"1000\" data-file-width=\"788\" height=\"279\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/f/f3/Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg/220px-Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/f/f3/Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg/330px-Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/f/f3/Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg/440px-Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_%28Mostra%29.jpg 2x\" width=\"220\"/>\n",
      "       </a>\n",
      "       <div class=\"thumbcaption\">\n",
      "        <div class=\"magnify\">\n",
      "         <a class=\"internal\" href=\"/wiki/File:Nicolas_Cage_-_66%C3%A8me_Festival_de_Venise_(Mostra).jpg\" title=\"Enlarge\">\n",
      "         </a>\n",
      "        </div>\n",
      "        Cage at the 66th\n",
      "        <a href=\"/wiki/Venice_Film_Festival\" title=\"Venice Film Festival\">\n",
      "         Venice Film Festival\n",
      "        </a>\n",
      "        in September 2009\n",
      "       </div>\n",
      "      </div>\n",
      "     </div>\n",
      "     <p>\n",
      "      The following is the complete filmography of American actor, director and producer,\n",
      "      <a href=\"/wiki/Nicolas_Cage\" title=\"Nicolas Cage\">\n",
      "       Nicolas Cage\n",
      "      </a>\n",
      "      .\n",
      "      <sup class=\"reference\" id=\"cite_ref-NYT_1-0\">\n",
      "       <a href=\"#cite_note-NYT-1\">\n",
      "        [1]\n",
      "       </a>\n",
      "      </sup>\n",
      "     </p>\n",
      "     <p>\n",
      "     </p>\n",
      "     <div class=\"toc\" id=\"toc\">\n",
      "      <div id=\"toctitle\">\n",
      "       <h2>\n",
      "        Contents\n",
      "       </h2>\n",
      "      </div>\n",
      "      <ul>\n",
      "       <li class=\"toclevel-1 tocsection-1\">\n",
      "        <a href=\"#Film\">\n",
      "         <span class=\"tocnumber\">\n",
      "          1\n",
      "         </span>\n",
      "         <span class=\"toctext\">\n",
      "          Film\n",
      "         </span>\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"toclevel-1 tocsection-2\">\n",
      "        <a href=\"#Television\">\n",
      "         <span class=\"tocnumber\">\n",
      "          2\n",
      "         </span>\n",
      "         <span class=\"toctext\">\n",
      "          Television\n",
      "         </span>\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"toclevel-1 tocsection-3\">\n",
      "        <a href=\"#As_producer\">\n",
      "         <span class=\"tocnumber\">\n",
      "          3\n",
      "         </span>\n",
      "         <span class=\"toctext\">\n",
      "          As producer\n",
      "         </span>\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"toclevel-1 tocsection-4\">\n",
      "        <a href=\"#References\">\n",
      "         <span class=\"tocnumber\">\n",
      "          4\n",
      "         </span>\n",
      "         <span class=\"toctext\">\n",
      "          References\n",
      "         </span>\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"toclevel-1 tocsection-5\">\n",
      "        <a href=\"#External_links\">\n",
      "         <span class=\"tocnumber\">\n",
      "          5\n",
      "         </span>\n",
      "         <span class=\"toctext\">\n",
      "          External links\n",
      "         </span>\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "     <p>\n",
      "     </p>\n",
      "     <h2>\n",
      "      <span class=\"mw-headline\" id=\"Film\">\n",
      "       Film\n",
      "      </span>\n",
      "      <span class=\"mw-editsection\">\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        [\n",
      "       </span>\n",
      "       <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit&amp;section=1\" title=\"Edit section: Film\">\n",
      "        edit\n",
      "       </a>\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        ]\n",
      "       </span>\n",
      "      </span>\n",
      "     </h2>\n",
      "     <table class=\"wikitable sortable\">\n",
      "      <tr>\n",
      "       <th>\n",
      "        Year\n",
      "       </th>\n",
      "       <th>\n",
      "        Title\n",
      "       </th>\n",
      "       <th>\n",
      "        Role\n",
      "       </th>\n",
      "       <th class=\"unsortable\">\n",
      "        Notes\n",
      "       </th>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1982\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Fast_Times_at_Ridgemont_High\" title=\"Fast Times at Ridgemont High\">\n",
      "          Fast Times at Ridgemont High\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Brad's Bud\n",
      "       </td>\n",
      "       <td>\n",
      "        Credited as Nicolas Coppola\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-0\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1983\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Valley_Girl_(film)\" title=\"Valley Girl (film)\">\n",
      "          Valley Girl\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Randy\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1983\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Rumble_Fish\" title=\"Rumble Fish\">\n",
      "          Rumble Fish\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-1\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Smokey\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1984\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Racing_with_the_Moon\" title=\"Racing with the Moon\">\n",
      "          Racing with the Moon\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-2\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Nicky / Bud\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1984\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Cotton_Club_(film)\" title=\"The Cotton Club (film)\">\n",
      "          The Cotton Club\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-3\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Vincent Dwyer\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1984\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Birdy_(film)\" title=\"Birdy (film)\">\n",
      "          Birdy\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-4\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Sergeant Al Columbato\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1986\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Boy_in_Blue_(1986_film)\" title=\"The Boy in Blue (1986 film)\">\n",
      "          The Boy in Blue\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Ned_Hanlan\" title=\"Ned Hanlan\">\n",
      "         Ned Hanlan\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1986\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Peggy_Sue_Got_Married\" title=\"Peggy Sue Got Married\">\n",
      "          Peggy Sue Got Married\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-5\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Charlie Bodell\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1987\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Raising_Arizona\" title=\"Raising Arizona\">\n",
      "          Raising Arizona\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-6\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        H. I. McDunnough\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1987\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Moonstruck\" title=\"Moonstruck\">\n",
      "          Moonstruck\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-7\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Ronny Cammareri\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1989\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Never_on_Tuesday\" title=\"Never on Tuesday\">\n",
      "          Never on Tuesday\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Man in Red Sports Car\n",
      "       </td>\n",
      "       <td>\n",
      "        Uncredited\n",
      "        <sup class=\"noprint Inline-Template Template-Fact\" style=\"white-space:nowrap;\">\n",
      "         [\n",
      "         <i>\n",
      "          <a href=\"/wiki/Wikipedia:Citation_needed\" title=\"Wikipedia:Citation needed\">\n",
      "           <span title=\"This claim needs references to reliable sources. (January 2016)\">\n",
      "            citation needed\n",
      "           </span>\n",
      "          </a>\n",
      "         </i>\n",
      "         ]\n",
      "        </sup>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1989\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Vampire%27s_Kiss\" title=\"Vampire's Kiss\">\n",
      "          Vampire's Kiss\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Peter Loew\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1989\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Time_to_Kill_(1989_film)\" title=\"Time to Kill (1989 film)\">\n",
      "          Time to Kill\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Enrico Silvestri\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1990\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Fire_Birds\" title=\"Fire Birds\">\n",
      "          Fire Birds\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Jake Preston\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1990\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Wild_at_Heart_(film)\" title=\"Wild at Heart (film)\">\n",
      "          Wild at Heart\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-8\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Sailor Ripley\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1991\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Zandalee\" title=\"Zandalee\">\n",
      "          Zandalee\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Johnny\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1992\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Honeymoon_in_Vegas\" title=\"Honeymoon in Vegas\">\n",
      "          Honeymoon in Vegas\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Jack Singer\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1993\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Amos_%26_Andrew\" title=\"Amos &amp; Andrew\">\n",
      "          Amos &amp; Andrew\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Amos Odell\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1993\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Deadfall_(1993_film)\" title=\"Deadfall (1993 film)\">\n",
      "          Deadfall\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Eddie\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1994\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Red_Rock_West\" title=\"Red Rock West\">\n",
      "          Red Rock West\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Michael Williams\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1994\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Guarding_Tess\" title=\"Guarding Tess\">\n",
      "          Guarding Tess\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Doug Chesnic\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1994\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/It_Could_Happen_to_You_(film)\" title=\"It Could Happen to You (film)\">\n",
      "          It Could Happen to You\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Charlie Lang\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1994\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Trapped_in_Paradise\" title=\"Trapped in Paradise\">\n",
      "          Trapped in Paradise\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Bill Firpo\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1995\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Kiss_of_Death_(1995_film)\" title=\"Kiss of Death (1995 film)\">\n",
      "          Kiss of Death\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Little Junior\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1995\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Leaving_Las_Vegas\" title=\"Leaving Las Vegas\">\n",
      "          Leaving Las Vegas\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-9\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Ben Sanderson\n",
      "       </td>\n",
      "       <td>\n",
      "        <div class=\"plainlist\">\n",
      "         <ul>\n",
      "          <li>\n",
      "           <a href=\"/wiki/Academy_Award_for_Best_Actor\" title=\"Academy Award for Best Actor\">\n",
      "            Academy Award for Best Actor\n",
      "           </a>\n",
      "          </li>\n",
      "          <li>\n",
      "           <a href=\"/wiki/BAFTA_Award_for_Best_Actor_in_a_Leading_Role\" title=\"BAFTA Award for Best Actor in a Leading Role\">\n",
      "            BAFTA Award for Best Actor in a Leading Role\n",
      "           </a>\n",
      "          </li>\n",
      "          <li>\n",
      "           <a href=\"/wiki/Golden_Globe_Award_for_Best_Actor_%E2%80%93_Motion_Picture_Drama\" title=\"Golden Globe Award for Best Actor – Motion Picture Drama\">\n",
      "            Golden Globe Award for Best Actor – Motion Picture Drama\n",
      "           </a>\n",
      "          </li>\n",
      "         </ul>\n",
      "        </div>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1996\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Rock_(film)\" title=\"The Rock (film)\">\n",
      "          The Rock\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-10\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Dr. Stanley Goodspeed\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1997\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Con_Air\" title=\"Con Air\">\n",
      "          Con Air\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Cameron Poe\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1997\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Face/Off\" title=\"Face/Off\">\n",
      "          Face/Off\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Castor Troy / Sean Archer\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1998\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/City_of_Angels_(film)\" title=\"City of Angels (film)\">\n",
      "          City of Angels\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-11\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Seth\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1998\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Snake_Eyes_(film)\" title=\"Snake Eyes (film)\">\n",
      "          Snake Eyes\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Rick Santoro\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1999\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/8mm_(film)\" title=\"8mm (film)\">\n",
      "          8mm\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Tom Welles\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1999\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Bringing_Out_the_Dead\" title=\"Bringing Out the Dead\">\n",
      "          Bringing Out the Dead\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Frank Pierce\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2000\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Gone_in_60_Seconds_(2000_film)\" title=\"Gone in 60 Seconds (2000 film)\">\n",
      "          Gone in 60 Seconds\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Randall \"Memphis\" Raines\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2000\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Family_Man\" title=\"The Family Man\">\n",
      "          The Family Man\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Jack Campbell\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2001\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Captain_Corelli%27s_Mandolin_(film)\" title=\"Captain Corelli's Mandolin (film)\">\n",
      "          Captain Corelli's Mandolin\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Captain Antonio Corelli\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2001\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Christmas_Carol:_The_Movie\" title=\"Christmas Carol: The Movie\">\n",
      "          Christmas Carol: The Movie\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Jacob Marley\n",
      "       </td>\n",
      "       <td>\n",
      "        Voice role\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2002\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Windtalkers\" title=\"Windtalkers\">\n",
      "          Windtalkers\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Sgt. Joe Enders\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2002\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Adaptation_(film)\" title=\"Adaptation (film)\">\n",
      "          Adaptation\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Charlie_Kaufman\" title=\"Charlie Kaufman\">\n",
      "         Charlie Kaufman\n",
      "        </a>\n",
      "        / Donald Kaufman\n",
      "       </td>\n",
      "       <td>\n",
      "        Nominated for\n",
      "        <a href=\"/wiki/Academy_Award_for_Best_Actor\" title=\"Academy Award for Best Actor\">\n",
      "         Academy Award for Best Actor\n",
      "        </a>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2002\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Sonny_(film)\" title=\"Sonny (film)\">\n",
      "          Sonny\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Acid Yellow\n",
      "       </td>\n",
      "       <td>\n",
      "        Also director and producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2003\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Matchstick_Men\" title=\"Matchstick Men\">\n",
      "          Matchstick Men\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Roy Waller\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2004\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/National_Treasure_(film)\" title=\"National Treasure (film)\">\n",
      "          National Treasure\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a class=\"mw-redirect\" href=\"/wiki/Benjamin_Franklin_Gates_(character)\" title=\"Benjamin Franklin Gates (character)\">\n",
      "         Benjamin Gates\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2005\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Lord_of_War\" title=\"Lord of War\">\n",
      "          Lord of War\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Yuri Orlov\n",
      "       </td>\n",
      "       <td>\n",
      "        Also producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2005\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Weather_Man\" title=\"The Weather Man\">\n",
      "          The Weather Man\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        David Spritz\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2006\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Ant_Bully_(film)\" title=\"The Ant Bully (film)\">\n",
      "          The Ant Bully\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Zoc\n",
      "       </td>\n",
      "       <td>\n",
      "        Voice role\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2006\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Wicker_Man_(2006_film)\" title=\"The Wicker Man (2006 film)\">\n",
      "          The Wicker Man\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Edward Malus\n",
      "       </td>\n",
      "       <td>\n",
      "        Also producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2006\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/World_Trade_Center_(film)\" title=\"World Trade Center (film)\">\n",
      "          World Trade Center\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a class=\"mw-redirect\" href=\"/wiki/John_McLoughlin_(9/11_attacks_survivor)\" title=\"John McLoughlin (9/11 attacks survivor)\">\n",
      "         John McLoughlin\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Ghost_Rider_(2007_film)\" title=\"Ghost Rider (2007 film)\">\n",
      "          Ghost Rider\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Ghost_Rider_(Johnny_Blaze)\" title=\"Ghost Rider (Johnny Blaze)\">\n",
      "         Johnny Blaze/Ghost Rider\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Grindhouse_(film)\" title=\"Grindhouse (film)\">\n",
      "          Grindhouse\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Fu_Manchu\" title=\"Fu Manchu\">\n",
      "         Dr. Fu Manchu\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "        Uncredited\n",
      "        <sup class=\"noprint Inline-Template Template-Fact\" style=\"white-space:nowrap;\">\n",
      "         [\n",
      "         <i>\n",
      "          <a href=\"/wiki/Wikipedia:Citation_needed\" title=\"Wikipedia:Citation needed\">\n",
      "           <span title=\"This claim needs references to reliable sources. (January 2016)\">\n",
      "            citation needed\n",
      "           </span>\n",
      "          </a>\n",
      "         </i>\n",
      "         ]\n",
      "        </sup>\n",
      "        <br/>\n",
      "        Segment: \"\n",
      "        <a class=\"mw-redirect\" href=\"/wiki/Werewolf_Women_of_the_SS\" title=\"Werewolf Women of the SS\">\n",
      "         Werewolf Women of the SS\n",
      "        </a>\n",
      "        \"\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Next_(2007_film)\" title=\"Next (2007 film)\">\n",
      "          Next\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Cris Johnson\n",
      "       </td>\n",
      "       <td>\n",
      "        Also producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/National_Treasure:_Book_of_Secrets\" title=\"National Treasure: Book of Secrets\">\n",
      "          National Treasure: Book of Secrets\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Benjamin Gates\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2008\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Bangkok_Dangerous_(2008_film)\" title=\"Bangkok Dangerous (2008 film)\">\n",
      "          Bangkok Dangerous\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Joe\n",
      "       </td>\n",
      "       <td>\n",
      "        Also producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2009\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Knowing_(film)\" title=\"Knowing (film)\">\n",
      "          Knowing\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Professor Jonathan \"John\" Koestler\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2009\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/G-Force_(film)\" title=\"G-Force (film)\">\n",
      "          G-Force\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Speckles\n",
      "       </td>\n",
      "       <td>\n",
      "        Voice role\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2009\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Astro_Boy_(film)\" title=\"Astro Boy (film)\">\n",
      "          Astro Boy\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Dr._Tenma\" title=\"Dr. Tenma\">\n",
      "         Dr. Umatarō Tenma\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "        Voice role\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2009\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Bad_Lieutenant:_Port_of_Call_New_Orleans\" title=\"Bad Lieutenant: Port of Call New Orleans\">\n",
      "          Bad Lieutenant: Port of Call New Orleans\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Lt. Terrence McDonagh\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2010\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Kick-Ass_(film)\" title=\"Kick-Ass (film)\">\n",
      "          Kick-Ass\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Damon Macready/Big Daddy\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2010\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         With Great Power: The Stan Lee Story\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Himself\n",
      "       </td>\n",
      "       <td>\n",
      "        Documentary\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2010\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Sorcerer%27s_Apprentice_(2010_film)\" title=\"The Sorcerer's Apprentice (2010 film)\">\n",
      "          The Sorcerer's Apprentice\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Balthazar Blake\n",
      "       </td>\n",
      "       <td>\n",
      "        Also executive producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2011\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Season_of_the_Witch_(2011_film)\" title=\"Season of the Witch (2011 film)\">\n",
      "          Season of the Witch\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Behman von Bleiruck\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2011\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Drive_Angry\" title=\"Drive Angry\">\n",
      "          Drive Angry\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Milton\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2011\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Trespass_(2011_film)\" title=\"Trespass (2011 film)\">\n",
      "          Trespass\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Kyle Miller\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2011\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Seeking_Justice\" title=\"Seeking Justice\">\n",
      "          Seeking Justice\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Will Gerard\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2012\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Ghost_Rider:_Spirit_of_Vengeance\" title=\"Ghost Rider: Spirit of Vengeance\">\n",
      "          Ghost Rider: Spirit of Vengeance\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Johnny Blaze/Ghost Rider\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2012\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Stolen_(2012_film)\" title=\"Stolen (2012 film)\">\n",
      "          Stolen\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Will Montgomery\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2013\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Croods\" title=\"The Croods\">\n",
      "          The Croods\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Grug Crood\n",
      "       </td>\n",
      "       <td>\n",
      "        Voice role\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2013\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Frozen_Ground\" title=\"The Frozen Ground\">\n",
      "          The Frozen Ground\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-12\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Detective Jack Halcombe\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2013\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Joe_(2013_film)\" title=\"Joe (2013 film)\">\n",
      "          Joe\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Joe\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2014\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Rage_(2014_film)\" title=\"Rage (2014 film)\">\n",
      "          Rage\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-13\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        Paul Maguire\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2014\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Outcast_(2014_film)\" title=\"Outcast (2014 film)\">\n",
      "          Outcast\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Gallain\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2014\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Left_Behind_(2014_film)\" title=\"Left Behind (2014 film)\">\n",
      "          Left Behind\n",
      "         </a>\n",
      "        </i>\n",
      "        <sup class=\"reference\" id=\"cite_ref-lifetime_2-14\">\n",
      "         <a href=\"#cite_note-lifetime-2\">\n",
      "          [2]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Rayford_Steele\" title=\"Rayford Steele\">\n",
      "         Rayford Steele\n",
      "        </a>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2014\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Dying_of_the_Light_(film)\" title=\"Dying of the Light (film)\">\n",
      "          Dying of the Light\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Evan Lake\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2015\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Runner_(2015_film)\" title=\"The Runner (2015 film)\">\n",
      "          The Runner\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Colin Price\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2015\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Pay_the_Ghost\" title=\"Pay the Ghost\">\n",
      "          Pay the Ghost\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Mike Lawford\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2016\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Trust_(film)\" title=\"The Trust (film)\">\n",
      "          The Trust\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Jim Stone\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2016\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Dog_Eat_Dog_(2016_film)\" title=\"Dog Eat Dog (2016 film)\">\n",
      "          Dog Eat Dog\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Troy\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2016\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/USS_Indianapolis:_Men_of_Courage\" title=\"USS Indianapolis: Men of Courage\">\n",
      "          USS Indianapolis: Men of Courage\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Captain McVay\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2016\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Snowden_(film)\" title=\"Snowden (film)\">\n",
      "          Snowden\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "       </td>\n",
      "       <td>\n",
      "        In post-production\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2016\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Army_of_One_(2016_film)\" title=\"Army of One (2016 film)\">\n",
      "          Army of One\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Gary Faulkner\n",
      "       </td>\n",
      "       <td>\n",
      "        In post-production\n",
      "       </td>\n",
      "      </tr>\n",
      "     </table>\n",
      "     <h2>\n",
      "      <span class=\"mw-headline\" id=\"Television\">\n",
      "       Television\n",
      "      </span>\n",
      "      <span class=\"mw-editsection\">\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        [\n",
      "       </span>\n",
      "       <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit&amp;section=2\" title=\"Edit section: Television\">\n",
      "        edit\n",
      "       </a>\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        ]\n",
      "       </span>\n",
      "      </span>\n",
      "     </h2>\n",
      "     <table class=\"wikitable\">\n",
      "      <tr>\n",
      "       <th>\n",
      "        Year\n",
      "       </th>\n",
      "       <th>\n",
      "        Title\n",
      "       </th>\n",
      "       <th>\n",
      "        Role\n",
      "       </th>\n",
      "       <th>\n",
      "        Notes\n",
      "       </th>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1981\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Best_of_Times_(1981_film)\" title=\"Best of Times (1981 film)\">\n",
      "          Best of Times\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Nic\n",
      "       </td>\n",
      "       <td>\n",
      "        Pilot\n",
      "        <br/>\n",
      "        Credited as Nicolas Coppola\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1990\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Industrial_Symphony_No._1\" title=\"Industrial Symphony No. 1\">\n",
      "          Industrial Symphony No. 1\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Heartbreaker\n",
      "       </td>\n",
      "       <td>\n",
      "        <a href=\"/wiki/Television_film\" title=\"Television film\">\n",
      "         Movie\n",
      "        </a>\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        1992\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Saturday_Night_Live\" title=\"Saturday Night Live\">\n",
      "          Saturday Night Live\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Himself/host\n",
      "       </td>\n",
      "       <td>\n",
      "        Episode: \"Nicolas Cage/\n",
      "        <a href=\"/wiki/Bobby_Brown\" title=\"Bobby Brown\">\n",
      "         Bobby Brown\n",
      "        </a>\n",
      "        \"\n",
      "       </td>\n",
      "      </tr>\n",
      "     </table>\n",
      "     <h2>\n",
      "      <span class=\"mw-headline\" id=\"As_producer\">\n",
      "       As producer\n",
      "      </span>\n",
      "      <span class=\"mw-editsection\">\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        [\n",
      "       </span>\n",
      "       <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit&amp;section=3\" title=\"Edit section: As producer\">\n",
      "        edit\n",
      "       </a>\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        ]\n",
      "       </span>\n",
      "      </span>\n",
      "     </h2>\n",
      "     <table class=\"wikitable sortable\">\n",
      "      <tr>\n",
      "       <th>\n",
      "        Year\n",
      "       </th>\n",
      "       <th>\n",
      "        Title\n",
      "       </th>\n",
      "       <th class=\"unsortable\">\n",
      "        Notes\n",
      "       </th>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2000\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         Bel Air\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2001\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/Shadow_of_the_Vampire\" title=\"Shadow of the Vampire\">\n",
      "          Shadow of the Vampire\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2002\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         Sonny\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer and director\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2003\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Life_of_David_Gale\" title=\"The Life of David Gale\">\n",
      "          The Life of David Gale\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2005\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         Lord of War\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2006\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         The Wicker Man\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         Next\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2007\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/The_Dresden_Files_(TV_series)\" title=\"The Dresden Files (TV series)\">\n",
      "          The Dresden Files\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Executive producer; TV series\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2008\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         Bangkok Dangerous\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2010\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         The Sorcerer's Apprentice\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Executive producer\n",
      "       </td>\n",
      "      </tr>\n",
      "      <tr>\n",
      "       <td>\n",
      "        2012\n",
      "       </td>\n",
      "       <td>\n",
      "        <i>\n",
      "         <a href=\"/wiki/A_Thousand_Words_(film)\" title=\"A Thousand Words (film)\">\n",
      "          A Thousand Words\n",
      "         </a>\n",
      "        </i>\n",
      "       </td>\n",
      "       <td>\n",
      "        Producer\n",
      "       </td>\n",
      "      </tr>\n",
      "     </table>\n",
      "     <h2>\n",
      "      <span class=\"mw-headline\" id=\"References\">\n",
      "       References\n",
      "      </span>\n",
      "      <span class=\"mw-editsection\">\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        [\n",
      "       </span>\n",
      "       <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit&amp;section=4\" title=\"Edit section: References\">\n",
      "        edit\n",
      "       </a>\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        ]\n",
      "       </span>\n",
      "      </span>\n",
      "     </h2>\n",
      "     <div class=\"reflist\" style=\"list-style-type: decimal;\">\n",
      "      <ol class=\"references\">\n",
      "       <li id=\"cite_note-NYT-1\">\n",
      "        <span class=\"mw-cite-backlink\">\n",
      "         <b>\n",
      "          <a href=\"#cite_ref-NYT_1-0\">\n",
      "           ^\n",
      "          </a>\n",
      "         </b>\n",
      "        </span>\n",
      "        <span class=\"reference-text\">\n",
      "         <cite class=\"citation web\">\n",
      "          <a class=\"external text\" href=\"http://www.nytimes.com/movies/person/10155/Nicolas-Cage/filmography\" rel=\"nofollow\">\n",
      "           \"Nicolas Cage Filmography\"\n",
      "          </a>\n",
      "          .\n",
      "          <i>\n",
      "           <a href=\"/wiki/The_New_York_Times\" title=\"The New York Times\">\n",
      "            The New York Times\n",
      "           </a>\n",
      "          </i>\n",
      "          .\n",
      "         </cite>\n",
      "         <span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ANicolas+Cage+filmography&amp;rft.atitle=Nicolas+Cage+Filmography&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.nytimes.com%2Fmovies%2Fperson%2F10155%2FNicolas-Cage%2Ffilmography&amp;rft.jtitle=The+New+York+Times&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal\">\n",
      "          <span style=\"display:none;\">\n",
      "          </span>\n",
      "         </span>\n",
      "        </span>\n",
      "       </li>\n",
      "       <li id=\"cite_note-lifetime-2\">\n",
      "        <span class=\"mw-cite-backlink\">\n",
      "         ^\n",
      "         <a href=\"#cite_ref-lifetime_2-0\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             a\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-1\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             b\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-2\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             c\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-3\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             d\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-4\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             e\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-5\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             f\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-6\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             g\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-7\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             h\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-8\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             i\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-9\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             j\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-10\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             k\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-11\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             l\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-12\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             m\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-13\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             n\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "         <a href=\"#cite_ref-lifetime_2-14\">\n",
      "          <sup>\n",
      "           <i>\n",
      "            <b>\n",
      "             o\n",
      "            </b>\n",
      "           </i>\n",
      "          </sup>\n",
      "         </a>\n",
      "        </span>\n",
      "        <span class=\"reference-text\">\n",
      "         <cite class=\"citation web\">\n",
      "          <a class=\"external text\" href=\"http://www.lifetimetv.co.uk/biography/biography-nicholas-cage\" rel=\"nofollow\">\n",
      "           \"Nicholas Cage\"\n",
      "          </a>\n",
      "          . Lifetime TV. 2014\n",
      "          <span class=\"reference-accessdate\">\n",
      "           . Retrieved\n",
      "           <span class=\"nowrap\">\n",
      "            24 January\n",
      "           </span>\n",
      "           2015\n",
      "          </span>\n",
      "          .\n",
      "         </cite>\n",
      "         <span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ANicolas+Cage+filmography&amp;rft.btitle=Nicholas+Cage&amp;rft.date=2014&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.lifetimetv.co.uk%2Fbiography%2Fbiography-nicholas-cage&amp;rft.pub=Lifetime+TV&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook\">\n",
      "          <span style=\"display:none;\">\n",
      "          </span>\n",
      "         </span>\n",
      "        </span>\n",
      "       </li>\n",
      "      </ol>\n",
      "     </div>\n",
      "     <h2>\n",
      "      <span class=\"mw-headline\" id=\"External_links\">\n",
      "       External links\n",
      "      </span>\n",
      "      <span class=\"mw-editsection\">\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        [\n",
      "       </span>\n",
      "       <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit&amp;section=5\" title=\"Edit section: External links\">\n",
      "        edit\n",
      "       </a>\n",
      "       <span class=\"mw-editsection-bracket\">\n",
      "        ]\n",
      "       </span>\n",
      "      </span>\n",
      "     </h2>\n",
      "     <ul>\n",
      "      <li>\n",
      "       <a class=\"external text\" href=\"http://www.imdb.com/name/nm0000115/\" rel=\"nofollow\">\n",
      "        Nicolas Cage filmography\n",
      "       </a>\n",
      "       at the\n",
      "       <a href=\"/wiki/IMDb\" title=\"IMDb\">\n",
      "        Internet Movie Database\n",
      "       </a>\n",
      "      </li>\n",
      "     </ul>\n",
      "     <!-- \n",
      "NewPP limit report\n",
      "Parsed by mw2091\n",
      "Cached time: 20160421023604\n",
      "Cache expiry: 2592000\n",
      "Dynamic content: false\n",
      "CPU time usage: 0.179 seconds\n",
      "Real time usage: 0.221 seconds\n",
      "Preprocessor visited node count: 902/1000000\n",
      "Preprocessor generated node count: 0/1500000\n",
      "Post‐expand include size: 27147/2097152 bytes\n",
      "Template argument size: 4855/2097152 bytes\n",
      "Highest expansion depth: 11/40\n",
      "Expensive parser function count: 3/500\n",
      "Lua time usage: 0.078/10.000 seconds\n",
      "Lua memory usage: 2.6 MB/50 MB\n",
      "Number of Wikibase entities loaded: 1-->\n",
      "     <!-- \n",
      "Transclusion expansion time report (%,ms,calls,template)\n",
      "100.00%  179.125      1 - -total\n",
      " 41.00%   73.441      3 - Template:Ambox\n",
      " 32.96%   59.046      1 - Template:Multiple_issues\n",
      " 25.11%   44.977      2 - Template:Citation_needed\n",
      " 25.04%   44.861      1 - Template:Reflist\n",
      " 22.07%   39.531      2 - Template:Fix\n",
      " 19.78%   35.439      2 - Template:Cite_web\n",
      " 13.63%   24.417      2 - Template:Delink\n",
      "  9.95%   17.819      1 - Template:Lead_too_short\n",
      "  6.65%   11.910      4 - Template:Category_handler\n",
      "-->\n",
      "     <!-- Saved in parser cache with key enwiki:pcache:idhash:39203364-0!*!0!!en!4!* and timestamp 20160421023603 and revision id 716315821\n",
      " -->\n",
      "     <noscript>\n",
      "      <img alt=\"\" height=\"1\" src=\"//en.wikipedia.org/wiki/Special:CentralAutoLogin/start?type=1x1\" style=\"border: none; position: absolute;\" title=\"\" width=\"1\"/>\n",
      "     </noscript>\n",
      "    </div>\n",
      "    <div class=\"printfooter\">\n",
      "     Retrieved from \"\n",
      "     <a dir=\"ltr\" href=\"https://en.wikipedia.org/w/index.php?title=Nicolas_Cage_filmography&amp;oldid=716315821\">\n",
      "      https://en.wikipedia.org/w/index.php?title=Nicolas_Cage_filmography&amp;oldid=716315821\n",
      "     </a>\n",
      "     \"\n",
      "    </div>\n",
      "    <div class=\"catlinks\" data-mw=\"interface\" id=\"catlinks\">\n",
      "     <div class=\"mw-normal-catlinks\" id=\"mw-normal-catlinks\">\n",
      "      <a href=\"/wiki/Help:Category\" title=\"Help:Category\">\n",
      "       Categories\n",
      "      </a>\n",
      "      :\n",
      "      <ul>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:Actor_filmographies\" title=\"Category:Actor filmographies\">\n",
      "         Actor filmographies\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "     <div class=\"mw-hidden-catlinks mw-hidden-cats-hidden\" id=\"mw-hidden-catlinks\">\n",
      "      Hidden categories:\n",
      "      <ul>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:Wikipedia_introduction_cleanup_from_February_2016\" title=\"Category:Wikipedia introduction cleanup from February 2016\">\n",
      "         Wikipedia introduction cleanup from February 2016\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:All_pages_needing_cleanup\" title=\"Category:All pages needing cleanup\">\n",
      "         All pages needing cleanup\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:Articles_covered_by_WikiProject_Wikify_from_February_2016\" title=\"Category:Articles covered by WikiProject Wikify from February 2016\">\n",
      "         Articles covered by WikiProject Wikify from February 2016\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:All_articles_covered_by_WikiProject_Wikify\" title=\"Category:All articles covered by WikiProject Wikify\">\n",
      "         All articles covered by WikiProject Wikify\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:Articles_needing_additional_references_from_February_2016\" title=\"Category:Articles needing additional references from February 2016\">\n",
      "         Articles needing additional references from February 2016\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:All_articles_needing_additional_references\" title=\"Category:All articles needing additional references\">\n",
      "         All articles needing additional references\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:All_articles_with_unsourced_statements\" title=\"Category:All articles with unsourced statements\">\n",
      "         All articles with unsourced statements\n",
      "        </a>\n",
      "       </li>\n",
      "       <li>\n",
      "        <a href=\"/wiki/Category:Articles_with_unsourced_statements_from_January_2016\" title=\"Category:Articles with unsourced statements from January 2016\">\n",
      "         Articles with unsourced statements from January 2016\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div class=\"visualClear\">\n",
      "    </div>\n",
      "   </div>\n",
      "  </div>\n",
      "  <div id=\"mw-navigation\">\n",
      "   <h2>\n",
      "    Navigation menu\n",
      "   </h2>\n",
      "   <div id=\"mw-head\">\n",
      "    <div aria-labelledby=\"p-personal-label\" class=\"\" id=\"p-personal\" role=\"navigation\">\n",
      "     <h3 id=\"p-personal-label\">\n",
      "      Personal tools\n",
      "     </h3>\n",
      "     <ul>\n",
      "      <li id=\"pt-anonuserpage\">\n",
      "       Not logged in\n",
      "      </li>\n",
      "      <li id=\"pt-anontalk\">\n",
      "       <a accesskey=\"n\" href=\"/wiki/Special:MyTalk\" title=\"Discussion about edits from this IP address [n]\">\n",
      "        Talk\n",
      "       </a>\n",
      "      </li>\n",
      "      <li id=\"pt-anoncontribs\">\n",
      "       <a accesskey=\"y\" href=\"/wiki/Special:MyContributions\" title=\"A list of edits made from this IP address [y]\">\n",
      "        Contributions\n",
      "       </a>\n",
      "      </li>\n",
      "      <li id=\"pt-createaccount\">\n",
      "       <a href=\"/w/index.php?title=Special:UserLogin&amp;returnto=Nicolas+Cage+filmography&amp;type=signup\" title=\"You are encouraged to create an account and log in; however, it is not mandatory\">\n",
      "        Create account\n",
      "       </a>\n",
      "      </li>\n",
      "      <li id=\"pt-login\">\n",
      "       <a accesskey=\"o\" href=\"/w/index.php?title=Special:UserLogin&amp;returnto=Nicolas+Cage+filmography\" title=\"You're encouraged to log in; however, it's not mandatory. [o]\">\n",
      "        Log in\n",
      "       </a>\n",
      "      </li>\n",
      "     </ul>\n",
      "    </div>\n",
      "    <div id=\"left-navigation\">\n",
      "     <div aria-labelledby=\"p-namespaces-label\" class=\"vectorTabs\" id=\"p-namespaces\" role=\"navigation\">\n",
      "      <h3 id=\"p-namespaces-label\">\n",
      "       Namespaces\n",
      "      </h3>\n",
      "      <ul>\n",
      "       <li class=\"selected\" id=\"ca-nstab-main\">\n",
      "        <span>\n",
      "         <a accesskey=\"c\" href=\"/wiki/Nicolas_Cage_filmography\" title=\"View the content page [c]\">\n",
      "          Article\n",
      "         </a>\n",
      "        </span>\n",
      "       </li>\n",
      "       <li id=\"ca-talk\">\n",
      "        <span>\n",
      "         <a accesskey=\"t\" href=\"/wiki/Talk:Nicolas_Cage_filmography\" rel=\"discussion\" title=\"Discussion about the content page [t]\">\n",
      "          Talk\n",
      "         </a>\n",
      "        </span>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "     <div aria-labelledby=\"p-variants-label\" class=\"vectorMenu emptyPortlet\" id=\"p-variants\" role=\"navigation\">\n",
      "      <h3 id=\"p-variants-label\">\n",
      "       <span>\n",
      "        Variants\n",
      "       </span>\n",
      "       <a href=\"#\">\n",
      "       </a>\n",
      "      </h3>\n",
      "      <div class=\"menu\">\n",
      "       <ul>\n",
      "       </ul>\n",
      "      </div>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div id=\"right-navigation\">\n",
      "     <div aria-labelledby=\"p-views-label\" class=\"vectorTabs\" id=\"p-views\" role=\"navigation\">\n",
      "      <h3 id=\"p-views-label\">\n",
      "       Views\n",
      "      </h3>\n",
      "      <ul>\n",
      "       <li class=\"selected\" id=\"ca-view\">\n",
      "        <span>\n",
      "         <a href=\"/wiki/Nicolas_Cage_filmography\">\n",
      "          Read\n",
      "         </a>\n",
      "        </span>\n",
      "       </li>\n",
      "       <li id=\"ca-edit\">\n",
      "        <span>\n",
      "         <a accesskey=\"e\" href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=edit\" title=\"Edit this page [e]\">\n",
      "          Edit\n",
      "         </a>\n",
      "        </span>\n",
      "       </li>\n",
      "       <li class=\"collapsible\" id=\"ca-history\">\n",
      "        <span>\n",
      "         <a accesskey=\"h\" href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=history\" title=\"Past revisions of this page [h]\">\n",
      "          View history\n",
      "         </a>\n",
      "        </span>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "     <div aria-labelledby=\"p-cactions-label\" class=\"vectorMenu emptyPortlet\" id=\"p-cactions\" role=\"navigation\">\n",
      "      <h3 id=\"p-cactions-label\">\n",
      "       <span>\n",
      "        More\n",
      "       </span>\n",
      "       <a href=\"#\">\n",
      "       </a>\n",
      "      </h3>\n",
      "      <div class=\"menu\">\n",
      "       <ul>\n",
      "       </ul>\n",
      "      </div>\n",
      "     </div>\n",
      "     <div id=\"p-search\" role=\"search\">\n",
      "      <h3>\n",
      "       <label for=\"searchInput\">\n",
      "        Search\n",
      "       </label>\n",
      "      </h3>\n",
      "      <form action=\"/w/index.php\" id=\"searchform\">\n",
      "       <div id=\"simpleSearch\">\n",
      "        <input accesskey=\"f\" id=\"searchInput\" name=\"search\" placeholder=\"Search\" title=\"Search Wikipedia [f]\" type=\"search\"/>\n",
      "        <input name=\"title\" type=\"hidden\" value=\"Special:Search\"/>\n",
      "        <input class=\"searchButton mw-fallbackSearchButton\" id=\"mw-searchButton\" name=\"fulltext\" title=\"Search Wikipedia for this text\" type=\"submit\" value=\"Search\"/>\n",
      "        <input class=\"searchButton\" id=\"searchButton\" name=\"go\" title=\"Go to a page with this exact name if it exists\" type=\"submit\" value=\"Go\"/>\n",
      "       </div>\n",
      "      </form>\n",
      "     </div>\n",
      "    </div>\n",
      "   </div>\n",
      "   <div id=\"mw-panel\">\n",
      "    <div id=\"p-logo\" role=\"banner\">\n",
      "     <a class=\"mw-wiki-logo\" href=\"/wiki/Main_Page\" title=\"Visit the main page\">\n",
      "     </a>\n",
      "    </div>\n",
      "    <div aria-labelledby=\"p-navigation-label\" class=\"portal\" id=\"p-navigation\" role=\"navigation\">\n",
      "     <h3 id=\"p-navigation-label\">\n",
      "      Navigation\n",
      "     </h3>\n",
      "     <div class=\"body\">\n",
      "      <ul>\n",
      "       <li id=\"n-mainpage-description\">\n",
      "        <a accesskey=\"z\" href=\"/wiki/Main_Page\" title=\"Visit the main page [z]\">\n",
      "         Main page\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-contents\">\n",
      "        <a href=\"/wiki/Portal:Contents\" title=\"Guides to browsing Wikipedia\">\n",
      "         Contents\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-featuredcontent\">\n",
      "        <a href=\"/wiki/Portal:Featured_content\" title=\"Featured content – the best of Wikipedia\">\n",
      "         Featured content\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-currentevents\">\n",
      "        <a href=\"/wiki/Portal:Current_events\" title=\"Find background information on current events\">\n",
      "         Current events\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-randompage\">\n",
      "        <a accesskey=\"x\" href=\"/wiki/Special:Random\" title=\"Load a random article [x]\">\n",
      "         Random article\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-sitesupport\">\n",
      "        <a href=\"https://donate.wikimedia.org/wiki/Special:FundraiserRedirector?utm_source=donate&amp;utm_medium=sidebar&amp;utm_campaign=C13_en.wikipedia.org&amp;uselang=en\" title=\"Support us\">\n",
      "         Donate to Wikipedia\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-shoplink\">\n",
      "        <a href=\"//shop.wikimedia.org\" title=\"Visit the Wikipedia store\">\n",
      "         Wikipedia store\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div aria-labelledby=\"p-interaction-label\" class=\"portal\" id=\"p-interaction\" role=\"navigation\">\n",
      "     <h3 id=\"p-interaction-label\">\n",
      "      Interaction\n",
      "     </h3>\n",
      "     <div class=\"body\">\n",
      "      <ul>\n",
      "       <li id=\"n-help\">\n",
      "        <a href=\"/wiki/Help:Contents\" title=\"Guidance on how to use and edit Wikipedia\">\n",
      "         Help\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-aboutsite\">\n",
      "        <a href=\"/wiki/Wikipedia:About\" title=\"Find out about Wikipedia\">\n",
      "         About Wikipedia\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-portal\">\n",
      "        <a href=\"/wiki/Wikipedia:Community_portal\" title=\"About the project, what you can do, where to find things\">\n",
      "         Community portal\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-recentchanges\">\n",
      "        <a accesskey=\"r\" href=\"/wiki/Special:RecentChanges\" title=\"A list of recent changes in the wiki [r]\">\n",
      "         Recent changes\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"n-contactpage\">\n",
      "        <a href=\"//en.wikipedia.org/wiki/Wikipedia:Contact_us\" title=\"How to contact Wikipedia\">\n",
      "         Contact page\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div aria-labelledby=\"p-tb-label\" class=\"portal\" id=\"p-tb\" role=\"navigation\">\n",
      "     <h3 id=\"p-tb-label\">\n",
      "      Tools\n",
      "     </h3>\n",
      "     <div class=\"body\">\n",
      "      <ul>\n",
      "       <li id=\"t-whatlinkshere\">\n",
      "        <a accesskey=\"j\" href=\"/wiki/Special:WhatLinksHere/Nicolas_Cage_filmography\" title=\"List of all English Wikipedia pages containing links to this page [j]\">\n",
      "         What links here\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-recentchangeslinked\">\n",
      "        <a accesskey=\"k\" href=\"/wiki/Special:RecentChangesLinked/Nicolas_Cage_filmography\" title=\"Recent changes in pages linked from this page [k]\">\n",
      "         Related changes\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-upload\">\n",
      "        <a accesskey=\"u\" href=\"/wiki/Wikipedia:File_Upload_Wizard\" title=\"Upload files [u]\">\n",
      "         Upload file\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-specialpages\">\n",
      "        <a accesskey=\"q\" href=\"/wiki/Special:SpecialPages\" title=\"A list of all special pages [q]\">\n",
      "         Special pages\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-permalink\">\n",
      "        <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;oldid=716315821\" title=\"Permanent link to this revision of the page\">\n",
      "         Permanent link\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-info\">\n",
      "        <a href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;action=info\" title=\"More information about this page\">\n",
      "         Page information\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-wikibase\">\n",
      "        <a accesskey=\"g\" href=\"//www.wikidata.org/wiki/Q12728286\" title=\"Link to connected data repository item [g]\">\n",
      "         Wikidata item\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-cite\">\n",
      "        <a href=\"/w/index.php?title=Special:CiteThisPage&amp;page=Nicolas_Cage_filmography&amp;id=716315821\" title=\"Information on how to cite this page\">\n",
      "         Cite this page\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div aria-labelledby=\"p-coll-print_export-label\" class=\"portal\" id=\"p-coll-print_export\" role=\"navigation\">\n",
      "     <h3 id=\"p-coll-print_export-label\">\n",
      "      Print/export\n",
      "     </h3>\n",
      "     <div class=\"body\">\n",
      "      <ul>\n",
      "       <li id=\"coll-create_a_book\">\n",
      "        <a href=\"/w/index.php?title=Special:Book&amp;bookcmd=book_creator&amp;referer=Nicolas+Cage+filmography\">\n",
      "         Create a book\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"coll-download-as-rdf2latex\">\n",
      "        <a href=\"/w/index.php?title=Special:Book&amp;bookcmd=render_article&amp;arttitle=Nicolas+Cage+filmography&amp;returnto=Nicolas+Cage+filmography&amp;oldid=716315821&amp;writer=rdf2latex\">\n",
      "         Download as PDF\n",
      "        </a>\n",
      "       </li>\n",
      "       <li id=\"t-print\">\n",
      "        <a accesskey=\"p\" href=\"/w/index.php?title=Nicolas_Cage_filmography&amp;printable=yes\" title=\"Printable version of this page [p]\">\n",
      "         Printable version\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "     </div>\n",
      "    </div>\n",
      "    <div aria-labelledby=\"p-lang-label\" class=\"portal\" id=\"p-lang\" role=\"navigation\">\n",
      "     <h3 id=\"p-lang-label\">\n",
      "      Languages\n",
      "     </h3>\n",
      "     <div class=\"body\">\n",
      "      <ul>\n",
      "       <li class=\"interlanguage-link interwiki-ar\">\n",
      "        <a href=\"//ar.wikipedia.org/wiki/%D9%82%D8%A7%D8%A6%D9%85%D8%A9_%D8%A3%D8%B9%D9%85%D8%A7%D9%84_%D9%86%D9%8A%D9%83%D9%88%D9%84%D8%A7%D8%B3_%D9%83%D9%8A%D8%AC\" hreflang=\"ar\" lang=\"ar\" title=\"قائمة أعمال نيكولاس كيج – Arabic\">\n",
      "         العربية\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"interlanguage-link interwiki-es\">\n",
      "        <a href=\"//es.wikipedia.org/wiki/Anexo:Filmograf%C3%ADa_de_Nicolas_Cage\" hreflang=\"es\" lang=\"es\" title=\"Anexo:Filmografía de Nicolas Cage – Spanish\">\n",
      "         Español\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"interlanguage-link interwiki-ro\">\n",
      "        <a href=\"//ro.wikipedia.org/wiki/Filmografia_lui_Nicolas_Cage\" hreflang=\"ro\" lang=\"ro\" title=\"Filmografia lui Nicolas Cage – Romanian\">\n",
      "         Română\n",
      "        </a>\n",
      "       </li>\n",
      "       <li class=\"uls-p-lang-dummy\">\n",
      "        <a href=\"#\">\n",
      "        </a>\n",
      "       </li>\n",
      "      </ul>\n",
      "      <div class=\"after-portlet after-portlet-lang\">\n",
      "       <span class=\"wb-langlinks-edit wb-langlinks-link\">\n",
      "        <a class=\"wbc-editpage\" href=\"//www.wikidata.org/wiki/Q12728286#sitelinks-wikipedia\" title=\"Edit interlanguage links\">\n",
      "         Edit links\n",
      "        </a>\n",
      "       </span>\n",
      "      </div>\n",
      "     </div>\n",
      "    </div>\n",
      "   </div>\n",
      "  </div>\n",
      "  <div id=\"footer\" role=\"contentinfo\">\n",
      "   <ul id=\"footer-info\">\n",
      "    <li id=\"footer-info-lastmod\">\n",
      "     This page was last modified on 21 April 2016, at 02:36.\n",
      "    </li>\n",
      "    <li id=\"footer-info-copyright\">\n",
      "     Text is available under the\n",
      "     <a href=\"//en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\" rel=\"license\">\n",
      "      Creative Commons Attribution-ShareAlike License\n",
      "     </a>\n",
      "     <a href=\"//creativecommons.org/licenses/by-sa/3.0/\" rel=\"license\" style=\"display:none;\">\n",
      "     </a>\n",
      "     ;\n",
      "additional terms may apply.  By using this site, you agree to the\n",
      "     <a href=\"//wikimediafoundation.org/wiki/Terms_of_Use\">\n",
      "      Terms of Use\n",
      "     </a>\n",
      "     and\n",
      "     <a href=\"//wikimediafoundation.org/wiki/Privacy_policy\">\n",
      "      Privacy Policy\n",
      "     </a>\n",
      "     . Wikipedia® is a registered trademark of the\n",
      "     <a href=\"//www.wikimediafoundation.org/\">\n",
      "      Wikimedia Foundation, Inc.\n",
      "     </a>\n",
      "     , a non-profit organization.\n",
      "    </li>\n",
      "   </ul>\n",
      "   <ul id=\"footer-places\">\n",
      "    <li id=\"footer-places-privacy\">\n",
      "     <a href=\"//wikimediafoundation.org/wiki/Privacy_policy\" title=\"wmf:Privacy policy\">\n",
      "      Privacy policy\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-about\">\n",
      "     <a href=\"/wiki/Wikipedia:About\" title=\"Wikipedia:About\">\n",
      "      About Wikipedia\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-disclaimer\">\n",
      "     <a href=\"/wiki/Wikipedia:General_disclaimer\" title=\"Wikipedia:General disclaimer\">\n",
      "      Disclaimers\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-contact\">\n",
      "     <a href=\"//en.wikipedia.org/wiki/Wikipedia:Contact_us\">\n",
      "      Contact Wikipedia\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-developers\">\n",
      "     <a href=\"https://www.mediawiki.org/wiki/Special:MyLanguage/How_to_contribute\">\n",
      "      Developers\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-cookiestatement\">\n",
      "     <a href=\"//wikimediafoundation.org/wiki/Cookie_statement\">\n",
      "      Cookie statement\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-places-mobileview\">\n",
      "     <a class=\"noprint stopMobileRedirectToggle\" href=\"//en.m.wikipedia.org/w/index.php?title=Nicolas_Cage_filmography&amp;mobileaction=toggle_view_mobile\">\n",
      "      Mobile view\n",
      "     </a>\n",
      "    </li>\n",
      "   </ul>\n",
      "   <ul class=\"noprint\" id=\"footer-icons\">\n",
      "    <li id=\"footer-copyrightico\">\n",
      "     <a href=\"https://wikimediafoundation.org/\">\n",
      "      <img alt=\"Wikimedia Foundation\" height=\"31\" src=\"/static/images/wikimedia-button.png\" srcset=\"/static/images/wikimedia-button-1.5x.png 1.5x, /static/images/wikimedia-button-2x.png 2x\" width=\"88\"/>\n",
      "     </a>\n",
      "    </li>\n",
      "    <li id=\"footer-poweredbyico\">\n",
      "     <a href=\"//www.mediawiki.org/\">\n",
      "      <img alt=\"Powered by MediaWiki\" height=\"31\" src=\"/w/resources/assets/poweredby_mediawiki_88x31.png\" srcset=\"/w/resources/assets/poweredby_mediawiki_132x47.png 1.5x, /w/resources/assets/poweredby_mediawiki_176x62.png 2x\" width=\"88\"/>\n",
      "     </a>\n",
      "    </li>\n",
      "   </ul>\n",
      "   <div style=\"clear:both\">\n",
      "   </div>\n",
      "  </div>\n",
      "  <script>\n",
      "   (window.RLQ=window.RLQ||[]).push(function(){mw.loader.state({\"ext.globalCssJs.site\":\"ready\",\"ext.globalCssJs.user\":\"ready\",\"user\":\"ready\",\"user.groups\":\"ready\"});mw.loader.load([\"ext.cite.a11y\",\"mediawiki.toc\",\"mediawiki.action.view.postEdit\",\"site\",\"mediawiki.user\",\"mediawiki.hidpi\",\"mediawiki.page.ready\",\"mediawiki.searchSuggest\",\"ext.eventLogging.subscriber\",\"ext.gadget.teahouse\",\"ext.gadget.ReferenceTooltips\",\"ext.gadget.DRN-wizard\",\"ext.gadget.charinsert\",\"ext.gadget.refToolbar\",\"ext.gadget.switcher\",\"ext.gadget.featured-articles-links\",\"mmv.bootstrap.autostart\",\"ext.visualEditor.targetLoader\",\"ext.wikimediaEvents\",\"ext.navigationTiming\",\"schema.UniversalLanguageSelector\",\"ext.uls.eventlogger\",\"ext.uls.interlanguage\"]);});\n",
      "  </script>\n",
      "  <script>\n",
      "   (window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgBackendResponseTime\":73,\"wgHostname\":\"mw2115\"});});\n",
      "  </script>\n",
      " </body>\n",
      "</html>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "soup = BeautifulSoup(page,\"lxml\")\n",
    "print(soup.prettify())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1982',\n",
       " '1983',\n",
       " '1983',\n",
       " '1984',\n",
       " '1984',\n",
       " '1984',\n",
       " '1986',\n",
       " '1986',\n",
       " '1987',\n",
       " '1987',\n",
       " '1989',\n",
       " '1989',\n",
       " '1989',\n",
       " '1990',\n",
       " '1990',\n",
       " '1991',\n",
       " '1992',\n",
       " '1993',\n",
       " '1993',\n",
       " '1994',\n",
       " '1994',\n",
       " '1994',\n",
       " '1994',\n",
       " '1995',\n",
       " '1995',\n",
       " '1996',\n",
       " '1997',\n",
       " '1997',\n",
       " '1998',\n",
       " '1998',\n",
       " '1999',\n",
       " '1999',\n",
       " '2000',\n",
       " '2000',\n",
       " '2001',\n",
       " '2001',\n",
       " '2002',\n",
       " '2002',\n",
       " '2002',\n",
       " '2003',\n",
       " '2004',\n",
       " '2005',\n",
       " '2005',\n",
       " '2006',\n",
       " '2006',\n",
       " '2006',\n",
       " '2007',\n",
       " '2007',\n",
       " '2007',\n",
       " '2007',\n",
       " '2008',\n",
       " '2009',\n",
       " '2009',\n",
       " '2009',\n",
       " '2009',\n",
       " '2010',\n",
       " '2010',\n",
       " '2010',\n",
       " '2011',\n",
       " '2011',\n",
       " '2011',\n",
       " '2011',\n",
       " '2012',\n",
       " '2012',\n",
       " '2013',\n",
       " '2013',\n",
       " '2013',\n",
       " '2014',\n",
       " '2014',\n",
       " '2014',\n",
       " '2014',\n",
       " '2015',\n",
       " '2015',\n",
       " '2016',\n",
       " '2016',\n",
       " '2016',\n",
       " '2016',\n",
       " '2016']"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "#cells = np.array([])\n",
    "cells=soup.find(class_='wikitable sortable').find_all('td')\n",
    "\n",
    "year = pd.Series()\n",
    "title = pd.Series()\n",
    "year=[str(re.search('\\d+',cells[i].text).group()) for i in range(0,len(cells),4)]\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#for a lsit of given URL structures, download the response into a dictionary object with year as key;\n",
    "#pickle this dictionary: DICTIONARY OF ALL WIKI PAGES OF FILM LISTS SINCE 1970\n",
    "from pprint import pprint\n",
    "import pickle\n",
    "\n",
    "urlConst = 'https://en.wikipedia.org/wiki/List_of_American_films_of_'\n",
    "urlList = [urlConst+str(i) for i in range(1970, 2017)]\n",
    "\n",
    "soupObjects={}\n",
    "\n",
    "for url in urlList:\n",
    "    try:\n",
    "        resp = requests.get(url)\n",
    "        soupObjects[str(re.search('\\d+$',url).group())] = BeautifulSoup(resp.text,'lxml')\n",
    "    except requests.exceptions.RequestException as e:\n",
    "        print(e)\n",
    "        sys.exit(1)\n",
    "\n",
    "#pickle.dump(soupObjects,open('WikiPagesOfFilms_1970_2006.p','wb'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.setrecursionlimit(100000)\n",
    "pickle.dump(soupObjects,open('WikiPagesOfFilms_1970_2006.p','wb'))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "soup.findNextSibling?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "#k,v=soupObjects.items()\n",
    "title=pd.Series([],name='title')\n",
    "director=pd.Series([],name='director')\n",
    "cast=pd.Series([],name='cast')\n",
    "genre=pd.Series([],name='genre')\n",
    "studios=pd.Series([],name='studios')\n",
    "releaseDate=pd.Series([],name='releaseDate')\n",
    "\n",
    "year1 = [str(i) for i in range(1970,2013)]\n",
    "#year2 = [str(i) for i in range(2012,2014)]\n",
    "year2 = [str(i) for i in range(2014,2016)]\n",
    "\n",
    "#print(v.prettify())\n",
    "\n",
    "for year in year1:\n",
    "    for table in soupObjects[year].find_all(class_='wikitable'):\n",
    "         for row in table.find_all('tr'):\n",
    "            #print(\"YEAR = \"+year+\"\\n\")\n",
    "            #print(\"*****NEW ROW HERE******************\")\n",
    "            r = row.find_all('td')\n",
    "            if not(r):\n",
    "                #r = row.findNextSibling()\n",
    "                continue\n",
    "            #print(len(r))\n",
    "        \n",
    "            try:\n",
    "                title=title.append(pd.Series(r[0].text))\n",
    "            except IndexError:\n",
    "                title=title.append(pd.Series('NA'))\n",
    "\n",
    "            try:\n",
    "                director=director.append(pd.Series(r[1].text))\n",
    "            except IndexError:\n",
    "                director=director.append(pd.Series('NA'))\n",
    "\n",
    "            try:\n",
    "                cast=cast.append(pd.Series(r[2].text))\n",
    "            except IndexError:\n",
    "                cast=cast.append(pd.Series('NA'))\n",
    "\n",
    "            try:\n",
    "                genre=genre.append(pd.Series(r[3].text))\n",
    "            except IndexError:\n",
    "                genre=genre.append(pd.Series('NA'))\n",
    "\n",
    "            try:\n",
    "                studios=studios.append(pd.Series(r[4].text))\n",
    "            except IndexError:\n",
    "                studios=studios.append(pd.Series('NA'))\n",
    "\n",
    "            try:\n",
    "                releaseDate=releaseDate.append(pd.Series(r[5].text))\n",
    "            except IndexError:\n",
    "                releaseDate=releaseDate.append(pd.Series('NA'))\n",
    "\n",
    "            \n",
    "                     \n",
    "    \n",
    "        #print(re.search('>\\w<',str(r)).group(1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dat = pd.concat([title,director,cast,genre,studios,releaseDate], axis=1)\n",
    "dat.columns = ['title','director','cast','genre','studios','releaseDate']\n",
    "dat.index = dat['title']\n",
    "\n",
    "pickle.dump(dat,open('DF_WikiPagesOfFilms_1970_2013.p','wb'))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>genre</th>\n",
       "      <th>studios</th>\n",
       "      <th>releaseDate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam at Six A.M.</th>\n",
       "      <td>Adam at Six A.M.</td>\n",
       "      <td>Robert Scheerer</td>\n",
       "      <td>Michael Douglas, Lee Purcell, Joe Don Baker, L...</td>\n",
       "      <td>Drama</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Adventurers</th>\n",
       "      <td>The Adventurers</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>Bekim Fehmiu, Candice Bergen, Charles Aznavour...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>From Harold Robbins novel</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>Airport</td>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Burt Lancaster, Dean Martin, Jean Seberg, Jacq...</td>\n",
       "      <td>Disaster film</td>\n",
       "      <td>based on Arthur Hailey novel; 10 Oscar nominat...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex in Wonderland</th>\n",
       "      <td>Alex in Wonderland</td>\n",
       "      <td>Paul Mazursky</td>\n",
       "      <td>Donald Sutherland, Ellen Burstyn, Federico Fel...</td>\n",
       "      <td>Comedy, Drama</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Angel Levine</th>\n",
       "      <td>The Angel Levine</td>\n",
       "      <td>Ján Kadár</td>\n",
       "      <td>Zero Mostel, Harry Belafonte, Ida Kaminska</td>\n",
       "      <td>Drama</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Aristocats</th>\n",
       "      <td>The Aristocats</td>\n",
       "      <td>Wolfgang Reitherman</td>\n",
       "      <td>Phil Harris, Eva Gabor, Gary Dubin</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Disney</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Baby Maker</th>\n",
       "      <td>The Baby Maker</td>\n",
       "      <td>James Bridges</td>\n",
       "      <td>Barbara Hershey, Collin Wilcox Paxton, Scott G...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>National General Pictures</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Ballad of Cable Hogue</th>\n",
       "      <td>The Ballad of Cable Hogue</td>\n",
       "      <td>Sam Peckinpah</td>\n",
       "      <td>Jason Robards, Stella Stevens, David Warner</td>\n",
       "      <td>Western</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barquero</th>\n",
       "      <td>Barquero</td>\n",
       "      <td>Gordon Douglas</td>\n",
       "      <td>Lee Van Cleef, Warren Oates</td>\n",
       "      <td>Western</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beneath the Planet of the Apes</th>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>Ted Post</td>\n",
       "      <td>James Franciscus, Kim Hunter, Maurice Evans, L...</td>\n",
       "      <td>Science fiction</td>\n",
       "      <td>Planet of the Apes sequel</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beyond the Valley of the Dolls</th>\n",
       "      <td>Beyond the Valley of the Dolls</td>\n",
       "      <td>Russ Meyer</td>\n",
       "      <td>John Lazar, Dolly Read, Edy Williams</td>\n",
       "      <td>Sex comedy</td>\n",
       "      <td>Roger Ebert script</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bigfoot</th>\n",
       "      <td>Bigfoot</td>\n",
       "      <td>Robert F. Slatzer</td>\n",
       "      <td>John Carradine</td>\n",
       "      <td>Horror</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bloody Mama</th>\n",
       "      <td>Bloody Mama</td>\n",
       "      <td>Roger Corman</td>\n",
       "      <td>Shelley Winters, Bruce Dern, Don Stroud</td>\n",
       "      <td>Crime</td>\n",
       "      <td>American International</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Boatniks</th>\n",
       "      <td>The Boatniks</td>\n",
       "      <td>Norman Tokar</td>\n",
       "      <td>Robert Morse, Stefanie Powers, Phil Silvers, N...</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Disney</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Boys in the Band</th>\n",
       "      <td>The Boys in the Band</td>\n",
       "      <td>William Friedkin</td>\n",
       "      <td>Kenneth Nelson, Cliff Gorman</td>\n",
       "      <td>Comedy, Drama</td>\n",
       "      <td>Based on Mart Crowley play</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brewster McCloud</th>\n",
       "      <td>Brewster McCloud</td>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>Bud Cort, Sally Kellerman, Shelley Duvall</td>\n",
       "      <td>Fantasy, Comedy</td>\n",
       "      <td>MGM</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cannon for Cordoba</th>\n",
       "      <td>Cannon for Cordoba</td>\n",
       "      <td>Paul Wendkos</td>\n",
       "      <td>George Peppard, Raf Vallone</td>\n",
       "      <td>Western</td>\n",
       "      <td>United Artists</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Catch-22</th>\n",
       "      <td>Catch-22</td>\n",
       "      <td>Mike Nichols</td>\n",
       "      <td>Alan Arkin, Jon Voight, Bob Newhart, Orson Wel...</td>\n",
       "      <td>War, Comedy</td>\n",
       "      <td>From Joseph Heller novel</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry, Harry &amp; Raquel!</th>\n",
       "      <td>Cherry, Harry &amp; Raquel!</td>\n",
       "      <td>Russ Meyer</td>\n",
       "      <td>Larissa Ely, Linda Ashton, Uschi Digard</td>\n",
       "      <td>Drama</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Cheyenne Social Club</th>\n",
       "      <td>The Cheyenne Social Club</td>\n",
       "      <td>Gene Kelly</td>\n",
       "      <td>James Stewart, Henry Fonda, Shirley Jones</td>\n",
       "      <td>Western</td>\n",
       "      <td>National General Pictures</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         title  \\\n",
       "title                                                            \n",
       "Adam at Six A.M.                              Adam at Six A.M.   \n",
       "The Adventurers                                The Adventurers   \n",
       "Airport                                                Airport   \n",
       "Alex in Wonderland                          Alex in Wonderland   \n",
       "The Angel Levine                              The Angel Levine   \n",
       "The Aristocats                                  The Aristocats   \n",
       "The Baby Maker                                  The Baby Maker   \n",
       "The Ballad of Cable Hogue            The Ballad of Cable Hogue   \n",
       "Barquero                                              Barquero   \n",
       "Beneath the Planet of the Apes  Beneath the Planet of the Apes   \n",
       "Beyond the Valley of the Dolls  Beyond the Valley of the Dolls   \n",
       "Bigfoot                                                Bigfoot   \n",
       "Bloody Mama                                        Bloody Mama   \n",
       "The Boatniks                                      The Boatniks   \n",
       "The Boys in the Band                      The Boys in the Band   \n",
       "Brewster McCloud                              Brewster McCloud   \n",
       "Cannon for Cordoba                          Cannon for Cordoba   \n",
       "Catch-22                                              Catch-22   \n",
       "Cherry, Harry & Raquel!                Cherry, Harry & Raquel!   \n",
       "The Cheyenne Social Club              The Cheyenne Social Club   \n",
       "\n",
       "                                           director  \\\n",
       "title                                                 \n",
       "Adam at Six A.M.                    Robert Scheerer   \n",
       "The Adventurers                       Lewis Gilbert   \n",
       "Airport                               George Seaton   \n",
       "Alex in Wonderland                    Paul Mazursky   \n",
       "The Angel Levine                          Ján Kadár   \n",
       "The Aristocats                  Wolfgang Reitherman   \n",
       "The Baby Maker                        James Bridges   \n",
       "The Ballad of Cable Hogue             Sam Peckinpah   \n",
       "Barquero                             Gordon Douglas   \n",
       "Beneath the Planet of the Apes             Ted Post   \n",
       "Beyond the Valley of the Dolls           Russ Meyer   \n",
       "Bigfoot                           Robert F. Slatzer   \n",
       "Bloody Mama                            Roger Corman   \n",
       "The Boatniks                           Norman Tokar   \n",
       "The Boys in the Band               William Friedkin   \n",
       "Brewster McCloud                      Robert Altman   \n",
       "Cannon for Cordoba                     Paul Wendkos   \n",
       "Catch-22                               Mike Nichols   \n",
       "Cherry, Harry & Raquel!                  Russ Meyer   \n",
       "The Cheyenne Social Club                 Gene Kelly   \n",
       "\n",
       "                                                                             cast  \\\n",
       "title                                                                               \n",
       "Adam at Six A.M.                Michael Douglas, Lee Purcell, Joe Don Baker, L...   \n",
       "The Adventurers                 Bekim Fehmiu, Candice Bergen, Charles Aznavour...   \n",
       "Airport                         Burt Lancaster, Dean Martin, Jean Seberg, Jacq...   \n",
       "Alex in Wonderland              Donald Sutherland, Ellen Burstyn, Federico Fel...   \n",
       "The Angel Levine                       Zero Mostel, Harry Belafonte, Ida Kaminska   \n",
       "The Aristocats                                 Phil Harris, Eva Gabor, Gary Dubin   \n",
       "The Baby Maker                  Barbara Hershey, Collin Wilcox Paxton, Scott G...   \n",
       "The Ballad of Cable Hogue             Jason Robards, Stella Stevens, David Warner   \n",
       "Barquero                                              Lee Van Cleef, Warren Oates   \n",
       "Beneath the Planet of the Apes  James Franciscus, Kim Hunter, Maurice Evans, L...   \n",
       "Beyond the Valley of the Dolls               John Lazar, Dolly Read, Edy Williams   \n",
       "Bigfoot                                                            John Carradine   \n",
       "Bloody Mama                               Shelley Winters, Bruce Dern, Don Stroud   \n",
       "The Boatniks                    Robert Morse, Stefanie Powers, Phil Silvers, N...   \n",
       "The Boys in the Band                                 Kenneth Nelson, Cliff Gorman   \n",
       "Brewster McCloud                        Bud Cort, Sally Kellerman, Shelley Duvall   \n",
       "Cannon for Cordoba                                    George Peppard, Raf Vallone   \n",
       "Catch-22                        Alan Arkin, Jon Voight, Bob Newhart, Orson Wel...   \n",
       "Cherry, Harry & Raquel!                   Larissa Ely, Linda Ashton, Uschi Digard   \n",
       "The Cheyenne Social Club                James Stewart, Henry Fonda, Shirley Jones   \n",
       "\n",
       "                                          genre  \\\n",
       "title                                             \n",
       "Adam at Six A.M.                          Drama   \n",
       "The Adventurers                           Drama   \n",
       "Airport                           Disaster film   \n",
       "Alex in Wonderland                Comedy, Drama   \n",
       "The Angel Levine                          Drama   \n",
       "The Aristocats                        Animation   \n",
       "The Baby Maker                            Drama   \n",
       "The Ballad of Cable Hogue               Western   \n",
       "Barquero                                Western   \n",
       "Beneath the Planet of the Apes  Science fiction   \n",
       "Beyond the Valley of the Dolls       Sex comedy   \n",
       "Bigfoot                                  Horror   \n",
       "Bloody Mama                               Crime   \n",
       "The Boatniks                             Comedy   \n",
       "The Boys in the Band              Comedy, Drama   \n",
       "Brewster McCloud                Fantasy, Comedy   \n",
       "Cannon for Cordoba                      Western   \n",
       "Catch-22                            War, Comedy   \n",
       "Cherry, Harry & Raquel!                   Drama   \n",
       "The Cheyenne Social Club                Western   \n",
       "\n",
       "                                                                          studios  \\\n",
       "title                                                                               \n",
       "Adam at Six A.M.                                                                    \n",
       "The Adventurers                                         From Harold Robbins novel   \n",
       "Airport                         based on Arthur Hailey novel; 10 Oscar nominat...   \n",
       "Alex in Wonderland                                                                  \n",
       "The Angel Levine                                                                    \n",
       "The Aristocats                                                             Disney   \n",
       "The Baby Maker                                          National General Pictures   \n",
       "The Ballad of Cable Hogue                                            Warner Bros.   \n",
       "Barquero                                                                            \n",
       "Beneath the Planet of the Apes                          Planet of the Apes sequel   \n",
       "Beyond the Valley of the Dolls                                 Roger Ebert script   \n",
       "Bigfoot                                                                             \n",
       "Bloody Mama                                                American International   \n",
       "The Boatniks                                                               Disney   \n",
       "The Boys in the Band                                   Based on Mart Crowley play   \n",
       "Brewster McCloud                                                              MGM   \n",
       "Cannon for Cordoba                                                 United Artists   \n",
       "Catch-22                                                 From Joseph Heller novel   \n",
       "Cherry, Harry & Raquel!                                                             \n",
       "The Cheyenne Social Club                                National General Pictures   \n",
       "\n",
       "                               releaseDate  \n",
       "title                                       \n",
       "Adam at Six A.M.                        NA  \n",
       "The Adventurers                         NA  \n",
       "Airport                                 NA  \n",
       "Alex in Wonderland                      NA  \n",
       "The Angel Levine                        NA  \n",
       "The Aristocats                          NA  \n",
       "The Baby Maker                          NA  \n",
       "The Ballad of Cable Hogue               NA  \n",
       "Barquero                                NA  \n",
       "Beneath the Planet of the Apes          NA  \n",
       "Beyond the Valley of the Dolls          NA  \n",
       "Bigfoot                                 NA  \n",
       "Bloody Mama                             NA  \n",
       "The Boatniks                            NA  \n",
       "The Boys in the Band                    NA  \n",
       "Brewster McCloud                        NA  \n",
       "Cannon for Cordoba                      NA  \n",
       "Catch-22                                NA  \n",
       "Cherry, Harry & Raquel!                 NA  \n",
       "The Cheyenne Social Club                NA  "
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#URL rules for boxofficemojo\n",
    "# strip spaces\n",
    "# strip \"the\" at the beginning\n",
    "# get all words before the \":\" character only\n",
    "# strip all other special characters\n",
    "# tolower everything\n",
    "\n",
    "def get_cannonical_URLs(sourceURL,titles):\n",
    "    urlList = []\n",
    "\n",
    "    for url in titles:\n",
    "        urlList.append(str(sourceURL+(re.sub(r'^[Tt]he',\"\",\n",
    "                                             re.sub('[^\\w\\d-]',\"\",\n",
    "                                                    re.sub(r':.*',\"\",url)))).lower() + \".htm\"))\n",
    "\n",
    "\n",
    "    return urlList\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "URL chunk... 0 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 0 to 228 \n",
      "\n",
      "URL chunk... 1 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 228 to 456 \n",
      "\n",
      "URL chunk... 2 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 456 to 684 \n",
      "\n",
      "URL chunk... 3 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 684 to 912 \n",
      "\n",
      "URL chunk... 4 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 912 to 1140 \n",
      "\n",
      "URL chunk... 5 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 1140 to 1368 \n",
      "\n",
      "URL chunk... 6 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 1368 to 1596 \n",
      "\n",
      "URL chunk... 7 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 1596 to 1824 \n",
      "\n",
      "URL chunk... 8 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 1824 to 2052 \n",
      "\n",
      "URL chunk... 9 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 2052 to 2280 \n",
      "\n",
      "URL chunk... 10 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 2280 to 2508 \n",
      "\n",
      "URL chunk... 11 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 2508 to 2736 \n",
      "\n",
      "URL chunk... 12 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 2736 to 2964 \n",
      "\n",
      "URL chunk... 13 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 2964 to 3192 \n",
      "\n",
      "URL chunk... 14 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 3192 to 3420 \n",
      "\n",
      "URL chunk... 15 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 3420 to 3648 \n",
      "\n",
      "URL chunk... 16 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 3648 to 3876 \n",
      "\n",
      "URL chunk... 17 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 3876 to 4104 \n",
      "\n",
      "URL chunk... 18 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 4104 to 4332 \n",
      "\n",
      "URL chunk... 19 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 4332 to 4560 \n",
      "\n",
      "URL chunk... 20 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 4560 to 4788 \n",
      "\n",
      "URL chunk... 21 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 4788 to 5016 \n",
      "\n",
      "URL chunk... 22 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 5016 to 5244 \n",
      "\n",
      "URL chunk... 23 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 5244 to 5472 \n",
      "\n",
      "URL chunk... 24 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 5472 to 5700 \n",
      "\n",
      "URL chunk... 25 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 5700 to 5928 \n",
      "\n",
      "URL chunk... 26 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 5928 to 6156 \n",
      "\n",
      "URL chunk... 27 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 6156 to 6384 \n",
      "\n",
      "URL chunk... 28 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 6384 to 6612 \n",
      "\n",
      "URL chunk... 29 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 6612 to 6840 \n",
      "\n",
      "URL chunk... 30 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 6840 to 7068 \n",
      "\n",
      "URL chunk... 31 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 7068 to 7296 \n",
      "\n",
      "URL chunk... 32 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 7296 to 7524 \n",
      "\n",
      "URL chunk... 33 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 7524 to 7752 \n",
      "\n",
      "URL chunk... 34 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 7752 to 7980 \n",
      "\n",
      "URL chunk... 35 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 7980 to 8208 \n",
      "\n",
      "URL chunk... 36 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 8208 to 8436 \n",
      "\n",
      "URL chunk... 37 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 8436 to 8664 \n",
      "\n",
      "URL chunk... 38 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 8664 to 8892 \n",
      "\n",
      "URL chunk... 39 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 8892 to 9120 \n",
      "\n",
      "URL chunk... 40 of 41 in 12 seconds...\n",
      "\n",
      "Fetching URLs in urlList location: 9120 to 9148 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "urlList = get_cannonical_URLs(\"http://www.boxofficemojo.com/movies/?id=\",dat.title)\n",
    "\n",
    "soupObjects={}\n",
    "\n",
    "for url in urlList:\n",
    "    try:\n",
    "        resp = requests.get(url)\n",
    "        soupObjects[str(re.search('\\w+(?=\\.htm)',url).group())] = BeautifulSoup(resp.text,'lxml')\n",
    "    except requests.exceptions.RequestException as e:\n",
    "        print(e)\n",
    "        sys.exit(1)\n",
    "\"\"\"\n",
    "\n",
    "#we have urls, now fetch pages into dict. there are lot, so space out requests, and do it in chunks (2.5% each time). \n",
    "import time\n",
    "import sys\n",
    "\n",
    "soupObjects={}\n",
    "urlListChunks = range(0,len(urlList)-1,int(len(urlList)/40))\n",
    "urlListChunks.append(len(urlList)-1)\n",
    "\n",
    "for chunkInd in range(len(urlListChunks)-1):\n",
    "    print(\"URL chunk... %s of %s in 12 seconds...\\n\" % (str(chunkInd), str(len(urlListChunks)-1)))\n",
    "    time.sleep(12)\n",
    "    print(\"Fetching URLs in urlList location: %s to %s \\n\" % (urlListChunks[chunkInd],urlListChunks[chunkInd+1]))\n",
    "    for url in urlList[urlListChunks[chunkInd]:urlListChunks[chunkInd+1]]:\n",
    "            try:\n",
    "                #time.sleep(0.2)\n",
    "                resp = requests.get(url)\n",
    "                soupObjects[str(re.search('\\w+(?=\\.htm)',url).group())] = BeautifulSoup(resp.text,'lxml')\n",
    "            except requests.exceptions.RequestException as e:\n",
    "                print(e)\n",
    "                sys.exit(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#pickle.dump(soupObjects,open('DICT_BOMOJO_1.p','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 791,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MGM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Index([u'title', u'director', u'cast', u'genre', u'studios', u'releaseDate',\n",
       "       u'canontitle', u'rev_totalGross', u'rev_opening', u'num_theaters',\n",
       "       u'distributor', u'genre_bomojo', u'runtime', u'prod_budget', u'rating'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 791,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dat['canontitle'] = dat.apply(lambda row: re.sub(r'^[Tt]he',\"\", re.sub('[^\\w\\d-]',\"\", re.sub(r':.*',\"\",row.title))).lower(), axis=1)\n",
    "#pd.Series((re.sub(r'^[Tt]he',\"\", re.sub('[^\\w\\d-]',\"\", re.sub(r':.*',\"\",dat.title)))).lower())\n",
    "\n",
    "#del dat.rev_opening\n",
    "#del dat.rev_totalGross\n",
    "#del dat.rev_todate\n",
    "#dat.columns\n",
    "#dat.drop(dat.columns[[7,8,9]], axis=1,inplace=True)\n",
    "#dat.columns\n",
    "\n",
    "#i=2550\n",
    "#if str(dat.canontitle[i]) in soupObjects.keys():\n",
    "        #then extract whatever from soupObjects[dat.canontitle] and assign to dat columns in ith row\n",
    "soup = soupObjects['ronin']\n",
    "direc = soup.find(text=re.compile('Distributor:'))\n",
    "\n",
    "rand = str(direc.findNextSibling().text)\n",
    "\n",
    "print(rand)\n",
    "#wideRel = soup.find(text=re.compile('\\d+ theaters'))\n",
    "#cell=[]\n",
    "#pprint(int(re.sub('[^\\d+]','',re.search(' \\d+ (?=theaters)',re.sub(',','',wideRel)).group())))\n",
    "\n",
    "#for el in soup[1]:\n",
    "#    cell.extend(el)\n",
    "    \n",
    "    #for row in cell:\n",
    "       # block=row.find(text=re.compile('Opening\\xa0Weekend:'))\n",
    "        #if block:\n",
    "         #   print(block.findNextSibling())\n",
    "#pprint(int(re.sub(r'[^\\d]','',cell[2].find_all('td')[1].text)))\n",
    "#dat.drop('rev_postOpening',axis=1,inplace=True)\n",
    "#if totGross:\n",
    "#print(opWknd)\n",
    "#import dateutil.parser as parse\n",
    "#pprint(parse.parse(str(relDate.findNextSibling().text)))\n",
    "dat.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 798,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 17s, sys: 1.66 s, total: 5min 19s\n",
      "Wall time: 5min 23s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import dateutil.parser as parse\n",
    "#dat['rev_totalGross'] = pd.Series() #column index=7\n",
    "#dat['rev_opening'] = pd.Series() #column index=8\n",
    "#dat['num_theaters'] = pd.Series() #column index=9\n",
    "#dat['distributor'] = pd.Series(dtype='string') #column index=10\n",
    "#dat['genre_bomojo'] = pd.Series(dtype=str) #column index=11\n",
    "#dat['runtime'] = pd.Series() #column index=12\n",
    "#dat['prod_budget'] = pd.Series() #column index=13\n",
    "#dat['rating'] = pd.Series() #column index=14\n",
    "\n",
    "\n",
    "\n",
    "for i in range(len(dat.canontitle)-1):\n",
    "    if str(dat.canontitle[i]) in soupObjects.keys():\n",
    "        #then extract whatever from soupObjects[dat.canontitle] and assign to dat columns in ith row\n",
    "        soup = soupObjects[str(dat.canontitle[i])]\n",
    "        \n",
    "        #distributor (studio)\n",
    "        #distributor = soup.find(text=re.compile('Distributor:'))\n",
    "        #genre from bomojo\n",
    "        #genre = soup.find(text=re.compile('Genre:'))\n",
    "        #runtime \n",
    "        runtime = soup.find(text=re.compile('Runtime:'))\n",
    "        #production budget\n",
    "        #pb = soup.find(text=re.compile('Production Budget:'))\n",
    "        # MPAA rating\n",
    "        #rating = soup.find(text=re.compile('MPAA Rating:'))\n",
    "        \n",
    "        #total gross rev\n",
    "        #totGross = soup.find(text=re.compile('Domestic:'))\n",
    "        #release date\n",
    "        #relDate = soup.find(text=re.compile('Release Date:'))\n",
    "        #number of opening theaters\n",
    "        #numThtr = soup.find(text=re.compile('\\d+ theaters'))        \n",
    "        \n",
    "        #try:\n",
    "        #if distributor:\n",
    "            #dat.set_value(i,10,distributor.findNextSibling().text, takeable=True)\n",
    "            #dat.ix[i,10]=str(distributor.findNextSibling().text)\n",
    "\n",
    "        #if genre:\n",
    "            #dat.set_value(i,11,str(genre.findNextSibling().text), takeable=True)\n",
    "            #dat.ix[i,11]=str(genre.findNextSibling().text)\n",
    "\n",
    "        if runtime:\n",
    "            #dat.set_value(i,12,str(runtime.findNextSibling().text), takeable=True)\n",
    "            dat.ix[i,12]=str(runtime.findNextSibling().text)\n",
    "\n",
    "        if pb:\n",
    "            #dat.set_value(i,13,str(re.sub('[^\\d|\\w]','',pb.findNextSibling().text)), takeable=True)\n",
    "            dat.ix[i,13]=str(re.sub('[^\\d|\\w]','',pb.findNextSibling().text))\n",
    "\n",
    "\n",
    "        if rating:\n",
    "            #dat.set_value(i,14,str(rating.findNextSibling().text), takeable=True)\n",
    "            dat.ix[i,14]=str(rating.findNextSibling().text)\n",
    "                \n",
    "            #if totGross:\n",
    "            #    try:\n",
    "            #        dat.set_value(i,7,int(re.sub('[^\\d]','',totGross.findNextSibling().text)), takeable=True)\n",
    "            #    except ValueError:\n",
    "            #        continue\n",
    "\n",
    "            #if numThtr:\n",
    "            #    try:\n",
    "            #        dat.set_value(i,9,int(re.sub('[^\\d+]','',re.search(' \\d+ (?=theaters)',re.sub(',','',numThtr)).group())), takeable=True)\n",
    "            #    except ValueError:\n",
    "            #        continue\n",
    "            #    except AttributeError:\n",
    "            #        continue\n",
    "\n",
    "            #if relDate:\n",
    "            #    try:\n",
    "            #        dat.set_value(i,5,parse.parse(str(relDate.findNextSibling().text)), takeable=True)\n",
    "            #    except ValueError:\n",
    "            #        continue\n",
    "        #except ValueError or AttributeError:\n",
    "            #continue\n",
    "        \n",
    "        \n",
    "        #opening weekend rev\n",
    "        #soup = soupObjects[str(dat.canontitle[i])].find_all(class_='mp_box_content')\n",
    "        #cell=[]\n",
    "        #del cell[:]\n",
    "        #try:\n",
    "        #    for el in soup[1]:\n",
    "        #        cell.extend(el)\n",
    "        #    dat.set_value(i,8,int(re.sub(r'[^\\d]','',cell[2].find_all('td')[1].text)), takeable=True)         \n",
    "        #except IndexError:\n",
    "        #    continue\n",
    "        #except ValueError:\n",
    "        #    continue\n",
    "        #except AttributeError:\n",
    "        #    continue\n",
    "    \n",
    "        \n",
    "        \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 804,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>genre</th>\n",
       "      <th>studios</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rating</th>\n",
       "      <th>rev_postOpening</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Madonna: Truth or Dare</th>\n",
       "      <td>Madonna: Truth or Dare</td>\n",
       "      <td>Alek Keshishian</td>\n",
       "      <td>Madonna</td>\n",
       "      <td>Documentary</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "      <td>madonna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Alamo: 13 Days to Glory</th>\n",
       "      <td>The Alamo: 13 Days to Glory</td>\n",
       "      <td>Burt Kennedy</td>\n",
       "      <td>Brian Keith, James Arness, Alec Baldwin, Raúl ...</td>\n",
       "      <td>Western, Biography</td>\n",
       "      <td>made for TV</td>\n",
       "      <td>2004-04-09 00:00:00</td>\n",
       "      <td>alamo</td>\n",
       "      <td>22414961</td>\n",
       "      <td>9124701</td>\n",
       "      <td>2609</td>\n",
       "      <td>Buena Vista</td>\n",
       "      <td>War</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>107million</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>13290260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Red State</th>\n",
       "      <td>Red State</td>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>Michael Angarano, Kerry Bishé, Nicholas Braun,...</td>\n",
       "      <td>Horror</td>\n",
       "      <td>SModcast Pictures, Lionsgate</td>\n",
       "      <td>2011-03-05 00:00:00</td>\n",
       "      <td>redstate</td>\n",
       "      <td>1104682</td>\n",
       "      <td>204230</td>\n",
       "      <td>1</td>\n",
       "      <td>SModcast Pictures</td>\n",
       "      <td>Horror Thriller</td>\n",
       "      <td>1 hrs. 37 min.</td>\n",
       "      <td>NA</td>\n",
       "      <td>R</td>\n",
       "      <td>900452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dr. Seuss' The Lorax</th>\n",
       "      <td>Dr. Seuss' The Lorax</td>\n",
       "      <td>Chris Renaud, Kyle Balda</td>\n",
       "      <td>Danny DeVito, Zac Efron, Taylor Swift, Ed Helm...</td>\n",
       "      <td>Animated, Family</td>\n",
       "      <td>Universal Pictures, Illumination Entertainment...</td>\n",
       "      <td>March 2</td>\n",
       "      <td>drseussthelorax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Smith and the Destruction of Atlantis</th>\n",
       "      <td>Jack Smith and the Destruction of Atlantis</td>\n",
       "      <td>Mary Jordan</td>\n",
       "      <td>life of director Jack Smith</td>\n",
       "      <td>Documentary</td>\n",
       "      <td></td>\n",
       "      <td>NA</td>\n",
       "      <td>jacksmithandthedestructionofatlantis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                 title  \\\n",
       "title                                                                                    \n",
       "Madonna: Truth or Dare                                          Madonna: Truth or Dare   \n",
       "The Alamo: 13 Days to Glory                                The Alamo: 13 Days to Glory   \n",
       "Red State                                                                    Red State   \n",
       "Dr. Seuss' The Lorax                                              Dr. Seuss' The Lorax   \n",
       "Jack Smith and the Destruction of Atlantis  Jack Smith and the Destruction of Atlantis   \n",
       "\n",
       "                                                            director  \\\n",
       "title                                                                  \n",
       "Madonna: Truth or Dare                               Alek Keshishian   \n",
       "The Alamo: 13 Days to Glory                             Burt Kennedy   \n",
       "Red State                                                Kevin Smith   \n",
       "Dr. Seuss' The Lorax                        Chris Renaud, Kyle Balda   \n",
       "Jack Smith and the Destruction of Atlantis               Mary Jordan   \n",
       "\n",
       "                                                                                         cast  \\\n",
       "title                                                                                           \n",
       "Madonna: Truth or Dare                                                                Madonna   \n",
       "The Alamo: 13 Days to Glory                 Brian Keith, James Arness, Alec Baldwin, Raúl ...   \n",
       "Red State                                   Michael Angarano, Kerry Bishé, Nicholas Braun,...   \n",
       "Dr. Seuss' The Lorax                        Danny DeVito, Zac Efron, Taylor Swift, Ed Helm...   \n",
       "Jack Smith and the Destruction of Atlantis                        life of director Jack Smith   \n",
       "\n",
       "                                                         genre  \\\n",
       "title                                                            \n",
       "Madonna: Truth or Dare                             Documentary   \n",
       "The Alamo: 13 Days to Glory                 Western, Biography   \n",
       "Red State                                               Horror   \n",
       "Dr. Seuss' The Lorax                          Animated, Family   \n",
       "Jack Smith and the Destruction of Atlantis         Documentary   \n",
       "\n",
       "                                                                                      studios  \\\n",
       "title                                                                                           \n",
       "Madonna: Truth or Dare                                                                          \n",
       "The Alamo: 13 Days to Glory                                                       made for TV   \n",
       "Red State                                                        SModcast Pictures, Lionsgate   \n",
       "Dr. Seuss' The Lorax                        Universal Pictures, Illumination Entertainment...   \n",
       "Jack Smith and the Destruction of Atlantis                                                      \n",
       "\n",
       "                                                    releaseDate  \\\n",
       "title                                                             \n",
       "Madonna: Truth or Dare                                       NA   \n",
       "The Alamo: 13 Days to Glory                 2004-04-09 00:00:00   \n",
       "Red State                                   2011-03-05 00:00:00   \n",
       "Dr. Seuss' The Lorax                                    March 2   \n",
       "Jack Smith and the Destruction of Atlantis                   NA   \n",
       "\n",
       "                                                                      canontitle  \\\n",
       "title                                                                              \n",
       "Madonna: Truth or Dare                                                   madonna   \n",
       "The Alamo: 13 Days to Glory                                                alamo   \n",
       "Red State                                                               redstate   \n",
       "Dr. Seuss' The Lorax                                             drseussthelorax   \n",
       "Jack Smith and the Destruction of Atlantis  jacksmithandthedestructionofatlantis   \n",
       "\n",
       "                                            rev_totalGross  rev_opening  \\\n",
       "title                                                                     \n",
       "Madonna: Truth or Dare                                 NaN          NaN   \n",
       "The Alamo: 13 Days to Glory                       22414961      9124701   \n",
       "Red State                                          1104682       204230   \n",
       "Dr. Seuss' The Lorax                                   NaN          NaN   \n",
       "Jack Smith and the Destruction of Atlantis             NaN          NaN   \n",
       "\n",
       "                                            num_theaters        distributor  \\\n",
       "title                                                                         \n",
       "Madonna: Truth or Dare                               NaN                NaN   \n",
       "The Alamo: 13 Days to Glory                         2609        Buena Vista   \n",
       "Red State                                              1  SModcast Pictures   \n",
       "Dr. Seuss' The Lorax                                 NaN                NaN   \n",
       "Jack Smith and the Destruction of Atlantis           NaN                NaN   \n",
       "\n",
       "                                               genre_bomojo         runtime  \\\n",
       "title                                                                         \n",
       "Madonna: Truth or Dare                                  NaN             NaN   \n",
       "The Alamo: 13 Days to Glory                             War  2 hrs. 17 min.   \n",
       "Red State                                   Horror Thriller  1 hrs. 37 min.   \n",
       "Dr. Seuss' The Lorax                                    NaN             NaN   \n",
       "Jack Smith and the Destruction of Atlantis              NaN             NaN   \n",
       "\n",
       "                                           prod_budget rating  rev_postOpening  \n",
       "title                                                                           \n",
       "Madonna: Truth or Dare                             NaN    NaN              NaN  \n",
       "The Alamo: 13 Days to Glory                 107million  PG-13         13290260  \n",
       "Red State                                           NA      R           900452  \n",
       "Dr. Seuss' The Lorax                               NaN    NaN              NaN  \n",
       "Jack Smith and the Destruction of Atlantis         NaN    NaN              NaN  "
      ]
     },
     "execution_count": 804,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dat.drop('rev_postOpening',axis=1)\n",
    "dat.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>G</td>\n",
       "      <td>Airport</td>\n",
       "      <td>1970-03-05</td>\n",
       "      <td>airport</td>\n",
       "      <td>100489151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>10000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burt Lancaster</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beneath the Planet of the Apes</th>\n",
       "      <td>Ted Post</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>1970-05-27</td>\n",
       "      <td>beneaththeplanetoftheapes</td>\n",
       "      <td>18999718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Franciscus</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equinox</th>\n",
       "      <td>Jack Woods</td>\n",
       "      <td>IRS Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>equinox</td>\n",
       "      <td>279627</td>\n",
       "      <td>6.310000e+03</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.733170e+05</td>\n",
       "      <td>Frank Bonner</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Getting Straight</th>\n",
       "      <td>Richard Rush</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Getting Straight</td>\n",
       "      <td>1970-05-13</td>\n",
       "      <td>gettingstraight</td>\n",
       "      <td>13300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 4 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gimme Shelter</th>\n",
       "      <td>Albert and David Maysles</td>\n",
       "      <td>Roadside Attractions</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Gimme Shelter</td>\n",
       "      <td>2014-01-24</td>\n",
       "      <td>gimmeshelter</td>\n",
       "      <td>1359910</td>\n",
       "      <td>6.890700e+05</td>\n",
       "      <td>385</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.708400e+05</td>\n",
       "      <td>The Rolling Stones</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hornets’ Nest</th>\n",
       "      <td>Phil Karlson</td>\n",
       "      <td>Music Box Films</td>\n",
       "      <td>Foreign</td>\n",
       "      <td>R</td>\n",
       "      <td>Hornets’ Nest</td>\n",
       "      <td>2010-10-29</td>\n",
       "      <td>hornetsnest</td>\n",
       "      <td>5190196</td>\n",
       "      <td>8.817370e+05</td>\n",
       "      <td>154</td>\n",
       "      <td>2 hrs. 28 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>4.308459e+06</td>\n",
       "      <td>Rock Hudson</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joe</th>\n",
       "      <td>John G. Avildsen</td>\n",
       "      <td>Cannon Films</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Joe</td>\n",
       "      <td>1970-07-15</td>\n",
       "      <td>joe</td>\n",
       "      <td>19319254</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 47 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Peter Boyle</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kelly's Heroes</th>\n",
       "      <td>Brian G. Hutton</td>\n",
       "      <td>MGM</td>\n",
       "      <td>War</td>\n",
       "      <td>GP</td>\n",
       "      <td>Kelly's Heroes</td>\n",
       "      <td>1970-06-23</td>\n",
       "      <td>kellysheroes</td>\n",
       "      <td>5200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 24 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>King: A Filmed Record... Montgomery to Memphis</th>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>ThinkFilm</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>King: A Filmed Record... Montgomery to Memphis</td>\n",
       "      <td>2006-05-19</td>\n",
       "      <td>king</td>\n",
       "      <td>282183</td>\n",
       "      <td>8.927000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 46 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.732560e+05</td>\n",
       "      <td>Paul Newman</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Big Man</th>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>National General</td>\n",
       "      <td>Western</td>\n",
       "      <td>GP</td>\n",
       "      <td>Little Big Man</td>\n",
       "      <td>1970-12-14</td>\n",
       "      <td>littlebigman</td>\n",
       "      <td>31559552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 19 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dustin Hoffman</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Love Story</th>\n",
       "      <td>Arthur Hiller</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Romance</td>\n",
       "      <td>GP</td>\n",
       "      <td>Love Story</td>\n",
       "      <td>1970-12-16</td>\n",
       "      <td>lovestory</td>\n",
       "      <td>106397186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ryan O'Neal</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M\"A*S*H</th>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>M\"A*S*H</td>\n",
       "      <td>1970-01-25</td>\n",
       "      <td>mash</td>\n",
       "      <td>81600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 56 min.</td>\n",
       "      <td>35000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Donald Sutherland</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On a Clear Day You Can See Forever</th>\n",
       "      <td>Vincente Minnelli</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Musical</td>\n",
       "      <td>G</td>\n",
       "      <td>On a Clear Day You Can See Forever</td>\n",
       "      <td>1970-06-17</td>\n",
       "      <td>onacleardayyoucanseeforever</td>\n",
       "      <td>14000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 9 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barbra Streisand</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patton</th>\n",
       "      <td>Franklin J. Schaffner</td>\n",
       "      <td>Fox</td>\n",
       "      <td>War</td>\n",
       "      <td>PG</td>\n",
       "      <td>Patton</td>\n",
       "      <td>1970-02-04</td>\n",
       "      <td>patton</td>\n",
       "      <td>61749765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 50 min.</td>\n",
       "      <td>12000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>George C. Scott</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trash</th>\n",
       "      <td>Paul Morrissey</td>\n",
       "      <td>Focus World</td>\n",
       "      <td>Adventure Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Trash</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>trash</td>\n",
       "      <td>17484</td>\n",
       "      <td>1.023000e+04</td>\n",
       "      <td>17</td>\n",
       "      <td>1 hrs. 54 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>7.254000e+03</td>\n",
       "      <td>Joe Dallesandro</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Two Mules for Sister Sara</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Western</td>\n",
       "      <td>PG</td>\n",
       "      <td>Two Mules for Sister Sara</td>\n",
       "      <td>1970-06-16</td>\n",
       "      <td>twomulesforsistersara</td>\n",
       "      <td>5050000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 54 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zig Zag</th>\n",
       "      <td>Richard A. Colla</td>\n",
       "      <td>Silver Nitrate</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Zig Zag</td>\n",
       "      <td>2002-06-21</td>\n",
       "      <td>zigzag</td>\n",
       "      <td>2418</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 41 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>7.690000e+02</td>\n",
       "      <td>George Kennedy</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beguiled</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>The Beguiled</td>\n",
       "      <td>1971-03-31</td>\n",
       "      <td>beguiled</td>\n",
       "      <td>1100000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 45 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dirty Harry</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Dirty Harry</td>\n",
       "      <td>1971-12-22</td>\n",
       "      <td>dirtyharry</td>\n",
       "      <td>35976000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 42 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Escape from the Planet of the Apes</th>\n",
       "      <td>Don Taylor</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Escape from the Planet of the Apes</td>\n",
       "      <td>1971-05-21</td>\n",
       "      <td>escapefromtheplanetoftheapes</td>\n",
       "      <td>12348905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roddy McDowall</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The French Connection</th>\n",
       "      <td>William Friedkin</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>The French Connection</td>\n",
       "      <td>1971-10-07</td>\n",
       "      <td>frenchconnection</td>\n",
       "      <td>51700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gene Hackman</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Hunting Party</th>\n",
       "      <td>Don Medford</td>\n",
       "      <td>MGM (Weinstein)</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>The Hunting Party</td>\n",
       "      <td>2007-09-07</td>\n",
       "      <td>huntingparty</td>\n",
       "      <td>969869</td>\n",
       "      <td>3.960900e+04</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 43 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>9.302600e+05</td>\n",
       "      <td>Gene Hackman</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Last Picture Show</th>\n",
       "      <td>Peter Bogdanovich</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>The Last Picture Show</td>\n",
       "      <td>1971-10-22</td>\n",
       "      <td>lastpictureshow</td>\n",
       "      <td>29133000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 58 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jeff Bridges</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Play Misty for Me</th>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Play Misty for Me</td>\n",
       "      <td>1971-11-12</td>\n",
       "      <td>playmistyforme</td>\n",
       "      <td>10600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 45 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Pursuit of Happiness</th>\n",
       "      <td>Robert Mulligan</td>\n",
       "      <td>The Martindale Group</td>\n",
       "      <td>Romantic Comedy</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>The Pursuit of Happiness</td>\n",
       "      <td>2003-05-16</td>\n",
       "      <td>pursuitofhappiness</td>\n",
       "      <td>6850</td>\n",
       "      <td>1.074000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 33 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>5.776000e+03</td>\n",
       "      <td>Michael Sarrazin</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>See No Evil</th>\n",
       "      <td>Richard Fleischer</td>\n",
       "      <td>Lionsgate</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>See No Evil</td>\n",
       "      <td>2006-05-19</td>\n",
       "      <td>seenoevil</td>\n",
       "      <td>15032800</td>\n",
       "      <td>4.581233e+06</td>\n",
       "      <td>1257</td>\n",
       "      <td>1 hrs. 24 min.</td>\n",
       "      <td>8000000</td>\n",
       "      <td>1.045157e+07</td>\n",
       "      <td>Mia Farrow</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shaft</th>\n",
       "      <td>Gordon Parks</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Shaft</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>shaft</td>\n",
       "      <td>70334258</td>\n",
       "      <td>2.171476e+07</td>\n",
       "      <td>2337</td>\n",
       "      <td>2 hrs. 7 min.</td>\n",
       "      <td>46000000</td>\n",
       "      <td>4.861950e+07</td>\n",
       "      <td>Richard Roundtree</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THX 1138</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Sci-Fi Thriller</td>\n",
       "      <td>GP</td>\n",
       "      <td>THX 1138</td>\n",
       "      <td>1971-03-11</td>\n",
       "      <td>thx1138</td>\n",
       "      <td>2437000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robert Duvall</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Touch</th>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>MGM</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>The Touch</td>\n",
       "      <td>1997-02-14</td>\n",
       "      <td>touch</td>\n",
       "      <td>387069</td>\n",
       "      <td>1.952360e+05</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 36 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.918330e+05</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanishing Point</th>\n",
       "      <td>Richard C. Sarafian</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action Drama</td>\n",
       "      <td>GP</td>\n",
       "      <td>Vanishing Point</td>\n",
       "      <td>1971-03-10</td>\n",
       "      <td>vanishingpoint</td>\n",
       "      <td>12442673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barry Newman</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruby Sparks</th>\n",
       "      <td>Jonathan Dayton and Valerie Faris</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Romantic Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Ruby Sparks</td>\n",
       "      <td>2012-07-25</td>\n",
       "      <td>rubysparks</td>\n",
       "      <td>2540106</td>\n",
       "      <td>1.408220e+05</td>\n",
       "      <td>13</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.399284e+06</td>\n",
       "      <td>Paul Dano</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Safe</th>\n",
       "      <td>Boaz Yakin</td>\n",
       "      <td>Sony Classics</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Safe</td>\n",
       "      <td>1995-06-23</td>\n",
       "      <td>safe</td>\n",
       "      <td>512245</td>\n",
       "      <td>1.583000e+04</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 59 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>4.964150e+05</td>\n",
       "      <td>Jason Statham</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Safe House</th>\n",
       "      <td>Daniel Espinosa</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Action Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Safe House</td>\n",
       "      <td>2012-02-10</td>\n",
       "      <td>safehouse</td>\n",
       "      <td>126373434</td>\n",
       "      <td>4.017272e+07</td>\n",
       "      <td>3119</td>\n",
       "      <td>1 hrs. 57 min.</td>\n",
       "      <td>85000000</td>\n",
       "      <td>8.620071e+07</td>\n",
       "      <td>Denzel Washington</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Safety Not Guaranteed</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>FilmDistrict</td>\n",
       "      <td>Sci-Fi Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Safety Not Guaranteed</td>\n",
       "      <td>2012-06-08</td>\n",
       "      <td>safetynotguaranteed</td>\n",
       "      <td>4010957</td>\n",
       "      <td>9.776200e+04</td>\n",
       "      <td>9</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.913195e+06</td>\n",
       "      <td>Aubrey Plaza</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samsara</th>\n",
       "      <td>Ron Fricke</td>\n",
       "      <td>Oscilloscope Pictures</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Samsara</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>samsara</td>\n",
       "      <td>2672413</td>\n",
       "      <td>7.622200e+04</td>\n",
       "      <td>2</td>\n",
       "      <td>1 hrs. 39 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.596191e+06</td>\n",
       "      <td>Exploring the wonders of the world from the mu...</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Savages</th>\n",
       "      <td>Oliver Stone</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Savages</td>\n",
       "      <td>2007-11-28</td>\n",
       "      <td>savages</td>\n",
       "      <td>6623082</td>\n",
       "      <td>1.518590e+05</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 53 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.471223e+06</td>\n",
       "      <td>Taylor Kitsch</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Silent Hill: Revelation 3D</th>\n",
       "      <td>Michael J. Bassett</td>\n",
       "      <td>Sony / Columbia</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Silent Hill: Revelation 3D</td>\n",
       "      <td>2006-04-21</td>\n",
       "      <td>silenthill</td>\n",
       "      <td>46982632</td>\n",
       "      <td>2.015260e+07</td>\n",
       "      <td>2926</td>\n",
       "      <td>2 hrs. 0 min.</td>\n",
       "      <td>50000000</td>\n",
       "      <td>2.683003e+07</td>\n",
       "      <td>Adelaide Clemens</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Silent House</th>\n",
       "      <td>Chris Kentis and Laura Lau</td>\n",
       "      <td>Open Road Films</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Silent House</td>\n",
       "      <td>2012-03-09</td>\n",
       "      <td>silenthouse</td>\n",
       "      <td>12754783</td>\n",
       "      <td>6.661234e+06</td>\n",
       "      <td>2124</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.093549e+06</td>\n",
       "      <td>Elizabeth Olsen</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Silver Linings Playbook</th>\n",
       "      <td>David O. Russell</td>\n",
       "      <td>Weinstein Company</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Silver Linings Playbook</td>\n",
       "      <td>2012-11-16</td>\n",
       "      <td>silverliningsplaybook</td>\n",
       "      <td>132092958</td>\n",
       "      <td>1.620123e+11</td>\n",
       "      <td>16</td>\n",
       "      <td>2 hrs. 2 min.</td>\n",
       "      <td>21000000</td>\n",
       "      <td>-1.618802e+11</td>\n",
       "      <td>Bradley Cooper</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sinister</th>\n",
       "      <td>Scott Derrickson</td>\n",
       "      <td>Lionsgate/Summit</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Sinister</td>\n",
       "      <td>2012-10-12</td>\n",
       "      <td>sinister</td>\n",
       "      <td>48086903</td>\n",
       "      <td>1.800763e+07</td>\n",
       "      <td>2527</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>3000000</td>\n",
       "      <td>3.007927e+07</td>\n",
       "      <td>Ethan Hawke</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sleepwalk with Me</th>\n",
       "      <td>Mike Birbiglia</td>\n",
       "      <td>IFC</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Sleepwalk with Me</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>sleepwalkwithme</td>\n",
       "      <td>2266067</td>\n",
       "      <td>6.880100e+04</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 21 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.197266e+06</td>\n",
       "      <td>Mike Birbiglia</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Smashed</th>\n",
       "      <td>James Ponsoldt</td>\n",
       "      <td>Sony Classics</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Smashed</td>\n",
       "      <td>2012-10-12</td>\n",
       "      <td>smashed</td>\n",
       "      <td>376597</td>\n",
       "      <td>2.694300e+04</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.496540e+05</td>\n",
       "      <td>Mary Elizabeth Winstead</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sound of My Voice</th>\n",
       "      <td>Zal Batmanglij</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Sound of My Voice</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>soundofmyvoice</td>\n",
       "      <td>408015</td>\n",
       "      <td>3.613400e+04</td>\n",
       "      <td>5</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.718810e+05</td>\n",
       "      <td>Christopher Denham</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode I – The Phantom Menace 3D</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Fantasy</td>\n",
       "      <td>PG</td>\n",
       "      <td>Star Wars: Episode I – The Phantom Menace 3D</td>\n",
       "      <td>1999-05-19</td>\n",
       "      <td>starwars</td>\n",
       "      <td>431088295</td>\n",
       "      <td>6.482097e+07</td>\n",
       "      <td>2970</td>\n",
       "      <td>2 hrs. 13 min.</td>\n",
       "      <td>115000000</td>\n",
       "      <td>3.662673e+08</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stolen</th>\n",
       "      <td>Simon West</td>\n",
       "      <td>International Film Circuit</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>Stolen</td>\n",
       "      <td>2006-04-19</td>\n",
       "      <td>stolen</td>\n",
       "      <td>132596</td>\n",
       "      <td>6.250000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 30 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.263460e+05</td>\n",
       "      <td>Nicolas Cage</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taken 2</th>\n",
       "      <td>Olivier Megaton</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Taken 2</td>\n",
       "      <td>2012-10-05</td>\n",
       "      <td>taken2</td>\n",
       "      <td>139854287</td>\n",
       "      <td>4.951477e+07</td>\n",
       "      <td>3661</td>\n",
       "      <td>1 hrs. 31 min.</td>\n",
       "      <td>45000000</td>\n",
       "      <td>9.033952e+07</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ted</th>\n",
       "      <td>Seth MacFarlane</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Ted</td>\n",
       "      <td>2012-06-29</td>\n",
       "      <td>ted</td>\n",
       "      <td>218815487</td>\n",
       "      <td>5.441520e+07</td>\n",
       "      <td>3239</td>\n",
       "      <td>1 hrs. 46 min.</td>\n",
       "      <td>50000000</td>\n",
       "      <td>1.644003e+08</td>\n",
       "      <td>Mark Wahlberg</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Think Like a Man</th>\n",
       "      <td>Tim Story</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Think Like a Man</td>\n",
       "      <td>2012-04-20</td>\n",
       "      <td>thinklikeaman</td>\n",
       "      <td>91547205</td>\n",
       "      <td>3.363630e+07</td>\n",
       "      <td>2015</td>\n",
       "      <td>2 hrs. 2 min.</td>\n",
       "      <td>12000000</td>\n",
       "      <td>5.791090e+07</td>\n",
       "      <td>Michael Ealy</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A Thousand Words</th>\n",
       "      <td>Brian Robbins</td>\n",
       "      <td>Paramount (DreamWorks)</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>A Thousand Words</td>\n",
       "      <td>2012-03-09</td>\n",
       "      <td>athousandwords</td>\n",
       "      <td>18450127</td>\n",
       "      <td>6.176280e+06</td>\n",
       "      <td>1890</td>\n",
       "      <td>1 hrs. 31 min.</td>\n",
       "      <td>40000000</td>\n",
       "      <td>1.227385e+07</td>\n",
       "      <td>Eddie Murphy</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Three Stooges</th>\n",
       "      <td>Farrelly brothers</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG</td>\n",
       "      <td>The Three Stooges</td>\n",
       "      <td>2012-04-13</td>\n",
       "      <td>threestooges</td>\n",
       "      <td>44338224</td>\n",
       "      <td>1.701012e+07</td>\n",
       "      <td>3477</td>\n",
       "      <td>1 hrs. 32 min.</td>\n",
       "      <td>30000000</td>\n",
       "      <td>2.732810e+07</td>\n",
       "      <td>Chris Diamantopoulos</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderstruck</th>\n",
       "      <td>John Whitesell</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Family</td>\n",
       "      <td>PG</td>\n",
       "      <td>Thunderstruck</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>thunderstruck</td>\n",
       "      <td>587211</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>1740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.869610e+05</td>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic 3D</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Romance</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Titanic 3D</td>\n",
       "      <td>2012-04-04</td>\n",
       "      <td>titanic3d</td>\n",
       "      <td>57884114</td>\n",
       "      <td>1.728545e+07</td>\n",
       "      <td>2674</td>\n",
       "      <td>3 hrs. 14 min.</td>\n",
       "      <td>18000000</td>\n",
       "      <td>4.059866e+07</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Recall</th>\n",
       "      <td>Len Wiseman</td>\n",
       "      <td>Sony / Columbia</td>\n",
       "      <td>Sci-Fi Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Total Recall</td>\n",
       "      <td>1990-06-01</td>\n",
       "      <td>totalrecall</td>\n",
       "      <td>119394840</td>\n",
       "      <td>2.553370e+07</td>\n",
       "      <td>2060</td>\n",
       "      <td>1 hrs. 53 min.</td>\n",
       "      <td>65000000</td>\n",
       "      <td>9.386114e+07</td>\n",
       "      <td>Colin Farrell</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Touchback</th>\n",
       "      <td>Don Handfield</td>\n",
       "      <td>Anchor Bay Films</td>\n",
       "      <td>Sports Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Touchback</td>\n",
       "      <td>2012-04-13</td>\n",
       "      <td>touchback</td>\n",
       "      <td>204232</td>\n",
       "      <td>6.699800e+04</td>\n",
       "      <td>50</td>\n",
       "      <td>1 hrs. 58 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.372340e+05</td>\n",
       "      <td>Brian Presley</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trouble with the Curve</th>\n",
       "      <td>Robert Lorenz</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Trouble with the Curve</td>\n",
       "      <td>2012-09-21</td>\n",
       "      <td>troublewiththecurve</td>\n",
       "      <td>35763137</td>\n",
       "      <td>1.216204e+07</td>\n",
       "      <td>3212</td>\n",
       "      <td>1 hrs. 51 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.360110e+07</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Underworld: Awakening</th>\n",
       "      <td>Måns Mårlind and Björn Stein</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Action Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Underworld: Awakening</td>\n",
       "      <td>2003-09-19</td>\n",
       "      <td>underworld</td>\n",
       "      <td>51970690</td>\n",
       "      <td>2.175376e+07</td>\n",
       "      <td>2915</td>\n",
       "      <td>1 hrs. 55 min.</td>\n",
       "      <td>22000000</td>\n",
       "      <td>3.021693e+07</td>\n",
       "      <td>Kate Beckinsale</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V/H/S</th>\n",
       "      <td>Adam Wingard, David Bruckner, Ti West, Glenn M...</td>\n",
       "      <td>Magnolia</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>V/H/S</td>\n",
       "      <td>2012-10-05</td>\n",
       "      <td>vhs</td>\n",
       "      <td>100345</td>\n",
       "      <td>3.640200e+04</td>\n",
       "      <td>16</td>\n",
       "      <td>1 hrs. 56 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.394300e+04</td>\n",
       "      <td>A series of found-footage shorts.</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>Dustin Lance Black</td>\n",
       "      <td>Entertainment One</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>2012-05-18</td>\n",
       "      <td>virginia</td>\n",
       "      <td>12728</td>\n",
       "      <td>6.915000e+03</td>\n",
       "      <td>5</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>5.813000e+03</td>\n",
       "      <td>Jennifer Connelly</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Vow</th>\n",
       "      <td>Michael Sucsy</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>The Vow</td>\n",
       "      <td>2012-02-10</td>\n",
       "      <td>vow</td>\n",
       "      <td>125014030</td>\n",
       "      <td>4.120246e+07</td>\n",
       "      <td>2958</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>30000000</td>\n",
       "      <td>8.381157e+07</td>\n",
       "      <td>Channing Tatum</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wanderlust</th>\n",
       "      <td>David Wain</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Wanderlust</td>\n",
       "      <td>2012-02-24</td>\n",
       "      <td>wanderlust</td>\n",
       "      <td>17450535</td>\n",
       "      <td>6.526650e+06</td>\n",
       "      <td>2002</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.092388e+07</td>\n",
       "      <td>Paul Rudd</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5573 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                         director  \\\n",
       "title                                                                                               \n",
       "Airport                                                                             George Seaton   \n",
       "Beneath the Planet of the Apes                                                           Ted Post   \n",
       "Equinox                                                                                Jack Woods   \n",
       "Getting Straight                                                                     Richard Rush   \n",
       "Gimme Shelter                                                            Albert and David Maysles   \n",
       "Hornets’ Nest                                                                        Phil Karlson   \n",
       "Joe                                                                              John G. Avildsen   \n",
       "Kelly's Heroes                                                                    Brian G. Hutton   \n",
       "King: A Filmed Record... Montgomery to Memphis                                       Sidney Lumet   \n",
       "Little Big Man                                                                        Arthur Penn   \n",
       "Love Story                                                                          Arthur Hiller   \n",
       "M\"A*S*H                                                                             Robert Altman   \n",
       "On a Clear Day You Can See Forever                                              Vincente Minnelli   \n",
       "Patton                                                                      Franklin J. Schaffner   \n",
       "Trash                                                                              Paul Morrissey   \n",
       "Two Mules for Sister Sara                                                              Don Siegel   \n",
       "Zig Zag                                                                          Richard A. Colla   \n",
       "The Beguiled                                                                           Don Siegel   \n",
       "Dirty Harry                                                                            Don Siegel   \n",
       "Escape from the Planet of the Apes                                                     Don Taylor   \n",
       "The French Connection                                                            William Friedkin   \n",
       "The Hunting Party                                                                     Don Medford   \n",
       "The Last Picture Show                                                           Peter Bogdanovich   \n",
       "Play Misty for Me                                                                  Clint Eastwood   \n",
       "The Pursuit of Happiness                                                          Robert Mulligan   \n",
       "See No Evil                                                                     Richard Fleischer   \n",
       "Shaft                                                                                Gordon Parks   \n",
       "THX 1138                                                                             George Lucas   \n",
       "The Touch                                                                          Ingmar Bergman   \n",
       "Vanishing Point                                                               Richard C. Sarafian   \n",
       "...                                                                                           ...   \n",
       "Ruby Sparks                                                     Jonathan Dayton and Valerie Faris   \n",
       "Safe                                                                                   Boaz Yakin   \n",
       "Safe House                                                                        Daniel Espinosa   \n",
       "Safety Not Guaranteed                                                             Colin Trevorrow   \n",
       "Samsara                                                                                Ron Fricke   \n",
       "Savages                                                                              Oliver Stone   \n",
       "Silent Hill: Revelation 3D                                                     Michael J. Bassett   \n",
       "Silent House                                                           Chris Kentis and Laura Lau   \n",
       "Silver Linings Playbook                                                          David O. Russell   \n",
       "Sinister                                                                         Scott Derrickson   \n",
       "Sleepwalk with Me                                                                  Mike Birbiglia   \n",
       "Smashed                                                                            James Ponsoldt   \n",
       "Sound of My Voice                                                                  Zal Batmanglij   \n",
       "Star Wars: Episode I – The Phantom Menace 3D                                         George Lucas   \n",
       "Stolen                                                                                 Simon West   \n",
       "Taken 2                                                                           Olivier Megaton   \n",
       "Ted                                                                               Seth MacFarlane   \n",
       "Think Like a Man                                                                        Tim Story   \n",
       "A Thousand Words                                                                    Brian Robbins   \n",
       "The Three Stooges                                                               Farrelly brothers   \n",
       "Thunderstruck                                                                      John Whitesell   \n",
       "Titanic 3D                                                                          James Cameron   \n",
       "Total Recall                                                                          Len Wiseman   \n",
       "Touchback                                                                           Don Handfield   \n",
       "Trouble with the Curve                                                              Robert Lorenz   \n",
       "Underworld: Awakening                                                Måns Mårlind and Björn Stein   \n",
       "V/H/S                                           Adam Wingard, David Bruckner, Ti West, Glenn M...   \n",
       "Virginia                                                                       Dustin Lance Black   \n",
       "The Vow                                                                             Michael Sucsy   \n",
       "Wanderlust                                                                             David Wain   \n",
       "\n",
       "                                                               distributor  \\\n",
       "title                                                                        \n",
       "Airport                                                          Universal   \n",
       "Beneath the Planet of the Apes                                         Fox   \n",
       "Equinox                                                          IRS Media   \n",
       "Getting Straight                                                  Columbia   \n",
       "Gimme Shelter                                         Roadside Attractions   \n",
       "Hornets’ Nest                                              Music Box Films   \n",
       "Joe                                                           Cannon Films   \n",
       "Kelly's Heroes                                                         MGM   \n",
       "King: A Filmed Record... Montgomery to Memphis                   ThinkFilm   \n",
       "Little Big Man                                            National General   \n",
       "Love Story                                                       Paramount   \n",
       "M\"A*S*H                                                                Fox   \n",
       "On a Clear Day You Can See Forever                               Paramount   \n",
       "Patton                                                                 Fox   \n",
       "Trash                                                          Focus World   \n",
       "Two Mules for Sister Sara                                        Universal   \n",
       "Zig Zag                                                     Silver Nitrate   \n",
       "The Beguiled                                                     Universal   \n",
       "Dirty Harry                                                   Warner Bros.   \n",
       "Escape from the Planet of the Apes                                     Fox   \n",
       "The French Connection                                                  Fox   \n",
       "The Hunting Party                                          MGM (Weinstein)   \n",
       "The Last Picture Show                                             Columbia   \n",
       "Play Misty for Me                                                Universal   \n",
       "The Pursuit of Happiness                              The Martindale Group   \n",
       "See No Evil                                                      Lionsgate   \n",
       "Shaft                                                            Paramount   \n",
       "THX 1138                                                      Warner Bros.   \n",
       "The Touch                                                              MGM   \n",
       "Vanishing Point                                                        Fox   \n",
       "...                                                                    ...   \n",
       "Ruby Sparks                                                Fox Searchlight   \n",
       "Safe                                                         Sony Classics   \n",
       "Safe House                                                       Universal   \n",
       "Safety Not Guaranteed                                         FilmDistrict   \n",
       "Samsara                                              Oscilloscope Pictures   \n",
       "Savages                                                    Fox Searchlight   \n",
       "Silent Hill: Revelation 3D                                 Sony / Columbia   \n",
       "Silent House                                               Open Road Films   \n",
       "Silver Linings Playbook                                  Weinstein Company   \n",
       "Sinister                                                  Lionsgate/Summit   \n",
       "Sleepwalk with Me                                                      IFC   \n",
       "Smashed                                                      Sony Classics   \n",
       "Sound of My Voice                                          Fox Searchlight   \n",
       "Star Wars: Episode I – The Phantom Menace 3D                           Fox   \n",
       "Stolen                                          International Film Circuit   \n",
       "Taken 2                                                                Fox   \n",
       "Ted                                                              Universal   \n",
       "Think Like a Man                                        Sony / Screen Gems   \n",
       "A Thousand Words                                    Paramount (DreamWorks)   \n",
       "The Three Stooges                                                      Fox   \n",
       "Thunderstruck                                                 Warner Bros.   \n",
       "Titanic 3D                                                       Paramount   \n",
       "Total Recall                                               Sony / Columbia   \n",
       "Touchback                                                 Anchor Bay Films   \n",
       "Trouble with the Curve                                        Warner Bros.   \n",
       "Underworld: Awakening                                   Sony / Screen Gems   \n",
       "V/H/S                                                             Magnolia   \n",
       "Virginia                                                 Entertainment One   \n",
       "The Vow                                                 Sony / Screen Gems   \n",
       "Wanderlust                                                       Universal   \n",
       "\n",
       "                                                    genre_bomojo   rating  \\\n",
       "title                                                                       \n",
       "Airport                                         Drama / Thriller        G   \n",
       "Beneath the Planet of the Apes                  Sci-Fi Adventure        G   \n",
       "Equinox                                                  Unknown        R   \n",
       "Getting Straight                                           Drama        R   \n",
       "Gimme Shelter                                              Drama    PG-13   \n",
       "Hornets’ Nest                                            Foreign        R   \n",
       "Joe                                             Drama / Thriller        R   \n",
       "Kelly's Heroes                                               War       GP   \n",
       "King: A Filmed Record... Montgomery to Memphis             Drama        R   \n",
       "Little Big Man                                           Western       GP   \n",
       "Love Story                                               Romance       GP   \n",
       "M\"A*S*H                                           Comedy / Drama        R   \n",
       "On a Clear Day You Can See Forever                       Musical        G   \n",
       "Patton                                                       War       PG   \n",
       "Trash                                           Adventure Comedy        R   \n",
       "Two Mules for Sister Sara                                Western       PG   \n",
       "Zig Zag                                                    Drama        R   \n",
       "The Beguiled                                             Unknown        R   \n",
       "Dirty Harry                                               Action        R   \n",
       "Escape from the Planet of the Apes              Sci-Fi Adventure        G   \n",
       "The French Connection                               Action Drama        R   \n",
       "The Hunting Party                               Drama / Thriller        R   \n",
       "The Last Picture Show                                      Drama        R   \n",
       "Play Misty for Me                                       Thriller        R   \n",
       "The Pursuit of Happiness                         Romantic Comedy  Unrated   \n",
       "See No Evil                                               Horror        R   \n",
       "Shaft                                                     Action        R   \n",
       "THX 1138                                         Sci-Fi Thriller       GP   \n",
       "The Touch                                                Unknown        R   \n",
       "Vanishing Point                                     Action Drama       GP   \n",
       "...                                                          ...      ...   \n",
       "Ruby Sparks                                      Romantic Comedy        R   \n",
       "Safe                                                     Unknown        R   \n",
       "Safe House                                       Action Thriller        R   \n",
       "Safety Not Guaranteed                              Sci-Fi Comedy        R   \n",
       "Samsara                                              Documentary    PG-13   \n",
       "Savages                                           Comedy / Drama        R   \n",
       "Silent Hill: Revelation 3D                                Horror        R   \n",
       "Silent House                                              Horror        R   \n",
       "Silver Linings Playbook                                   Comedy        R   \n",
       "Sinister                                                  Horror        R   \n",
       "Sleepwalk with Me                                         Comedy    PG-13   \n",
       "Smashed                                           Comedy / Drama        R   \n",
       "Sound of My Voice                                          Drama        R   \n",
       "Star Wars: Episode I – The Phantom Menace 3D      Sci-Fi Fantasy       PG   \n",
       "Stolen                                               Documentary  Unrated   \n",
       "Taken 2                                                   Action    PG-13   \n",
       "Ted                                                       Comedy        R   \n",
       "Think Like a Man                                          Comedy    PG-13   \n",
       "A Thousand Words                                  Comedy / Drama    PG-13   \n",
       "The Three Stooges                                         Comedy       PG   \n",
       "Thunderstruck                                             Family       PG   \n",
       "Titanic 3D                                               Romance    PG-13   \n",
       "Total Recall                                       Sci-Fi Action        R   \n",
       "Touchback                                           Sports Drama    PG-13   \n",
       "Trouble with the Curve                                     Drama    PG-13   \n",
       "Underworld: Awakening                              Action Horror        R   \n",
       "V/H/S                                                     Horror        R   \n",
       "Virginia                                                   Drama        R   \n",
       "The Vow                                                    Drama    PG-13   \n",
       "Wanderlust                                                Comedy        R   \n",
       "\n",
       "                                                                                         title  \\\n",
       "title                                                                                            \n",
       "Airport                                                                                Airport   \n",
       "Beneath the Planet of the Apes                                  Beneath the Planet of the Apes   \n",
       "Equinox                                                                                Equinox   \n",
       "Getting Straight                                                              Getting Straight   \n",
       "Gimme Shelter                                                                    Gimme Shelter   \n",
       "Hornets’ Nest                                                                    Hornets’ Nest   \n",
       "Joe                                                                                        Joe   \n",
       "Kelly's Heroes                                                                  Kelly's Heroes   \n",
       "King: A Filmed Record... Montgomery to Memphis  King: A Filmed Record... Montgomery to Memphis   \n",
       "Little Big Man                                                                  Little Big Man   \n",
       "Love Story                                                                          Love Story   \n",
       "M\"A*S*H                                                                                M\"A*S*H   \n",
       "On a Clear Day You Can See Forever                          On a Clear Day You Can See Forever   \n",
       "Patton                                                                                  Patton   \n",
       "Trash                                                                                    Trash   \n",
       "Two Mules for Sister Sara                                            Two Mules for Sister Sara   \n",
       "Zig Zag                                                                                Zig Zag   \n",
       "The Beguiled                                                                      The Beguiled   \n",
       "Dirty Harry                                                                        Dirty Harry   \n",
       "Escape from the Planet of the Apes                          Escape from the Planet of the Apes   \n",
       "The French Connection                                                    The French Connection   \n",
       "The Hunting Party                                                            The Hunting Party   \n",
       "The Last Picture Show                                                    The Last Picture Show   \n",
       "Play Misty for Me                                                            Play Misty for Me   \n",
       "The Pursuit of Happiness                                              The Pursuit of Happiness   \n",
       "See No Evil                                                                        See No Evil   \n",
       "Shaft                                                                                    Shaft   \n",
       "THX 1138                                                                              THX 1138   \n",
       "The Touch                                                                            The Touch   \n",
       "Vanishing Point                                                                Vanishing Point   \n",
       "...                                                                                        ...   \n",
       "Ruby Sparks                                                                        Ruby Sparks   \n",
       "Safe                                                                                      Safe   \n",
       "Safe House                                                                          Safe House   \n",
       "Safety Not Guaranteed                                                    Safety Not Guaranteed   \n",
       "Samsara                                                                                Samsara   \n",
       "Savages                                                                                Savages   \n",
       "Silent Hill: Revelation 3D                                          Silent Hill: Revelation 3D   \n",
       "Silent House                                                                      Silent House   \n",
       "Silver Linings Playbook                                                Silver Linings Playbook   \n",
       "Sinister                                                                              Sinister   \n",
       "Sleepwalk with Me                                                            Sleepwalk with Me   \n",
       "Smashed                                                                                Smashed   \n",
       "Sound of My Voice                                                            Sound of My Voice   \n",
       "Star Wars: Episode I – The Phantom Menace 3D      Star Wars: Episode I – The Phantom Menace 3D   \n",
       "Stolen                                                                                  Stolen   \n",
       "Taken 2                                                                                Taken 2   \n",
       "Ted                                                                                        Ted   \n",
       "Think Like a Man                                                              Think Like a Man   \n",
       "A Thousand Words                                                              A Thousand Words   \n",
       "The Three Stooges                                                            The Three Stooges   \n",
       "Thunderstruck                                                                    Thunderstruck   \n",
       "Titanic 3D                                                                          Titanic 3D   \n",
       "Total Recall                                                                      Total Recall   \n",
       "Touchback                                                                            Touchback   \n",
       "Trouble with the Curve                                                  Trouble with the Curve   \n",
       "Underworld: Awakening                                                    Underworld: Awakening   \n",
       "V/H/S                                                                                    V/H/S   \n",
       "Virginia                                                                              Virginia   \n",
       "The Vow                                                                                The Vow   \n",
       "Wanderlust                                                                          Wanderlust   \n",
       "\n",
       "                                               releaseDate  \\\n",
       "title                                                        \n",
       "Airport                                         1970-03-05   \n",
       "Beneath the Planet of the Apes                  1970-05-27   \n",
       "Equinox                                         1993-06-11   \n",
       "Getting Straight                                1970-05-13   \n",
       "Gimme Shelter                                   2014-01-24   \n",
       "Hornets’ Nest                                   2010-10-29   \n",
       "Joe                                             1970-07-15   \n",
       "Kelly's Heroes                                  1970-06-23   \n",
       "King: A Filmed Record... Montgomery to Memphis  2006-05-19   \n",
       "Little Big Man                                  1970-12-14   \n",
       "Love Story                                      1970-12-16   \n",
       "M\"A*S*H                                         1970-01-25   \n",
       "On a Clear Day You Can See Forever              1970-06-17   \n",
       "Patton                                          1970-02-04   \n",
       "Trash                                           2015-10-09   \n",
       "Two Mules for Sister Sara                       1970-06-16   \n",
       "Zig Zag                                         2002-06-21   \n",
       "The Beguiled                                    1971-03-31   \n",
       "Dirty Harry                                     1971-12-22   \n",
       "Escape from the Planet of the Apes              1971-05-21   \n",
       "The French Connection                           1971-10-07   \n",
       "The Hunting Party                               2007-09-07   \n",
       "The Last Picture Show                           1971-10-22   \n",
       "Play Misty for Me                               1971-11-12   \n",
       "The Pursuit of Happiness                        2003-05-16   \n",
       "See No Evil                                     2006-05-19   \n",
       "Shaft                                           2000-06-16   \n",
       "THX 1138                                        1971-03-11   \n",
       "The Touch                                       1997-02-14   \n",
       "Vanishing Point                                 1971-03-10   \n",
       "...                                                    ...   \n",
       "Ruby Sparks                                     2012-07-25   \n",
       "Safe                                            1995-06-23   \n",
       "Safe House                                      2012-02-10   \n",
       "Safety Not Guaranteed                           2012-06-08   \n",
       "Samsara                                         2012-08-24   \n",
       "Savages                                         2007-11-28   \n",
       "Silent Hill: Revelation 3D                      2006-04-21   \n",
       "Silent House                                    2012-03-09   \n",
       "Silver Linings Playbook                         2012-11-16   \n",
       "Sinister                                        2012-10-12   \n",
       "Sleepwalk with Me                               2012-08-24   \n",
       "Smashed                                         2012-10-12   \n",
       "Sound of My Voice                               2012-04-27   \n",
       "Star Wars: Episode I – The Phantom Menace 3D    1999-05-19   \n",
       "Stolen                                          2006-04-19   \n",
       "Taken 2                                         2012-10-05   \n",
       "Ted                                             2012-06-29   \n",
       "Think Like a Man                                2012-04-20   \n",
       "A Thousand Words                                2012-03-09   \n",
       "The Three Stooges                               2012-04-13   \n",
       "Thunderstruck                                   2012-08-24   \n",
       "Titanic 3D                                      2012-04-04   \n",
       "Total Recall                                    1990-06-01   \n",
       "Touchback                                       2012-04-13   \n",
       "Trouble with the Curve                          2012-09-21   \n",
       "Underworld: Awakening                           2003-09-19   \n",
       "V/H/S                                           2012-10-05   \n",
       "Virginia                                        2012-05-18   \n",
       "The Vow                                         2012-02-10   \n",
       "Wanderlust                                      2012-02-24   \n",
       "\n",
       "                                                                  canontitle  \\\n",
       "title                                                                          \n",
       "Airport                                                              airport   \n",
       "Beneath the Planet of the Apes                     beneaththeplanetoftheapes   \n",
       "Equinox                                                              equinox   \n",
       "Getting Straight                                             gettingstraight   \n",
       "Gimme Shelter                                                   gimmeshelter   \n",
       "Hornets’ Nest                                                    hornetsnest   \n",
       "Joe                                                                      joe   \n",
       "Kelly's Heroes                                                  kellysheroes   \n",
       "King: A Filmed Record... Montgomery to Memphis                          king   \n",
       "Little Big Man                                                  littlebigman   \n",
       "Love Story                                                         lovestory   \n",
       "M\"A*S*H                                                                 mash   \n",
       "On a Clear Day You Can See Forever               onacleardayyoucanseeforever   \n",
       "Patton                                                                patton   \n",
       "Trash                                                                  trash   \n",
       "Two Mules for Sister Sara                              twomulesforsistersara   \n",
       "Zig Zag                                                               zigzag   \n",
       "The Beguiled                                                        beguiled   \n",
       "Dirty Harry                                                       dirtyharry   \n",
       "Escape from the Planet of the Apes              escapefromtheplanetoftheapes   \n",
       "The French Connection                                       frenchconnection   \n",
       "The Hunting Party                                               huntingparty   \n",
       "The Last Picture Show                                        lastpictureshow   \n",
       "Play Misty for Me                                             playmistyforme   \n",
       "The Pursuit of Happiness                                  pursuitofhappiness   \n",
       "See No Evil                                                        seenoevil   \n",
       "Shaft                                                                  shaft   \n",
       "THX 1138                                                             thx1138   \n",
       "The Touch                                                              touch   \n",
       "Vanishing Point                                               vanishingpoint   \n",
       "...                                                                      ...   \n",
       "Ruby Sparks                                                       rubysparks   \n",
       "Safe                                                                    safe   \n",
       "Safe House                                                         safehouse   \n",
       "Safety Not Guaranteed                                    safetynotguaranteed   \n",
       "Samsara                                                              samsara   \n",
       "Savages                                                              savages   \n",
       "Silent Hill: Revelation 3D                                        silenthill   \n",
       "Silent House                                                     silenthouse   \n",
       "Silver Linings Playbook                                silverliningsplaybook   \n",
       "Sinister                                                            sinister   \n",
       "Sleepwalk with Me                                            sleepwalkwithme   \n",
       "Smashed                                                              smashed   \n",
       "Sound of My Voice                                             soundofmyvoice   \n",
       "Star Wars: Episode I – The Phantom Menace 3D                        starwars   \n",
       "Stolen                                                                stolen   \n",
       "Taken 2                                                               taken2   \n",
       "Ted                                                                      ted   \n",
       "Think Like a Man                                               thinklikeaman   \n",
       "A Thousand Words                                              athousandwords   \n",
       "The Three Stooges                                               threestooges   \n",
       "Thunderstruck                                                  thunderstruck   \n",
       "Titanic 3D                                                         titanic3d   \n",
       "Total Recall                                                     totalrecall   \n",
       "Touchback                                                          touchback   \n",
       "Trouble with the Curve                                   troublewiththecurve   \n",
       "Underworld: Awakening                                             underworld   \n",
       "V/H/S                                                                    vhs   \n",
       "Virginia                                                            virginia   \n",
       "The Vow                                                                  vow   \n",
       "Wanderlust                                                        wanderlust   \n",
       "\n",
       "                                                rev_totalGross   rev_opening  \\\n",
       "title                                                                          \n",
       "Airport                                              100489151           NaN   \n",
       "Beneath the Planet of the Apes                        18999718           NaN   \n",
       "Equinox                                                 279627  6.310000e+03   \n",
       "Getting Straight                                      13300000           NaN   \n",
       "Gimme Shelter                                          1359910  6.890700e+05   \n",
       "Hornets’ Nest                                          5190196  8.817370e+05   \n",
       "Joe                                                   19319254           NaN   \n",
       "Kelly's Heroes                                         5200000           NaN   \n",
       "King: A Filmed Record... Montgomery to Memphis          282183  8.927000e+03   \n",
       "Little Big Man                                        31559552           NaN   \n",
       "Love Story                                           106397186           NaN   \n",
       "M\"A*S*H                                               81600000           NaN   \n",
       "On a Clear Day You Can See Forever                    14000000           NaN   \n",
       "Patton                                                61749765           NaN   \n",
       "Trash                                                    17484  1.023000e+04   \n",
       "Two Mules for Sister Sara                              5050000           NaN   \n",
       "Zig Zag                                                   2418  1.649000e+03   \n",
       "The Beguiled                                           1100000           NaN   \n",
       "Dirty Harry                                           35976000           NaN   \n",
       "Escape from the Planet of the Apes                    12348905           NaN   \n",
       "The French Connection                                 51700000           NaN   \n",
       "The Hunting Party                                       969869  3.960900e+04   \n",
       "The Last Picture Show                                 29133000           NaN   \n",
       "Play Misty for Me                                     10600000           NaN   \n",
       "The Pursuit of Happiness                                  6850  1.074000e+03   \n",
       "See No Evil                                           15032800  4.581233e+06   \n",
       "Shaft                                                 70334258  2.171476e+07   \n",
       "THX 1138                                               2437000           NaN   \n",
       "The Touch                                               387069  1.952360e+05   \n",
       "Vanishing Point                                       12442673           NaN   \n",
       "...                                                        ...           ...   \n",
       "Ruby Sparks                                            2540106  1.408220e+05   \n",
       "Safe                                                    512245  1.583000e+04   \n",
       "Safe House                                           126373434  4.017272e+07   \n",
       "Safety Not Guaranteed                                  4010957  9.776200e+04   \n",
       "Samsara                                                2672413  7.622200e+04   \n",
       "Savages                                                6623082  1.518590e+05   \n",
       "Silent Hill: Revelation 3D                            46982632  2.015260e+07   \n",
       "Silent House                                          12754783  6.661234e+06   \n",
       "Silver Linings Playbook                              132092958  1.620123e+11   \n",
       "Sinister                                              48086903  1.800763e+07   \n",
       "Sleepwalk with Me                                      2266067  6.880100e+04   \n",
       "Smashed                                                 376597  2.694300e+04   \n",
       "Sound of My Voice                                       408015  3.613400e+04   \n",
       "Star Wars: Episode I – The Phantom Menace 3D         431088295  6.482097e+07   \n",
       "Stolen                                                  132596  6.250000e+03   \n",
       "Taken 2                                              139854287  4.951477e+07   \n",
       "Ted                                                  218815487  5.441520e+07   \n",
       "Think Like a Man                                      91547205  3.363630e+07   \n",
       "A Thousand Words                                      18450127  6.176280e+06   \n",
       "The Three Stooges                                     44338224  1.701012e+07   \n",
       "Thunderstruck                                           587211  2.500000e+02   \n",
       "Titanic 3D                                            57884114  1.728545e+07   \n",
       "Total Recall                                         119394840  2.553370e+07   \n",
       "Touchback                                               204232  6.699800e+04   \n",
       "Trouble with the Curve                                35763137  1.216204e+07   \n",
       "Underworld: Awakening                                 51970690  2.175376e+07   \n",
       "V/H/S                                                   100345  3.640200e+04   \n",
       "Virginia                                                 12728  6.915000e+03   \n",
       "The Vow                                              125014030  4.120246e+07   \n",
       "Wanderlust                                            17450535  6.526650e+06   \n",
       "\n",
       "                                                num_theaters         runtime  \\\n",
       "title                                                                          \n",
       "Airport                                                  NaN  2 hrs. 17 min.   \n",
       "Beneath the Planet of the Apes                           NaN  1 hrs. 35 min.   \n",
       "Equinox                                                 1740  1 hrs. 50 min.   \n",
       "Getting Straight                                         NaN   2 hrs. 4 min.   \n",
       "Gimme Shelter                                            385  1 hrs. 40 min.   \n",
       "Hornets’ Nest                                            154  2 hrs. 28 min.   \n",
       "Joe                                                      NaN  1 hrs. 47 min.   \n",
       "Kelly's Heroes                                           NaN  2 hrs. 24 min.   \n",
       "King: A Filmed Record... Montgomery to Memphis             1  1 hrs. 46 min.   \n",
       "Little Big Man                                           NaN  2 hrs. 19 min.   \n",
       "Love Story                                               NaN  1 hrs. 40 min.   \n",
       "M\"A*S*H                                                  NaN  1 hrs. 56 min.   \n",
       "On a Clear Day You Can See Forever                       NaN   2 hrs. 9 min.   \n",
       "Patton                                                   NaN  2 hrs. 50 min.   \n",
       "Trash                                                     17  1 hrs. 54 min.   \n",
       "Two Mules for Sister Sara                                NaN  1 hrs. 54 min.   \n",
       "Zig Zag                                                    1  1 hrs. 41 min.   \n",
       "The Beguiled                                             NaN  1 hrs. 45 min.   \n",
       "Dirty Harry                                              NaN  1 hrs. 42 min.   \n",
       "Escape from the Planet of the Apes                       NaN  1 hrs. 38 min.   \n",
       "The French Connection                                    NaN  1 hrs. 44 min.   \n",
       "The Hunting Party                                          4  1 hrs. 43 min.   \n",
       "The Last Picture Show                                    NaN  1 hrs. 58 min.   \n",
       "Play Misty for Me                                        NaN  1 hrs. 45 min.   \n",
       "The Pursuit of Happiness                                   1  1 hrs. 33 min.   \n",
       "See No Evil                                             1257  1 hrs. 24 min.   \n",
       "Shaft                                                   2337   2 hrs. 7 min.   \n",
       "THX 1138                                                 NaN  1 hrs. 35 min.   \n",
       "The Touch                                               1740  1 hrs. 36 min.   \n",
       "Vanishing Point                                          NaN  1 hrs. 38 min.   \n",
       "...                                                      ...             ...   \n",
       "Ruby Sparks                                               13  1 hrs. 44 min.   \n",
       "Safe                                                    1740  1 hrs. 59 min.   \n",
       "Safe House                                              3119  1 hrs. 57 min.   \n",
       "Safety Not Guaranteed                                      9  1 hrs. 25 min.   \n",
       "Samsara                                                    2  1 hrs. 39 min.   \n",
       "Savages                                                    4  1 hrs. 53 min.   \n",
       "Silent Hill: Revelation 3D                              2926   2 hrs. 0 min.   \n",
       "Silent House                                            2124  1 hrs. 25 min.   \n",
       "Silver Linings Playbook                                   16   2 hrs. 2 min.   \n",
       "Sinister                                                2527  1 hrs. 50 min.   \n",
       "Sleepwalk with Me                                          1  1 hrs. 21 min.   \n",
       "Smashed                                                    4  1 hrs. 25 min.   \n",
       "Sound of My Voice                                          5  1 hrs. 25 min.   \n",
       "Star Wars: Episode I – The Phantom Menace 3D            2970  2 hrs. 13 min.   \n",
       "Stolen                                                     1  1 hrs. 30 min.   \n",
       "Taken 2                                                 3661  1 hrs. 31 min.   \n",
       "Ted                                                     3239  1 hrs. 46 min.   \n",
       "Think Like a Man                                        2015   2 hrs. 2 min.   \n",
       "A Thousand Words                                        1890  1 hrs. 31 min.   \n",
       "The Three Stooges                                       3477  1 hrs. 32 min.   \n",
       "Thunderstruck                                           1740               0   \n",
       "Titanic 3D                                              2674  3 hrs. 14 min.   \n",
       "Total Recall                                            2060  1 hrs. 53 min.   \n",
       "Touchback                                                 50  1 hrs. 58 min.   \n",
       "Trouble with the Curve                                  3212  1 hrs. 51 min.   \n",
       "Underworld: Awakening                                   2915  1 hrs. 55 min.   \n",
       "V/H/S                                                     16  1 hrs. 56 min.   \n",
       "Virginia                                                   5  1 hrs. 50 min.   \n",
       "The Vow                                                 2958  1 hrs. 44 min.   \n",
       "Wanderlust                                              2002  1 hrs. 38 min.   \n",
       "\n",
       "                                                prod_budget  rev_postOpening  \\\n",
       "title                                                                          \n",
       "Airport                                            10000000              NaN   \n",
       "Beneath the Planet of the Apes                            0              NaN   \n",
       "Equinox                                                   0     2.733170e+05   \n",
       "Getting Straight                                          0              NaN   \n",
       "Gimme Shelter                                             0     6.708400e+05   \n",
       "Hornets’ Nest                                             0     4.308459e+06   \n",
       "Joe                                                       0              NaN   \n",
       "Kelly's Heroes                                            0              NaN   \n",
       "King: A Filmed Record... Montgomery to Memphis            0     2.732560e+05   \n",
       "Little Big Man                                            0              NaN   \n",
       "Love Story                                                0              NaN   \n",
       "M\"A*S*H                                            35000000              NaN   \n",
       "On a Clear Day You Can See Forever                        0              NaN   \n",
       "Patton                                             12000000              NaN   \n",
       "Trash                                                     0     7.254000e+03   \n",
       "Two Mules for Sister Sara                                 0              NaN   \n",
       "Zig Zag                                                   0     7.690000e+02   \n",
       "The Beguiled                                              0              NaN   \n",
       "Dirty Harry                                               0              NaN   \n",
       "Escape from the Planet of the Apes                        0              NaN   \n",
       "The French Connection                                     0              NaN   \n",
       "The Hunting Party                                         0     9.302600e+05   \n",
       "The Last Picture Show                                     0              NaN   \n",
       "Play Misty for Me                                         0              NaN   \n",
       "The Pursuit of Happiness                                  0     5.776000e+03   \n",
       "See No Evil                                         8000000     1.045157e+07   \n",
       "Shaft                                              46000000     4.861950e+07   \n",
       "THX 1138                                                  0              NaN   \n",
       "The Touch                                                 0     1.918330e+05   \n",
       "Vanishing Point                                           0              NaN   \n",
       "...                                                     ...              ...   \n",
       "Ruby Sparks                                               0     2.399284e+06   \n",
       "Safe                                                      0     4.964150e+05   \n",
       "Safe House                                         85000000     8.620071e+07   \n",
       "Safety Not Guaranteed                                     0     3.913195e+06   \n",
       "Samsara                                                   0     2.596191e+06   \n",
       "Savages                                                   0     6.471223e+06   \n",
       "Silent Hill: Revelation 3D                         50000000     2.683003e+07   \n",
       "Silent House                                              0     6.093549e+06   \n",
       "Silver Linings Playbook                            21000000    -1.618802e+11   \n",
       "Sinister                                            3000000     3.007927e+07   \n",
       "Sleepwalk with Me                                         0     2.197266e+06   \n",
       "Smashed                                                   0     3.496540e+05   \n",
       "Sound of My Voice                                         0     3.718810e+05   \n",
       "Star Wars: Episode I – The Phantom Menace 3D      115000000     3.662673e+08   \n",
       "Stolen                                                    0     1.263460e+05   \n",
       "Taken 2                                            45000000     9.033952e+07   \n",
       "Ted                                                50000000     1.644003e+08   \n",
       "Think Like a Man                                   12000000     5.791090e+07   \n",
       "A Thousand Words                                   40000000     1.227385e+07   \n",
       "The Three Stooges                                  30000000     2.732810e+07   \n",
       "Thunderstruck                                             0     5.869610e+05   \n",
       "Titanic 3D                                         18000000     4.059866e+07   \n",
       "Total Recall                                       65000000     9.386114e+07   \n",
       "Touchback                                                 0     1.372340e+05   \n",
       "Trouble with the Curve                                    0     2.360110e+07   \n",
       "Underworld: Awakening                              22000000     3.021693e+07   \n",
       "V/H/S                                                     0     6.394300e+04   \n",
       "Virginia                                                  0     5.813000e+03   \n",
       "The Vow                                            30000000     8.381157e+07   \n",
       "Wanderlust                                                0     1.092388e+07   \n",
       "\n",
       "                                                                                        leadActor  \\\n",
       "title                                                                                               \n",
       "Airport                                                                            Burt Lancaster   \n",
       "Beneath the Planet of the Apes                                                   James Franciscus   \n",
       "Equinox                                                                              Frank Bonner   \n",
       "Getting Straight                                                                    Elliott Gould   \n",
       "Gimme Shelter                                                                  The Rolling Stones   \n",
       "Hornets’ Nest                                                                         Rock Hudson   \n",
       "Joe                                                                                   Peter Boyle   \n",
       "Kelly's Heroes                                                                     Clint Eastwood   \n",
       "King: A Filmed Record... Montgomery to Memphis                                        Paul Newman   \n",
       "Little Big Man                                                                     Dustin Hoffman   \n",
       "Love Story                                                                            Ryan O'Neal   \n",
       "M\"A*S*H                                                                         Donald Sutherland   \n",
       "On a Clear Day You Can See Forever                                               Barbra Streisand   \n",
       "Patton                                                                            George C. Scott   \n",
       "Trash                                                                             Joe Dallesandro   \n",
       "Two Mules for Sister Sara                                                          Clint Eastwood   \n",
       "Zig Zag                                                                            George Kennedy   \n",
       "The Beguiled                                                                       Clint Eastwood   \n",
       "Dirty Harry                                                                        Clint Eastwood   \n",
       "Escape from the Planet of the Apes                                                 Roddy McDowall   \n",
       "The French Connection                                                                Gene Hackman   \n",
       "The Hunting Party                                                                    Gene Hackman   \n",
       "The Last Picture Show                                                                Jeff Bridges   \n",
       "Play Misty for Me                                                                  Clint Eastwood   \n",
       "The Pursuit of Happiness                                                         Michael Sarrazin   \n",
       "See No Evil                                                                            Mia Farrow   \n",
       "Shaft                                                                           Richard Roundtree   \n",
       "THX 1138                                                                            Robert Duvall   \n",
       "The Touch                                                                           Elliott Gould   \n",
       "Vanishing Point                                                                      Barry Newman   \n",
       "...                                                                                           ...   \n",
       "Ruby Sparks                                                                             Paul Dano   \n",
       "Safe                                                                                Jason Statham   \n",
       "Safe House                                                                      Denzel Washington   \n",
       "Safety Not Guaranteed                                                                Aubrey Plaza   \n",
       "Samsara                                         Exploring the wonders of the world from the mu...   \n",
       "Savages                                                                             Taylor Kitsch   \n",
       "Silent Hill: Revelation 3D                                                       Adelaide Clemens   \n",
       "Silent House                                                                      Elizabeth Olsen   \n",
       "Silver Linings Playbook                                                            Bradley Cooper   \n",
       "Sinister                                                                              Ethan Hawke   \n",
       "Sleepwalk with Me                                                                  Mike Birbiglia   \n",
       "Smashed                                                                   Mary Elizabeth Winstead   \n",
       "Sound of My Voice                                                              Christopher Denham   \n",
       "Star Wars: Episode I – The Phantom Menace 3D                                          Liam Neeson   \n",
       "Stolen                                                                               Nicolas Cage   \n",
       "Taken 2                                                                               Liam Neeson   \n",
       "Ted                                                                                 Mark Wahlberg   \n",
       "Think Like a Man                                                                     Michael Ealy   \n",
       "A Thousand Words                                                                     Eddie Murphy   \n",
       "The Three Stooges                                                            Chris Diamantopoulos   \n",
       "Thunderstruck                                                                        Kevin Durant   \n",
       "Titanic 3D                                                                      Leonardo DiCaprio   \n",
       "Total Recall                                                                        Colin Farrell   \n",
       "Touchback                                                                           Brian Presley   \n",
       "Trouble with the Curve                                                             Clint Eastwood   \n",
       "Underworld: Awakening                                                             Kate Beckinsale   \n",
       "V/H/S                                                           A series of found-footage shorts.   \n",
       "Virginia                                                                        Jennifer Connelly   \n",
       "The Vow                                                                            Channing Tatum   \n",
       "Wanderlust                                                                              Paul Rudd   \n",
       "\n",
       "                                                runtime_mins  \n",
       "title                                                         \n",
       "Airport                                                  137  \n",
       "Beneath the Planet of the Apes                            95  \n",
       "Equinox                                                  110  \n",
       "Getting Straight                                         124  \n",
       "Gimme Shelter                                            100  \n",
       "Hornets’ Nest                                            148  \n",
       "Joe                                                      107  \n",
       "Kelly's Heroes                                           144  \n",
       "King: A Filmed Record... Montgomery to Memphis           106  \n",
       "Little Big Man                                           139  \n",
       "Love Story                                               100  \n",
       "M\"A*S*H                                                  116  \n",
       "On a Clear Day You Can See Forever                       129  \n",
       "Patton                                                   170  \n",
       "Trash                                                    114  \n",
       "Two Mules for Sister Sara                                114  \n",
       "Zig Zag                                                  101  \n",
       "The Beguiled                                             105  \n",
       "Dirty Harry                                              102  \n",
       "Escape from the Planet of the Apes                        98  \n",
       "The French Connection                                    104  \n",
       "The Hunting Party                                        103  \n",
       "The Last Picture Show                                    118  \n",
       "Play Misty for Me                                        105  \n",
       "The Pursuit of Happiness                                  93  \n",
       "See No Evil                                               84  \n",
       "Shaft                                                    127  \n",
       "THX 1138                                                  95  \n",
       "The Touch                                                 96  \n",
       "Vanishing Point                                           98  \n",
       "...                                                      ...  \n",
       "Ruby Sparks                                              104  \n",
       "Safe                                                     119  \n",
       "Safe House                                               117  \n",
       "Safety Not Guaranteed                                     85  \n",
       "Samsara                                                   99  \n",
       "Savages                                                  113  \n",
       "Silent Hill: Revelation 3D                               120  \n",
       "Silent House                                              85  \n",
       "Silver Linings Playbook                                  122  \n",
       "Sinister                                                 110  \n",
       "Sleepwalk with Me                                         81  \n",
       "Smashed                                                   85  \n",
       "Sound of My Voice                                         85  \n",
       "Star Wars: Episode I – The Phantom Menace 3D             133  \n",
       "Stolen                                                    90  \n",
       "Taken 2                                                   91  \n",
       "Ted                                                      106  \n",
       "Think Like a Man                                         122  \n",
       "A Thousand Words                                          91  \n",
       "The Three Stooges                                         92  \n",
       "Thunderstruck                                            NaN  \n",
       "Titanic 3D                                               194  \n",
       "Total Recall                                             113  \n",
       "Touchback                                                118  \n",
       "Trouble with the Curve                                   111  \n",
       "Underworld: Awakening                                    115  \n",
       "V/H/S                                                    116  \n",
       "Virginia                                                 110  \n",
       "The Vow                                                  104  \n",
       "Wanderlust                                                98  \n",
       "\n",
       "[5573 rows x 15 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pickle.dump(dat,open('Movie_DF_16_datapoints.p','wb'))\n",
    "\n",
    "######### ################  Cleaning and feature manipulation!!\n",
    "# Create post_opening_rev feature\n",
    "#dat_eda[['title','releaseDate']]\n",
    "#dat_eda.sample(1)\n",
    "import pickle\n",
    "\n",
    "with open(r\"Movie_DF_latest_apr24_10pm.p\", \"rb\") as input_file:\n",
    "    dat_eda = pickle.load(input_file)\n",
    "\n",
    "dat_eda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'dat' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-8b67c65a8aa5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# let's only use the data points for which BOMOJO returned matches\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdat_eda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrev_totalGross\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnotnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;31m#dat_eda['rev_postOpening'] = dat_eda.apply(lambda row: row.rev_totalGross - row.rev_opening, axis=1)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'dat' is not defined"
     ]
    }
   ],
   "source": [
    "# let's only use the data points for which BOMOJO returned matches\n",
    "dat_eda = dat.loc[dat.rev_totalGross.notnull(),:]\n",
    "#dat_eda['rev_postOpening'] = dat_eda.apply(lambda row: row.rev_totalGross - row.rev_opening, axis=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Inflation adjustments!\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "dat_eda.releaseDate=pd.to_datetime(dat_eda.releaseDate, errors='coerce')\n",
    "\n",
    "#dat_eda.releaseDate.convert_objects(convert_dates='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['cast' 'genre' 'studios'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-4cafe0476cb2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Step 4: Categorize columns director, genre, distributor, genre_bomojo, rating\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m dat_eda=pd.concat([ dat_eda[['director','cast','genre','studios','distributor','genre_bomojo','rating']].apply(lambda col: col.astype('category'), axis=0),\n\u001b[0m\u001b[1;32m      3\u001b[0m           dat_eda[['title','releaseDate','canontitle','rev_totalGross','rev_opening','num_theaters','runtime','prod_budget','rev_postOpening']] ], \n\u001b[1;32m      4\u001b[0m                   axis=1)\n",
      "\u001b[0;32m/Users/ash/anaconda/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1961\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1962\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1963\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1964\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1965\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/ash/anaconda/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2005\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2006\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2007\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2008\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2009\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/ash/anaconda/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m   1148\u001b[0m                 \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1149\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1150\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'%s not in index'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mobjarr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1151\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1152\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['cast' 'genre' 'studios'] not in index\""
     ]
    }
   ],
   "source": [
    "# Step 4: Categorize columns director, genre, distributor, genre_bomojo, rating\n",
    "dat_eda=pd.concat([ dat_eda[['director','cast','genre','studios','distributor','genre_bomojo','rating']].apply(lambda col: col.astype('category'), axis=0),\n",
    "          dat_eda[['title','releaseDate','canontitle','rev_totalGross','rev_opening','num_theaters','runtime','prod_budget','rev_postOpening']] ], \n",
    "                  axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>G</td>\n",
       "      <td>Airport</td>\n",
       "      <td>1970-03-05</td>\n",
       "      <td>airport</td>\n",
       "      <td>100489151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>10000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burt Lancaster</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beneath the Planet of the Apes</th>\n",
       "      <td>Ted Post</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>1970-05-27</td>\n",
       "      <td>beneaththeplanetoftheapes</td>\n",
       "      <td>18999718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Franciscus</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equinox</th>\n",
       "      <td>Jack Woods</td>\n",
       "      <td>IRS Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>equinox</td>\n",
       "      <td>279627</td>\n",
       "      <td>6310</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>273317</td>\n",
       "      <td>Frank Bonner</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Getting Straight</th>\n",
       "      <td>Richard Rush</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Getting Straight</td>\n",
       "      <td>1970-05-13</td>\n",
       "      <td>gettingstraight</td>\n",
       "      <td>13300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 4 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gimme Shelter</th>\n",
       "      <td>Albert and David Maysles</td>\n",
       "      <td>Roadside Attractions</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Gimme Shelter</td>\n",
       "      <td>2014-01-24</td>\n",
       "      <td>gimmeshelter</td>\n",
       "      <td>1359910</td>\n",
       "      <td>689070</td>\n",
       "      <td>385</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>670840</td>\n",
       "      <td>The Rolling Stones</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                director  \\\n",
       "title                                                      \n",
       "Airport                                    George Seaton   \n",
       "Beneath the Planet of the Apes                  Ted Post   \n",
       "Equinox                                       Jack Woods   \n",
       "Getting Straight                            Richard Rush   \n",
       "Gimme Shelter                   Albert and David Maysles   \n",
       "\n",
       "                                         distributor      genre_bomojo rating  \\\n",
       "title                                                                           \n",
       "Airport                                    Universal  Drama / Thriller      G   \n",
       "Beneath the Planet of the Apes                   Fox  Sci-Fi Adventure      G   \n",
       "Equinox                                    IRS Media           Unknown      R   \n",
       "Getting Straight                            Columbia             Drama      R   \n",
       "Gimme Shelter                   Roadside Attractions             Drama  PG-13   \n",
       "\n",
       "                                                         title releaseDate  \\\n",
       "title                                                                        \n",
       "Airport                                                Airport  1970-03-05   \n",
       "Beneath the Planet of the Apes  Beneath the Planet of the Apes  1970-05-27   \n",
       "Equinox                                                Equinox  1993-06-11   \n",
       "Getting Straight                              Getting Straight  1970-05-13   \n",
       "Gimme Shelter                                    Gimme Shelter  2014-01-24   \n",
       "\n",
       "                                               canontitle  rev_totalGross  \\\n",
       "title                                                                       \n",
       "Airport                                           airport       100489151   \n",
       "Beneath the Planet of the Apes  beneaththeplanetoftheapes        18999718   \n",
       "Equinox                                           equinox          279627   \n",
       "Getting Straight                          gettingstraight        13300000   \n",
       "Gimme Shelter                                gimmeshelter         1359910   \n",
       "\n",
       "                                rev_opening  num_theaters         runtime  \\\n",
       "title                                                                       \n",
       "Airport                                 NaN           NaN  2 hrs. 17 min.   \n",
       "Beneath the Planet of the Apes          NaN           NaN  1 hrs. 35 min.   \n",
       "Equinox                                6310          1740  1 hrs. 50 min.   \n",
       "Getting Straight                        NaN           NaN   2 hrs. 4 min.   \n",
       "Gimme Shelter                        689070           385  1 hrs. 40 min.   \n",
       "\n",
       "                                prod_budget  rev_postOpening  \\\n",
       "title                                                          \n",
       "Airport                            10000000              NaN   \n",
       "Beneath the Planet of the Apes            0              NaN   \n",
       "Equinox                                   0           273317   \n",
       "Getting Straight                          0              NaN   \n",
       "Gimme Shelter                             0           670840   \n",
       "\n",
       "                                         leadActor  runtime_mins  \n",
       "title                                                             \n",
       "Airport                             Burt Lancaster           137  \n",
       "Beneath the Planet of the Apes    James Franciscus            95  \n",
       "Equinox                               Frank Bonner           110  \n",
       "Getting Straight                     Elliott Gould           124  \n",
       "Gimme Shelter                   The Rolling Stones           100  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dat_eda.describe(include='all')\n",
    "#pickle.dump(dat_eda,open('Movie_DF_latest.p','wb'))\n",
    "dat_eda.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 969,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dat_eda['leadActor']=dat_eda.cast.apply(lambda val: re.split(r',',val)[0]).astype('category')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Eye of the Beholder</th>\n",
       "      <td>Stephan Elliott</td>\n",
       "      <td>Destination</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Eye of the Beholder</td>\n",
       "      <td>2000-01-28</td>\n",
       "      <td>eyeofthebeholder</td>\n",
       "      <td>16500786</td>\n",
       "      <td>5.959447e+06</td>\n",
       "      <td>1751</td>\n",
       "      <td>1 hrs. 49 min.</td>\n",
       "      <td>35000000</td>\n",
       "      <td>1.054134e+07</td>\n",
       "      <td>Ewan McGregor</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnny Be Good</th>\n",
       "      <td>Bud S. Smith</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Johnny Be Good</td>\n",
       "      <td>1988-03-25</td>\n",
       "      <td>johnnybegood</td>\n",
       "      <td>17550399</td>\n",
       "      <td>5.249388e+06</td>\n",
       "      <td>1168</td>\n",
       "      <td>1 hrs. 26 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.230101e+07</td>\n",
       "      <td>Anthony Michael Hall</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Up at the Villa</th>\n",
       "      <td>Philip Haas</td>\n",
       "      <td>USA Films</td>\n",
       "      <td>Period Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Up at the Villa</td>\n",
       "      <td>2000-05-05</td>\n",
       "      <td>upatthevilla</td>\n",
       "      <td>2933161</td>\n",
       "      <td>3.398190e+05</td>\n",
       "      <td>89</td>\n",
       "      <td>1 hrs. 55 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.593342e+06</td>\n",
       "      <td>Kristin Scott Thomas</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I Still Know What You Did Last Summer</th>\n",
       "      <td>Danny Cannon</td>\n",
       "      <td>Sony / Columbia</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>I Still Know What You Did Last Summer</td>\n",
       "      <td>1998-11-13</td>\n",
       "      <td>istillknowwhatyoudidlastsummer</td>\n",
       "      <td>40002112</td>\n",
       "      <td>1.652004e+07</td>\n",
       "      <td>2443</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>65000000</td>\n",
       "      <td>2.348207e+07</td>\n",
       "      <td>Jennifer Love Hewitt</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milk</th>\n",
       "      <td>Gus Van Sant</td>\n",
       "      <td>Focus Features</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Milk</td>\n",
       "      <td>2008-11-26</td>\n",
       "      <td>milk</td>\n",
       "      <td>31841299</td>\n",
       "      <td>2.620083e+11</td>\n",
       "      <td>36</td>\n",
       "      <td>2 hrs. 8 min.</td>\n",
       "      <td>20000000</td>\n",
       "      <td>-2.619765e+11</td>\n",
       "      <td>Sean Penn</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              director      distributor  \\\n",
       "title                                                                     \n",
       "Eye of the Beholder                    Stephan Elliott      Destination   \n",
       "Johnny Be Good                            Bud S. Smith   Orion Pictures   \n",
       "Up at the Villa                            Philip Haas        USA Films   \n",
       "I Still Know What You Did Last Summer     Danny Cannon  Sony / Columbia   \n",
       "Milk                                      Gus Van Sant   Focus Features   \n",
       "\n",
       "                                       genre_bomojo rating  \\\n",
       "title                                                        \n",
       "Eye of the Beholder                        Thriller      R   \n",
       "Johnny Be Good                               Comedy      R   \n",
       "Up at the Villa                        Period Drama  PG-13   \n",
       "I Still Know What You Did Last Summer        Horror      R   \n",
       "Milk                                          Drama      R   \n",
       "\n",
       "                                                                       title  \\\n",
       "title                                                                          \n",
       "Eye of the Beholder                                      Eye of the Beholder   \n",
       "Johnny Be Good                                                Johnny Be Good   \n",
       "Up at the Villa                                              Up at the Villa   \n",
       "I Still Know What You Did Last Summer  I Still Know What You Did Last Summer   \n",
       "Milk                                                                    Milk   \n",
       "\n",
       "                                      releaseDate  \\\n",
       "title                                               \n",
       "Eye of the Beholder                    2000-01-28   \n",
       "Johnny Be Good                         1988-03-25   \n",
       "Up at the Villa                        2000-05-05   \n",
       "I Still Know What You Did Last Summer  1998-11-13   \n",
       "Milk                                   2008-11-26   \n",
       "\n",
       "                                                           canontitle  \\\n",
       "title                                                                   \n",
       "Eye of the Beholder                                  eyeofthebeholder   \n",
       "Johnny Be Good                                           johnnybegood   \n",
       "Up at the Villa                                          upatthevilla   \n",
       "I Still Know What You Did Last Summer  istillknowwhatyoudidlastsummer   \n",
       "Milk                                                             milk   \n",
       "\n",
       "                                       rev_totalGross   rev_opening  \\\n",
       "title                                                                 \n",
       "Eye of the Beholder                          16500786  5.959447e+06   \n",
       "Johnny Be Good                               17550399  5.249388e+06   \n",
       "Up at the Villa                               2933161  3.398190e+05   \n",
       "I Still Know What You Did Last Summer        40002112  1.652004e+07   \n",
       "Milk                                         31841299  2.620083e+11   \n",
       "\n",
       "                                       num_theaters         runtime  \\\n",
       "title                                                                 \n",
       "Eye of the Beholder                            1751  1 hrs. 49 min.   \n",
       "Johnny Be Good                                 1168  1 hrs. 26 min.   \n",
       "Up at the Villa                                  89  1 hrs. 55 min.   \n",
       "I Still Know What You Did Last Summer          2443  1 hrs. 40 min.   \n",
       "Milk                                             36   2 hrs. 8 min.   \n",
       "\n",
       "                                       prod_budget  rev_postOpening  \\\n",
       "title                                                                 \n",
       "Eye of the Beholder                       35000000     1.054134e+07   \n",
       "Johnny Be Good                                   0     1.230101e+07   \n",
       "Up at the Villa                                  0     2.593342e+06   \n",
       "I Still Know What You Did Last Summer     65000000     2.348207e+07   \n",
       "Milk                                      20000000    -2.619765e+11   \n",
       "\n",
       "                                                  leadActor  runtime_mins  \n",
       "title                                                                      \n",
       "Eye of the Beholder                           Ewan McGregor           109  \n",
       "Johnny Be Good                         Anthony Michael Hall            86  \n",
       "Up at the Villa                        Kristin Scott Thomas           115  \n",
       "I Still Know What You Did Last Summer  Jennifer Love Hewitt           100  \n",
       "Milk                                              Sean Penn           128  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat_eda.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 973,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dat_eda.drop(['studios','cast','genre'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 989,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>The January Man</th>\n",
       "      <td>Pat O'Connor</td>\n",
       "      <td>MGM</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>The January Man</td>\n",
       "      <td>1989-01-13</td>\n",
       "      <td>januaryman</td>\n",
       "      <td>4611062</td>\n",
       "      <td>1716442</td>\n",
       "      <td>876</td>\n",
       "      <td>1 hrs. 37 min.</td>\n",
       "      <td>NA</td>\n",
       "      <td>2894620</td>\n",
       "      <td>Kevin Kline</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cutthroat Island</th>\n",
       "      <td>Renny Harlin</td>\n",
       "      <td>MGM</td>\n",
       "      <td>Period Adventure</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Cutthroat Island</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>cutthroatisland</td>\n",
       "      <td>10017322</td>\n",
       "      <td>2371415</td>\n",
       "      <td>1619</td>\n",
       "      <td>2 hrs. 3 min.</td>\n",
       "      <td>98million</td>\n",
       "      <td>7645907</td>\n",
       "      <td>Geena Davis</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Small Soldiers</th>\n",
       "      <td>Joe Dante</td>\n",
       "      <td>DreamWorks</td>\n",
       "      <td>Family Comedy</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Small Soldiers</td>\n",
       "      <td>1998-07-10</td>\n",
       "      <td>smallsoldiers</td>\n",
       "      <td>54682547</td>\n",
       "      <td>14047592</td>\n",
       "      <td>2539</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>NA</td>\n",
       "      <td>40634955</td>\n",
       "      <td>Gregory Smith</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jailbait</th>\n",
       "      <td>Brett C. Leonard</td>\n",
       "      <td>Kindred Media Group</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Jailbait</td>\n",
       "      <td>2006-08-04</td>\n",
       "      <td>jailbait</td>\n",
       "      <td>5741</td>\n",
       "      <td>1890</td>\n",
       "      <td>2</td>\n",
       "      <td>1 hrs. 28 min.</td>\n",
       "      <td>NA</td>\n",
       "      <td>3851</td>\n",
       "      <td>Michael Pitt</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hair</th>\n",
       "      <td>Miloš Forman</td>\n",
       "      <td>MGM</td>\n",
       "      <td>Musical</td>\n",
       "      <td>PG</td>\n",
       "      <td>Hair</td>\n",
       "      <td>1979-03-14</td>\n",
       "      <td>hair</td>\n",
       "      <td>15284643</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 1 min.</td>\n",
       "      <td>11million</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Treat Williams</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          director          distributor      genre_bomojo  \\\n",
       "title                                                                       \n",
       "The January Man       Pat O'Connor                  MGM           Unknown   \n",
       "Cutthroat Island      Renny Harlin                  MGM  Period Adventure   \n",
       "Small Soldiers           Joe Dante           DreamWorks     Family Comedy   \n",
       " Jailbait         Brett C. Leonard  Kindred Media Group             Drama   \n",
       "Hair                  Miloš Forman                  MGM           Musical   \n",
       "\n",
       "                 rating             title releaseDate       canontitle  \\\n",
       "title                                                                    \n",
       "The January Man       R   The January Man  1989-01-13       januaryman   \n",
       "Cutthroat Island  PG-13  Cutthroat Island  1995-12-22  cutthroatisland   \n",
       "Small Soldiers    PG-13    Small Soldiers  1998-07-10    smallsoldiers   \n",
       " Jailbait             R          Jailbait  2006-08-04         jailbait   \n",
       "Hair                 PG              Hair  1979-03-14             hair   \n",
       "\n",
       "                  rev_totalGross  rev_opening  num_theaters         runtime  \\\n",
       "title                                                                         \n",
       "The January Man          4611062      1716442           876  1 hrs. 37 min.   \n",
       "Cutthroat Island        10017322      2371415          1619   2 hrs. 3 min.   \n",
       "Small Soldiers          54682547     14047592          2539  1 hrs. 50 min.   \n",
       " Jailbait                   5741         1890             2  1 hrs. 28 min.   \n",
       "Hair                    15284643          NaN           NaN   2 hrs. 1 min.   \n",
       "\n",
       "                 prod_budget  rev_postOpening       leadActor  runtime_mins  \n",
       "title                                                                        \n",
       "The January Man           NA          2894620     Kevin Kline            97  \n",
       "Cutthroat Island   98million          7645907     Geena Davis           123  \n",
       "Small Soldiers            NA         40634955   Gregory Smith           110  \n",
       " Jailbait                 NA             3851    Michael Pitt            88  \n",
       "Hair               11million              NaN  Treat Williams           121  "
      ]
     },
     "execution_count": 989,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dat.runtime.sample(5)\n",
    "#dat_eda['runtime']=dat_eda.runtime.str.replace('N/A','0', case=False)\n",
    "#dat_eda['runtime_mins']=(dat_eda.runtime.str.split(' ').str.get(0).astype('float'))*60 + (dat_eda.runtime.str.split(' ').str.get(2).astype('float'))\n",
    "\n",
    "dat_eda.sample(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 995,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dat_eda['prod_budget']=dat_eda.prod_budget.str.replace('million','000000',case=False)\n",
    "dat_eda['prod_budget']=dat_eda.prod_budget.str.replace('N/A|NA','0',case=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1006,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dat_eda['prod_budget']=dat_eda.prod_budget.astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title\n",
       "The Bostonians                            0\n",
       "Fear and Loathing in Las Vegas    185000000\n",
       "The Mothman Prophecies             32000000\n",
       "Dead Ringers                              0\n",
       "Free Willy 3: The Rescue                  0\n",
       "Name: prod_budget, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat_eda.prod_budget.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1024,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.2214696897641443e+173"
      ]
     },
     "execution_count": 1024,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pickle.dump(dat_eda,open('Movie_DF_latest_apr24_10pm.p','wb'))\n",
    "import numpy as np\n",
    "np.exp(500)/np.exp(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mov = dat_eda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bomojo_adj = pd.read_csv('./bomojo_ticket_price_adjuster.csv',header=0)\n",
    "bomojo_adj.columns=bomojo_adj.columns.str.replace('\\.\\s','')\n",
    "#bomojo_adj.Year = bomojo_adj.Year.astype('str')\n",
    "bomojo_adj.AvgPrice = bomojo_adj.AvgPrice.str.replace('$','').astype('float')\n",
    "\n",
    "\n",
    "\n",
    "bomojo_adj = bomojo_adj.set_index(bomojo_adj.Year)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "      <th>CULT_INDEX</th>\n",
       "      <th>releaseYear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>G</td>\n",
       "      <td>Airport</td>\n",
       "      <td>1970-03-05</td>\n",
       "      <td>airport</td>\n",
       "      <td>100489151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>10000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burt Lancaster</td>\n",
       "      <td>137</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ted Post</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>1970-05-27</td>\n",
       "      <td>beneaththeplanetoftheapes</td>\n",
       "      <td>18999718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Franciscus</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jack Woods</td>\n",
       "      <td>IRS Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>equinox</td>\n",
       "      <td>279627</td>\n",
       "      <td>6.310000e+03</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.733170e+05</td>\n",
       "      <td>Frank Bonner</td>\n",
       "      <td>110</td>\n",
       "      <td>1.430668e-05</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Richard Rush</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Getting Straight</td>\n",
       "      <td>1970-05-13</td>\n",
       "      <td>gettingstraight</td>\n",
       "      <td>13300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 4 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>124</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Albert and David Maysles</td>\n",
       "      <td>Roadside Attractions</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Gimme Shelter</td>\n",
       "      <td>2014-01-24</td>\n",
       "      <td>gimmeshelter</td>\n",
       "      <td>1359910</td>\n",
       "      <td>6.890700e+05</td>\n",
       "      <td>385</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.708400e+05</td>\n",
       "      <td>The Rolling Stones</td>\n",
       "      <td>100</td>\n",
       "      <td>6.568015e-06</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Phil Karlson</td>\n",
       "      <td>Music Box Films</td>\n",
       "      <td>Foreign</td>\n",
       "      <td>R</td>\n",
       "      <td>Hornets’ Nest</td>\n",
       "      <td>2010-10-29</td>\n",
       "      <td>hornetsnest</td>\n",
       "      <td>5190196</td>\n",
       "      <td>8.817370e+05</td>\n",
       "      <td>154</td>\n",
       "      <td>2 hrs. 28 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>4.308459e+06</td>\n",
       "      <td>Rock Hudson</td>\n",
       "      <td>148</td>\n",
       "      <td>2.060352e-04</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>John G. Avildsen</td>\n",
       "      <td>Cannon Films</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Joe</td>\n",
       "      <td>1970-07-15</td>\n",
       "      <td>joe</td>\n",
       "      <td>19319254</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 47 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Peter Boyle</td>\n",
       "      <td>107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brian G. Hutton</td>\n",
       "      <td>MGM</td>\n",
       "      <td>War</td>\n",
       "      <td>GP</td>\n",
       "      <td>Kelly's Heroes</td>\n",
       "      <td>1970-06-23</td>\n",
       "      <td>kellysheroes</td>\n",
       "      <td>5200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 24 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>ThinkFilm</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>King: A Filmed Record... Montgomery to Memphis</td>\n",
       "      <td>2006-05-19</td>\n",
       "      <td>king</td>\n",
       "      <td>282183</td>\n",
       "      <td>8.927000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 46 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.732560e+05</td>\n",
       "      <td>Paul Newman</td>\n",
       "      <td>106</td>\n",
       "      <td>3.061006e+01</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>National General</td>\n",
       "      <td>Western</td>\n",
       "      <td>GP</td>\n",
       "      <td>Little Big Man</td>\n",
       "      <td>1970-12-14</td>\n",
       "      <td>littlebigman</td>\n",
       "      <td>31559552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 19 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dustin Hoffman</td>\n",
       "      <td>139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Arthur Hiller</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Romance</td>\n",
       "      <td>GP</td>\n",
       "      <td>Love Story</td>\n",
       "      <td>1970-12-16</td>\n",
       "      <td>lovestory</td>\n",
       "      <td>106397186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ryan O'Neal</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>M\"A*S*H</td>\n",
       "      <td>1970-01-25</td>\n",
       "      <td>mash</td>\n",
       "      <td>81600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 56 min.</td>\n",
       "      <td>35000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Donald Sutherland</td>\n",
       "      <td>116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Vincente Minnelli</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Musical</td>\n",
       "      <td>G</td>\n",
       "      <td>On a Clear Day You Can See Forever</td>\n",
       "      <td>1970-06-17</td>\n",
       "      <td>onacleardayyoucanseeforever</td>\n",
       "      <td>14000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 9 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barbra Streisand</td>\n",
       "      <td>129</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Franklin J. Schaffner</td>\n",
       "      <td>Fox</td>\n",
       "      <td>War</td>\n",
       "      <td>PG</td>\n",
       "      <td>Patton</td>\n",
       "      <td>1970-02-04</td>\n",
       "      <td>patton</td>\n",
       "      <td>61749765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 50 min.</td>\n",
       "      <td>12000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>George C. Scott</td>\n",
       "      <td>170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Paul Morrissey</td>\n",
       "      <td>Focus World</td>\n",
       "      <td>Adventure Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Trash</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>trash</td>\n",
       "      <td>17484</td>\n",
       "      <td>1.023000e+04</td>\n",
       "      <td>17</td>\n",
       "      <td>1 hrs. 54 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>7.254000e+03</td>\n",
       "      <td>Joe Dallesandro</td>\n",
       "      <td>114</td>\n",
       "      <td>2.453602e-03</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Western</td>\n",
       "      <td>PG</td>\n",
       "      <td>Two Mules for Sister Sara</td>\n",
       "      <td>1970-06-16</td>\n",
       "      <td>twomulesforsistersara</td>\n",
       "      <td>5050000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 54 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Richard A. Colla</td>\n",
       "      <td>Silver Nitrate</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Zig Zag</td>\n",
       "      <td>2002-06-21</td>\n",
       "      <td>zigzag</td>\n",
       "      <td>2418</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 41 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>7.690000e+02</td>\n",
       "      <td>George Kennedy</td>\n",
       "      <td>101</td>\n",
       "      <td>4.663432e-01</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>The Beguiled</td>\n",
       "      <td>1971-03-31</td>\n",
       "      <td>beguiled</td>\n",
       "      <td>1100000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 45 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Don Siegel</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Dirty Harry</td>\n",
       "      <td>1971-12-22</td>\n",
       "      <td>dirtyharry</td>\n",
       "      <td>35976000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 42 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Don Taylor</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Escape from the Planet of the Apes</td>\n",
       "      <td>1971-05-21</td>\n",
       "      <td>escapefromtheplanetoftheapes</td>\n",
       "      <td>12348905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roddy McDowall</td>\n",
       "      <td>98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>William Friedkin</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>The French Connection</td>\n",
       "      <td>1971-10-07</td>\n",
       "      <td>frenchconnection</td>\n",
       "      <td>51700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gene Hackman</td>\n",
       "      <td>104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Don Medford</td>\n",
       "      <td>MGM (Weinstein)</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>The Hunting Party</td>\n",
       "      <td>2007-09-07</td>\n",
       "      <td>huntingparty</td>\n",
       "      <td>969869</td>\n",
       "      <td>3.960900e+04</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 43 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>9.302600e+05</td>\n",
       "      <td>Gene Hackman</td>\n",
       "      <td>103</td>\n",
       "      <td>1.467880e+00</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Peter Bogdanovich</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>The Last Picture Show</td>\n",
       "      <td>1971-10-22</td>\n",
       "      <td>lastpictureshow</td>\n",
       "      <td>29133000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 58 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jeff Bridges</td>\n",
       "      <td>118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Play Misty for Me</td>\n",
       "      <td>1971-11-12</td>\n",
       "      <td>playmistyforme</td>\n",
       "      <td>10600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 45 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Robert Mulligan</td>\n",
       "      <td>The Martindale Group</td>\n",
       "      <td>Romantic Comedy</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>The Pursuit of Happiness</td>\n",
       "      <td>2003-05-16</td>\n",
       "      <td>pursuitofhappiness</td>\n",
       "      <td>6850</td>\n",
       "      <td>1.074000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 33 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>5.776000e+03</td>\n",
       "      <td>Michael Sarrazin</td>\n",
       "      <td>93</td>\n",
       "      <td>5.378026e+00</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Richard Fleischer</td>\n",
       "      <td>Lionsgate</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>See No Evil</td>\n",
       "      <td>2006-05-19</td>\n",
       "      <td>seenoevil</td>\n",
       "      <td>15032800</td>\n",
       "      <td>4.581233e+06</td>\n",
       "      <td>1257</td>\n",
       "      <td>1 hrs. 24 min.</td>\n",
       "      <td>8000000</td>\n",
       "      <td>1.045157e+07</td>\n",
       "      <td>Mia Farrow</td>\n",
       "      <td>84</td>\n",
       "      <td>1.443871e-06</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Gordon Parks</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Shaft</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>shaft</td>\n",
       "      <td>70334258</td>\n",
       "      <td>2.171476e+07</td>\n",
       "      <td>2337</td>\n",
       "      <td>2 hrs. 7 min.</td>\n",
       "      <td>46000000</td>\n",
       "      <td>4.861950e+07</td>\n",
       "      <td>Richard Roundtree</td>\n",
       "      <td>127</td>\n",
       "      <td>4.099568e-07</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Sci-Fi Thriller</td>\n",
       "      <td>GP</td>\n",
       "      <td>THX 1138</td>\n",
       "      <td>1971-03-11</td>\n",
       "      <td>thx1138</td>\n",
       "      <td>2437000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robert Duvall</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>MGM</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>The Touch</td>\n",
       "      <td>1997-02-14</td>\n",
       "      <td>touch</td>\n",
       "      <td>387069</td>\n",
       "      <td>1.952360e+05</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 36 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.918330e+05</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>96</td>\n",
       "      <td>3.245375e-07</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Richard C. Sarafian</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action Drama</td>\n",
       "      <td>GP</td>\n",
       "      <td>Vanishing Point</td>\n",
       "      <td>1971-03-10</td>\n",
       "      <td>vanishingpoint</td>\n",
       "      <td>12442673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barry Newman</td>\n",
       "      <td>98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>Jonathan Dayton and Valerie Faris</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Romantic Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Ruby Sparks</td>\n",
       "      <td>2012-07-25</td>\n",
       "      <td>rubysparks</td>\n",
       "      <td>2540106</td>\n",
       "      <td>1.408220e+05</td>\n",
       "      <td>13</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.399284e+06</td>\n",
       "      <td>Paul Dano</td>\n",
       "      <td>104</td>\n",
       "      <td>1.008148e-01</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>Boaz Yakin</td>\n",
       "      <td>Sony Classics</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Safe</td>\n",
       "      <td>1995-06-23</td>\n",
       "      <td>safe</td>\n",
       "      <td>512245</td>\n",
       "      <td>1.583000e+04</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 59 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>4.964150e+05</td>\n",
       "      <td>Jason Statham</td>\n",
       "      <td>119</td>\n",
       "      <td>1.035775e-05</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5545</th>\n",
       "      <td>Daniel Espinosa</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Action Thriller</td>\n",
       "      <td>R</td>\n",
       "      <td>Safe House</td>\n",
       "      <td>2012-02-10</td>\n",
       "      <td>safehouse</td>\n",
       "      <td>126373434</td>\n",
       "      <td>4.017272e+07</td>\n",
       "      <td>3119</td>\n",
       "      <td>1 hrs. 57 min.</td>\n",
       "      <td>85000000</td>\n",
       "      <td>8.620071e+07</td>\n",
       "      <td>Denzel Washington</td>\n",
       "      <td>117</td>\n",
       "      <td>2.205712e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5546</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>FilmDistrict</td>\n",
       "      <td>Sci-Fi Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Safety Not Guaranteed</td>\n",
       "      <td>2012-06-08</td>\n",
       "      <td>safetynotguaranteed</td>\n",
       "      <td>4010957</td>\n",
       "      <td>9.776200e+04</td>\n",
       "      <td>9</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.913195e+06</td>\n",
       "      <td>Aubrey Plaza</td>\n",
       "      <td>85</td>\n",
       "      <td>4.941700e-01</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5547</th>\n",
       "      <td>Ron Fricke</td>\n",
       "      <td>Oscilloscope Pictures</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Samsara</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>samsara</td>\n",
       "      <td>2672413</td>\n",
       "      <td>7.622200e+04</td>\n",
       "      <td>2</td>\n",
       "      <td>1 hrs. 39 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.596191e+06</td>\n",
       "      <td>Exploring the wonders of the world from the mu...</td>\n",
       "      <td>99</td>\n",
       "      <td>8.515229e+00</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5548</th>\n",
       "      <td>Oliver Stone</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Savages</td>\n",
       "      <td>2007-11-28</td>\n",
       "      <td>savages</td>\n",
       "      <td>6623082</td>\n",
       "      <td>1.518590e+05</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 53 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.471223e+06</td>\n",
       "      <td>Taylor Kitsch</td>\n",
       "      <td>113</td>\n",
       "      <td>2.663335e+00</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>Michael J. Bassett</td>\n",
       "      <td>Sony / Columbia</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Silent Hill: Revelation 3D</td>\n",
       "      <td>2006-04-21</td>\n",
       "      <td>silenthill</td>\n",
       "      <td>46982632</td>\n",
       "      <td>2.015260e+07</td>\n",
       "      <td>2926</td>\n",
       "      <td>2 hrs. 0 min.</td>\n",
       "      <td>50000000</td>\n",
       "      <td>2.683003e+07</td>\n",
       "      <td>Adelaide Clemens</td>\n",
       "      <td>120</td>\n",
       "      <td>1.555040e-07</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5550</th>\n",
       "      <td>Chris Kentis and Laura Lau</td>\n",
       "      <td>Open Road Films</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Silent House</td>\n",
       "      <td>2012-03-09</td>\n",
       "      <td>silenthouse</td>\n",
       "      <td>12754783</td>\n",
       "      <td>6.661234e+06</td>\n",
       "      <td>2124</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.093549e+06</td>\n",
       "      <td>Elizabeth Olsen</td>\n",
       "      <td>85</td>\n",
       "      <td>2.027714e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5551</th>\n",
       "      <td>David O. Russell</td>\n",
       "      <td>Weinstein Company</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Silver Linings Playbook</td>\n",
       "      <td>2012-11-16</td>\n",
       "      <td>silverliningsplaybook</td>\n",
       "      <td>132092958</td>\n",
       "      <td>1.620123e+11</td>\n",
       "      <td>16</td>\n",
       "      <td>2 hrs. 2 min.</td>\n",
       "      <td>21000000</td>\n",
       "      <td>-1.618802e+11</td>\n",
       "      <td>Bradley Cooper</td>\n",
       "      <td>122</td>\n",
       "      <td>-3.903065e-03</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5552</th>\n",
       "      <td>Scott Derrickson</td>\n",
       "      <td>Lionsgate/Summit</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Sinister</td>\n",
       "      <td>2012-10-12</td>\n",
       "      <td>sinister</td>\n",
       "      <td>48086903</td>\n",
       "      <td>1.800763e+07</td>\n",
       "      <td>2527</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>3000000</td>\n",
       "      <td>3.007927e+07</td>\n",
       "      <td>Ethan Hawke</td>\n",
       "      <td>110</td>\n",
       "      <td>2.615774e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5553</th>\n",
       "      <td>Mike Birbiglia</td>\n",
       "      <td>IFC</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Sleepwalk with Me</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>sleepwalkwithme</td>\n",
       "      <td>2266067</td>\n",
       "      <td>6.880100e+04</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 21 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.197266e+06</td>\n",
       "      <td>Mike Birbiglia</td>\n",
       "      <td>81</td>\n",
       "      <td>3.193654e+01</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5554</th>\n",
       "      <td>James Ponsoldt</td>\n",
       "      <td>Sony Classics</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Smashed</td>\n",
       "      <td>2012-10-12</td>\n",
       "      <td>smashed</td>\n",
       "      <td>376597</td>\n",
       "      <td>2.694300e+04</td>\n",
       "      <td>4</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.496540e+05</td>\n",
       "      <td>Mary Elizabeth Winstead</td>\n",
       "      <td>85</td>\n",
       "      <td>8.110966e-01</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5555</th>\n",
       "      <td>Zal Batmanglij</td>\n",
       "      <td>Fox Searchlight</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Sound of My Voice</td>\n",
       "      <td>2012-04-27</td>\n",
       "      <td>soundofmyvoice</td>\n",
       "      <td>408015</td>\n",
       "      <td>3.613400e+04</td>\n",
       "      <td>5</td>\n",
       "      <td>1 hrs. 25 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>3.718810e+05</td>\n",
       "      <td>Christopher Denham</td>\n",
       "      <td>85</td>\n",
       "      <td>4.116688e-01</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Fantasy</td>\n",
       "      <td>PG</td>\n",
       "      <td>Star Wars: Episode I – The Phantom Menace 3D</td>\n",
       "      <td>1999-05-19</td>\n",
       "      <td>starwars</td>\n",
       "      <td>431088295</td>\n",
       "      <td>6.482097e+07</td>\n",
       "      <td>2970</td>\n",
       "      <td>2 hrs. 13 min.</td>\n",
       "      <td>115000000</td>\n",
       "      <td>3.662673e+08</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>133</td>\n",
       "      <td>6.405747e-07</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>Simon West</td>\n",
       "      <td>International Film Circuit</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>Stolen</td>\n",
       "      <td>2006-04-19</td>\n",
       "      <td>stolen</td>\n",
       "      <td>132596</td>\n",
       "      <td>6.250000e+03</td>\n",
       "      <td>1</td>\n",
       "      <td>1 hrs. 30 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.263460e+05</td>\n",
       "      <td>Nicolas Cage</td>\n",
       "      <td>90</td>\n",
       "      <td>2.021536e+01</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5558</th>\n",
       "      <td>Olivier Megaton</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Action</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Taken 2</td>\n",
       "      <td>2012-10-05</td>\n",
       "      <td>taken2</td>\n",
       "      <td>139854287</td>\n",
       "      <td>4.951477e+07</td>\n",
       "      <td>3661</td>\n",
       "      <td>1 hrs. 31 min.</td>\n",
       "      <td>45000000</td>\n",
       "      <td>9.033952e+07</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>91</td>\n",
       "      <td>1.361268e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559</th>\n",
       "      <td>Seth MacFarlane</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Ted</td>\n",
       "      <td>2012-06-29</td>\n",
       "      <td>ted</td>\n",
       "      <td>218815487</td>\n",
       "      <td>5.441520e+07</td>\n",
       "      <td>3239</td>\n",
       "      <td>1 hrs. 46 min.</td>\n",
       "      <td>50000000</td>\n",
       "      <td>1.644003e+08</td>\n",
       "      <td>Mark Wahlberg</td>\n",
       "      <td>106</td>\n",
       "      <td>2.879787e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>Tim Story</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Think Like a Man</td>\n",
       "      <td>2012-04-20</td>\n",
       "      <td>thinklikeaman</td>\n",
       "      <td>91547205</td>\n",
       "      <td>3.363630e+07</td>\n",
       "      <td>2015</td>\n",
       "      <td>2 hrs. 2 min.</td>\n",
       "      <td>12000000</td>\n",
       "      <td>5.791090e+07</td>\n",
       "      <td>Michael Ealy</td>\n",
       "      <td>122</td>\n",
       "      <td>4.240353e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5561</th>\n",
       "      <td>Brian Robbins</td>\n",
       "      <td>Paramount (DreamWorks)</td>\n",
       "      <td>Comedy / Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>A Thousand Words</td>\n",
       "      <td>2012-03-09</td>\n",
       "      <td>athousandwords</td>\n",
       "      <td>18450127</td>\n",
       "      <td>6.176280e+06</td>\n",
       "      <td>1890</td>\n",
       "      <td>1 hrs. 31 min.</td>\n",
       "      <td>40000000</td>\n",
       "      <td>1.227385e+07</td>\n",
       "      <td>Eddie Murphy</td>\n",
       "      <td>91</td>\n",
       "      <td>5.563270e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5562</th>\n",
       "      <td>Farrelly brothers</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>PG</td>\n",
       "      <td>The Three Stooges</td>\n",
       "      <td>2012-04-13</td>\n",
       "      <td>threestooges</td>\n",
       "      <td>44338224</td>\n",
       "      <td>1.701012e+07</td>\n",
       "      <td>3477</td>\n",
       "      <td>1 hrs. 32 min.</td>\n",
       "      <td>30000000</td>\n",
       "      <td>2.732810e+07</td>\n",
       "      <td>Chris Diamantopoulos</td>\n",
       "      <td>92</td>\n",
       "      <td>1.328901e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5563</th>\n",
       "      <td>John Whitesell</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Family</td>\n",
       "      <td>PG</td>\n",
       "      <td>Thunderstruck</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>thunderstruck</td>\n",
       "      <td>587211</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>1740</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.869610e+05</td>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.754802e-04</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5564</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Paramount</td>\n",
       "      <td>Romance</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Titanic 3D</td>\n",
       "      <td>2012-04-04</td>\n",
       "      <td>titanic3d</td>\n",
       "      <td>57884114</td>\n",
       "      <td>1.728545e+07</td>\n",
       "      <td>2674</td>\n",
       "      <td>3 hrs. 14 min.</td>\n",
       "      <td>18000000</td>\n",
       "      <td>4.059866e+07</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>194</td>\n",
       "      <td>3.284794e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5565</th>\n",
       "      <td>Len Wiseman</td>\n",
       "      <td>Sony / Columbia</td>\n",
       "      <td>Sci-Fi Action</td>\n",
       "      <td>R</td>\n",
       "      <td>Total Recall</td>\n",
       "      <td>1990-06-01</td>\n",
       "      <td>totalrecall</td>\n",
       "      <td>119394840</td>\n",
       "      <td>2.553370e+07</td>\n",
       "      <td>2060</td>\n",
       "      <td>1 hrs. 53 min.</td>\n",
       "      <td>65000000</td>\n",
       "      <td>9.386114e+07</td>\n",
       "      <td>Colin Farrell</td>\n",
       "      <td>113</td>\n",
       "      <td>8.662388e-07</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5566</th>\n",
       "      <td>Don Handfield</td>\n",
       "      <td>Anchor Bay Films</td>\n",
       "      <td>Sports Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Touchback</td>\n",
       "      <td>2012-04-13</td>\n",
       "      <td>touchback</td>\n",
       "      <td>204232</td>\n",
       "      <td>6.699800e+04</td>\n",
       "      <td>50</td>\n",
       "      <td>1 hrs. 58 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.372340e+05</td>\n",
       "      <td>Brian Presley</td>\n",
       "      <td>118</td>\n",
       "      <td>8.193319e-04</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5567</th>\n",
       "      <td>Robert Lorenz</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Trouble with the Curve</td>\n",
       "      <td>2012-09-21</td>\n",
       "      <td>troublewiththecurve</td>\n",
       "      <td>35763137</td>\n",
       "      <td>1.216204e+07</td>\n",
       "      <td>3212</td>\n",
       "      <td>1 hrs. 51 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>2.360110e+07</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>111</td>\n",
       "      <td>1.880939e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5568</th>\n",
       "      <td>Måns Mårlind and Björn Stein</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Action Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>Underworld: Awakening</td>\n",
       "      <td>2003-09-19</td>\n",
       "      <td>underworld</td>\n",
       "      <td>51970690</td>\n",
       "      <td>2.175376e+07</td>\n",
       "      <td>2915</td>\n",
       "      <td>1 hrs. 55 min.</td>\n",
       "      <td>22000000</td>\n",
       "      <td>3.021693e+07</td>\n",
       "      <td>Kate Beckinsale</td>\n",
       "      <td>115</td>\n",
       "      <td>1.634703e-07</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5569</th>\n",
       "      <td>Adam Wingard, David Bruckner, Ti West, Glenn M...</td>\n",
       "      <td>Magnolia</td>\n",
       "      <td>Horror</td>\n",
       "      <td>R</td>\n",
       "      <td>V/H/S</td>\n",
       "      <td>2012-10-05</td>\n",
       "      <td>vhs</td>\n",
       "      <td>100345</td>\n",
       "      <td>3.640200e+04</td>\n",
       "      <td>16</td>\n",
       "      <td>1 hrs. 56 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>6.394300e+04</td>\n",
       "      <td>A series of found-footage shorts.</td>\n",
       "      <td>116</td>\n",
       "      <td>6.861638e-03</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5570</th>\n",
       "      <td>Dustin Lance Black</td>\n",
       "      <td>Entertainment One</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>2012-05-18</td>\n",
       "      <td>virginia</td>\n",
       "      <td>12728</td>\n",
       "      <td>6.915000e+03</td>\n",
       "      <td>5</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>5.813000e+03</td>\n",
       "      <td>Jennifer Connelly</td>\n",
       "      <td>110</td>\n",
       "      <td>3.362545e-02</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5571</th>\n",
       "      <td>Michael Sucsy</td>\n",
       "      <td>Sony / Screen Gems</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>The Vow</td>\n",
       "      <td>2012-02-10</td>\n",
       "      <td>vow</td>\n",
       "      <td>125014030</td>\n",
       "      <td>4.120246e+07</td>\n",
       "      <td>2958</td>\n",
       "      <td>1 hrs. 44 min.</td>\n",
       "      <td>30000000</td>\n",
       "      <td>8.381157e+07</td>\n",
       "      <td>Channing Tatum</td>\n",
       "      <td>104</td>\n",
       "      <td>2.324794e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5572</th>\n",
       "      <td>David Wain</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>R</td>\n",
       "      <td>Wanderlust</td>\n",
       "      <td>2012-02-24</td>\n",
       "      <td>wanderlust</td>\n",
       "      <td>17450535</td>\n",
       "      <td>6.526650e+06</td>\n",
       "      <td>2002</td>\n",
       "      <td>1 hrs. 38 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>1.092388e+07</td>\n",
       "      <td>Paul Rudd</td>\n",
       "      <td>98</td>\n",
       "      <td>4.175982e-07</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5573 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               director  \\\n",
       "0                                         George Seaton   \n",
       "1                                              Ted Post   \n",
       "2                                            Jack Woods   \n",
       "3                                          Richard Rush   \n",
       "4                              Albert and David Maysles   \n",
       "5                                          Phil Karlson   \n",
       "6                                      John G. Avildsen   \n",
       "7                                       Brian G. Hutton   \n",
       "8                                          Sidney Lumet   \n",
       "9                                           Arthur Penn   \n",
       "10                                        Arthur Hiller   \n",
       "11                                        Robert Altman   \n",
       "12                                    Vincente Minnelli   \n",
       "13                                Franklin J. Schaffner   \n",
       "14                                       Paul Morrissey   \n",
       "15                                           Don Siegel   \n",
       "16                                     Richard A. Colla   \n",
       "17                                           Don Siegel   \n",
       "18                                           Don Siegel   \n",
       "19                                           Don Taylor   \n",
       "20                                     William Friedkin   \n",
       "21                                          Don Medford   \n",
       "22                                    Peter Bogdanovich   \n",
       "23                                       Clint Eastwood   \n",
       "24                                      Robert Mulligan   \n",
       "25                                    Richard Fleischer   \n",
       "26                                         Gordon Parks   \n",
       "27                                         George Lucas   \n",
       "28                                       Ingmar Bergman   \n",
       "29                                  Richard C. Sarafian   \n",
       "...                                                 ...   \n",
       "5543                  Jonathan Dayton and Valerie Faris   \n",
       "5544                                         Boaz Yakin   \n",
       "5545                                    Daniel Espinosa   \n",
       "5546                                    Colin Trevorrow   \n",
       "5547                                         Ron Fricke   \n",
       "5548                                       Oliver Stone   \n",
       "5549                                 Michael J. Bassett   \n",
       "5550                         Chris Kentis and Laura Lau   \n",
       "5551                                   David O. Russell   \n",
       "5552                                   Scott Derrickson   \n",
       "5553                                     Mike Birbiglia   \n",
       "5554                                     James Ponsoldt   \n",
       "5555                                     Zal Batmanglij   \n",
       "5556                                       George Lucas   \n",
       "5557                                         Simon West   \n",
       "5558                                    Olivier Megaton   \n",
       "5559                                    Seth MacFarlane   \n",
       "5560                                          Tim Story   \n",
       "5561                                      Brian Robbins   \n",
       "5562                                  Farrelly brothers   \n",
       "5563                                     John Whitesell   \n",
       "5564                                      James Cameron   \n",
       "5565                                        Len Wiseman   \n",
       "5566                                      Don Handfield   \n",
       "5567                                      Robert Lorenz   \n",
       "5568                       Måns Mårlind and Björn Stein   \n",
       "5569  Adam Wingard, David Bruckner, Ti West, Glenn M...   \n",
       "5570                                 Dustin Lance Black   \n",
       "5571                                      Michael Sucsy   \n",
       "5572                                         David Wain   \n",
       "\n",
       "                     distributor      genre_bomojo   rating  \\\n",
       "0                      Universal  Drama / Thriller        G   \n",
       "1                            Fox  Sci-Fi Adventure        G   \n",
       "2                      IRS Media           Unknown        R   \n",
       "3                       Columbia             Drama        R   \n",
       "4           Roadside Attractions             Drama    PG-13   \n",
       "5                Music Box Films           Foreign        R   \n",
       "6                   Cannon Films  Drama / Thriller        R   \n",
       "7                            MGM               War       GP   \n",
       "8                      ThinkFilm             Drama        R   \n",
       "9               National General           Western       GP   \n",
       "10                     Paramount           Romance       GP   \n",
       "11                           Fox    Comedy / Drama        R   \n",
       "12                     Paramount           Musical        G   \n",
       "13                           Fox               War       PG   \n",
       "14                   Focus World  Adventure Comedy        R   \n",
       "15                     Universal           Western       PG   \n",
       "16                Silver Nitrate             Drama        R   \n",
       "17                     Universal           Unknown        R   \n",
       "18                  Warner Bros.            Action        R   \n",
       "19                           Fox  Sci-Fi Adventure        G   \n",
       "20                           Fox      Action Drama        R   \n",
       "21               MGM (Weinstein)  Drama / Thriller        R   \n",
       "22                      Columbia             Drama        R   \n",
       "23                     Universal          Thriller        R   \n",
       "24          The Martindale Group   Romantic Comedy  Unrated   \n",
       "25                     Lionsgate            Horror        R   \n",
       "26                     Paramount            Action        R   \n",
       "27                  Warner Bros.   Sci-Fi Thriller       GP   \n",
       "28                           MGM           Unknown        R   \n",
       "29                           Fox      Action Drama       GP   \n",
       "...                          ...               ...      ...   \n",
       "5543             Fox Searchlight   Romantic Comedy        R   \n",
       "5544               Sony Classics           Unknown        R   \n",
       "5545                   Universal   Action Thriller        R   \n",
       "5546                FilmDistrict     Sci-Fi Comedy        R   \n",
       "5547       Oscilloscope Pictures       Documentary    PG-13   \n",
       "5548             Fox Searchlight    Comedy / Drama        R   \n",
       "5549             Sony / Columbia            Horror        R   \n",
       "5550             Open Road Films            Horror        R   \n",
       "5551           Weinstein Company            Comedy        R   \n",
       "5552            Lionsgate/Summit            Horror        R   \n",
       "5553                         IFC            Comedy    PG-13   \n",
       "5554               Sony Classics    Comedy / Drama        R   \n",
       "5555             Fox Searchlight             Drama        R   \n",
       "5556                         Fox    Sci-Fi Fantasy       PG   \n",
       "5557  International Film Circuit       Documentary  Unrated   \n",
       "5558                         Fox            Action    PG-13   \n",
       "5559                   Universal            Comedy        R   \n",
       "5560          Sony / Screen Gems            Comedy    PG-13   \n",
       "5561      Paramount (DreamWorks)    Comedy / Drama    PG-13   \n",
       "5562                         Fox            Comedy       PG   \n",
       "5563                Warner Bros.            Family       PG   \n",
       "5564                   Paramount           Romance    PG-13   \n",
       "5565             Sony / Columbia     Sci-Fi Action        R   \n",
       "5566            Anchor Bay Films      Sports Drama    PG-13   \n",
       "5567                Warner Bros.             Drama    PG-13   \n",
       "5568          Sony / Screen Gems     Action Horror        R   \n",
       "5569                    Magnolia            Horror        R   \n",
       "5570           Entertainment One             Drama        R   \n",
       "5571          Sony / Screen Gems             Drama    PG-13   \n",
       "5572                   Universal            Comedy        R   \n",
       "\n",
       "                                               title releaseDate  \\\n",
       "0                                            Airport  1970-03-05   \n",
       "1                     Beneath the Planet of the Apes  1970-05-27   \n",
       "2                                            Equinox  1993-06-11   \n",
       "3                                   Getting Straight  1970-05-13   \n",
       "4                                      Gimme Shelter  2014-01-24   \n",
       "5                                      Hornets’ Nest  2010-10-29   \n",
       "6                                                Joe  1970-07-15   \n",
       "7                                     Kelly's Heroes  1970-06-23   \n",
       "8     King: A Filmed Record... Montgomery to Memphis  2006-05-19   \n",
       "9                                     Little Big Man  1970-12-14   \n",
       "10                                        Love Story  1970-12-16   \n",
       "11                                           M\"A*S*H  1970-01-25   \n",
       "12                On a Clear Day You Can See Forever  1970-06-17   \n",
       "13                                            Patton  1970-02-04   \n",
       "14                                             Trash  2015-10-09   \n",
       "15                         Two Mules for Sister Sara  1970-06-16   \n",
       "16                                           Zig Zag  2002-06-21   \n",
       "17                                      The Beguiled  1971-03-31   \n",
       "18                                       Dirty Harry  1971-12-22   \n",
       "19                Escape from the Planet of the Apes  1971-05-21   \n",
       "20                             The French Connection  1971-10-07   \n",
       "21                                 The Hunting Party  2007-09-07   \n",
       "22                             The Last Picture Show  1971-10-22   \n",
       "23                                 Play Misty for Me  1971-11-12   \n",
       "24                          The Pursuit of Happiness  2003-05-16   \n",
       "25                                       See No Evil  2006-05-19   \n",
       "26                                             Shaft  2000-06-16   \n",
       "27                                          THX 1138  1971-03-11   \n",
       "28                                         The Touch  1997-02-14   \n",
       "29                                   Vanishing Point  1971-03-10   \n",
       "...                                              ...         ...   \n",
       "5543                                     Ruby Sparks  2012-07-25   \n",
       "5544                                            Safe  1995-06-23   \n",
       "5545                                      Safe House  2012-02-10   \n",
       "5546                           Safety Not Guaranteed  2012-06-08   \n",
       "5547                                         Samsara  2012-08-24   \n",
       "5548                                         Savages  2007-11-28   \n",
       "5549                      Silent Hill: Revelation 3D  2006-04-21   \n",
       "5550                                    Silent House  2012-03-09   \n",
       "5551                         Silver Linings Playbook  2012-11-16   \n",
       "5552                                        Sinister  2012-10-12   \n",
       "5553                               Sleepwalk with Me  2012-08-24   \n",
       "5554                                         Smashed  2012-10-12   \n",
       "5555                               Sound of My Voice  2012-04-27   \n",
       "5556    Star Wars: Episode I – The Phantom Menace 3D  1999-05-19   \n",
       "5557                                          Stolen  2006-04-19   \n",
       "5558                                         Taken 2  2012-10-05   \n",
       "5559                                             Ted  2012-06-29   \n",
       "5560                                Think Like a Man  2012-04-20   \n",
       "5561                                A Thousand Words  2012-03-09   \n",
       "5562                               The Three Stooges  2012-04-13   \n",
       "5563                                   Thunderstruck  2012-08-24   \n",
       "5564                                      Titanic 3D  2012-04-04   \n",
       "5565                                    Total Recall  1990-06-01   \n",
       "5566                                       Touchback  2012-04-13   \n",
       "5567                          Trouble with the Curve  2012-09-21   \n",
       "5568                           Underworld: Awakening  2003-09-19   \n",
       "5569                                           V/H/S  2012-10-05   \n",
       "5570                                        Virginia  2012-05-18   \n",
       "5571                                         The Vow  2012-02-10   \n",
       "5572                                      Wanderlust  2012-02-24   \n",
       "\n",
       "                        canontitle  rev_totalGross   rev_opening  \\\n",
       "0                          airport       100489151           NaN   \n",
       "1        beneaththeplanetoftheapes        18999718           NaN   \n",
       "2                          equinox          279627  6.310000e+03   \n",
       "3                  gettingstraight        13300000           NaN   \n",
       "4                     gimmeshelter         1359910  6.890700e+05   \n",
       "5                      hornetsnest         5190196  8.817370e+05   \n",
       "6                              joe        19319254           NaN   \n",
       "7                     kellysheroes         5200000           NaN   \n",
       "8                             king          282183  8.927000e+03   \n",
       "9                     littlebigman        31559552           NaN   \n",
       "10                       lovestory       106397186           NaN   \n",
       "11                            mash        81600000           NaN   \n",
       "12     onacleardayyoucanseeforever        14000000           NaN   \n",
       "13                          patton        61749765           NaN   \n",
       "14                           trash           17484  1.023000e+04   \n",
       "15           twomulesforsistersara         5050000           NaN   \n",
       "16                          zigzag            2418  1.649000e+03   \n",
       "17                        beguiled         1100000           NaN   \n",
       "18                      dirtyharry        35976000           NaN   \n",
       "19    escapefromtheplanetoftheapes        12348905           NaN   \n",
       "20                frenchconnection        51700000           NaN   \n",
       "21                    huntingparty          969869  3.960900e+04   \n",
       "22                 lastpictureshow        29133000           NaN   \n",
       "23                  playmistyforme        10600000           NaN   \n",
       "24              pursuitofhappiness            6850  1.074000e+03   \n",
       "25                       seenoevil        15032800  4.581233e+06   \n",
       "26                           shaft        70334258  2.171476e+07   \n",
       "27                         thx1138         2437000           NaN   \n",
       "28                           touch          387069  1.952360e+05   \n",
       "29                  vanishingpoint        12442673           NaN   \n",
       "...                            ...             ...           ...   \n",
       "5543                    rubysparks         2540106  1.408220e+05   \n",
       "5544                          safe          512245  1.583000e+04   \n",
       "5545                     safehouse       126373434  4.017272e+07   \n",
       "5546           safetynotguaranteed         4010957  9.776200e+04   \n",
       "5547                       samsara         2672413  7.622200e+04   \n",
       "5548                       savages         6623082  1.518590e+05   \n",
       "5549                    silenthill        46982632  2.015260e+07   \n",
       "5550                   silenthouse        12754783  6.661234e+06   \n",
       "5551         silverliningsplaybook       132092958  1.620123e+11   \n",
       "5552                      sinister        48086903  1.800763e+07   \n",
       "5553               sleepwalkwithme         2266067  6.880100e+04   \n",
       "5554                       smashed          376597  2.694300e+04   \n",
       "5555                soundofmyvoice          408015  3.613400e+04   \n",
       "5556                      starwars       431088295  6.482097e+07   \n",
       "5557                        stolen          132596  6.250000e+03   \n",
       "5558                        taken2       139854287  4.951477e+07   \n",
       "5559                           ted       218815487  5.441520e+07   \n",
       "5560                 thinklikeaman        91547205  3.363630e+07   \n",
       "5561                athousandwords        18450127  6.176280e+06   \n",
       "5562                  threestooges        44338224  1.701012e+07   \n",
       "5563                 thunderstruck          587211  2.500000e+02   \n",
       "5564                     titanic3d        57884114  1.728545e+07   \n",
       "5565                   totalrecall       119394840  2.553370e+07   \n",
       "5566                     touchback          204232  6.699800e+04   \n",
       "5567           troublewiththecurve        35763137  1.216204e+07   \n",
       "5568                    underworld        51970690  2.175376e+07   \n",
       "5569                           vhs          100345  3.640200e+04   \n",
       "5570                      virginia           12728  6.915000e+03   \n",
       "5571                           vow       125014030  4.120246e+07   \n",
       "5572                    wanderlust        17450535  6.526650e+06   \n",
       "\n",
       "      num_theaters         runtime  prod_budget  rev_postOpening  \\\n",
       "0              NaN  2 hrs. 17 min.     10000000              NaN   \n",
       "1              NaN  1 hrs. 35 min.            0              NaN   \n",
       "2             1740  1 hrs. 50 min.            0     2.733170e+05   \n",
       "3              NaN   2 hrs. 4 min.            0              NaN   \n",
       "4              385  1 hrs. 40 min.            0     6.708400e+05   \n",
       "5              154  2 hrs. 28 min.            0     4.308459e+06   \n",
       "6              NaN  1 hrs. 47 min.            0              NaN   \n",
       "7              NaN  2 hrs. 24 min.            0              NaN   \n",
       "8                1  1 hrs. 46 min.            0     2.732560e+05   \n",
       "9              NaN  2 hrs. 19 min.            0              NaN   \n",
       "10             NaN  1 hrs. 40 min.            0              NaN   \n",
       "11             NaN  1 hrs. 56 min.     35000000              NaN   \n",
       "12             NaN   2 hrs. 9 min.            0              NaN   \n",
       "13             NaN  2 hrs. 50 min.     12000000              NaN   \n",
       "14              17  1 hrs. 54 min.            0     7.254000e+03   \n",
       "15             NaN  1 hrs. 54 min.            0              NaN   \n",
       "16               1  1 hrs. 41 min.            0     7.690000e+02   \n",
       "17             NaN  1 hrs. 45 min.            0              NaN   \n",
       "18             NaN  1 hrs. 42 min.            0              NaN   \n",
       "19             NaN  1 hrs. 38 min.            0              NaN   \n",
       "20             NaN  1 hrs. 44 min.            0              NaN   \n",
       "21               4  1 hrs. 43 min.            0     9.302600e+05   \n",
       "22             NaN  1 hrs. 58 min.            0              NaN   \n",
       "23             NaN  1 hrs. 45 min.            0              NaN   \n",
       "24               1  1 hrs. 33 min.            0     5.776000e+03   \n",
       "25            1257  1 hrs. 24 min.      8000000     1.045157e+07   \n",
       "26            2337   2 hrs. 7 min.     46000000     4.861950e+07   \n",
       "27             NaN  1 hrs. 35 min.            0              NaN   \n",
       "28            1740  1 hrs. 36 min.            0     1.918330e+05   \n",
       "29             NaN  1 hrs. 38 min.            0              NaN   \n",
       "...            ...             ...          ...              ...   \n",
       "5543            13  1 hrs. 44 min.            0     2.399284e+06   \n",
       "5544          1740  1 hrs. 59 min.            0     4.964150e+05   \n",
       "5545          3119  1 hrs. 57 min.     85000000     8.620071e+07   \n",
       "5546             9  1 hrs. 25 min.            0     3.913195e+06   \n",
       "5547             2  1 hrs. 39 min.            0     2.596191e+06   \n",
       "5548             4  1 hrs. 53 min.            0     6.471223e+06   \n",
       "5549          2926   2 hrs. 0 min.     50000000     2.683003e+07   \n",
       "5550          2124  1 hrs. 25 min.            0     6.093549e+06   \n",
       "5551            16   2 hrs. 2 min.     21000000    -1.618802e+11   \n",
       "5552          2527  1 hrs. 50 min.      3000000     3.007927e+07   \n",
       "5553             1  1 hrs. 21 min.            0     2.197266e+06   \n",
       "5554             4  1 hrs. 25 min.            0     3.496540e+05   \n",
       "5555             5  1 hrs. 25 min.            0     3.718810e+05   \n",
       "5556          2970  2 hrs. 13 min.    115000000     3.662673e+08   \n",
       "5557             1  1 hrs. 30 min.            0     1.263460e+05   \n",
       "5558          3661  1 hrs. 31 min.     45000000     9.033952e+07   \n",
       "5559          3239  1 hrs. 46 min.     50000000     1.644003e+08   \n",
       "5560          2015   2 hrs. 2 min.     12000000     5.791090e+07   \n",
       "5561          1890  1 hrs. 31 min.     40000000     1.227385e+07   \n",
       "5562          3477  1 hrs. 32 min.     30000000     2.732810e+07   \n",
       "5563          1740               0            0     5.869610e+05   \n",
       "5564          2674  3 hrs. 14 min.     18000000     4.059866e+07   \n",
       "5565          2060  1 hrs. 53 min.     65000000     9.386114e+07   \n",
       "5566            50  1 hrs. 58 min.            0     1.372340e+05   \n",
       "5567          3212  1 hrs. 51 min.            0     2.360110e+07   \n",
       "5568          2915  1 hrs. 55 min.     22000000     3.021693e+07   \n",
       "5569            16  1 hrs. 56 min.            0     6.394300e+04   \n",
       "5570             5  1 hrs. 50 min.            0     5.813000e+03   \n",
       "5571          2958  1 hrs. 44 min.     30000000     8.381157e+07   \n",
       "5572          2002  1 hrs. 38 min.            0     1.092388e+07   \n",
       "\n",
       "                                              leadActor  runtime_mins  \\\n",
       "0                                        Burt Lancaster           137   \n",
       "1                                      James Franciscus            95   \n",
       "2                                          Frank Bonner           110   \n",
       "3                                         Elliott Gould           124   \n",
       "4                                    The Rolling Stones           100   \n",
       "5                                           Rock Hudson           148   \n",
       "6                                           Peter Boyle           107   \n",
       "7                                        Clint Eastwood           144   \n",
       "8                                           Paul Newman           106   \n",
       "9                                        Dustin Hoffman           139   \n",
       "10                                          Ryan O'Neal           100   \n",
       "11                                    Donald Sutherland           116   \n",
       "12                                     Barbra Streisand           129   \n",
       "13                                      George C. Scott           170   \n",
       "14                                      Joe Dallesandro           114   \n",
       "15                                       Clint Eastwood           114   \n",
       "16                                       George Kennedy           101   \n",
       "17                                       Clint Eastwood           105   \n",
       "18                                       Clint Eastwood           102   \n",
       "19                                       Roddy McDowall            98   \n",
       "20                                         Gene Hackman           104   \n",
       "21                                         Gene Hackman           103   \n",
       "22                                         Jeff Bridges           118   \n",
       "23                                       Clint Eastwood           105   \n",
       "24                                     Michael Sarrazin            93   \n",
       "25                                           Mia Farrow            84   \n",
       "26                                    Richard Roundtree           127   \n",
       "27                                        Robert Duvall            95   \n",
       "28                                        Elliott Gould            96   \n",
       "29                                         Barry Newman            98   \n",
       "...                                                 ...           ...   \n",
       "5543                                          Paul Dano           104   \n",
       "5544                                      Jason Statham           119   \n",
       "5545                                  Denzel Washington           117   \n",
       "5546                                       Aubrey Plaza            85   \n",
       "5547  Exploring the wonders of the world from the mu...            99   \n",
       "5548                                      Taylor Kitsch           113   \n",
       "5549                                   Adelaide Clemens           120   \n",
       "5550                                    Elizabeth Olsen            85   \n",
       "5551                                     Bradley Cooper           122   \n",
       "5552                                        Ethan Hawke           110   \n",
       "5553                                     Mike Birbiglia            81   \n",
       "5554                            Mary Elizabeth Winstead            85   \n",
       "5555                                 Christopher Denham            85   \n",
       "5556                                        Liam Neeson           133   \n",
       "5557                                       Nicolas Cage            90   \n",
       "5558                                        Liam Neeson            91   \n",
       "5559                                      Mark Wahlberg           106   \n",
       "5560                                       Michael Ealy           122   \n",
       "5561                                       Eddie Murphy            91   \n",
       "5562                               Chris Diamantopoulos            92   \n",
       "5563                                       Kevin Durant           NaN   \n",
       "5564                                  Leonardo DiCaprio           194   \n",
       "5565                                      Colin Farrell           113   \n",
       "5566                                      Brian Presley           118   \n",
       "5567                                     Clint Eastwood           111   \n",
       "5568                                    Kate Beckinsale           115   \n",
       "5569                  A series of found-footage shorts.           116   \n",
       "5570                                  Jennifer Connelly           110   \n",
       "5571                                     Channing Tatum           104   \n",
       "5572                                          Paul Rudd            98   \n",
       "\n",
       "        CULT_INDEX  releaseYear  \n",
       "0              NaN         1970  \n",
       "1              NaN         1970  \n",
       "2     1.430668e-05         1993  \n",
       "3              NaN         1970  \n",
       "4     6.568015e-06         2014  \n",
       "5     2.060352e-04         2010  \n",
       "6              NaN         1970  \n",
       "7              NaN         1970  \n",
       "8     3.061006e+01         2006  \n",
       "9              NaN         1970  \n",
       "10             NaN         1970  \n",
       "11             NaN         1970  \n",
       "12             NaN         1970  \n",
       "13             NaN         1970  \n",
       "14    2.453602e-03         2015  \n",
       "15             NaN         1970  \n",
       "16    4.663432e-01         2002  \n",
       "17             NaN         1971  \n",
       "18             NaN         1971  \n",
       "19             NaN         1971  \n",
       "20             NaN         1971  \n",
       "21    1.467880e+00         2007  \n",
       "22             NaN         1971  \n",
       "23             NaN         1971  \n",
       "24    5.378026e+00         2003  \n",
       "25    1.443871e-06         2006  \n",
       "26    4.099568e-07         2000  \n",
       "27             NaN         1971  \n",
       "28    3.245375e-07         1997  \n",
       "29             NaN         1971  \n",
       "...            ...          ...  \n",
       "5543  1.008148e-01         2012  \n",
       "5544  1.035775e-05         1995  \n",
       "5545  2.205712e-07         2012  \n",
       "5546  4.941700e-01         2012  \n",
       "5547  8.515229e+00         2012  \n",
       "5548  2.663335e+00         2007  \n",
       "5549  1.555040e-07         2006  \n",
       "5550  2.027714e-07         2012  \n",
       "5551 -3.903065e-03         2012  \n",
       "5552  2.615774e-07         2012  \n",
       "5553  3.193654e+01         2012  \n",
       "5554  8.110966e-01         2012  \n",
       "5555  4.116688e-01         2012  \n",
       "5556  6.405747e-07         1999  \n",
       "5557  2.021536e+01         2006  \n",
       "5558  1.361268e-07         2012  \n",
       "5559  2.879787e-07         2012  \n",
       "5560  4.240353e-07         2012  \n",
       "5561  5.563270e-07         2012  \n",
       "5562  1.328901e-07         2012  \n",
       "5563  7.754802e-04         2012  \n",
       "5564  3.284794e-07         2012  \n",
       "5565  8.662388e-07         1990  \n",
       "5566  8.193319e-04         2012  \n",
       "5567  1.880939e-07         2012  \n",
       "5568  1.634703e-07         2003  \n",
       "5569  6.861638e-03         2012  \n",
       "5570  3.362545e-02         2012  \n",
       "5571  2.324794e-07         2012  \n",
       "5572  4.175982e-07         2012  \n",
       "\n",
       "[5573 rows x 17 columns]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov.drop(mov.iloc[:,len(mov.columns)-4:len(mov.columns)], axis=1)\n",
    "#mov.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AvgPrice_x</th>\n",
       "      <th>AvgPrice_x</th>\n",
       "      <th>AvgPrice_x</th>\n",
       "      <th>AvgPrice_x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.320483e+04</td>\n",
       "      <td>1.320483e+04</td>\n",
       "      <td>1.320483e+04</td>\n",
       "      <td>1.320483e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.299038e+05</td>\n",
       "      <td>7.299038e+05</td>\n",
       "      <td>7.299038e+05</td>\n",
       "      <td>7.299038e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9.699107e+05</td>\n",
       "      <td>9.699107e+05</td>\n",
       "      <td>9.699107e+05</td>\n",
       "      <td>9.699107e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.178364e+04</td>\n",
       "      <td>1.178364e+04</td>\n",
       "      <td>1.178364e+04</td>\n",
       "      <td>1.178364e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.044921e+04</td>\n",
       "      <td>1.044921e+04</td>\n",
       "      <td>1.044921e+04</td>\n",
       "      <td>1.044921e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.439383e+03</td>\n",
       "      <td>2.439383e+03</td>\n",
       "      <td>2.439383e+03</td>\n",
       "      <td>2.439383e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.997724e+04</td>\n",
       "      <td>4.997724e+04</td>\n",
       "      <td>4.997724e+04</td>\n",
       "      <td>4.997724e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.535820e+03</td>\n",
       "      <td>1.535820e+03</td>\n",
       "      <td>1.535820e+03</td>\n",
       "      <td>1.535820e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6.047228e+06</td>\n",
       "      <td>6.047228e+06</td>\n",
       "      <td>6.047228e+06</td>\n",
       "      <td>6.047228e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.515332e+07</td>\n",
       "      <td>3.515332e+07</td>\n",
       "      <td>3.515332e+07</td>\n",
       "      <td>3.515332e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.722500e+05</td>\n",
       "      <td>3.722500e+05</td>\n",
       "      <td>3.722500e+05</td>\n",
       "      <td>3.722500e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>1.529434e+05</td>\n",
       "      <td>1.529434e+05</td>\n",
       "      <td>1.529434e+05</td>\n",
       "      <td>1.529434e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>3.158637e+04</td>\n",
       "      <td>3.158637e+04</td>\n",
       "      <td>3.158637e+04</td>\n",
       "      <td>3.158637e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5545</th>\n",
       "      <td>4.363063e+07</td>\n",
       "      <td>4.363063e+07</td>\n",
       "      <td>4.363063e+07</td>\n",
       "      <td>4.363063e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5546</th>\n",
       "      <td>1.061770e+05</td>\n",
       "      <td>1.061770e+05</td>\n",
       "      <td>1.061770e+05</td>\n",
       "      <td>1.061770e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5547</th>\n",
       "      <td>8.278288e+04</td>\n",
       "      <td>8.278288e+04</td>\n",
       "      <td>8.278288e+04</td>\n",
       "      <td>8.278288e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5548</th>\n",
       "      <td>1.916103e+05</td>\n",
       "      <td>1.916103e+05</td>\n",
       "      <td>1.916103e+05</td>\n",
       "      <td>1.916103e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>2.660143e+07</td>\n",
       "      <td>2.660143e+07</td>\n",
       "      <td>2.660143e+07</td>\n",
       "      <td>2.660143e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5550</th>\n",
       "      <td>7.234606e+06</td>\n",
       "      <td>7.234606e+06</td>\n",
       "      <td>7.234606e+06</td>\n",
       "      <td>7.234606e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5551</th>\n",
       "      <td>1.759576e+11</td>\n",
       "      <td>1.759576e+11</td>\n",
       "      <td>1.759576e+11</td>\n",
       "      <td>1.759576e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5552</th>\n",
       "      <td>1.955766e+07</td>\n",
       "      <td>1.955766e+07</td>\n",
       "      <td>1.955766e+07</td>\n",
       "      <td>1.955766e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5553</th>\n",
       "      <td>7.472311e+04</td>\n",
       "      <td>7.472311e+04</td>\n",
       "      <td>7.472311e+04</td>\n",
       "      <td>7.472311e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5554</th>\n",
       "      <td>2.926214e+04</td>\n",
       "      <td>2.926214e+04</td>\n",
       "      <td>2.926214e+04</td>\n",
       "      <td>2.926214e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5555</th>\n",
       "      <td>3.924427e+04</td>\n",
       "      <td>3.924427e+04</td>\n",
       "      <td>3.924427e+04</td>\n",
       "      <td>3.924427e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>1.112328e+08</td>\n",
       "      <td>1.112328e+08</td>\n",
       "      <td>1.112328e+08</td>\n",
       "      <td>1.112328e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>8.250000e+03</td>\n",
       "      <td>8.250000e+03</td>\n",
       "      <td>8.250000e+03</td>\n",
       "      <td>8.250000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5558</th>\n",
       "      <td>5.377680e+07</td>\n",
       "      <td>5.377680e+07</td>\n",
       "      <td>5.377680e+07</td>\n",
       "      <td>5.377680e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559</th>\n",
       "      <td>5.909905e+07</td>\n",
       "      <td>5.909905e+07</td>\n",
       "      <td>5.909905e+07</td>\n",
       "      <td>5.909905e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>3.653158e+07</td>\n",
       "      <td>3.653158e+07</td>\n",
       "      <td>3.653158e+07</td>\n",
       "      <td>3.653158e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5561</th>\n",
       "      <td>6.707909e+06</td>\n",
       "      <td>6.707909e+06</td>\n",
       "      <td>6.707909e+06</td>\n",
       "      <td>6.707909e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5562</th>\n",
       "      <td>1.847429e+07</td>\n",
       "      <td>1.847429e+07</td>\n",
       "      <td>1.847429e+07</td>\n",
       "      <td>1.847429e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5563</th>\n",
       "      <td>2.715190e+02</td>\n",
       "      <td>2.715190e+02</td>\n",
       "      <td>2.715190e+02</td>\n",
       "      <td>2.715190e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5564</th>\n",
       "      <td>1.877331e+07</td>\n",
       "      <td>1.877331e+07</td>\n",
       "      <td>1.877331e+07</td>\n",
       "      <td>1.877331e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5565</th>\n",
       "      <td>5.216170e+07</td>\n",
       "      <td>5.216170e+07</td>\n",
       "      <td>5.216170e+07</td>\n",
       "      <td>5.216170e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5566</th>\n",
       "      <td>7.276492e+04</td>\n",
       "      <td>7.276492e+04</td>\n",
       "      <td>7.276492e+04</td>\n",
       "      <td>7.276492e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5567</th>\n",
       "      <td>1.320890e+07</td>\n",
       "      <td>1.320890e+07</td>\n",
       "      <td>1.320890e+07</td>\n",
       "      <td>1.320890e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5568</th>\n",
       "      <td>3.110788e+07</td>\n",
       "      <td>3.110788e+07</td>\n",
       "      <td>3.110788e+07</td>\n",
       "      <td>3.110788e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5569</th>\n",
       "      <td>3.953534e+04</td>\n",
       "      <td>3.953534e+04</td>\n",
       "      <td>3.953534e+04</td>\n",
       "      <td>3.953534e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5570</th>\n",
       "      <td>7.510215e+03</td>\n",
       "      <td>7.510215e+03</td>\n",
       "      <td>7.510215e+03</td>\n",
       "      <td>7.510215e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5571</th>\n",
       "      <td>4.474900e+07</td>\n",
       "      <td>4.474900e+07</td>\n",
       "      <td>4.474900e+07</td>\n",
       "      <td>4.474900e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5572</th>\n",
       "      <td>7.088438e+06</td>\n",
       "      <td>7.088438e+06</td>\n",
       "      <td>7.088438e+06</td>\n",
       "      <td>7.088438e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5573 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        AvgPrice_x    AvgPrice_x    AvgPrice_x    AvgPrice_x\n",
       "0              NaN           NaN           NaN           NaN\n",
       "1              NaN           NaN           NaN           NaN\n",
       "2     1.320483e+04  1.320483e+04  1.320483e+04  1.320483e+04\n",
       "3              NaN           NaN           NaN           NaN\n",
       "4     7.299038e+05  7.299038e+05  7.299038e+05  7.299038e+05\n",
       "5     9.699107e+05  9.699107e+05  9.699107e+05  9.699107e+05\n",
       "6              NaN           NaN           NaN           NaN\n",
       "7              NaN           NaN           NaN           NaN\n",
       "8     1.178364e+04  1.178364e+04  1.178364e+04  1.178364e+04\n",
       "9              NaN           NaN           NaN           NaN\n",
       "10             NaN           NaN           NaN           NaN\n",
       "11             NaN           NaN           NaN           NaN\n",
       "12             NaN           NaN           NaN           NaN\n",
       "13             NaN           NaN           NaN           NaN\n",
       "14    1.044921e+04  1.044921e+04  1.044921e+04  1.044921e+04\n",
       "15             NaN           NaN           NaN           NaN\n",
       "16    2.439383e+03  2.439383e+03  2.439383e+03  2.439383e+03\n",
       "17             NaN           NaN           NaN           NaN\n",
       "18             NaN           NaN           NaN           NaN\n",
       "19             NaN           NaN           NaN           NaN\n",
       "20             NaN           NaN           NaN           NaN\n",
       "21    4.997724e+04  4.997724e+04  4.997724e+04  4.997724e+04\n",
       "22             NaN           NaN           NaN           NaN\n",
       "23             NaN           NaN           NaN           NaN\n",
       "24    1.535820e+03  1.535820e+03  1.535820e+03  1.535820e+03\n",
       "25    6.047228e+06  6.047228e+06  6.047228e+06  6.047228e+06\n",
       "26    3.515332e+07  3.515332e+07  3.515332e+07  3.515332e+07\n",
       "27             NaN           NaN           NaN           NaN\n",
       "28    3.722500e+05  3.722500e+05  3.722500e+05  3.722500e+05\n",
       "29             NaN           NaN           NaN           NaN\n",
       "...            ...           ...           ...           ...\n",
       "5543  1.529434e+05  1.529434e+05  1.529434e+05  1.529434e+05\n",
       "5544  3.158637e+04  3.158637e+04  3.158637e+04  3.158637e+04\n",
       "5545  4.363063e+07  4.363063e+07  4.363063e+07  4.363063e+07\n",
       "5546  1.061770e+05  1.061770e+05  1.061770e+05  1.061770e+05\n",
       "5547  8.278288e+04  8.278288e+04  8.278288e+04  8.278288e+04\n",
       "5548  1.916103e+05  1.916103e+05  1.916103e+05  1.916103e+05\n",
       "5549  2.660143e+07  2.660143e+07  2.660143e+07  2.660143e+07\n",
       "5550  7.234606e+06  7.234606e+06  7.234606e+06  7.234606e+06\n",
       "5551  1.759576e+11  1.759576e+11  1.759576e+11  1.759576e+11\n",
       "5552  1.955766e+07  1.955766e+07  1.955766e+07  1.955766e+07\n",
       "5553  7.472311e+04  7.472311e+04  7.472311e+04  7.472311e+04\n",
       "5554  2.926214e+04  2.926214e+04  2.926214e+04  2.926214e+04\n",
       "5555  3.924427e+04  3.924427e+04  3.924427e+04  3.924427e+04\n",
       "5556  1.112328e+08  1.112328e+08  1.112328e+08  1.112328e+08\n",
       "5557  8.250000e+03  8.250000e+03  8.250000e+03  8.250000e+03\n",
       "5558  5.377680e+07  5.377680e+07  5.377680e+07  5.377680e+07\n",
       "5559  5.909905e+07  5.909905e+07  5.909905e+07  5.909905e+07\n",
       "5560  3.653158e+07  3.653158e+07  3.653158e+07  3.653158e+07\n",
       "5561  6.707909e+06  6.707909e+06  6.707909e+06  6.707909e+06\n",
       "5562  1.847429e+07  1.847429e+07  1.847429e+07  1.847429e+07\n",
       "5563  2.715190e+02  2.715190e+02  2.715190e+02  2.715190e+02\n",
       "5564  1.877331e+07  1.877331e+07  1.877331e+07  1.877331e+07\n",
       "5565  5.216170e+07  5.216170e+07  5.216170e+07  5.216170e+07\n",
       "5566  7.276492e+04  7.276492e+04  7.276492e+04  7.276492e+04\n",
       "5567  1.320890e+07  1.320890e+07  1.320890e+07  1.320890e+07\n",
       "5568  3.110788e+07  3.110788e+07  3.110788e+07  3.110788e+07\n",
       "5569  3.953534e+04  3.953534e+04  3.953534e+04  3.953534e+04\n",
       "5570  7.510215e+03  7.510215e+03  7.510215e+03  7.510215e+03\n",
       "5571  4.474900e+07  4.474900e+07  4.474900e+07  4.474900e+07\n",
       "5572  7.088438e+06  7.088438e+06  7.088438e+06  7.088438e+06\n",
       "\n",
       "[5573 rows x 4 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bomojo_adj.loc[bomojo_adj.Year==1971,'AvgPrice']*45\n",
    "def adjustInflation(row):\n",
    "    return (row.rev_opening/row.AvgPrice_x)*8.58 #2016 adjuster\n",
    "\n",
    "\n",
    "#inflation adjustment for mov_rev_opening and mov.rev_postOpening\n",
    "#mov.iloc[1:10,:].apply(lambda row: adjustInflation(row, bomojo_adj), axis=1)\n",
    "\n",
    "mov['releaseYear'] = mov.releaseDate.apply(lambda val: val.year)\n",
    "\n",
    "#merge with bomojo df on year\n",
    "mov = mov.merge(bomojo_adj, how='left',left_on='releaseYear',right_on='Year')\n",
    "\n",
    "mov.apply(lambda row: adjustInflation(row), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "      <th>CULT_INDEX</th>\n",
       "      <th>releaseYear</th>\n",
       "      <th>Year</th>\n",
       "      <th>AvgPrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>G</td>\n",
       "      <td>Airport</td>\n",
       "      <td>1970-03-05</td>\n",
       "      <td>airport</td>\n",
       "      <td>100489151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>10000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burt Lancaster</td>\n",
       "      <td>137</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ted Post</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>1970-05-27</td>\n",
       "      <td>beneaththeplanetoftheapes</td>\n",
       "      <td>18999718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Franciscus</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jack Woods</td>\n",
       "      <td>IRS Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>equinox</td>\n",
       "      <td>279627</td>\n",
       "      <td>6310</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>273317</td>\n",
       "      <td>Frank Bonner</td>\n",
       "      <td>110</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1993</td>\n",
       "      <td>1993</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Richard Rush</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Getting Straight</td>\n",
       "      <td>1970-05-13</td>\n",
       "      <td>gettingstraight</td>\n",
       "      <td>13300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 4 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>124</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Albert and David Maysles</td>\n",
       "      <td>Roadside Attractions</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Gimme Shelter</td>\n",
       "      <td>2014-01-24</td>\n",
       "      <td>gimmeshelter</td>\n",
       "      <td>1359910</td>\n",
       "      <td>689070</td>\n",
       "      <td>385</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>670840</td>\n",
       "      <td>The Rolling Stones</td>\n",
       "      <td>100</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>2014</td>\n",
       "      <td>2014</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   director           distributor      genre_bomojo rating  \\\n",
       "0             George Seaton             Universal  Drama / Thriller      G   \n",
       "1                  Ted Post                   Fox  Sci-Fi Adventure      G   \n",
       "2                Jack Woods             IRS Media           Unknown      R   \n",
       "3              Richard Rush              Columbia             Drama      R   \n",
       "4  Albert and David Maysles  Roadside Attractions             Drama  PG-13   \n",
       "\n",
       "                            title releaseDate                 canontitle  \\\n",
       "0                         Airport  1970-03-05                    airport   \n",
       "1  Beneath the Planet of the Apes  1970-05-27  beneaththeplanetoftheapes   \n",
       "2                         Equinox  1993-06-11                    equinox   \n",
       "3                Getting Straight  1970-05-13            gettingstraight   \n",
       "4                   Gimme Shelter  2014-01-24               gimmeshelter   \n",
       "\n",
       "   rev_totalGross  rev_opening  num_theaters         runtime  prod_budget  \\\n",
       "0       100489151          NaN           NaN  2 hrs. 17 min.     10000000   \n",
       "1        18999718          NaN           NaN  1 hrs. 35 min.            0   \n",
       "2          279627         6310          1740  1 hrs. 50 min.            0   \n",
       "3        13300000          NaN           NaN   2 hrs. 4 min.            0   \n",
       "4         1359910       689070           385  1 hrs. 40 min.            0   \n",
       "\n",
       "   rev_postOpening           leadActor  runtime_mins  CULT_INDEX  releaseYear  \\\n",
       "0              NaN      Burt Lancaster           137         NaN         1970   \n",
       "1              NaN    James Franciscus            95         NaN         1970   \n",
       "2           273317        Frank Bonner           110    0.000014         1993   \n",
       "3              NaN       Elliott Gould           124         NaN         1970   \n",
       "4           670840  The Rolling Stones           100    0.000007         2014   \n",
       "\n",
       "   Year  AvgPrice  \n",
       "0  1970       1.5  \n",
       "1  1970       1.5  \n",
       "2  1993       4.1  \n",
       "3  1970       1.5  \n",
       "4  2014       8.1  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1038,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mov['rev_fraction'] = mov.rev_postOpening/mov.rev_opening\n",
    "mov.ix[mov.prod_budget==0,'prod_budget'] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mov['CULT_INDEX'] = (mov.rev_postOpening*5)/((mov.rev_opening*5) * mov.num_theaters**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119d1ba10>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABI8AAAFRCAYAAAD9+Y36AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZI6GTySJEmSJElSp/8BtZ47saMKoXQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a14cc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "mov.sort_values(by='CULT_INDEX', ascending=False).head(50).plot(y='CULT_INDEX', figsize=(20,5), title='Top Movies Captured by Cult Index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director</th>\n",
       "      <th>distributor</th>\n",
       "      <th>genre_bomojo</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>releaseDate</th>\n",
       "      <th>canontitle</th>\n",
       "      <th>rev_totalGross</th>\n",
       "      <th>rev_opening</th>\n",
       "      <th>num_theaters</th>\n",
       "      <th>runtime</th>\n",
       "      <th>prod_budget</th>\n",
       "      <th>rev_postOpening</th>\n",
       "      <th>leadActor</th>\n",
       "      <th>runtime_mins</th>\n",
       "      <th>CULT_INDEX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Airport</th>\n",
       "      <td>George Seaton</td>\n",
       "      <td>Universal</td>\n",
       "      <td>Drama / Thriller</td>\n",
       "      <td>G</td>\n",
       "      <td>Airport</td>\n",
       "      <td>1970-03-05</td>\n",
       "      <td>airport</td>\n",
       "      <td>100489151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 17 min.</td>\n",
       "      <td>10000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burt Lancaster</td>\n",
       "      <td>137</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beneath the Planet of the Apes</th>\n",
       "      <td>Ted Post</td>\n",
       "      <td>Fox</td>\n",
       "      <td>Sci-Fi Adventure</td>\n",
       "      <td>G</td>\n",
       "      <td>Beneath the Planet of the Apes</td>\n",
       "      <td>1970-05-27</td>\n",
       "      <td>beneaththeplanetoftheapes</td>\n",
       "      <td>18999718</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 hrs. 35 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Franciscus</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equinox</th>\n",
       "      <td>Jack Woods</td>\n",
       "      <td>IRS Media</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>R</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>equinox</td>\n",
       "      <td>279627</td>\n",
       "      <td>6310</td>\n",
       "      <td>1740</td>\n",
       "      <td>1 hrs. 50 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>273317</td>\n",
       "      <td>Frank Bonner</td>\n",
       "      <td>110</td>\n",
       "      <td>0.024894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Getting Straight</th>\n",
       "      <td>Richard Rush</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>Drama</td>\n",
       "      <td>R</td>\n",
       "      <td>Getting Straight</td>\n",
       "      <td>1970-05-13</td>\n",
       "      <td>gettingstraight</td>\n",
       "      <td>13300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 hrs. 4 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elliott Gould</td>\n",
       "      <td>124</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gimme Shelter</th>\n",
       "      <td>Albert and David Maysles</td>\n",
       "      <td>Roadside Attractions</td>\n",
       "      <td>Drama</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Gimme Shelter</td>\n",
       "      <td>2014-01-24</td>\n",
       "      <td>gimmeshelter</td>\n",
       "      <td>1359910</td>\n",
       "      <td>689070</td>\n",
       "      <td>385</td>\n",
       "      <td>1 hrs. 40 min.</td>\n",
       "      <td>0</td>\n",
       "      <td>670840</td>\n",
       "      <td>The Rolling Stones</td>\n",
       "      <td>100</td>\n",
       "      <td>0.002529</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                director  \\\n",
       "title                                                      \n",
       "Airport                                    George Seaton   \n",
       "Beneath the Planet of the Apes                  Ted Post   \n",
       "Equinox                                       Jack Woods   \n",
       "Getting Straight                            Richard Rush   \n",
       "Gimme Shelter                   Albert and David Maysles   \n",
       "\n",
       "                                         distributor      genre_bomojo rating  \\\n",
       "title                                                                           \n",
       "Airport                                    Universal  Drama / Thriller      G   \n",
       "Beneath the Planet of the Apes                   Fox  Sci-Fi Adventure      G   \n",
       "Equinox                                    IRS Media           Unknown      R   \n",
       "Getting Straight                            Columbia             Drama      R   \n",
       "Gimme Shelter                   Roadside Attractions             Drama  PG-13   \n",
       "\n",
       "                                                         title releaseDate  \\\n",
       "title                                                                        \n",
       "Airport                                                Airport  1970-03-05   \n",
       "Beneath the Planet of the Apes  Beneath the Planet of the Apes  1970-05-27   \n",
       "Equinox                                                Equinox  1993-06-11   \n",
       "Getting Straight                              Getting Straight  1970-05-13   \n",
       "Gimme Shelter                                    Gimme Shelter  2014-01-24   \n",
       "\n",
       "                                               canontitle  rev_totalGross  \\\n",
       "title                                                                       \n",
       "Airport                                           airport       100489151   \n",
       "Beneath the Planet of the Apes  beneaththeplanetoftheapes        18999718   \n",
       "Equinox                                           equinox          279627   \n",
       "Getting Straight                          gettingstraight        13300000   \n",
       "Gimme Shelter                                gimmeshelter         1359910   \n",
       "\n",
       "                                rev_opening  num_theaters         runtime  \\\n",
       "title                                                                       \n",
       "Airport                                 NaN           NaN  2 hrs. 17 min.   \n",
       "Beneath the Planet of the Apes          NaN           NaN  1 hrs. 35 min.   \n",
       "Equinox                                6310          1740  1 hrs. 50 min.   \n",
       "Getting Straight                        NaN           NaN   2 hrs. 4 min.   \n",
       "Gimme Shelter                        689070           385  1 hrs. 40 min.   \n",
       "\n",
       "                                prod_budget  rev_postOpening  \\\n",
       "title                                                          \n",
       "Airport                            10000000              NaN   \n",
       "Beneath the Planet of the Apes            0              NaN   \n",
       "Equinox                                   0           273317   \n",
       "Getting Straight                          0              NaN   \n",
       "Gimme Shelter                             0           670840   \n",
       "\n",
       "                                         leadActor  runtime_mins  CULT_INDEX  \n",
       "title                                                                         \n",
       "Airport                             Burt Lancaster           137         NaN  \n",
       "Beneath the Planet of the Apes    James Franciscus            95         NaN  \n",
       "Equinox                               Frank Bonner           110    0.024894  \n",
       "Getting Straight                     Elliott Gould           124         NaN  \n",
       "Gimme Shelter                   The Rolling Stones           100    0.002529  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a7a4410>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAFSCAYAAADIPGpjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDF2SJEkVMHRJkiRVwNAlSZJUgf8PJKrHUl9H4hsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1199d3b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mov.loc[mov.prod_budget>0,:].plot(x='prod_budget',y='CULT_INDEX',figsize=(10,5),marker='.',ls='None', title='production budget Vs. Cult_Index')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}