Lectures/Lecture_1/w4111-L1-s2020-Introduction-v3.ipynb

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    "<b><center>\n",
    "<span style=\"font-size: 24pt; line-height: 1.2\">\n",
    "COMS W4111: Introduction to Databases\n",
    "</span>\n",
    "</center></b>\n",
    "</span><br>\n",
    "<p>\n",
    "<i><center>\n",
    "<span style=\"font-size: 20pt; line-height: 1.2\">\n",
    "Lecture 1: Introduction and Overview\n",
    "</span>\n",
    "</center></i>\n",
    "\n"
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    "<u><span style=\"font-size: 24px;\">Lecture Overview</span></u>\n",
    "<br><br>\n",
    "1. Introductory Material:\n",
    "    - Course, sections and waitlist.\n",
    "    - The course: course objectives, logistics, assignments/grading, material and outline, etc.<br><br>\n",
    "1. A quick demo of <s>two</s> one use cases that databases enable.<br><br>\n",
    "1. Technical Topics - Introduction and Overview of:\n",
    "    - Data, databases and database management systems.\n",
    "    - SQL and the relational model.\n",
    "    - Introduction to data modeling.<br><br>\n",
    "1. Preparing for homework 1."
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    "# Introduction\n"
   ]
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    "## Waitlist and Section\n",
    "\n",
    "### Waitlist\n",
    "\n",
    "- The administrative staff of the Dept. of Computer Science __directly__ manages enrollment in the sections and the wait lists.\n",
    "    - COMS W4111 is __ALWAYS__ oversubscribed and has huge wait lists.\n",
    "    - The course is a requirement for several majors and tracks.\n",
    "    - There are __complex rules__ about prioritizing students for course enrollment, and also which students can take the hybrid section.\n",
    "    \n",
    "    \n",
    "- The limiting factor on the standard, in-person lecture enrollment is the size of the room. We have to comply with university, city and state fire and safety codes.\n",
    "\n",
    "\n",
    "- Schools and departments have different rules about counting hybrid (H) sections for major and degree credits.\n",
    "\n",
    "\n",
    "- Summary: Contact the Dept. of Computer Science (Cynthia Meekins, cynthia@cs.columbia.edu) if you want to discuss the waitlist or enrollment in sections. <span style=\"color:red;\"><b>You must work with the CS department if you have special circumstances for waitlist prioritization.</b></span>"
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    "### Sections\n",
    "\n",
    "- There are three identical sections for this course:\n",
    "    1. 002: A conventional, in-person lecture format.\n",
    "    2. H02: A \"hybrid\" section, in which students can watch the lecture live or access a recording.\n",
    "    3. V02: [Columbia Video Network.](https://cvn.columbia.edu/)\n",
    "    \n",
    "    \n",
    "- I have authorized __all students__ to have access to the videos.\n",
    "    - H02 section students can attend lectures if there are open seats. (There will be. Students do not come to class).\n",
    "    - You will find videos on CourseWorks:\n",
    "        - The main folder is https://courseworks2.columbia.edu/courses/95783/external_tools/12497.\n",
    "        - There will be a sub-folder for recorded office hours, recitations, etc.\n",
    "\n",
    "\n",
    "- The coursework, exams, assignments, TAs, ... are identical for all sections.\n",
    "\n",
    "\n",
    "- __Note:__\n",
    "    - We cannot accommodate all students who want to take W4111 due to room size constraints.\n",
    "    - If you join this in-person section, there is another student that I had to turn away and who cannot take the class.\n",
    "    - Every time I come to a lecture and see empty seats,\n",
    "        - I think of all the students who wanted to attend but we did not accommodate.\n",
    "        - I also think of my commute time to get here, deferring other commitments to be here in person, ...\n",
    "    - This makes me cranky. (Note: I am pretty cranky in general).\n",
    "    - Students who do not attend lectures will come to office hours and ask questions on topics that I covered in lecture. Students come to office hours and ask questions that I answered in class.\n",
    "    - This makes crankier.\n",
    "    - There are several things I have considered to encourage in person attendance:\n",
    "        - Not allowing non-hybrid, non-CVN students to have access to the video recordings.\n",
    "        - Attendance extra-credit, attendance quizzes, etc.\n",
    "    - You will still not attend lectures, might watch videos, ask redundant questions in office hours and on Piazza, etc. and there is nothing I can do about it.\n",
    "    - So, I have decided to just be cranky. The key to happiness in life is lowered expectations."
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    "## The Course\n",
    "\n",
    "### Description\n",
    "\n",
    "From the new/pending [Columbia University Bulletin](http://bulletin.columbia.edu/columbia-college/departments-instruction/computer-science/#coursestext)\n",
    "\n",
    "\"Prerequisites: COMS W3134, COMS W3136, or COMS W3137; or the instructor's permission.<br><br> \n",
    "The course covers what a database system is, how to design databases effectively and in a principled manner, how to query databases, and how to develop applications using databases: entity-relationship modeling, logical design of relational databases, relational algebra, SQL, database application development, database security, and an overview of query optimization and transaction processing. Additional topics generally include NoSQL, graph, object-relational, and cloud databases, as well as data preparation and cleaning of real-world data. __The course offers both programming and non-programming paths for homework and projects, to accommodate students with different programming skills and backgrounds.__\" (NOTE: Emphasis Added)\n",
    "\n",
    "\n",
    "__DFF NOTES:__\n",
    "- COMS W3134, COMS W3136, or COMS W3137 are data structures classes. All of these courses require extensive programming, in Java.\n",
    "- Programming in/for this class:\n",
    "    - There will be a \"non-programming\" option, which we will discuss below.\n",
    "    - For students who want to take the programming track, we will use Python. I will provide motivation below.\n",
    "- - A course in data structures is helpful for __this__ section of W4111 __but not essential.__<br>\n",
    "We will help you with any data structures knowledge you lack."
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    "### To Program or not to Program, That is the Question\n",
    "\n",
    "From the department's new guidance for the course:\n",
    "\n",
    "_\"To accommodate the diverse backgrounds of the students who take this class, all sections of the class should include a non-programming option for projects and assignments. We (NOTE: Does not include me) have successfully offered such an option in some sections of the class for many years: students can either program a web application to interface with a DB of their own design, or alternatively follow the non-programming option and come up with a quantifiably more detailed DB design/data._\n",
    "\n",
    "_What does not constitute programming?_\n",
    "- _Writing queries for a relational, graph, document, or other data management system does not constitute programming and can be expected of all students._\n",
    "\n",
    "_What constitutes programming?_\n",
    "- _Reading more than a handful (1-5) lines of code_\n",
    "- _Writing Python code that is not directly required to write a query.\"_\n",
    "\n",
    "<br><br>\n",
    "Why I previous only did a programming track:\n",
    "- Any non-trivial use of data and databases in any field requires programming. This is not Star Trek. You cannot shout, \"Computer! Analyze ...\"\n",
    "- You might think, \"But, I do not want to program. I want to go into financial services, private equity, ... I can just use tools like [Pandas.](https://pandas.pydata.org/)\"\n",
    "- \"Wes McKinney started working on pandas in 2008 while at AQR Capital Management out of the need for a high performance, flexible tool to perform quantitative analysis on financial data.\"https://en.wikipedia.org/wiki/Pandas_(software) Even domain specific use of databases eventually requires some programming.\n",
    "- Students in previous semester, including non-CS, eventually found the programming projects very helpful and impressed people during internship/job interviews.\n",
    "\n",
    "\n",
    "- The workload will be the same but the tasks different between the two tracks."
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    "### Assignments, Exams and Grades\n",
    "\n",
    "- Point value of assignments and exams\n",
    "    - 50%: Homework assignments: Approximately one HW every two weeks, for a total of 5.\n",
    "    - Exams:\n",
    "        - 20% of grade is midterm exam score.\n",
    "        - 30% is final exam score.\n",
    "    - A perfect sore of 100 points is __an A.__ There are opportunities to get extra-credit.\n",
    "        \n",
    "        \n",
    "- Non-programming track:\n",
    "    - Homework:\n",
    "        - Questions requiring written answers and diagrams.\n",
    "        - Implement/execution/test of various database operations required to solve a use case/question.\n",
    "        - Format will be a iPython/Jupyter Notebook.\n",
    "    - Exams:\n",
    "        - Classic university exams.\n",
    "        - Closed book, in lecture room, written in blue books, etc.\n",
    "        \n",
    "        \n",
    "- Programming track:\n",
    "    - Homework:\n",
    "        - Will be a set of programming projects that build on prior projects.\n",
    "        - We will build key elements of a simple application.\n",
    "    - Exams:\n",
    "        - All exams are take home exams.\n",
    "        - Students can access on-line material, textbooks, etc. to complete exams.\n",
    "        - Will be written answers to questions and some simple code sections.\n",
    "    - Submission format will be iPython/Jupyter Notebook.\n",
    "    \n",
    "    \n",
    "- __NOTE:__\n",
    "    - We will pilot a new system, [EdSTEM](https://us.edstem.org/), which I hope will simplify the software environments.\n",
    "    - I need to do some setup and testing.\n",
    "    \n",
    "    \n",
    "- Grading:\n",
    "    - Based on total points in the range 0-100.\n",
    "    - Perfect score is an A. A+ requires extra credit.\n",
    "    - Extra-credit: Class participation, contributions on Piazza and office hour participation, extra work on assignments, etc. earn extra-credit points.\n",
    "\n",
    "       \n",
    "\n",
    "- Late submission\n",
    "    - You have a total of 5 grace days to apply for all __homeworks.__\n",
    "    - 1 minute past the due date counts for 1 day. 24 hours + 1 minute counts for two days.\n",
    "    - You cannot use grace days for midterm, final exam or extra-credit assignments.\n",
    "    - NOTE:\n",
    "        - Respect for the individual is paramount. \n",
    "        - We will always accommodate illness, family emergencies, etc. "
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    "### Why Python\n",
    "\n",
    "- The course description states Java. Why do you use Python?\n",
    "\n",
    "\n",
    "- Python and the Python ecosystem are the dominant technology for working with data and databases.\n",
    "\n",
    "\n",
    "| <img src=\"../../images/python_and_db.jpeg\"> |\n",
    "| :---: |\n",
    "| Python and Databases |"
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    "| <a href=\"https://www.researchgate.net/figure/Schematic-view-of-the-Python-scientific-software-ecosystem-Figure-taken-from-Jake_fig1_332799309\"><img src=\"https://www.researchgate.net/publication/332799309/figure/fig1/AS:753947908272130@1556766597837/Schematic-view-of-the-Python-scientific-software-ecosystem-Figure-taken-from-Jake.png\" alt=\"Schematic view of the Python scientific software ecosystem. Figure taken from Jake VanderPlas's presentation at the PyCon 2017 conference [3].\"/></a>|\n",
    "| :---: |\n",
    "| [Python Engineering and Data Ecosystem](https://www.researchgate.net/figure/Schematic-view-of-the-Python-scientific-software-ecosystem-Figure-taken-from-Jake_fig1_332799309) |"
   ]
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    "### Instructors\n",
    "\n",
    "#### The Professor\n",
    "\n",
    "- Contact information:\n",
    "    - Email: dff9@columbia.edu\n",
    "    - Slack: https://dff-columbia.slack.com/\n",
    "\n",
    "\n",
    "- Donald F. Ferguson\n",
    "    - [Ansys, Inc.](https://www.ansys.com/): _Senior Technical Fellow, Chief Software Architect._\n",
    "    - _Adjunct Professor,_ Dept. of Computer Science.\n",
    "    \n",
    "\n",
    "- Academic experience\n",
    "    - Ph.D. in Computer Science, Columbia University, 1989.\n",
    "    - Joined Columbia as full time _Professor of Professional Practice,_ 01-Jan-2018.\n",
    "    - Transitioned back to Adjunct Professor, 01-Jan-2019.\n",
    "    - 12 semesters as an adjunct professor teaching\n",
    "        - _E6998: Topics in Computer Science_ or _E6156: Topics in SW Engineering_\n",
    "            - Cloud Computing\n",
    "            - Web and Internet Application Development\n",
    "            - Web Application Servers and Applications\n",
    "            - Microservices\n",
    "        - _W4111 - Introduction to Databases_ (5 semesters)\n",
    "    - _Professor of Professional Practice in Computer Science,_ January 2018\n",
    "         - _E1006 - Introduction to Computing for Engineers and Applied Scientists using Python_\n",
    "         - _W4111 - Introduction to Databases_\n",
    "         - _E6156 - Topics in SW Engineering: Microservices and Cloud Applications_\n",
    "         "
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    "- 35 years industry experience\n",
    "    - [IBM Fellow](https://en.wikipedia.org/wiki/IBM_Fellow), Chief Architect for IBM Software Group (https://en.wikipedia.org/wiki/IBM_Software_Group_(SWG)\n",
    "    - Microsoft Technical Fellow\n",
    "    - Executive Vice President, Distinguished Engineer, Chief Technology Officer, [CA Technologies](https://www.ca.com/us.html)\n",
    "    - Vice President, CTO, Senior Technical Fellow, [Dell Software Group](https://en.wikipedia.org/wiki/Dell_Software)\n",
    "    - Co-Founder and CTO, [Seeka TV](https://seekatv.com/)\n",
    "    - Senior Technical Fellow, Chief SW Architect, [Ansys, Inc.](http://www.ansys.com)\n",
    "\n",
    "\n",
    "- Publications\n",
    "    - Approximately 60 technical publications.\n",
    "    - Authored, co-authored several standards in web applications and web services.\n",
    "    - _Web Services Platform Architecture: SOAP, WSDL, WS-Policy, WS-Addressing, WS-BPEL, WS-Reliable Messaging, and More,_ ISBN-13: 978-0131488748, 2005, Pearson Education.\n",
    "    - 12 patents.\n",
    "\n",
    "\n",
    "- Personal and hobbies\n",
    "    - Two amazing children (One is Barnard student. One is a senior in high school)\n",
    "    - Interested in languages. Speak Spanish reasonably well and trying to learn Arabic.\n",
    "    - Black Belt in Kenpo Karate\n",
    "    - Amateur astronomy\n",
    "    - Road bicycling\n",
    "    - Officer in the New York Guard\n"
   ]
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    "| <img src=\"../../images/aboutme.jpeg\" width=\"150%\"> |\n",
    "| :---: |\n",
    "| __About Me__ |"
   ]
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    "#### Course/Instruction Assistants\n",
    "\n",
    "We have great CAs/IAs. They will announce on Piazza.\n",
    "\n",
    "\n",
    "- CA/IA from previous semesters (most also took the class with me):\n",
    "    - Kirit Dhillon\n",
    "    - Yiwen Gao\n",
    "    - Aly Hudson\n",
    "    - Mikhail Karasev\n",
    "    - Arjav Nag\n",
    "    - Ara Peterson\n",
    "    \n",
    "    \n",
    "- CA/IA who have taken the class from me.\n",
    "    - Ritesh Baldva\n",
    "    - Carrington Hay Kellar\n",
    "    - Haotang Liu\n",
    "    - Amita Shukla\n",
    "    - Ying Wang\n",
    "    - Wendy Wang\n",
    "    - Wenqian Yan"
   ]
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    "### About this Course\n",
    "\n",
    "- This course is foundational, and will teach you the core concepts in\n",
    "    - Data modeling\n",
    "    - Data model implementation; Data manipulation.\n",
    "    - Different database models and database management systems.\n",
    "    - Implementation of data centric applications and database management systems.\n",
    "    \n",
    "    \n",
    "- ANY non-trivial application\n",
    "    - Requires a well-designed data model.\n",
    "    - Implements a data model and manipulates data.\n",
    "    - Uses a database management system.\n",
    "    \n",
    "    \n",
    "- Understanding databases and database management is core to the “hottest fields” in computer science, e.g.\n",
    "    - Data science\n",
    "    - Machine learning\n",
    "    - Intelligent (Autonomous) systems\n",
    "    - Internet-of-Things\n",
    "    - Cybersecurity \n",
    "    - Cloud Computing\n",
    "    \n",
    "    \n",
    "- Database, database application, etc. skills are increasingly central to many disciplines, including economics, IEOR, mechanical and electrical engineering, business and finance, ...\n",
    "    \n",
    "    \n",
    "- University courses on databases sometimes focus on theory and abstract concepts. This course will cover theory, but the emphasis will be on:\n",
    "    - Practical, hands-on applications of databases.\n",
    "    - Developing and understanding database centric applications (programming track).\n",
    "    - Patterns and best practices.\n",
    "    \n",
    "   \n",
    "- <span style=\"color:red\"> __Personal perspective__\n",
    "    - A large percent of my career has been spent figuring out or leading teams that figured out how to model, implement and manipulate data.\n",
    "    - I have used the information in this class more than anything else I have learned.\n",
    "    - This will likely be true for you.\n",
    "</span>"
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    "### Course Objectives\n",
    "\n",
    "- Have fun, learn a lot and come to appreciate and enjoy some amazing technology.\n",
    "\n",
    "\n",
    "- Provide a foundation that allows you to succeed in future courses. This is an _introduction_ to databases. The technology is crucial for\n",
    "    - Advanced database classes\n",
    "    - Machine learning\n",
    "    - Big data, data analysis\n",
    "    - Numerical, simulation and analytics in operations research, engineering, economics, finance, life sciences, etc.\n",
    "    \n",
    "    \n",
    "- Enable you to successfully apply the technology in your work and profession.\n",
    "\n",
    "<br>\n",
    "<div class=\"cool\" style=\"text-align:center;color:red;font-size:300%;line-height:1.2;\">Have cool stuff to talk about on interviews and in your resumes.</div>\n",
    "<br>"
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    "### Organization and Logistics\n",
    "\n",
    "- Lecture: Friday, 10:10 AM-12:40 PM, Room 309 Havemeyer\n",
    "\n",
    " \n",
    "- Instructor: Donald F. Ferguson (dff@cs.columbia.edu)\n",
    "\n",
    "\n",
    "- Office Hours:\n",
    "    - Fridays: 8:30 AM - 10:00 PM, 1:00 PM -4:00 PM. OH are in CLIC Lab/486 CSB (https://www.cs.columbia.edu/~hgs/CLIC/directions.html)\n",
    "    - By appointment, as needed, as available.\n",
    "    - I hold a lot of extra office hours, usually on weekends.\n",
    "        - I typically post on Piazza when I will have extra availability.\n",
    "        - The extra OHs may be \"recitations,\" which are in-person and on-line, or just on-line.\n",
    "        - Extra OH and recitations are often on the weekend or in the evening.\n",
    "        - OH and recitations are sometime on-line meetings and I record them for CVN and Hybrid section students.\n",
    "    \n",
    "    \n",
    "- Collaboration/Contact/Content:\n",
    "    - The class is on [Piazza](https://piazza.com/class/k5grpo7gmn71pj)<br> https://piazza.com/class/k5grpo7gmn71pj\n",
    "        - General questions\n",
    "        - Clarification of homeworks, class material, etc.\n",
    "    - The course lectures, sample code, etc. will be on GitHub. \n",
    "        - GitHub home page (https://donald-f-ferguson.github.io/IntroToDatabases/)\n",
    "        - Repository/Project (https://github.com/donald-f-ferguson/IntroToDatabases)\n",
    "    - Course Assistants: See above\n",
    "    - Will be setting up and piloting EdSTEM (https://us.edstem.org/courses/183/discussion/)\n"
   ]
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    "### Environment and material\n",
    "- Course material\n",
    "    - Primary content is in lectures and references\n",
    "    - Recommended textbook:\n",
    "        - __Database System Concepts 7th Edition,__, Abraham Silberschatz, Henry Korth,  S. Sudarshan. ISBN-13: 978-0078022159\n",
    "        - We will cover a subset of the material in the textbook, and in a different order.\n",
    "    - I will bring in examples from industry, engineering and practical experience.\n",
    "    - Lecture material and examples:\n",
    "        - Will be Jupyter Notebooks (http://jupyter.org/) for most lectures. I usually install the full [Anaconda suite.](https://www.anaconda.com/download)\n",
    "        - There is a site associated with the textbook that contains the slides, database schema, examples, etc. (https://www.db-book.com/db7/).\n",
    "        - Notebooks, slides, sample code, etc. will be available on [GitHub project](https://github.com/donald-f-ferguson/IntroToDatabases) for the course. The easiest approach is to clone the project repository.\n",
    "        \n",
    "        "
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    "- __NOTE:__ I am trying to set up EdSTEM, which hopefully will simplify setup.\n",
    "\n",
    "\n",
    "- Programming Track: Project and development;\n",
    "    - We will  use Python. \n",
    "    - Database engines and tools\n",
    "        - We will start with the relational data model. Please install the latest versions of\n",
    "            - [MySQL](https://dev.mysql.com/downloads/mysql/)\n",
    "            - [MySQL Workbench](https://dev.mysql.com/downloads/mysql/).\n",
    "        - We will also use [Neo4j](https://neo4j.com/), [CouchDB](http://couchdb.apache.org/) and Redis (https://redis.io/), but you do not need to install now.\n",
    "        - I will try to cover [DynamoDB](https://aws.amazon.com/dynamodb/), [DocumentDB](https://aws.amazon.com/documentdb/) and [Firebase Realtime Database](https://firebase.google.com/docs/database/), which are cloud DBs.\n",
    "    - [Integrated Development Environments](https://en.wikipedia.org/wiki/Integrated_development_environment) for the _programming track._\n",
    "        - The [JetBrains](https://www.jetbrains.com/student/) tools are free for students, and useful for Python, JavaScript and Java. __I strongly recommend you use an IDE developing code.__ Install the __Professional Edition__ and get a free student license.\n",
    "        \n",
    "        \n",
    "- Non-programming track:\n",
    "    - I am trying to arrange for you to not have to install (too much) SW.\n",
    "    - Installing the MySQL stuff is probably a good idea but not necessary.\n",
    "    - Net: You do not have to install anything right now, other than Anaconda.\n",
    "    - You will work with the same set of databases, e.g. relational, Neo4j, ...\n",
    "    \n",
    "    \n",
    "- Both Tracks: I will use Ananconda/Jupyter for most of the lectures and examples. You MUST to install\n",
    "    - Install Python 3\n",
    "    - [Anaconda Community Distribution](https://www.anaconda.com/distribution)\n",
    "    - Ananconda includes the [Spyder](https://github.com/spyder-ide/spyder) and VisualStudio for Python. I __strongly__ prefer JetBrains but you can use VisualStudio. \n",
    "    - The IDE will be useful for non-programming track but not necessary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"cool\" style=\"line-height:1.2;\">\n",
    "<b>My normal development approach is:</b>\n",
    "<ul>\n",
    "<li>Develop and test code using PyCharm (IDE)\n",
    "<li>Copy into Notebook when \"done.\n",
    "<li>Debugging is very hard without a good IDE debugger.\n",
    "</ul>\n",
    "I suggest you do the same and use PyCharm.\n",
    "</div>\n",
    "     \n",
    "     \n",
    "In lectures, I will provide links to on-line material providing definitions and optional information. I often use Wikipedia because it is a good starting point and has many references."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Course Outline\n",
    "\n",
    "__Module I: Foundational Concepts__\n",
    "\n",
    "1. Introduction to databases, role in applications, type of DB applications and overall system software architecture.\n",
    "\n",
    "2. Information and data modeling and best practices, focusing on supporting application scenarios.\n",
    "\n",
    "3. Relational data model (theory), Relational Database Management Systems, Structured Query Language, data query and update scenarios.\n",
    "\n",
    "4. Extended topics in SQL and RDBMS (performance, security, constraints, triggers, connection management, etc).\n",
    "\n",
    "__Module II: Database Management System Implementation/Architecture__\n",
    "\n",
    "5. Storage management, disk management, buffer management, indexes.\n",
    "\n",
    "6. Query processing and optimization:  Query evaluation, query parsing and parse trees, operator implementation algorithms, query rewrite, query optimization techniques.\n",
    "\n",
    "7. Concurrency control and transaction management.\n",
    "\n",
    "__Module III: NoSQL Database Overview__\n",
    "\n",
    "8. Overview, graph databases, key-value databases, document databases.\n",
    "\n",
    "9. Amazon S3, Amazon DynamoDB, Google Firebase/Cloud Firestore.\n",
    "\n",
    "__Module IV: Decision Support, Data Analysis__\n",
    "\n",
    "10. Overview of schema denormalization, OLAP cubes, data analytics, machine learning.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <s>Two</s> One Quick Demo<s>s</s>\n",
    "\n",
    "## Motivating Example 1\n",
    "\n",
    "### Web Application\n",
    "\n",
    "- You are all familiar with http://www.imdb.com.\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/imdb1.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Search Result__ |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- How does this page work?\n",
    "\n",
    "\n",
    "- That is a good question. This is a web application. A simple overview of the general web application architecture ...\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/web_application_architecture_1.jpg\"> |\n",
    "| :---: |\n",
    "| [Web Application Architecture](https://reinvently.com/blog/fundamentals-web-application-architecture/) |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- You can think of the processing like calling a method or function in programming.\n",
    "\n",
    "\n",
    "- The browser sends a network message that is effectively a function call. The message contains:\n",
    "    - Method name.\n",
    "    - Identifies the \"object\" with a URL.\n",
    "    - Parameters (path parameters, query parameters, body).\n",
    "    \n",
    "    \n",
    "- Several pieces come together on the server to implement the method:\n",
    "    - Route handler code implementing method (Python, Java, etc).\n",
    "    - Static content that forms a document/document elements (HTML, CSS, images, etc).\n",
    "    - Downloaded code that will process and interpret data in the browser (JavaScript).\n",
    "    - Data in one or more databases.\n",
    "    \n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/web_application_flow.png\"> |\n",
    "| :---: |\n",
    "| [Web Application Architecture](https://reinvently.com/blog/fundamentals-web-application-architecture/) |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The non-programming track will focus on designing, modeling and implementing databases that support applications.\n",
    "\n",
    "\n",
    "- The programming track will build elements of a simple web application, which will include concepts from the non-programming track."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Data and Database\n",
    "\n",
    "\n",
    "- The IMDB site uses a database and a database management system. Why?\n",
    "\n",
    "\n",
    "- I downloaded the data: https://www.imdb.com/interfaces/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The file data information looks like: \n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/imdb0.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Files__ |\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "\n",
    "- The downloaded files information in a [tab separated file](https://en.wikipedia.org/wiki/Tab-separated_values) format.<br><br>\n",
    "\"A tab-separated values (TSV) file is a simple text format for storing data in a tabular structure, e.g., database table or spreadsheet data,[1] and a way of exchanging information between databases.[2] Each record in the table is one line of the text file. Each field value of a record is separated from the next by a tab character. The TSV format is thus a type of the more general delimiter-separated values format.\n",
    "<br><br>\n",
    "TSV is a simple file format that is widely supported, so it is often used in data exchange to move tabular data between different computer programs that support the format. For example, a TSV file might be used to transfer information from a database program to a spreadsheet.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- How much data do we have?\n",
    "    - The sum of the bytes of the 7 zipped formats is 830 MB.\n",
    "    - The unzipped size of all TSV files is 4 GB.\n",
    "    - That __MAY__ seem like a lot of data, but these are tiny by most real database scenarios.\n",
    "    \n",
    "    \n",
    "- Well, both Excel and Pages can read TSV files. Let's open the files using those programs.\n",
    "\n",
    "\n",
    "- That usually does not work. The files are too big. You can try if you want. We will have to use something else.\n",
    "\n",
    "\n",
    "### Programs\n",
    "\n",
    "- There are programs and functions in the web applications.\n",
    "\n",
    "\n",
    "- Let's write some simple programs to look at the files to get a feel for what these programs and functions look like.\n",
    "\n",
    "#### How Many Rows are in the Files (Database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import some helpful libraries.\n",
    "import pandas as pd\n",
    "import time\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The list of data files are:\n",
      "\t title_basics.tsv\n",
      "\t title_ratings.tsv\n",
      "\t title_crew.tsv\n",
      "\t name_basics.tsv\n",
      "\t title_episodes.tsv\n",
      "\t title_akas.tsv\n",
      "\t title_principals.tsv\n"
     ]
    }
   ],
   "source": [
    "#\n",
    "# Let's look at the files in the directory of information.\n",
    "#\n",
    "file_dir = \"../../Data/IMDB/TSVFormat\"\n",
    "data_files = os.listdir(file_dir)\n",
    "\n",
    "print(\"The list of data files are:\")\n",
    "for f in data_files:\n",
    "    print(\"\\t\", f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- These are like spreadsheet/Excel/Pages/Google Sheets files.\n",
    "\n",
    "\n",
    "- There is a Python library, like in all languages, for reading these files. The following function simply opens the files and counts the number of rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "def count_rows(fn, delimiter):\n",
    "    # fn is the fully qualified path and file name.\n",
    "    # Delimiter is what separates the columns in the \"spreadsheet.\"\n",
    "    \n",
    "    result = 0\n",
    "    print(\"FN = \", fn)\n",
    "    \n",
    "    # Standard approach to opening a text file.\n",
    "    with open(fn, \"r\") as in_file:\n",
    "        \n",
    "        # Use the CSV Reader to simplify parsing the the text file.\n",
    "        # Delimiter specifies what separates the columns.\n",
    "        # There are several other options, including whether or not quotes characters have a role.\n",
    "        csv_rdr = csv.DictReader(in_file, delimiter=delimiter, quoting=csv.QUOTE_NONE)\n",
    "        \n",
    "        # For each row in the file.\n",
    "        for r in csv_rdr:\n",
    "            try:\n",
    "                if result == 0:\n",
    "                    print(\"For file = \", fn)\n",
    "                    print(\"The colums are: \", csv_rdr.fieldnames)\n",
    "                    print(\"The first rows as a dict is: \", r)\n",
    "                result = result + 1\n",
    "            except Exception as e:\n",
    "                print(\"Could not read row, Exception = \", e)\n",
    "                print(\"r = \", r)\n",
    "                print(\"row count = \", result)\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Just for fun, let's see how much time it takes to read all of the files?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_basics.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_basics.tsv\n",
      "The colums are:  ['tconst', 'titleType', 'primaryTitle', 'originalTitle', 'isAdult', 'startYear', 'endYear', 'runtimeMinutes', 'genres']\n",
      "The first rows as a dict is:  OrderedDict([('tconst', 'tt0000001'), ('titleType', 'short'), ('primaryTitle', 'Carmencita'), ('originalTitle', 'Carmencita'), ('isAdult', '0'), ('startYear', '1894'), ('endYear', '\\\\N'), ('runtimeMinutes', '1'), ('genres', '\\\\N')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_ratings.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_ratings.tsv\n",
      "The colums are:  ['tconst', 'averageRating', 'numVotes']\n",
      "The first rows as a dict is:  OrderedDict([('tconst', 'tt0000001'), ('averageRating', '5.6'), ('numVotes', '1570')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_crew.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_crew.tsv\n",
      "The colums are:  ['tconst', 'directors', 'writers']\n",
      "The first rows as a dict is:  OrderedDict([('tconst', 'tt0000001'), ('directors', 'nm0005690'), ('writers', '\\\\N')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/name_basics.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/name_basics.tsv\n",
      "The colums are:  ['nconst', 'primaryName', 'birthYear', 'deathYear', 'primaryProfession', 'knownForTitles']\n",
      "The first rows as a dict is:  OrderedDict([('nconst', 'nm0000001'), ('primaryName', 'Fred Astaire'), ('birthYear', '\\\\N'), ('deathYear', '\\\\N'), ('primaryProfession', 'soundtrack,actor,miscellaneous'), ('knownForTitles', 'tt0050419,tt0053137,tt0072308,tt0043044')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_episodes.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_episodes.tsv\n",
      "The colums are:  ['tconst', 'parentTconst', 'seasonNumber', 'episodeNumber']\n",
      "The first rows as a dict is:  OrderedDict([('tconst', 'tt0041951'), ('parentTconst', 'tt0041038'), ('seasonNumber', '1'), ('episodeNumber', '9')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_akas.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_akas.tsv\n",
      "The colums are:  ['titleId', 'ordering', 'title', 'region', 'language', 'types', 'attributes', 'isOriginalTitle']\n",
      "The first rows as a dict is:  OrderedDict([('titleId', 'tt0000001'), ('ordering', '1'), ('title', 'Carmencita - spanyol tánc'), ('region', 'HU'), ('language', '\\\\N'), ('types', 'imdbDisplay'), ('attributes', '\\\\N'), ('isOriginalTitle', '0')])\n",
      "\n",
      "**********\n",
      "FN =  ../../Data/IMDB/TSVFormat/title_principals.tsv\n",
      "For file =  ../../Data/IMDB/TSVFormat/title_principals.tsv\n",
      "The colums are:  ['tconst', 'ordering', 'nconst', 'category', 'job', 'characters']\n",
      "The first rows as a dict is:  OrderedDict([('tconst', 'tt0000001'), ('ordering', '1'), ('nconst', 'nm1588970'), ('category', 'self'), ('job', '\\\\N'), ('characters', '[\"Herself\"]')])\n",
      "\n",
      "\n",
      "The total number of rows is =  85771303\n",
      "Total time to do the reading is ... 267.14969277381897\n"
     ]
    }
   ],
   "source": [
    "total_rows = 0\n",
    "\n",
    "start_time = time.time()\n",
    "for f in data_files:\n",
    "    print(\"\\n**********\")\n",
    "    result = count_rows(file_dir + \"/\" + f, delimiter=\"\\t\")\n",
    "    total_rows += result\n",
    "end_time = time.time()\n",
    "elapsed_time = end_time-start_time\n",
    "\n",
    "print(\"\\n\\nThe total number of rows is = \", total_rows)\n",
    "print(\"Total time to do the reading is ...\", elapsed_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- So,\n",
    "    - There are 85 million rows.\n",
    "    - Reading all of them took 5 minutes.\n",
    "    \n",
    "    \n",
    "- Again, this seems like a lot of data but by real DB standards, it is tiny."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Let's take a look at a similar solution using a database engine.\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/simple_file_db_example.png\"> |\n",
    "| :---: |\n",
    "| __Programs, Files and Databases__ |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We will replicate the function above.\n",
    "    - File systems have folders and files.\n",
    "    - A database server has databases and tables.\n",
    "    \n",
    "    \n",
    "- We have to replicate two functions:\n",
    "    - List the \"files.\"\n",
    "    - Count the rows in the \"files.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pymysql\n",
      "  Using cached https://files.pythonhosted.org/packages/ed/39/15045ae46f2a123019aa968dfcba0396c161c20f855f11dea6796bcaae95/PyMySQL-0.9.3-py2.py3-none-any.whl\n",
      "Installing collected packages: pymysql\n",
      "Successfully installed pymysql-0.9.3\n"
     ]
    }
   ],
   "source": [
    "!pip install pymysql\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting ipython-sql\n",
      "  Using cached https://files.pythonhosted.org/packages/ab/df/427e7cf05ffc67e78672ad57dce2436c1e825129033effe6fcaf804d0c60/ipython_sql-0.3.9-py2.py3-none-any.whl\n",
      "Requirement already satisfied: six in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-sql) (1.12.0)\n",
      "Collecting sqlparse (from ipython-sql)\n",
      "  Using cached https://files.pythonhosted.org/packages/ef/53/900f7d2a54557c6a37886585a91336520e5539e3ae2423ff1102daf4f3a7/sqlparse-0.3.0-py2.py3-none-any.whl\n",
      "Requirement already satisfied: sqlalchemy>=0.6.7 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-sql) (1.3.9)\n",
      "Requirement already satisfied: ipython-genutils>=0.1.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-sql) (0.2.0)\n",
      "Collecting prettytable (from ipython-sql)\n",
      "  Using cached https://files.pythonhosted.org/packages/ef/30/4b0746848746ed5941f052479e7c23d2b56d174b82f4fd34a25e389831f5/prettytable-0.7.2.tar.bz2\n",
      "Requirement already satisfied: ipython>=1.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-sql) (7.8.0)\n",
      "Requirement already satisfied: backcall in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-sql) (0.1.0)\n",
      "Requirement already satisfied: setuptools>=18.5 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-sql) (41.4.0)\n",
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      "Requirement already satisfied: pickleshare in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-sql) (0.7.5)\n",
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      "Requirement already satisfied: decorator in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-sql) (4.4.0)\n",
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      "Requirement already satisfied: traitlets>=4.2 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-sql) (4.3.3)\n",
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      "Requirement already satisfied: parso>=0.5.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from jedi>=0.10->ipython>=1.0->ipython-sql) (0.5.1)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from pexpect; sys_platform != \"win32\"->ipython>=1.0->ipython-sql) (0.6.0)\n",
      "Building wheels for collected packages: prettytable\n",
      "  Building wheel for prettytable (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for prettytable: filename=prettytable-0.7.2-cp37-none-any.whl size=13700 sha256=6f761fe82a0e3ec78375c2dcc0387289341341b346a17d0f4fb0057393ac5103\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/80/34/1c/3967380d9676d162cb59513bd9dc862d0584e045a162095606\n",
      "Successfully built prettytable\n",
      "Installing collected packages: sqlparse, prettytable, ipython-sql\n",
      "Successfully installed ipython-sql-0.3.9 prettytable-0.7.2 sqlparse-0.3.0\n"
     ]
    }
   ],
   "source": [
    "!pip install ipython-sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymysql\n",
    "%load_ext sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Like files, we need to import some packages.\n",
    "import pymysql\n",
    "\n",
    "# This is similar to \"opening\" the file system.\n",
    "conn = pymysql.connect(host=\"localhost\", user=\"dbuser\",\n",
    "                       password=\"dbuserdbuser\",\n",
    "                      cursorclass=pymysql.cursors.DictCursor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Listing the files:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def list_tables(db_name):\n",
    "    \n",
    "    sql = \"show tables from \" + db_name\n",
    "    cur = conn.cursor()\n",
    "    res1 = cur.execute(sql)\n",
    "    res = cur.fetchall()\n",
    "    \n",
    "    print(\"The tables in \" + db_name + \" are :\")\n",
    "    for r in res:\n",
    "        for k,v in r.items():\n",
    "            print(\"\\t\", v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tables in imdbnew are :\n",
      "\t name_basics\n",
      "\t name_basics_fast\n",
      "\t person_known_for\n",
      "\t person_profession\n",
      "\t person_profession_rel\n",
      "\t title_akas\n",
      "\t title_basics\n",
      "\t title_crew\n",
      "\t title_episode\n",
      "\t title_principals\n",
      "\t title_principals_rel\n",
      "\t title_ratings\n",
      "\t titles_basics_fast\n",
      "\t titles_genres_rel\n"
     ]
    }
   ],
   "source": [
    "list_tables(\"imdbnew\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- I made some extra tables for some later tasks in the lecture, e.g. ```name_basics_fast.```\n",
    "\n",
    "\n",
    "- To compare, I am only going to count the rows in a subset of the tables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I loaded the data from the TSV files into the database. I will show how to do this.\n",
    "table_names = [\n",
    "              'imdbnew.name_basics',\n",
    "                'imdbnew.title_akas',\n",
    "                'imdbnew.title_basics',\n",
    "                'imdbnew.title_crew',\n",
    "                'imdbnew.title_episode',\n",
    "                'imdbnew.title_principals',\n",
    "                'imdbnew.title_ratings']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_rows_sql(table_name):\n",
    "    # fn is the fully qualified path and file name.\n",
    "    # Delimiter is what separates the columns in the \"spreadsheet.\"\n",
    "    \n",
    "    result = 0\n",
    "    print(\"table_name\", table_name)\n",
    "    \n",
    "    # Wizard stuff. Will cover later.\n",
    "    cur = conn.cursor()\n",
    "    \n",
    "    sql = \"describe \" + table_name\n",
    "    res1 = cur.execute(sql)\n",
    "    rows = cur.fetchall()\n",
    "    \n",
    "    columns = []\n",
    "    for r in rows:\n",
    "        columns.append(r['Field'])\n",
    "    print(\"Columns = \", columns)\n",
    "\n",
    "    res2 = cur.execute(\"select count(*) as count from \" + table_name)\n",
    "    rows = cur.fetchall()\n",
    "    count = rows[0]['count']\n",
    "    conn.commit()\n",
    "    \n",
    "    print(\"There are count = \", count, \"rows\")\n",
    "    return count\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now using SQL ...\n",
      "\n",
      "**********\n",
      "table_name imdbnew.name_basics\n",
      "Columns =  ['nconst', 'primary_name', 'birth_year', 'death_year', 'primary_profession', 'known_for_titles']\n",
      "There are count =  9796017 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_akas\n",
      "Columns =  ['titleid', 'ordering', 'title', 'region', 'language', 'types', 'attributes', 'is_original']\n",
      "There are count =  20097233 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_basics\n",
      "Columns =  ['tconst', 'ttype', 'primary_title', 'original_title', 'is_adult', 'start_year', 'end_year', 'runtime', 'genres']\n",
      "There are count =  6442997 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_crew\n",
      "Columns =  ['tconst', 'directors', 'writer']\n",
      "There are count =  6431747 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_episode\n",
      "Columns =  ['tconst', 'parent', 'season_number', 'episode_number']\n",
      "There are count =  4533860 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_principals\n",
      "Columns =  ['tconst', 'ordering', 'nconst', 'category', 'job', 'characters']\n",
      "There are count =  37168160 rows\n",
      "\n",
      "**********\n",
      "table_name imdbnew.title_ratings\n",
      "Columns =  ['tconst', 'rating', 'votes']\n",
      "There are count =  1007885 rows\n",
      "\n",
      "\n",
      "The total number of rows is =  85477899\n",
      "Total time to do the reading is ... 9.878547191619873\n"
     ]
    }
   ],
   "source": [
    "print(\"Now using SQL ...\")\n",
    "total_rows = 0\n",
    "\n",
    "start_time = time.time()\n",
    "for t in table_names:\n",
    "    print(\"\\n**********\")\n",
    "    result = count_rows_sql(t)\n",
    "    total_rows += result\n",
    "end_time = time.time()\n",
    "elapsed_time = end_time-start_time\n",
    "\n",
    "print(\"\\n\\nThe total number of rows is = \", total_rows)\n",
    "print(\"Total time to do the reading is ...\", elapsed_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- So,\n",
    "    - Using the database engine was about 30 times faster despite using a network connection.\n",
    "    - The loaded data was slightly different from what is in the files. \n",
    "        - This is common when loading data.\n",
    "        - Figuring out how to map from kind of junky file data into structured DB data is part of using databases.\n",
    "    \n",
    "    \n",
    "- Again, this seems like a lot of data but by real DB standards, it is tiny."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's Query the Files/Databases\n",
    "\n",
    "- Let's trying doing some \"queries.\"\n",
    "\n",
    "\n",
    "- Also, maybe using some framework other than CSV DictReader might help. Let's try [Pandas.](https://pandas.pydata.org/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "# A simple function that returns a row about a person.\n",
    "#\n",
    "fn = \"../../Data/IMDB/TSVFormat/name_basics.tsv\"\n",
    "\n",
    "def find_by_name(name):\n",
    "    start_time = time.time()\n",
    "    df = pd.read_csv(fn, sep='\\t')\n",
    "    th = df[df['primaryName'] == name]\n",
    "    end_time = time.time()\n",
    "    elapsed_time = end_time-start_time\n",
    "    print(\"Time to find people named \", name, \"was \", elapsed_time)\n",
    "    return th\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time to find people named  Tom Hanks was  13.581377029418945\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nconst</th>\n",
       "      <th>primaryName</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>deathYear</th>\n",
       "      <th>primaryProfession</th>\n",
       "      <th>knownForTitles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>nm0000158</td>\n",
       "      <td>Tom Hanks</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>producer,actor,soundtrack</td>\n",
       "      <td>tt0162222,tt0120815,tt0109830,tt0094737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        nconst primaryName birthYear deathYear          primaryProfession  \\\n",
       "157  nm0000158   Tom Hanks        \\N        \\N  producer,actor,soundtrack   \n",
       "\n",
       "                              knownForTitles  \n",
       "157  tt0162222,tt0120815,tt0109830,tt0094737  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th = find_by_name(\"Tom Hanks\")\n",
    "th"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- That's not too bad, but I doubt someone wants wait 13 seconds for a response when trying to load a web page.\n",
    "\n",
    "\n",
    "- Let's use the data I loaded into MySQL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "# This statement is sort of like the call to open the file.\n",
    "#\n",
    "db_cnx = pymysql.connect(host='localhost',\n",
    "                             user='root',\n",
    "                             password='dbuserdbuser',\n",
    "                             db='imdbnew',\n",
    "                             charset='utf8mb4',\n",
    "                             cursorclass=pymysql.cursors.DictCursor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_by_name_sql(name):\n",
    "    start_time = time.time()\n",
    "    df = pd.read_sql(\"select * from name_basics_fast where primary_name='\" + name + \"'\", db_cnx)\n",
    "    end_time = time.time()\n",
    "    elapsed_time = end_time-start_time\n",
    "    print(\"Time to find people named \", name, \"using a database was ... was \", elapsed_time)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time to find people named  Tom Hanks using a database was ... was  0.0057489871978759766\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nconst</th>\n",
       "      <th>primary_name</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>primary_profession</th>\n",
       "      <th>known_for_titles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>nm0000158</td>\n",
       "      <td>Tom Hanks</td>\n",
       "      <td>1956</td>\n",
       "      <td>None</td>\n",
       "      <td>producer,actor,soundtrack</td>\n",
       "      <td>tt0109830,tt0094737,tt0162222,tt0120815</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      nconst primary_name birth_year death_year         primary_profession  \\\n",
       "0  nm0000158    Tom Hanks       1956       None  producer,actor,soundtrack   \n",
       "\n",
       "                          known_for_titles  \n",
       "0  tt0109830,tt0094737,tt0162222,tt0120815  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th = find_by_name_sql('Tom Hanks')\n",
    "th"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Using the database is 3 orders of magnitude faster, in this case approximately 400x faster.\n",
    "\n",
    "\n",
    "- The relative benefit would increase exponentially.\n",
    "    - Using the file is $O(n)$ for a simple lookup for $n$ rows.\n",
    "    - The database performance is $Olog(n)$.\n",
    "    \n",
    "    \n",
    "- Let's look at a more complicated query.\n",
    "    - Define a function ```co_artists(name)```\n",
    "    - Returns the information about people who were principles in a movie/show/... with ```name,``` and returns each principle only once.\n",
    "    \n",
    "    \n",
    "- We need to understand the structure of the files. A little snooping around on the web indicates that the logical relationships between the files is."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/imdb2.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Data Model__ |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The is a [data model diagram](https://en.wikipedia.org/wiki/Data_model), or more precisely an [entity-relationship diagram](https://en.wikipedia.org/wiki/Entity%E2%80%93relationship_model).\n",
    "\n",
    "\n",
    "- Some core concepts we will learn in this course are:\n",
    "    - The roles of entity-relationship (data) modeling in solving problems with data and databases.\n",
    "    - Design patterns and best practices for modeling and defining data.\n",
    "    \n",
    "    \n",
    "- We can use the data model to do an initial design for ```co_artists(name).```\n",
    "\n",
    "\n",
    "- The logic is something like ... ...\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/find_co_principals_2.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Search Result__ |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- So, let's do this the non-database way and write some functions to process the files.\n",
    "\n",
    "\n",
    "- The first part of the task is to read and load the data into memory. We need\n",
    "    - ```name_basics.tsv```\n",
    "    - ```title_basics.tsv```\n",
    "    - ```title_principals.tsv```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_csv_file(fn, delimiter=\"\\t\", quoting=csv.QUOTE_NONE):\n",
    "    \"\"\"\n",
    "    Reads a CSV file and returns a list of dictionaries representing each row.\n",
    "\n",
    "    :param fn: Fully qualified path to the file.\n",
    "    :param delimiter: Field delimiter.\n",
    "    :param quoting: Quoting value for strings.\n",
    "    :return: Array of OrderedDict representing rows in file.\n",
    "    \"\"\"\n",
    "\n",
    "    result = []\n",
    "\n",
    "    with open(fn, \"r\") as in_file:\n",
    "\n",
    "        # Create a DictReader with the options passed into this function.\n",
    "        csv_rdr = csv.DictReader(in_file, delimiter=delimiter, quoting=quoting)\n",
    "        for r in csv_rdr:\n",
    "            result.append(dict(r))\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded  9813760 name_basics rows in  44.84823703765869 seconds.\n",
      "Loaded  6453316 title_basics rows at elapsed time  82.44596600532532 seconds.\n",
      "Loaded  37300489 title_principals rows at elapsed time  251.20641803741455 seconds.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "start_time = time.time()\n",
    "\n",
    "name_basics_tbl = load_csv_file(\"../../Data/IMDB/TSVFormat/name_basics.tsv\")\n",
    "load1_time = time.time() - start_time\n",
    "print(\"Loaded \", len(name_basics_tbl), 'name_basics rows in ', load1_time, 'seconds.')\n",
    "\n",
    "title_basics_tbl = load_csv_file(\"../../Data/IMDB/TSVFormat/title_basics.tsv\")\n",
    "load2_time = time.time() - start_time\n",
    "print(\"Loaded \", len(title_basics_tbl), 'title_basics rows at elapsed time ', load2_time, 'seconds.')\n",
    "\n",
    "title_principals_tbl = load_csv_file(\"../../Data/IMDB/TSVFormat/title_principals.tsv\")\n",
    "load3_time = time.time() - start_time\n",
    "print(\"Loaded \", len(title_principals_tbl), 'title_principals rows at elapsed time ', load3_time, 'seconds.')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Just loading the data for processing required about 5 minutes.\n",
    "\n",
    "\n",
    "- Let's write a generic function that will find entries in a loaded TSV table by field and value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_by_field(csv_table, field_name, value):\n",
    "\n",
    "    result = []\n",
    "\n",
    "    for r in csv_table:\n",
    "        test_v = r.get(field_name, None)\n",
    "        if test_v == value:\n",
    "            result.append(r)\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time needed to find the person Tom Hanks to  1.4948217868804932 seconds\n"
     ]
    }
   ],
   "source": [
    "find_start_time = time.time()\n",
    "per = find_by_field(name_basics_tbl, 'primaryName', 'Tom Hanks')\n",
    "find_elapsed_time = time.time() - find_start_time\n",
    "nconst = per[0].get('nconst', None)\n",
    "print(\"Time needed to find the person\", per[0].get('primaryName', None), \"took \", find_elapsed_time, 'seconds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- That was no _too bad._\n",
    "\n",
    "\n",
    "- Now, let's get the IDs of the titles that ```Tom Hanks``` was in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time needed to find the matching title IDs was  101.84989213943481 seconds\n"
     ]
    }
   ],
   "source": [
    "find_tconst_start_time = time.time()\n",
    "titles = find_by_field(title_principals_tbl, 'nconst', nconst)\n",
    "find_tconst_elapsed_time = time.time() - find_tconst_start_time\n",
    "print(\"Time needed to find the matching title IDs was \", find_tconst_elapsed_time, 'seconds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Took about 1.5 minutes. Not sure someone wants to wait this long for a web page.\n",
    "\n",
    "\n",
    "- What did we get?\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/imdb_example_1.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Search Steps 1,2__ |\n",
    "\n",
    "<hr style=\"height:2px\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'tconst': 'tt0080202',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Buffy Wilson\",\"Kip Wilson\"]'},\n",
       " {'tconst': 'tt0084314',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Robbie Wheeling\"]'},\n",
       " {'tconst': 'tt0086927',\n",
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       " {'tconst': 'tt0498994',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Various Characters\"]'},\n",
       " {'tconst': 'tt0502833',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0502862',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0503023',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0516093',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0526151',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0530443',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530444',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530445',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530446',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530447',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530448',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530449',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530450',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530451',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530452',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530453',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530454',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530455',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530456',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530457',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530458',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530459',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530460',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530461',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530462',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530463',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530464',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530465',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530466',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530467',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530468',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530469',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530470',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530471',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530472',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530473',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530474',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530475',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0530476',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Kip Wilson\",\"Buffy Wilson\"]'},\n",
       " {'tconst': 'tt0531642',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0531832',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0552918',\n",
       "  'ordering': '4',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0557777',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0560771',\n",
       "  'ordering': '5',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0560787',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0560802',\n",
       "  'ordering': '7',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0570244',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0574440',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0576491',\n",
       "  'ordering': '5',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'director',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '\\\\N'},\n",
       " {'tconst': 'tt0577473',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0579352',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0585231',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0594820',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0594821',\n",
       "  'ordering': '9',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"HImself\"]'},\n",
       " {'tconst': 'tt0594886',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0594945',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0594964',\n",
       "  'ordering': '4',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\",\"Joe Fox\"]'},\n",
       " {'tconst': 'tt0596482',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0611298',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0627183',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0627546',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0627855',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0627879',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0627926',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628037',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628113',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628150',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628334',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628531',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628775',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0628783',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0631197',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0633593',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0633676',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0642607',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0648826',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0652792',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt0667139',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0669982',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0686223',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0689123',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0689481',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0689545',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0689741',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt0689938',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
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       "  'characters': '[\"Himself - Guest\"]'},\n",
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       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8638066',\n",
       "  'ordering': '2',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8641782',\n",
       "  'ordering': '4',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8641788',\n",
       "  'ordering': '8',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8784354',\n",
       "  'ordering': '8',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8946352',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'actor',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Will Mayo\"]'},\n",
       " {'tconst': 'tt8961134',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt8997160',\n",
       "  'ordering': '4',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt9035254',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt9078284',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt9183412',\n",
       "  'ordering': '8',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt9328054',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt9441662',\n",
       "  'ordering': '8',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'},\n",
       " {'tconst': 'tt9505358',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Various Characters\"]'},\n",
       " {'tconst': 'tt9541280',\n",
       "  'ordering': '3',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Guest\"]'},\n",
       " {'tconst': 'tt9701726',\n",
       "  'ordering': '4',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'archive_footage',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself - Actor\"]'},\n",
       " {'tconst': 'tt9779754',\n",
       "  'ordering': '1',\n",
       "  'nconst': 'nm0000158',\n",
       "  'category': 'self',\n",
       "  'job': '\\\\N',\n",
       "  'characters': '[\"Himself\"]'}]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "623"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(titles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Now, for each of of those titles, we have to find the co-principals (other people in the title).\n",
    "\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/imdb_example_2.png\"> |\n",
    "| :---: |\n",
    "| __IMDB Search Step 3__ |\n",
    "\n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "- The following piece of code puts some of the pieces together ...\n",
    "\n",
    "```\n",
    "def t2():\n",
    "\n",
    "    name = \"Tom Hanks\"\n",
    "    print(\"Finding all co_principals for \", name)\n",
    "    print(\"Loading names_basics table\")\n",
    "\n",
    "    start_total_time = time.time()\n",
    "\n",
    "    load1_start_time = time.time()\n",
    "    names_tbl = load_csv_file(tsv_data_dir + name_basics_fn)\n",
    "    load1_end_time = time.time()\n",
    "    print(\"Loaded \", len(names_tbl), \"rows in \", load1_end_time-load1_start_time, \"seconds.\")\n",
    "\n",
    "    print(\"Starting lookup by name.\")\n",
    "    lookup1_start_time = time.time()\n",
    "    p = find_by_field(names_tbl, \"primaryName\", name)\n",
    "    lookup1_end_time = time.time()\n",
    "\n",
    "    print(\"names_basics lookup returned \", p[0])\n",
    "    print(\"Lookup time was \", lookup1_end_time-lookup1_start_time)\n",
    "\n",
    "    nconst = p[0].get(\"nconst\", None)\n",
    "\n",
    "    print(\"Starting load of titles_principles table.\")\n",
    "    load2_start_time = time.time()\n",
    "    titles_principals_tbl = load_csv_file(tsv_data_dir + title_principals_fn)\n",
    "    load2_end_time = time.time()\n",
    "    print(\"Loaded \", len(titles_principals_tbl), \"rows.\")\n",
    "    print(\"Load time = \", load2_end_time-load2_start_time)\n",
    "\n",
    "    print(\"Starting lookup for titles for \", nconst)\n",
    "    lookup2_start_time = time.time()\n",
    "    all_titles = find_by_field(titles_principals_tbl, \"nconst\", nconst)\n",
    "    lookup2_end_time = time.time()\n",
    "    print(\"Look titles elapsed time = \", lookup2_end_time - lookup2_start_time)\n",
    "    print(\"Lookup returned \", len(all_titles), \"titles.\")\n",
    "\n",
    "    all_co_artists = []\n",
    "    for tt in all_titles:\n",
    "        tc = tt.get(\"tconst\", None)\n",
    "        print(\"Looking up nconsts for tconst = \", tc)\n",
    "        lookup_t_start_time = time.time()\n",
    "        current_co_artists = find_by_field(titles_principals_tbl, \"tconst\", tc)\n",
    "        lookup_t_end_time = time.time()\n",
    "        print(\"Found \", len(current_co_artists), \"co artists.\")\n",
    "        print(\"Lookup time = \", lookup_t_end_time-lookup_t_start_time)\n",
    "        all_co_artists.extend(current_co_artists)\n",
    "\n",
    "    total_end_time = time.time()\n",
    "\n",
    "    print(\"All lookups done, found \", len(all_co_artists), \"co artists.\")\n",
    "    print(\"Total time = \", total_end_time-start_total_time)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- I started to run this from the command line, outside of the notebook, for testing.\n",
    "\n",
    "\n",
    "- I came back 2.5 hours later, and it was still running. The output was ...\n",
    "\n",
    "\n",
    "```\n",
    "/Library/Frameworks/Python.framework/Versions/3.6/bin/python3.6 \"/Users/donaldferguson/OneDrive - ANSYS, Inc/Columbia/W4111_Base/COMSW4111_S20_Introduction_to_Databases/Lectures/Lecture_1/imdb_csv_examples.py\"\n",
    "Finding all co_principals for  Tom Hanks\n",
    "Loading names_basics table\n",
    "Loaded  9813760 rows in  62.69406509399414 seconds.\n",
    "Starting lookup by name.\n",
    "names_basics lookup returned  {'nconst': 'nm0000158', 'primaryName': 'Tom Hanks', 'birthYear': '\\\\N', 'deathYear': '\\\\N', 'primaryProfession': 'producer,actor,soundtrack', 'knownForTitles': 'tt0162222,tt0120815,tt0109830,tt0094737'}\n",
    "Lookup time was  4.350675106048584\n",
    "Starting load of titles_principles table.\n",
    "Loaded  37300489 rows.\n",
    "Load time =  361.802738904953\n",
    "Starting lookup for titles for  nm0000158\n",
    "Look titles elapsed time =  119.79893922805786\n",
    "Lookup returned  623 titles.\n",
    "Looking up nconsts for tconst =  tt0080202\n",
    "Found  10 co artists.\n",
    "Lookup time =  105.93528389930725\n",
    "Looking up nconsts for tconst =  tt0084314\n",
    "Found  10 co artists.\n",
    "Lookup time =  91.27229905128479\n",
    "Looking up nconsts for tconst =  tt0086927\n",
    "Found  10 co artists.\n",
    "Lookup time =  52.22892117500305\n",
    "Looking up nconsts for tconst =  tt0088161\n",
    "Found  10 co artists.\n",
    "Lookup time =  38.584442138671875\n",
    "Looking up nconsts for tconst =  tt0089543\n",
    "Found  10 co artists.\n",
    "Lookup time =  48.13153409957886\n",
    "Looking up nconsts for tconst =  tt0090274\n",
    "Found  10 co artists.\n",
    "Lookup time =  39.540921211242676\n",
    "Looking up nconsts for tconst =  tt0091019\n",
    "Found  10 co artists.\n",
    "Lookup time =  39.56802320480347\n",
    "Looking up nconsts for tconst =  tt0091541\n",
    "Found  10 co artists.\n",
    "Lookup time =  38.95998501777649\n",
    "Looking\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There are 623 related titles, and finding the co-principals requires about 40 seconds/title.\n",
    "\n",
    "\n",
    "- So, this is going to run for (623*40)/3600 = about 7 hours. \n",
    "\n",
    "\n",
    "- The database seems to track 10 principals/titles, which means:\n",
    "    - we would have to look up about 6200 ```nconst``` values in ```name_basics``` table to get the names from the IDs.\n",
    "    - Each lookup takes about 1.5 minutes, which would be (1.5*6200)/60 = approx. 155 hours.\n",
    "    - This is would take a while.\n",
    "    \n",
    "    \n",
    "- There are design changes I could make to my application that would make it more efficient, but the changes would be specific to this application's data model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Instead of using operating system files and \"normal languages,\" let's try a database engine and a query language.\n",
    "\n",
    "\n",
    "- I loaded the data into a set of database tables.\n",
    "\n",
    "\n",
    "- Let's find 'Tom Hanks.'\n",
    "\n",
    "\n",
    "- First we have to do the database equivalent of \"open some files.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Connected: root@imdbnew'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pymysql\n",
    "%load_ext sql\n",
    "%sql mysql+pymysql://root:dbuserdbuser@localhost/imdbnew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>nconst</th>\n",
       "        <th>primary_name</th>\n",
       "        <th>birth_year</th>\n",
       "        <th>death_year</th>\n",
       "        <th>primary_profession</th>\n",
       "        <th>known_for_titles</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000158</td>\n",
       "        <td>Tom Hanks</td>\n",
       "        <td>1956</td>\n",
       "        <td>None</td>\n",
       "        <td>producer,actor,soundtrack</td>\n",
       "        <td>tt0109830,tt0094737,tt0162222,tt0120815</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('nm0000158', 'Tom Hanks', '1956', None, 'producer,actor,soundtrack', 'tt0109830,tt0094737,tt0162222,tt0120815')]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "th = %sql select * from imdbnew.name_basics_fast where primary_name='Tom Hanks'\n",
    "end_time = time.time()\n",
    "th"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I found the answer in 0.003969907760620117 seconds.\n"
     ]
    }
   ],
   "source": [
    "print(\"I found the answer in\", end_time-start_time, \"seconds.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Just looking up a a person is 22,500 times faster.\n",
    "\n",
    "\n",
    "- Let's build this out a little ... Let's get all of the titles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "601 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>tconst</th>\n",
       "        <th>ordering</th>\n",
       "        <th>nconst</th>\n",
       "        <th>category</th>\n",
       "        <th>job</th>\n",
       "        <th>characters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0080202</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Buffy Wilson&quot;,&quot;Kip Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0084314</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Robbie Wheeling&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0086927</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Rick Gassko&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0088161</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Allen Bauer&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0089543</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Richard&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0090274</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Lawrence Bourne III&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0091019</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;David&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0091541</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Walter Fielding&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0091653</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;David Basner&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0092925</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Streebek&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0094737</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Josh&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0095927</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Steven Gold&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0096734</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Ray Peterson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0098536</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Scott Turner&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0099165</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Sherman McCoy&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0099892</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Joe&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0104694</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Jimmy Dugan&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0107818</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Andrew &#x27;Andy&#x27; Beckett&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0108160</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Sam Baldwin&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0109830</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Forrest Gump&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0111594</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>director</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0112384</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Jim Lovell&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0114330</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0114709</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0117887</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Mr. White&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0120363</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0120570</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;,&quot;Jean-Luc Despont&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0120689</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Paul Edgecomb&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0120815</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Captain Miller&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0128853</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Joe Fox&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0160410</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0162222</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Chuck Noland&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0178135</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0220070</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0224861</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0234886</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0237166</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0237168</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0250730</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0257044</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Michael Sullivan&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0259446</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0264464</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Carl Hanratty&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0291748</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0306014</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0318220</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;HImself&quot;,&quot;Joe Fox&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0327018</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0335245</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Professor G.H. Dorr&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0338224</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Michael Sullivan&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0338348</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Hero Boy&quot;,&quot;Father&quot;,&quot;Conductor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0341518</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0345074</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0348340</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Paul Edgecomb&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0361185</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Abraham Lincoln&quot;,&quot;Charles E. Wood&quot;,&quot;Daniel Boone&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0362227</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Viktor Navorski&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0368003</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0371403</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0372106</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0379811</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0382625</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Robert Langdon&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0382744</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Horatio Nelson Jackson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0386051</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0386117</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0391416</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Oakland Resident 1966-1976&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0394758</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>director</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0395323</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0397085</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0401305</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0401623</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0412078</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest Speaker&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0427818</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0429246</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>executive producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0429589</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0430227</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0433388</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0433447</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Various&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0435761</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0450449</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0458294</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0459757</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0460019</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0460051</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0460810</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Mr. Gable&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0472062</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Charlie Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0473692</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0477095</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0477302</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Thomas Schell&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0489037</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0493495</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0498994</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Various Characters&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0502833</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0502862</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0503023</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0516093</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0526151</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530443</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530444</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530445</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530446</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530447</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530448</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530449</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530450</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530451</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530452</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530453</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530454</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530455</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530456</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530457</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530458</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530459</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530460</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530461</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530462</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530463</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530464</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530465</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530466</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530467</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530468</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530469</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530470</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530471</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530472</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530473</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530474</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530475</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0530476</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0531642</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0531832</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0552918</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0557777</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0560771</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0560787</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0560802</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0570244</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0574440</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0576491</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>director</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0577473</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0579352</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0585231</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0594820</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0594821</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;HImself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0594886</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0594945</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0594964</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Joe Fox&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0596482</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0611298</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0627183</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0627546</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0627855</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0627879</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0627926</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628037</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628113</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628150</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628334</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628531</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628775</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0628783</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0631197</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0633593</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0633676</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0642607</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0648826</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0652792</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0656907</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Tom Hanks&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0667139</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0669982</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0686223</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0689123</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0689481</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0689545</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0689741</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0689938</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0690646</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0700103</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0700117</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0713075</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0716868</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Baxter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0722504</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0723902</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0725804</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0725805</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0725867</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0727784</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0727936</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0728151</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0728413</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0745909</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0762140</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0768498</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Chuck Noland&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0776860</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Walter Fielding Jr.&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0789875</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0789877</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0789878</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Kip Wilson&quot;,&quot;Buffy Wilson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0797451</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0797979</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0801618</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0802643</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0803041</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0804685</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0804886</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0807718</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Allen Bauer&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0808151</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Robert Langdon&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0811954</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0822512</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0834252</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0894056</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0900151</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0903894</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0923572</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0923573</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0943581</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0960357</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0968830</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0970411</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0985203</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt0996994</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Al McIntosh&quot;,&quot;Al Mcintosh&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10095624</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Colonel Tom Parker&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1013117</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10279640</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10320614</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest Co-Anchor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1034669</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10355518</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10394132</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10447144</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10452366</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10453846</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10487104</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10539246</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10671044</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt10709712</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1074310</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1109561</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1111353</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1113254</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Andrew Beckett&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1136278</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1147378</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1154768</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1155116</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1157152</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1165002</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1166438</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1173989</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1175399</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1185238</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1206693</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1209533</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1210345</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1245354</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1245384</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>writer</td>\n",
       "        <td>teleplay</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1247464</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>director</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1265862</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Om Filmen&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1280630</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1284486</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1287857</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1327397</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1335679</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1339660</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Waitstill Sharp&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1361311</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1361921</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1371111</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Dr. Henry Goose&quot;,&quot;Hotel Manager&quot;,&quot;Isaac Sachs&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1376575</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379357</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379358</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379359</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379360</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379361</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379362</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1379847</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380386</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380405</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380406</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380407</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>writer</td>\n",
       "        <td>written by</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380408</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380409</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1380410</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1381436</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1398468</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1399367</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1404633</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>writer</td>\n",
       "        <td>screenplay</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1430683</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1432757</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1434063</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1435069</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1435121</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1437541</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1438371</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1438671</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1445991</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1454413</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1460958</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1490405</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1501927</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Audience&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1512037</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1512261</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1516562</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1535109</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Captain Richard Phillips&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1537571</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1540129</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1543117</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Emergency Button Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1547170</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1547171</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1547175</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1547177</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1547181</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1583420</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Larry Crowne&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1589361</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1593415</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1593492</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1600255</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1602615</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1610807</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1610818</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1614841</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1615619</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1623740</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1625351</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Presenter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1631892</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1653075</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1679422</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1746961</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Cleveland Carr&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1749036</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1775407</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Forrest Gump&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1779514</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Josh Baskin&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1780163</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1828048</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1834133</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1843521</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1850374</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1859407</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1893026</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1926900</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1939490</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1941178</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1945212</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1960956</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1965863</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1967860</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1968624</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1968908</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1969442</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1974544</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1974738</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1974739</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1974740</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1978055</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1979090</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;James Lovell&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1979376</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1983547</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1984475</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Cleveland Carr&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt1986536</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2000692</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Rick Gassko&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2017920</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2053002</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2057375</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2057457</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2089826</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Presenter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2113065</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2123969</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;William Dodd&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2132861</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2134524</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2139037</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2140373</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Walt Disney&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2148647</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2157591</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2165658</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2167467</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2169169</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2174102</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Audience Member&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2192827</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2207882</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;,&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2220978</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2224471</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2262378</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Winner&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2282169</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2299248</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2301204</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>writer</td>\n",
       "        <td>creator</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2305934</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>writer</td>\n",
       "        <td>creator</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2340012</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2340678</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2345112</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2378637</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2396269</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2446040</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2454738</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2465998</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2466026</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2482150</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2482158</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2494244</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2514094</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2531046</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2586528</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Forrest Gump&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2594752</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor (segment &quot;Tom Hanks&quot;)&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2650254</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Jim Lovell&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2782682</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Nominee &amp; Presenter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2788562</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2831414</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2909818</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2917216</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2926196</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2939976</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt2980210</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Alan&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3039364</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Captain Richard Phillips&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3062096</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Robert Langdon&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3142488</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3215032</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3220718</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3224458</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Fred Rogers&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3227574</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3255796</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3262312</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3263904</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Chesley &#x27;Sully&#x27; Sullenberger&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3268200</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;,&quot;Producer&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3268516</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3325540</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3334014</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3359186</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Captain Richard Phillips&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3379786</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3386624</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3387052</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3400028</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3403848</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3411056</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3420504</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Finch&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3421380</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3424918</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3428450</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3428454</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3473654</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3481232</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3484046</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3602010</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3659274</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3682448</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;James B. Donovan&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3760922</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3768786</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3834474</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt3836596</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4083124</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4102974</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4272840</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4287320</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Bailey&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4295884</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4322610</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4325466</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4343186</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4355704</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4373936</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Honoree&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4431272</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4450968</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4464212</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4491456</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4499476</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4545774</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>producer</td>\n",
       "        <td>producer</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4680986</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4704904</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4733544</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4823946</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4826918</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4855634</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4888714</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt4938682</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5021722</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Ray Peterson&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5038966</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5050486</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5093614</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5096152</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5101474</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5144776</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5164248</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171732</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171750</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171790</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171812</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171834</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5171844</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5227762</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5232830</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5232846</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5232860</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5232932</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5233144</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5233148</td>\n",
       "        <td>5</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5233156</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5233202</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5252200</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5296688</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5443804</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5443816</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5443826</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5443846</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5469234</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5542092</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5592538</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Forrest Gump&quot;,&quot;Captain Miller&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5626374</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5743172</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5745168</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5816346</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5843800</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5960534</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5966990</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5972904</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5982100</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt5984482</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6006020</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6016326</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6027064</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6029780</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6048922</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6061224</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6130600</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6137990</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6145980</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6147310</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6150168</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6153112</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6154544</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6160472</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6172670</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6172674</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6176116</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6182460</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6259838</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6294034</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6294822</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Ben Bradlee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6318844</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Woody&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6340818</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6346524</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Chesley &#x27;Sully&#x27; Sullenberger&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6347488</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Interviewee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6350102</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6388638</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6458012</td>\n",
       "        <td>6</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6492678</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Narrator&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6493134</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Viktor Navorski&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6495462</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6583180</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6597416</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6608900</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6608920</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6608936</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6608938</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6608940</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6632546</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6660052</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Host&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6722046</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6806310</td>\n",
       "        <td>7</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6807006</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6808018</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6824626</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6860656</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Executive Producer&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt6878306</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Captain Jefferson Kyle Kidd&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7094450</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Tom&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7116194</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Andrew Beckett&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7358880</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Nominee &amp; Presenter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7361694</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7405458</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Ove&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7440698</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Author, Uncommon Type&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7452910</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;David S. Pumpkins&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7536514</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7602112</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7606560</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7646120</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;David S. Pumpkins&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7677178</td>\n",
       "        <td>9</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7721022</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7721032</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7733192</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7739398</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7793050</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7846560</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7846732</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7858250</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Plays Ben Bradlee&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7866444</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7875500</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7875572</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7880596</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt7942068</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8000650</td>\n",
       "        <td>2</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8046284</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8223436</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8236506</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8264092</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8633862</td>\n",
       "        <td>10</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8641782</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8641788</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8784354</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8946352</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>actor</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Will Mayo&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8961134</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt8997160</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9035254</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9078284</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9183412</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9328054</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9424718</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Presenter&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9441662</td>\n",
       "        <td>8</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9505358</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Various Characters&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9541280</td>\n",
       "        <td>3</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Guest&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9701726</td>\n",
       "        <td>4</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>archive_footage</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself - Actor&quot;]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>tt9779754</td>\n",
       "        <td>1</td>\n",
       "        <td>nm0000158</td>\n",
       "        <td>self</td>\n",
       "        <td>None</td>\n",
       "        <td>[&quot;Himself&quot;]</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('tt0080202', '1', 'nm0000158', 'actor', None, '[\"Buffy Wilson\",\"Kip Wilson\"]'),\n",
       " ('tt0084314', '1', 'nm0000158', 'actor', None, '[\"Robbie Wheeling\"]'),\n",
       " ('tt0086927', '1', 'nm0000158', 'actor', None, '[\"Rick Gassko\"]'),\n",
       " ('tt0088161', '1', 'nm0000158', 'actor', None, '[\"Allen Bauer\"]'),\n",
       " ('tt0089543', '1', 'nm0000158', 'actor', None, '[\"Richard\"]'),\n",
       " ('tt0090274', '1', 'nm0000158', 'actor', None, '[\"Lawrence Bourne III\"]'),\n",
       " ('tt0091019', '1', 'nm0000158', 'actor', None, '[\"David\"]'),\n",
       " ('tt0091541', '1', 'nm0000158', 'actor', None, '[\"Walter Fielding\"]'),\n",
       " ('tt0091653', '1', 'nm0000158', 'actor', None, '[\"David Basner\"]'),\n",
       " ('tt0092925', '2', 'nm0000158', 'actor', None, '[\"Streebek\"]'),\n",
       " ('tt0094737', '1', 'nm0000158', 'actor', None, '[\"Josh\"]'),\n",
       " ('tt0095927', '2', 'nm0000158', 'actor', None, '[\"Steven Gold\"]'),\n",
       " ('tt0096734', '1', 'nm0000158', 'actor', None, '[\"Ray Peterson\"]'),\n",
       " ('tt0098536', '1', 'nm0000158', 'actor', None, '[\"Scott Turner\"]'),\n",
       " ('tt0099165', '1', 'nm0000158', 'actor', None, '[\"Sherman McCoy\"]'),\n",
       " ('tt0099892', '1', 'nm0000158', 'actor', None, '[\"Joe\"]'),\n",
       " ('tt0104694', '1', 'nm0000158', 'actor', None, '[\"Jimmy Dugan\"]'),\n",
       " ('tt0107818', '1', 'nm0000158', 'actor', None, '[\"Andrew \\'Andy\\' Beckett\"]'),\n",
       " ('tt0108160', '1', 'nm0000158', 'actor', None, '[\"Sam Baldwin\"]'),\n",
       " ('tt0109830', '1', 'nm0000158', 'actor', None, '[\"Forrest Gump\"]'),\n",
       " ('tt0111594', '6', 'nm0000158', 'director', None, None),\n",
       " ('tt0112384', '1', 'nm0000158', 'actor', None, '[\"Jim Lovell\"]'),\n",
       " ('tt0114330', '1', 'nm0000158', 'self', None, '[\"Himself - Host\"]'),\n",
       " ('tt0114709', '1', 'nm0000158', 'actor', None, '[\"Woody\"]'),\n",
       " ('tt0117887', '1', 'nm0000158', 'actor', None, '[\"Mr. White\"]'),\n",
       " ('tt0120363', '1', 'nm0000158', 'actor', None, '[\"Woody\"]'),\n",
       " ('tt0120570', '1', 'nm0000158', 'self', None, '[\"Himself - Host\",\"Jean-Luc Despont\"]'),\n",
       " ('tt0120689', '1', 'nm0000158', 'actor', None, '[\"Paul Edgecomb\"]'),\n",
       " ('tt0120815', '1', 'nm0000158', 'actor', None, '[\"Captain Miller\"]'),\n",
       " ('tt0128853', '1', 'nm0000158', 'actor', None, '[\"Joe Fox\"]'),\n",
       " ('tt0160410', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0162222', '1', 'nm0000158', 'actor', None, '[\"Chuck Noland\"]'),\n",
       " ('tt0178135', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0220070', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0224861', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0234886', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0237166', '4', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0237168', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0250730', '1', 'nm0000158', 'self', None, '[\"Himself - Host\"]'),\n",
       " ('tt0257044', '1', 'nm0000158', 'actor', None, '[\"Michael Sullivan\"]'),\n",
       " ('tt0259446', '7', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0264464', '2', 'nm0000158', 'actor', None, '[\"Carl Hanratty\"]'),\n",
       " ('tt0291748', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0306014', '7', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0318220', '1', 'nm0000158', 'self', None, '[\"Himself\",\"HImself\",\"Joe Fox\"]'),\n",
       " ('tt0327018', '8', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0335245', '1', 'nm0000158', 'actor', None, '[\"Professor G.H. Dorr\"]'),\n",
       " ('tt0338224', '9', 'nm0000158', 'self', None, '[\"Himself\",\"Michael Sullivan\"]'),\n",
       " ('tt0338348', '1', 'nm0000158', 'actor', None, '[\"Hero Boy\",\"Father\",\"Conductor\"]'),\n",
       " ('tt0341518', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0345074', '9', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0348340', '10', 'nm0000158', 'self', None, '[\"Himself\",\"Paul Edgecomb\"]'),\n",
       " ('tt0361185', '4', 'nm0000158', 'actor', None, '[\"Abraham Lincoln\",\"Charles E. Wood\",\"Daniel Boone\"]'),\n",
       " ('tt0362227', '1', 'nm0000158', 'actor', None, '[\"Viktor Navorski\"]'),\n",
       " ('tt0368003', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0371403', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0372106', '8', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0379811', '8', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0382625', '1', 'nm0000158', 'actor', None, '[\"Robert Langdon\"]'),\n",
       " ('tt0382744', '2', 'nm0000158', 'actor', None, '[\"Horatio Nelson Jackson\"]'),\n",
       " ('tt0386051', '4', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0386117', '10', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0391416', '1', 'nm0000158', 'self', None, '[\"Himself - Oakland Resident 1966-1976\"]'),\n",
       " ('tt0394758', '5', 'nm0000158', 'director', None, None),\n",
       " ('tt0395323', '9', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0397085', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0401305', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0401623', '1', 'nm0000158', 'actor', None, '[\"Narrator\"]'),\n",
       " ('tt0412078', '2', 'nm0000158', 'self', None, '[\"Himself - Guest Speaker\"]'),\n",
       " ('tt0427818', '9', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0429246', '3', 'nm0000158', 'producer', 'executive producer', None),\n",
       " ('tt0429589', '8', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0430227', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0433388', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0433447', '1', 'nm0000158', 'archive_footage', None, '[\"Himself\",\"Various\"]'),\n",
       " ('tt0435761', '1', 'nm0000158', 'actor', None, '[\"Woody\"]'),\n",
       " ('tt0450449', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0458294', '7', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0459757', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0460019', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0460051', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0460810', '3', 'nm0000158', 'actor', None, '[\"Mr. Gable\"]'),\n",
       " ('tt0472062', '1', 'nm0000158', 'actor', None, '[\"Charlie Wilson\"]'),\n",
       " ('tt0473692', '6', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0477095', '8', 'nm0000158', 'producer', 'producer', None),\n",
       " ('tt0477302', '2', 'nm0000158', 'actor', None, '[\"Thomas Schell\"]'),\n",
       " ('tt0489037', '2', 'nm0000158', 'archive_footage', None, '[\"Himself\"]'),\n",
       " ('tt0493495', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0498994', '1', 'nm0000158', 'archive_footage', None, '[\"Various Characters\"]'),\n",
       " ('tt0502833', '3', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0502862', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0503023', '1', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0516093', '3', 'nm0000158', 'self', None, '[\"Himself - Guest\"]'),\n",
       " ('tt0526151', '2', 'nm0000158', 'self', None, '[\"Himself\"]'),\n",
       " ('tt0530443', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530444', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530445', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530446', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530447', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
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       " ('tt0530449', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
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       " ('tt0530454', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530455', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530456', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530457', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530458', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530459', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
       " ('tt0530460', '1', 'nm0000158', 'actor', None, '[\"Kip Wilson\",\"Buffy Wilson\"]'),\n",
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       " ('tt9183412', '8', 'nm0000158', 'archive_footage', None, '[\"Himself\"]'),\n",
       " ('tt9328054', '3', 'nm0000158', 'archive_footage', None, '[\"Himself\"]'),\n",
       " ('tt9424718', '1', 'nm0000158', 'self', None, '[\"Himself - Presenter\"]'),\n",
       " ('tt9441662', '8', 'nm0000158', 'archive_footage', None, '[\"Himself\"]'),\n",
       " ('tt9505358', '3', 'nm0000158', 'archive_footage', None, '[\"Various Characters\"]'),\n",
       " ('tt9541280', '3', 'nm0000158', 'self', None, '[\"Himself - Guest\"]'),\n",
       " ('tt9701726', '4', 'nm0000158', 'archive_footage', None, '[\"Himself - Actor\"]'),\n",
       " ('tt9779754', '1', 'nm0000158', 'self', None, '[\"Himself\"]')]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "th = %sql select * from imdbnew.title_principals_rel where  + \\\n",
    "    nconst = (select nconst from imdbnew.name_basics_fast where primary_name='Tom Hanks')\n",
    "\n",
    "end_time = time.time()\n",
    "\n",
    "th"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I found the answer in 0.015991926193237305 seconds.\n"
     ]
    }
   ],
   "source": [
    "print(\"I found the answer in\", end_time-start_time, \"seconds.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Why did it get a different aswer? There were duplicates.\n",
    "\n",
    "\n",
    "- The time went from 90 seconds to less than a second.\n",
    "\n",
    "\n",
    "- Now, let's find the co-principals in the form (principal nconst, role)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2427 rows affected.\n"
     ]
    },
    {
     "data": {
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       "        <td>Bruce Dern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0108368</td>\n",
       "        <td>Larry Brezner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0278228</td>\n",
       "        <td>Michael Finnell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0647615</td>\n",
       "        <td>Dana Olsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828731</td>\n",
       "        <td>Robert M. Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001817</td>\n",
       "        <td>Reginald VelJohnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001858</td>\n",
       "        <td>Mare Winningham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005266</td>\n",
       "        <td>Craig T. Nelson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006854</td>\n",
       "        <td>Roger Spottiswoode</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088793</td>\n",
       "        <td>Michael Blodgett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0143596</td>\n",
       "        <td>Jim Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0258390</td>\n",
       "        <td>Jack Epps Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0677943</td>\n",
       "        <td>Daniel Petrie Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0795461</td>\n",
       "        <td>Dennis Shryack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000246</td>\n",
       "        <td>Bruce Willis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000326</td>\n",
       "        <td>Kim Cattrall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000361</td>\n",
       "        <td>Brian De Palma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000429</td>\n",
       "        <td>Melanie Griffith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004366</td>\n",
       "        <td>Tom Wolfe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005936</td>\n",
       "        <td>Vilmos Zsigmond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006115</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0188165</td>\n",
       "        <td>Michael Cristofer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0659597</td>\n",
       "        <td>Bill Pankow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000016</td>\n",
       "        <td>Georges Delerue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000212</td>\n",
       "        <td>Meg Ryan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000978</td>\n",
       "        <td>Lloyd Bridges</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003552</td>\n",
       "        <td>Stephen Goldblatt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0330518</td>\n",
       "        <td>Peter Gordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0357041</td>\n",
       "        <td>Richard Halsey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0777462</td>\n",
       "        <td>Teri Schwartz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0788234</td>\n",
       "        <td>John Patrick Shanley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0821041</td>\n",
       "        <td>Robert Stack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000133</td>\n",
       "        <td>Geena Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000187</td>\n",
       "        <td>Madonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001614</td>\n",
       "        <td>Lori Petty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0007966</td>\n",
       "        <td>Elliot Abbott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0133676</td>\n",
       "        <td>Kelly Candaele</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0933718</td>\n",
       "        <td>Kim Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000243</td>\n",
       "        <td>Denzel Washington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001129</td>\n",
       "        <td>Jonathan Demme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005714</td>\n",
       "        <td>Tak Fujimoto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0453248</td>\n",
       "        <td>Buzz Kilman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0561809</td>\n",
       "        <td>Roberta Maxwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0570947</td>\n",
       "        <td>Craig McKay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0638913</td>\n",
       "        <td>Ron Nyswaner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0768324</td>\n",
       "        <td>Edward Saxon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001188</td>\n",
       "        <td>Nora Ephron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003299</td>\n",
       "        <td>Marc Shaiman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005815</td>\n",
       "        <td>Sven Nykvist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0033578</td>\n",
       "        <td>Jeff Arch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0287811</td>\n",
       "        <td>Gary Foster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0539678</td>\n",
       "        <td>Ross Malinger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0911486</td>\n",
       "        <td>David S. Ward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000641</td>\n",
       "        <td>Gary Sinise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000705</td>\n",
       "        <td>Robin Wright</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000709</td>\n",
       "        <td>Robert Zemeckis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005494</td>\n",
       "        <td>Steve Tisch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0277704</td>\n",
       "        <td>Wendy Finerman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0343165</td>\n",
       "        <td>Winston Groom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0744839</td>\n",
       "        <td>Eric Roth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0823330</td>\n",
       "        <td>Steve Starkey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000977</td>\n",
       "        <td>Beau Bridges</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001282</td>\n",
       "        <td>Tony Goldwyn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001492</td>\n",
       "        <td>Kyle MacLachlan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002099</td>\n",
       "        <td>Henry Gibson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005145</td>\n",
       "        <td>Sugar Ray Leonard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0211823</td>\n",
       "        <td>Steven E. de Souza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0215602</td>\n",
       "        <td>George DelHoyo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0394280</td>\n",
       "        <td>Stephen Hopkins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0827973</td>\n",
       "        <td>Frances Sternhagen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000102</td>\n",
       "        <td>Kevin Bacon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000200</td>\n",
       "        <td>Bill Paxton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0115310</td>\n",
       "        <td>William Broyles Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0460200</td>\n",
       "        <td>Jeffrey Kluger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0522554</td>\n",
       "        <td>Jim Lovell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0718031</td>\n",
       "        <td>Al Reinert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000120</td>\n",
       "        <td>Jim Carrey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000229</td>\n",
       "        <td>Steven Spielberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000368</td>\n",
       "        <td>Laura Dern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006105</td>\n",
       "        <td>Billy Goldenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0395776</td>\n",
       "        <td>Louis J. Horvitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0689240</td>\n",
       "        <td>Michael Polito</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0795456</td>\n",
       "        <td>Robert Shrum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828211</td>\n",
       "        <td>George Stevens Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828623</td>\n",
       "        <td>Michael Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000741</td>\n",
       "        <td>Tim Allen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001815</td>\n",
       "        <td>Jim Varney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004056</td>\n",
       "        <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005124</td>\n",
       "        <td>John Lasseter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0169505</td>\n",
       "        <td>Joel Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0230032</td>\n",
       "        <td>Pete Docter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0710020</td>\n",
       "        <td>Joe Ranft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0725543</td>\n",
       "        <td>Don Rickles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0923736</td>\n",
       "        <td>Joss Whedon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000234</td>\n",
       "        <td>Charlize Theron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000239</td>\n",
       "        <td>Liv Tyler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0156816</td>\n",
       "        <td>Richard Chew</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0324556</td>\n",
       "        <td>Gary Goetzman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0779866</td>\n",
       "        <td>Tom Everett Scott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000349</td>\n",
       "        <td>Joan Cusack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001288</td>\n",
       "        <td>Kelsey Grammer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0105169</td>\n",
       "        <td>Ash Brannon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0398763</td>\n",
       "        <td>Rita Hsiao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0881279</td>\n",
       "        <td>Lee Unkrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004857</td>\n",
       "        <td>Tim Daly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0028625</td>\n",
       "        <td>David Andrews</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0139675</td>\n",
       "        <td>David Clyde Carr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0389468</td>\n",
       "        <td>Steve Hofvendahl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0446298</td>\n",
       "        <td>Daniel Hugh Kelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0640970</td>\n",
       "        <td>Conor O&#x27;Farrell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0740535</td>\n",
       "        <td>Stephen Root</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0780678</td>\n",
       "        <td>Nick Searcy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0809031</td>\n",
       "        <td>Lane Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000175</td>\n",
       "        <td>Stephen King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001104</td>\n",
       "        <td>Frank Darabont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001372</td>\n",
       "        <td>Bonnie Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001556</td>\n",
       "        <td>David Morse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003817</td>\n",
       "        <td>Michael Clarke Duncan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005897</td>\n",
       "        <td>David Tattersall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0290358</td>\n",
       "        <td>Richard Francis-Bruce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0883603</td>\n",
       "        <td>David Valdes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000354</td>\n",
       "        <td>Matt Damon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001744</td>\n",
       "        <td>Tom Sizemore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002354</td>\n",
       "        <td>John Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0117290</td>\n",
       "        <td>Ian Bryce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0122653</td>\n",
       "        <td>Edward Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0330428</td>\n",
       "        <td>Mark Gordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0506013</td>\n",
       "        <td>Gary Levinsohn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0734441</td>\n",
       "        <td>Robert Rodat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000205</td>\n",
       "        <td>Parker Posey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001427</td>\n",
       "        <td>Greg Kinnear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006070</td>\n",
       "        <td>George Fenton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0258286</td>\n",
       "        <td>Delia Ephron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0511979</td>\n",
       "        <td>John Lindley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0529450</td>\n",
       "        <td>Miklós László</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0795682</td>\n",
       "        <td>Lauren Shuler Donner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0024421</td>\n",
       "        <td>Stephen Ambrose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0138035</td>\n",
       "        <td>Van Carlson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0365674</td>\n",
       "        <td>John C. Harrison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0367330</td>\n",
       "        <td>Chris Harty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0743275</td>\n",
       "        <td>Brian Ross</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000166</td>\n",
       "        <td>Helen Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006293</td>\n",
       "        <td>Alan Silvestri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0121281</td>\n",
       "        <td>Don Burgess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0584052</td>\n",
       "        <td>Paul Sanchez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0710759</td>\n",
       "        <td>Jack Rapke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0925096</td>\n",
       "        <td>Lari White</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000106</td>\n",
       "        <td>Drew Barrymore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000717</td>\n",
       "        <td>Kareem Abdul-Jabbar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001391</td>\n",
       "        <td>Michael Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0057372</td>\n",
       "        <td>Elaine Barrie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0093697</td>\n",
       "        <td>Danny Bonaduce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0413659</td>\n",
       "        <td>Jermaine Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0413953</td>\n",
       "        <td>Randy Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0605904</td>\n",
       "        <td>Karen Morley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005271</td>\n",
       "        <td>Randy Newman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0047166</td>\n",
       "        <td>Bruce Bailey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0123553</td>\n",
       "        <td>Corey Burton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0582418</td>\n",
       "        <td>Laurie Metcalf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0767572</td>\n",
       "        <td>Phil Savenick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0774005</td>\n",
       "        <td>Robert P. Schneider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000093</td>\n",
       "        <td>Brad Pitt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000148</td>\n",
       "        <td>Harrison Ford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000156</td>\n",
       "        <td>Jeff Goldblum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000163</td>\n",
       "        <td>Dustin Hoffman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000164</td>\n",
       "        <td>Anthony Hopkins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000658</td>\n",
       "        <td>Meryl Streep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000685</td>\n",
       "        <td>Jon Voight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001768</td>\n",
       "        <td>Rod Steiger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1158132</td>\n",
       "        <td>Dave Mann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003395</td>\n",
       "        <td>John Beal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0561053</td>\n",
       "        <td>Shawn Maurer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0715636</td>\n",
       "        <td>Peyton Reed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0732004</td>\n",
       "        <td>Rick Robertson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0750549</td>\n",
       "        <td>William Rus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0953724</td>\n",
       "        <td>Mark Zavad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000893</td>\n",
       "        <td>Ed Begley Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0176792</td>\n",
       "        <td>Tim Conway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0256340</td>\n",
       "        <td>Robert J. Emery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0571106</td>\n",
       "        <td>Michael McKean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000474</td>\n",
       "        <td>Michael Keaton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0397212</td>\n",
       "        <td>Clint Howard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000540</td>\n",
       "        <td>Russ Meyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006265</td>\n",
       "        <td>Arthur B. Rubinstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0571493</td>\n",
       "        <td>Bryan McKenzie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0742476</td>\n",
       "        <td>Walter Rosenblum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0771349</td>\n",
       "        <td>Richard Schickel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0775262</td>\n",
       "        <td>Nancy Schreiber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1481195</td>\n",
       "        <td>Rob Goldie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005222</td>\n",
       "        <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005573</td>\n",
       "        <td>Richard D. Zanuck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0014582</td>\n",
       "        <td>Liam Aiken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0172523</td>\n",
       "        <td>Max Allan Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0388382</td>\n",
       "        <td>Tyler Hoechlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0713479</td>\n",
       "        <td>Richard Piers Rayner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0783100</td>\n",
       "        <td>David Self</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0953124</td>\n",
       "        <td>Dean Zanuck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1005576</td>\n",
       "        <td>Rob Maxey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0176073</td>\n",
       "        <td>Michael Constantine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0179173</td>\n",
       "        <td>John Corbett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0417724</td>\n",
       "        <td>Alexander Janko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0889522</td>\n",
       "        <td>Nia Vardalos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0959034</td>\n",
       "        <td>Joel Zwick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1158071</td>\n",
       "        <td>Chris Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1164392</td>\n",
       "        <td>Christina Eleusiniotis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000138</td>\n",
       "        <td>Leonardo DiCaprio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000640</td>\n",
       "        <td>Martin Sheen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000686</td>\n",
       "        <td>Christopher Walken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0007646</td>\n",
       "        <td>Frank Abagnale Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0622288</td>\n",
       "        <td>Jeff Nathanson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1127221</td>\n",
       "        <td>Stan Redding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001405</td>\n",
       "        <td>Janusz Kaminski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0055923</td>\n",
       "        <td>John Barnett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0232677</td>\n",
       "        <td>Noel Donnellon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0245653</td>\n",
       "        <td>Dale Dye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0426693</td>\n",
       "        <td>Joanna Johnston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1108044</td>\n",
       "        <td>David Castell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000113</td>\n",
       "        <td>Sandra Bullock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000139</td>\n",
       "        <td>Cameron Diaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000226</td>\n",
       "        <td>Will Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000552</td>\n",
       "        <td>Eddie Murphy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004937</td>\n",
       "        <td>Jamie Foxx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0354393</td>\n",
       "        <td>Fred Haise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0618680</td>\n",
       "        <td>Jeffrey Nachmanoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0842641</td>\n",
       "        <td>Jack Swigert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2037101</td>\n",
       "        <td>Lagniappe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001053</td>\n",
       "        <td>Ethan Coen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001054</td>\n",
       "        <td>Joel Coen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001756</td>\n",
       "        <td>Barry Sonnenfeld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005541</td>\n",
       "        <td>Marlon Wayans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0355659</td>\n",
       "        <td>Irma P. Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0414930</td>\n",
       "        <td>Tom Jacobson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0430742</td>\n",
       "        <td>Barry Josephson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0741740</td>\n",
       "        <td>William Rose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0799777</td>\n",
       "        <td>J.K. Simmons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005734</td>\n",
       "        <td>Conrad L. Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0021612</td>\n",
       "        <td>Kellie Allred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0103497</td>\n",
       "        <td>Joan Bradshaw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0185819</td>\n",
       "        <td>Daniel Craig</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0309357</td>\n",
       "        <td>Dennis Gassner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0355292</td>\n",
       "        <td>Allen Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0588166</td>\n",
       "        <td>Danny Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1271882</td>\n",
       "        <td>Sovonto Green</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1273714</td>\n",
       "        <td>Jimmy Hodson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005052</td>\n",
       "        <td>Michael Jeter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0178875</td>\n",
       "        <td>Chris Coppola</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0366667</td>\n",
       "        <td>Leslie Zemeckis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0854074</td>\n",
       "        <td>William Teitler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0885575</td>\n",
       "        <td>Chris Van Allsburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003512</td>\n",
       "        <td>Mark Putnam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0742147</td>\n",
       "        <td>Mitchell Rosenbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0777593</td>\n",
       "        <td>Jeffrey Schwarz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1076250</td>\n",
       "        <td>Jake Clennell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1112226</td>\n",
       "        <td>Chris Meagher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1141363</td>\n",
       "        <td>David A. Ford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000141</td>\n",
       "        <td>David Duchovny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001057</td>\n",
       "        <td>Toni Collette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006055</td>\n",
       "        <td>Randy Edelman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0053388</td>\n",
       "        <td>Gary Barber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0083696</td>\n",
       "        <td>Roger Birnbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0322802</td>\n",
       "        <td>Jonathan Glickman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0501185</td>\n",
       "        <td>Michael Lembeck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0818880</td>\n",
       "        <td>Stephen Spinella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000342</td>\n",
       "        <td>James Cromwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1044052</td>\n",
       "        <td>Constantine Nasr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1371552</td>\n",
       "        <td>Mark Nassief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2610455</td>\n",
       "        <td>Spunk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000146</td>\n",
       "        <td>Ralph Fiennes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000151</td>\n",
       "        <td>Morgan Freeman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000177</td>\n",
       "        <td>Kevin Kline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000190</td>\n",
       "        <td>Matthew McConaughey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000323</td>\n",
       "        <td>Michael Caine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001804</td>\n",
       "        <td>Stanley Tucci</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0097842</td>\n",
       "        <td>Philip Bosco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0183698</td>\n",
       "        <td>Katie Couric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1197217</td>\n",
       "        <td>Eric Foner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001876</td>\n",
       "        <td>Catherine Zeta-Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0315065</td>\n",
       "        <td>Sacha Gervasi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0531827</td>\n",
       "        <td>Laurie MacDonald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0564277</td>\n",
       "        <td>Chi McBride</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0629272</td>\n",
       "        <td>Andrew Niccol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0205613</td>\n",
       "        <td>Vic Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0312578</td>\n",
       "        <td>Michael A. Gemme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0390582</td>\n",
       "        <td>David Holladay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0440948</td>\n",
       "        <td>Jeremy Kasten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0905239</td>\n",
       "        <td>Steven Wacks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0994529</td>\n",
       "        <td>Thomas C. Grane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0709411</td>\n",
       "        <td>Mark Rance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1012434</td>\n",
       "        <td>Wilson the Volleyball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1057060</td>\n",
       "        <td>Steven Watts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1393901</td>\n",
       "        <td>Albert Ihde</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0100522</td>\n",
       "        <td>Laurent Bouzereau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0649223</td>\n",
       "        <td>Jeannine Oppewall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0681894</td>\n",
       "        <td>Jeff Pickett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0797007</td>\n",
       "        <td>Ron Siegel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000993</td>\n",
       "        <td>Carol Burnett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001240</td>\n",
       "        <td>Dennis Franz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0138770</td>\n",
       "        <td>Art Carney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0416673</td>\n",
       "        <td>Kevin James</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0443801</td>\n",
       "        <td>Jane Kean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0546791</td>\n",
       "        <td>Jeff Margolis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0972418</td>\n",
       "        <td>Jon Macks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1520041</td>\n",
       "        <td>Adam Harriman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000606</td>\n",
       "        <td>Jean Reno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001877</td>\n",
       "        <td>Hans Zimmer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005212</td>\n",
       "        <td>Ian McKellen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0130492</td>\n",
       "        <td>John Calley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0326040</td>\n",
       "        <td>Akiva Goldsman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0851582</td>\n",
       "        <td>Audrey Tautou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1467010</td>\n",
       "        <td>Dan Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0035060</td>\n",
       "        <td>Adam Arkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0090909</td>\n",
       "        <td>Tom Bodett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0122741</td>\n",
       "        <td>Ken Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0202966</td>\n",
       "        <td>Keith David</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0241957</td>\n",
       "        <td>Dayton Duncan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0263910</td>\n",
       "        <td>Erik Ewers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0568527</td>\n",
       "        <td>John McEuen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0600881</td>\n",
       "        <td>Allen Moore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000870</td>\n",
       "        <td>Kathy Bates</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0308376</td>\n",
       "        <td>Mick Garris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0487743</td>\n",
       "        <td>Jane Lapotaire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0689477</td>\n",
       "        <td>Jeremy Pollard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1126789</td>\n",
       "        <td>Warren Meneely</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1309093</td>\n",
       "        <td>David Stewart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1481293</td>\n",
       "        <td>Burt Hatlen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001573</td>\n",
       "        <td>Catherine O&#x27;Hara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001845</td>\n",
       "        <td>Forest Whitaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005069</td>\n",
       "        <td>Spike Jonze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0137811</td>\n",
       "        <td>John B. Carls</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0784124</td>\n",
       "        <td>Maurice Sendak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1101630</td>\n",
       "        <td>Dave Eggers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2504006</td>\n",
       "        <td>Max Records</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2589551</td>\n",
       "        <td>Pepita Emmerichs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0214526</td>\n",
       "        <td>Frank Deford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0233199</td>\n",
       "        <td>Jim Dooley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0513415</td>\n",
       "        <td>Joe Lipari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0534603</td>\n",
       "        <td>John Madden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0820918</td>\n",
       "        <td>Kenny Stabler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0841946</td>\n",
       "        <td>Tom Swartwout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1286460</td>\n",
       "        <td>Dan Klein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1504155</td>\n",
       "        <td>Mark Allan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1526226</td>\n",
       "        <td>Chuck Santana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000508</td>\n",
       "        <td>Carey Lowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0146903</td>\n",
       "        <td>Megan Cavanagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0253705</td>\n",
       "        <td>Christine Elise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0538655</td>\n",
       "        <td>Wendy Makkena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0573481</td>\n",
       "        <td>Sam McMurray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0625796</td>\n",
       "        <td>Tracy Nelson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0718021</td>\n",
       "        <td>Tracy Reiner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0777035</td>\n",
       "        <td>Richard Schwadel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1280397</td>\n",
       "        <td>Doug McIntyre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000155</td>\n",
       "        <td>Whoopi Goldberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001430</td>\n",
       "        <td>Jack Klugman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003411</td>\n",
       "        <td>Ronny Hallin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0256599</td>\n",
       "        <td>Linda Emond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0307316</td>\n",
       "        <td>Art Garfunkel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0403221</td>\n",
       "        <td>Jim Hunziker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1449209</td>\n",
       "        <td>John Ashbridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1534624</td>\n",
       "        <td>Chris Michon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0327072</td>\n",
       "        <td>Rick Gomez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400606</td>\n",
       "        <td>Frank John Hughes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0500896</td>\n",
       "        <td>David Leland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0587844</td>\n",
       "        <td>Robert Adam Miller II</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0817620</td>\n",
       "        <td>Richard Speight Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0864789</td>\n",
       "        <td>Tony To</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1557591</td>\n",
       "        <td>Joan Finn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1558511</td>\n",
       "        <td>Michael Cronin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003787</td>\n",
       "        <td>Bil Yoelin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0184719</td>\n",
       "        <td>Christopher G. Cowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0184729</td>\n",
       "        <td>Mark Cowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0186505</td>\n",
       "        <td>Bryan Cranston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0381318</td>\n",
       "        <td>Mark Herzog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0403914</td>\n",
       "        <td>Andrew Husmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0624201</td>\n",
       "        <td>Blake Neely</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0680782</td>\n",
       "        <td>Sean MacLeod Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0111232</td>\n",
       "        <td>Tom Brokaw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0186164</td>\n",
       "        <td>Josh Cramer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0711807</td>\n",
       "        <td>George Ratliff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3056841</td>\n",
       "        <td>Ryan E. Kelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001111</td>\n",
       "        <td>Jeremy Davies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004874</td>\n",
       "        <td>Vin Diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1297417</td>\n",
       "        <td>Michael Osment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0956376</td>\n",
       "        <td>Laura Zigman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000115</td>\n",
       "        <td>Nicolas Cage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000210</td>\n",
       "        <td>Julia Roberts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002201</td>\n",
       "        <td>John Debney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0204884</td>\n",
       "        <td>John A. Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0316079</td>\n",
       "        <td>Paul Giamatti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0593838</td>\n",
       "        <td>Ken Mitchroney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1752042</td>\n",
       "        <td>John Nickle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0377106</td>\n",
       "        <td>Barry Shabaka Henley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0449848</td>\n",
       "        <td>Bill Kerrigan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0971908</td>\n",
       "        <td>Doug Jacobson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1749092</td>\n",
       "        <td>Hope Manna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000201</td>\n",
       "        <td>Michelle Pfeiffer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0368827</td>\n",
       "        <td>Brad Hatfield</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1175705</td>\n",
       "        <td>Dean H. Huh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1713212</td>\n",
       "        <td>Tony Bennis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001022</td>\n",
       "        <td>Dana Carvey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004779</td>\n",
       "        <td>Garth Brooks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0112944</td>\n",
       "        <td>A. Whitney Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0565063</td>\n",
       "        <td>Beth McCarthy-Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0589106</td>\n",
       "        <td>Paul Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0794727</td>\n",
       "        <td>Michael Shoemaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0933259</td>\n",
       "        <td>Dave Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1771386</td>\n",
       "        <td>Michael Bosze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2003117</td>\n",
       "        <td>Joe Bonanno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000885</td>\n",
       "        <td>Ned Beatty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0026565</td>\n",
       "        <td>Darla K. Anderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1578335</td>\n",
       "        <td>Michael Arndt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0604884</td>\n",
       "        <td>Mary Morgan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001551</td>\n",
       "        <td>Alanis Morissette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0089050</td>\n",
       "        <td>Brian Blondell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0254862</td>\n",
       "        <td>Greg Ellis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0390657</td>\n",
       "        <td>Dean Holland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0742773</td>\n",
       "        <td>Jeff Rosenthal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0792653</td>\n",
       "        <td>Tom Sherren</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0825517</td>\n",
       "        <td>Johanna Stein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1073931</td>\n",
       "        <td>James Grace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1453692</td>\n",
       "        <td>Jason Summers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1534664</td>\n",
       "        <td>Steve Svendsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0568273</td>\n",
       "        <td>Alex McDowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000518</td>\n",
       "        <td>John Malkovich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003152</td>\n",
       "        <td>Sean McGinly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004583</td>\n",
       "        <td>Gary Frutkoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004988</td>\n",
       "        <td>Colin Hanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0450005</td>\n",
       "        <td>Myron Kerstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1289434</td>\n",
       "        <td>Emily Blunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000450</td>\n",
       "        <td>Philip Seymour Hoffman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001566</td>\n",
       "        <td>Mike Nichols</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006133</td>\n",
       "        <td>James Newton Howard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0010736</td>\n",
       "        <td>Amy Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0815070</td>\n",
       "        <td>Aaron Sorkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1985741</td>\n",
       "        <td>George Crile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004994</td>\n",
       "        <td>Emmylou Harris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0381245</td>\n",
       "        <td>Ilona Herzberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0445140</td>\n",
       "        <td>Andy Keir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0445209</td>\n",
       "        <td>Ben Keith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0475578</td>\n",
       "        <td>Ellen Kuras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0949918</td>\n",
       "        <td>Neil Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0953115</td>\n",
       "        <td>Michael Zansky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1316296</td>\n",
       "        <td>Pegi Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0356017</td>\n",
       "        <td>Rebecca Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0365208</td>\n",
       "        <td>Pippa Harris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0390141</td>\n",
       "        <td>David Nicholls</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0564215</td>\n",
       "        <td>James McAvoy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0891114</td>\n",
       "        <td>Tom Vaughan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1382417</td>\n",
       "        <td>Joseph Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1404408</td>\n",
       "        <td>Alice Eve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001884</td>\n",
       "        <td>Max von Sydow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006035</td>\n",
       "        <td>Alexandre Desplat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0197636</td>\n",
       "        <td>Stephen Daldry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0579580</td>\n",
       "        <td>Chris Menges</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0748784</td>\n",
       "        <td>Scott Rudin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1583636</td>\n",
       "        <td>Jonathan Safran Foer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4223385</td>\n",
       "        <td>Thomas Horn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000154</td>\n",
       "        <td>Mel Gibson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0111649</td>\n",
       "        <td>Michael Brook</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0905581</td>\n",
       "        <td>Thaddeus Wadleigh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1042563</td>\n",
       "        <td>Chris A. Peterson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1654810</td>\n",
       "        <td>Reverend Gadget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1768677</td>\n",
       "        <td>Michael Kovalenko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2071216</td>\n",
       "        <td>Chris Paine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2100637</td>\n",
       "        <td>Jessie Deeter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004785</td>\n",
       "        <td>Delta Burke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004887</td>\n",
       "        <td>Nora Dunn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0101337</td>\n",
       "        <td>John Bowman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0199948</td>\n",
       "        <td>Greg Daniels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0205569</td>\n",
       "        <td>Tom Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0235999</td>\n",
       "        <td>James Downey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0802479</td>\n",
       "        <td>Anni Sinnemäki</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1431672</td>\n",
       "        <td>Niina Herala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1450609</td>\n",
       "        <td>Jarkko Martikainen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1504924</td>\n",
       "        <td>Sengi Lukangu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1507815</td>\n",
       "        <td>Christian Forss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1620939</td>\n",
       "        <td>Sipe Santapukki</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1787360</td>\n",
       "        <td>Milla Alftan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0511793</td>\n",
       "        <td>Stefan Lindfors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0901911</td>\n",
       "        <td>Peter von Bagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1404447</td>\n",
       "        <td>Hanna Kinnunen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1438080</td>\n",
       "        <td>André Wickström</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1505161</td>\n",
       "        <td>Antti Tuisku</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1505937</td>\n",
       "        <td>Elastinen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1190394</td>\n",
       "        <td>Vernon Moore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1993725</td>\n",
       "        <td>Max Polley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3332619</td>\n",
       "        <td>Gregory Barbera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002015</td>\n",
       "        <td>Phil Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0039629</td>\n",
       "        <td>Michael Aspel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0853490</td>\n",
       "        <td>Kiri Te Kanawa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000657</td>\n",
       "        <td>David Strathairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2323416</td>\n",
       "        <td>Andy Berg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0291449</td>\n",
       "        <td>Jeff Franklin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0366549</td>\n",
       "        <td>Terry Hart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0140284</td>\n",
       "        <td>Jack Carrerow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0150309</td>\n",
       "        <td>David Chambers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0870533</td>\n",
       "        <td>John Tracy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0315386</td>\n",
       "        <td>Howard Gewirtz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0533414</td>\n",
       "        <td>Will Mackenzie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0695147</td>\n",
       "        <td>Ian Praiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0284262</td>\n",
       "        <td>Dan Foliart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0669068</td>\n",
       "        <td>Howard Pearl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0885626</td>\n",
       "        <td>Don Van Atta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0272206</td>\n",
       "        <td>Bruce Ferber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0503601</td>\n",
       "        <td>David Lerner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0728125</td>\n",
       "        <td>Leonard Ripps</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0100681</td>\n",
       "        <td>John Bowab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0448946</td>\n",
       "        <td>Herbert Kenwith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0761349</td>\n",
       "        <td>Kelly Sandefur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0871541</td>\n",
       "        <td>Tom Trbovich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0798800</td>\n",
       "        <td>Stu Silver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0588375</td>\n",
       "        <td>Gary H. Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0308194</td>\n",
       "        <td>Roger Garrett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0429902</td>\n",
       "        <td>Darren Jordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0931697</td>\n",
       "        <td>Sian Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1093815</td>\n",
       "        <td>Alan Ball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1556608</td>\n",
       "        <td>Matthew Pinsent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0170306</td>\n",
       "        <td>Stephen Colbert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0238774</td>\n",
       "        <td>Eric Drysdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0829537</td>\n",
       "        <td>Jon Stewart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1337210</td>\n",
       "        <td>Chuck O&#x27;Neil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1393159</td>\n",
       "        <td>Rich Blomquist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1440024</td>\n",
       "        <td>Steve Bodow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1618214</td>\n",
       "        <td>Tim Carvell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4015005</td>\n",
       "        <td>Dan Furano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4015845</td>\n",
       "        <td>Joyce Furano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0037434</td>\n",
       "        <td>José Arroyo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0271017</td>\n",
       "        <td>David Feldman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0271139</td>\n",
       "        <td>Eddie Feldmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0471378</td>\n",
       "        <td>Leah Krinsky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0588222</td>\n",
       "        <td>Dennis Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0657204</td>\n",
       "        <td>Debbie Palacio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0918958</td>\n",
       "        <td>David Weiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1064180</td>\n",
       "        <td>Jim Hanna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001445</td>\n",
       "        <td>Martin Landau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0926235</td>\n",
       "        <td>James Whitmore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000188</td>\n",
       "        <td>Steve Martin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000510</td>\n",
       "        <td>Andie MacDowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000597</td>\n",
       "        <td>Bill Pullman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001661</td>\n",
       "        <td>Rob Reiner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000262</td>\n",
       "        <td>Nancy Allen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000553</td>\n",
       "        <td>Liam Neeson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000739</td>\n",
       "        <td>Debbie Allen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001426</td>\n",
       "        <td>Ben Kingsley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001702</td>\n",
       "        <td>Roy Scheider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001122</td>\n",
       "        <td>Ellen DeGeneres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005461</td>\n",
       "        <td>Gwen Stefani</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0036587</td>\n",
       "        <td>Norman Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0050198</td>\n",
       "        <td>Alison Balian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1202084</td>\n",
       "        <td>Jason Brandt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1943622</td>\n",
       "        <td>Karen Anderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2016558</td>\n",
       "        <td>Bradford Brillowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2661032</td>\n",
       "        <td>Vikki Ann Ernst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3599794</td>\n",
       "        <td>Dean Landon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0897668</td>\n",
       "        <td>Rosa Villacastín</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1413024</td>\n",
       "        <td>Ana Rosa Quintana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1923355</td>\n",
       "        <td>Isabel Preysler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2416272</td>\n",
       "        <td>Jordi Tarrés</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000445</td>\n",
       "        <td>Dan Hedaya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001339</td>\n",
       "        <td>Marg Helgenberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0151452</td>\n",
       "        <td>Raymond Chandler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0233386</td>\n",
       "        <td>Lindsay Doran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0326512</td>\n",
       "        <td>Steve Golin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0394564</td>\n",
       "        <td>William Horberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0456124</td>\n",
       "        <td>Bruno Kirby</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0689237</td>\n",
       "        <td>Jon Polito</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2057149</td>\n",
       "        <td>C. Gaby Mitchell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0250084</td>\n",
       "        <td>Jeff Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0539778</td>\n",
       "        <td>Marlise Malkames</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1185185</td>\n",
       "        <td>Søren Høy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0971081</td>\n",
       "        <td>Brian McFadden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1672964</td>\n",
       "        <td>Dominic Tolfts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3593089</td>\n",
       "        <td>Anna Scott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4188513</td>\n",
       "        <td>Suzie Norton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6175030</td>\n",
       "        <td>Rav Vadgama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2493474</td>\n",
       "        <td>Joan Bradshaw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000882</td>\n",
       "        <td>Nathalie Baye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004950</td>\n",
       "        <td>Jennifer Garner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0733099</td>\n",
       "        <td>Skip Robinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000179</td>\n",
       "        <td>Jude Law</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0274668</td>\n",
       "        <td>Aleshka Ferrero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0526019</td>\n",
       "        <td>Diego Luna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002522</td>\n",
       "        <td>Jonathan Buss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0054386</td>\n",
       "        <td>Brian Barefoot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0178071</td>\n",
       "        <td>Grady Cooper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2564775</td>\n",
       "        <td>Holly Millea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0333261</td>\n",
       "        <td>Jörg Grabosch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0594152</td>\n",
       "        <td>Michael Mittermeier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0772969</td>\n",
       "        <td>Harald Schmidt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0921412</td>\n",
       "        <td>Ina Werner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0955073</td>\n",
       "        <td>Helmut Zerlett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1171541</td>\n",
       "        <td>Adelheid Asenbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4996357</td>\n",
       "        <td>Julian Caine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0447282</td>\n",
       "        <td>Elizabeth Kemp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0513851</td>\n",
       "        <td>James Lipton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0671957</td>\n",
       "        <td>Arthur Penn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002032</td>\n",
       "        <td>Roger Daltrey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005277</td>\n",
       "        <td>Conan O&#x27;Brien</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0016437</td>\n",
       "        <td>Chris Albers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0073688</td>\n",
       "        <td>Alec Berg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085116</td>\n",
       "        <td>Tommy Blacha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0224366</td>\n",
       "        <td>Janine Ditullio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0687390</td>\n",
       "        <td>Liz Plonka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0725200</td>\n",
       "        <td>Andy Richter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1863400</td>\n",
       "        <td>Ellie Barancik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088550</td>\n",
       "        <td>Andy Blitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0601844</td>\n",
       "        <td>Sam Moore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0858589</td>\n",
       "        <td>Carla Thomas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1016317</td>\n",
       "        <td>Kevin Dorff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1097698</td>\n",
       "        <td>Allan Kartun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001468</td>\n",
       "        <td>David Letterman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0169694</td>\n",
       "        <td>Randy Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0192847</td>\n",
       "        <td>Kevin Curran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0254402</td>\n",
       "        <td>Chris Elliott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0336226</td>\n",
       "        <td>Fred Graver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0348668</td>\n",
       "        <td>Hal Gurnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0544144</td>\n",
       "        <td>Mickey Mantle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0920825</td>\n",
       "        <td>Bill Wendell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1447614</td>\n",
       "        <td>Sandy Frank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0606366</td>\n",
       "        <td>Arnold Morris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0122427</td>\n",
       "        <td>Rob Burnett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0354863</td>\n",
       "        <td>Boyd Hale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0597940</td>\n",
       "        <td>Eddie Money</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0065637</td>\n",
       "        <td>Jon Beckerman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0142620</td>\n",
       "        <td>Donick Cary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0787238</td>\n",
       "        <td>Paul Shaffer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0996101</td>\n",
       "        <td>Jill Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1096215</td>\n",
       "        <td>Tony De Sena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0272324</td>\n",
       "        <td>Spike Feresten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0687506</td>\n",
       "        <td>Joan Plowright</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1795218</td>\n",
       "        <td>Dean Dinning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6170930</td>\n",
       "        <td>Edwin Rose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0008589</td>\n",
       "        <td>Gabe Abelson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0057398</td>\n",
       "        <td>Michael Barrie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0063215</td>\n",
       "        <td>Carter Bays</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0284159</td>\n",
       "        <td>Jerry Foley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0420081</td>\n",
       "        <td>Rupert Jee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0253991</td>\n",
       "        <td>Lee H. Ellenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0338009</td>\n",
       "        <td>Jonathan Green</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0588362</td>\n",
       "        <td>Gabe Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1697806</td>\n",
       "        <td>N.E.R.D.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1722340</td>\n",
       "        <td>Joe Grossman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001769</td>\n",
       "        <td>Howard Stern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0611848</td>\n",
       "        <td>Jim Mulholland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1669351</td>\n",
       "        <td>Matt Roberts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005310</td>\n",
       "        <td>Regis Philbin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0749389</td>\n",
       "        <td>Nina Ruge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0646871</td>\n",
       "        <td>Jamie Oliver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1213145</td>\n",
       "        <td>Chad Hugo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1214289</td>\n",
       "        <td>Pharrell Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0780499</td>\n",
       "        <td>Seal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001737</td>\n",
       "        <td>Martin Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005105</td>\n",
       "        <td>Jane Krakowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0042524</td>\n",
       "        <td>Steve Austin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0051469</td>\n",
       "        <td>Maria Bamford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0087071</td>\n",
       "        <td>John Blanchard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0134968</td>\n",
       "        <td>Blaine Capatch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0240930</td>\n",
       "        <td>Michael Dugan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0280901</td>\n",
       "        <td>Paul Flaherty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1263023</td>\n",
       "        <td>Doug Abeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1042702</td>\n",
       "        <td>Peter Cocks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1661916</td>\n",
       "        <td>Nadia Almada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0487398</td>\n",
       "        <td>São José Lapa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0635736</td>\n",
       "        <td>Mónica Noronha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0685142</td>\n",
       "        <td>Paulo Pires</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0867081</td>\n",
       "        <td>Manuel Tomás</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1542808</td>\n",
       "        <td>Marco Paulo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1853974</td>\n",
       "        <td>Miguel Monteiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2060266</td>\n",
       "        <td>Felipa Garnel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2572515</td>\n",
       "        <td>Gonzo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2934464</td>\n",
       "        <td>Miguel Duck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000495</td>\n",
       "        <td>Téa Leoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088269</td>\n",
       "        <td>Jack Blessing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0461091</td>\n",
       "        <td>Summer Knight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0504297</td>\n",
       "        <td>Michael Lessac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0672103</td>\n",
       "        <td>Jonathan Penner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0752407</td>\n",
       "        <td>Amy Ryan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0972395</td>\n",
       "        <td>Rob Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000569</td>\n",
       "        <td>Gwyneth Paltrow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000702</td>\n",
       "        <td>Reese Witherspoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001856</td>\n",
       "        <td>Oprah Winfrey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2033200</td>\n",
       "        <td>Neil Coleman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3746127</td>\n",
       "        <td>Matthew Richard Harris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000309</td>\n",
       "        <td>David Bowie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0662858</td>\n",
       "        <td>Michael Parkinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004949</td>\n",
       "        <td>Troy Garity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001123</td>\n",
       "        <td>Dom DeLuise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005268</td>\n",
       "        <td>Willie Nelson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005280</td>\n",
       "        <td>Rosie O&#x27;Donnell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0129828</td>\n",
       "        <td>Anthony Caleca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0625262</td>\n",
       "        <td>Corin Nelson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0111315</td>\n",
       "        <td>Valri Bromfield</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0909763</td>\n",
       "        <td>Mary Walsh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0216466</td>\n",
       "        <td>Lea DeLaria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0235185</td>\n",
       "        <td>Mike Douglas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001764</td>\n",
       "        <td>John Stamos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005433</td>\n",
       "        <td>Jessica Simpson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0130520</td>\n",
       "        <td>Damian Callinan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0255780</td>\n",
       "        <td>Ben Elton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0335322</td>\n",
       "        <td>Corinne Grant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0375429</td>\n",
       "        <td>Peter Helliar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0573172</td>\n",
       "        <td>Rove McManus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1185612</td>\n",
       "        <td>Bruce Mansfield</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1206855</td>\n",
       "        <td>Delta Goodrem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1686110</td>\n",
       "        <td>Courtney Murphy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000599</td>\n",
       "        <td>Kathleen Quinlan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001633</td>\n",
       "        <td>Annie Potts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001728</td>\n",
       "        <td>Wallace Shawn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001852</td>\n",
       "        <td>Treat Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0012155</td>\n",
       "        <td>Gilbert Adler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0272471</td>\n",
       "        <td>Jay Ferguson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0301362</td>\n",
       "        <td>William M. Gaines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0502954</td>\n",
       "        <td>John R. Leonetti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9763733</td>\n",
       "        <td>Steven Dodd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0011119</td>\n",
       "        <td>Kaye Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0028171</td>\n",
       "        <td>Peter Andre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0429809</td>\n",
       "        <td>Katie Price</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1694653</td>\n",
       "        <td>Tris Payne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1756606</td>\n",
       "        <td>Debra Davidson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000182</td>\n",
       "        <td>Jennifer Lopez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000255</td>\n",
       "        <td>Ben Affleck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001401</td>\n",
       "        <td>Angelina Jolie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005092</td>\n",
       "        <td>Larry King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0007033</td>\n",
       "        <td>Harvey Silver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0159776</td>\n",
       "        <td>Erika Christensen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0257343</td>\n",
       "        <td>Shawn Ora Engemann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0752398</td>\n",
       "        <td>John Ryan Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0702732</td>\n",
       "        <td>Federico S. Quadrani</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2465560</td>\n",
       "        <td>Dennis Degan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2562305</td>\n",
       "        <td>Russell McCarroll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2830020</td>\n",
       "        <td>Eric Ortner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000973</td>\n",
       "        <td>Benjamin Bratt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1701077</td>\n",
       "        <td>Danica Patrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001992</td>\n",
       "        <td>Johnny Carson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0329085</td>\n",
       "        <td>Hal Goodman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0573012</td>\n",
       "        <td>Ed McMahon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0611852</td>\n",
       "        <td>Kevin Mulholland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0628400</td>\n",
       "        <td>Tommy Newsom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1034110</td>\n",
       "        <td>Larry Klein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1096627</td>\n",
       "        <td>Tom Finnigan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0067965</td>\n",
       "        <td>Gary Belkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0786341</td>\n",
       "        <td>Doc Severinsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0629456</td>\n",
       "        <td>Andrew Nicholls</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0807482</td>\n",
       "        <td>Bob Dolan Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004903</td>\n",
       "        <td>Kevin Eubanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004985</td>\n",
       "        <td>Edd Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005143</td>\n",
       "        <td>Jay Leno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0113512</td>\n",
       "        <td>Ellen Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1138901</td>\n",
       "        <td>Jack Coen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1216938</td>\n",
       "        <td>Kal Clarke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1563049</td>\n",
       "        <td>Mike Colasuonno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3433314</td>\n",
       "        <td>Brad Dickson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000424</td>\n",
       "        <td>Hugh Grant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000919</td>\n",
       "        <td>Senta Berger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004694</td>\n",
       "        <td>Christina Aguilera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0092044</td>\n",
       "        <td>Dieter Bohlen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0195974</td>\n",
       "        <td>Thomas D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0255739</td>\n",
       "        <td>Frank Elstner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0332052</td>\n",
       "        <td>Thomas Gottschalk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0777594</td>\n",
       "        <td>Jessica Schwarz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0235796</td>\n",
       "        <td>Richard Dowlearn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400526</td>\n",
       "        <td>Dana Hughes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0408017</td>\n",
       "        <td>Grant Imahara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0767234</td>\n",
       "        <td>Adam Savage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1125271</td>\n",
       "        <td>Tory Belleci</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1367178</td>\n",
       "        <td>Jamie Hyneman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1671108</td>\n",
       "        <td>Kari Byron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1735761</td>\n",
       "        <td>Tim Alewood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2551623</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000886</td>\n",
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       "    <tr>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0380454</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "    <tr>\n",
       "        <td>nm0407029</td>\n",
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       "    <tr>\n",
       "        <td>nm0551397</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "        <td>nm1328630</td>\n",
       "        <td>Dan Cronin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2087924</td>\n",
       "        <td>Stephen D&#x27;Angelo</td>\n",
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       "    <tr>\n",
       "        <td>nm0000443</td>\n",
       "        <td>Goldie Hawn</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>Jennifer Fitzpatrick</td>\n",
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       "    <tr>\n",
       "        <td>nm0746276</td>\n",
       "        <td>Glen Roven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0996024</td>\n",
       "        <td>Bill Scheft</td>\n",
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       "    <tr>\n",
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       "        <td>Tom McPhillips</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "        <td>nm0000547</td>\n",
       "        <td>Alfred Molina</td>\n",
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       "    <tr>\n",
       "        <td>nm0001036</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>Alejandra Navas</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "        <td>nm0577579</td>\n",
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       "    <tr>\n",
       "        <td>nm1337895</td>\n",
       "        <td>Joe Medeiros</td>\n",
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       "    <tr>\n",
       "        <td>nm1033162</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "        <td>nm0000191</td>\n",
       "        <td>Ewan McGregor</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>David Koepp</td>\n",
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       "    <tr>\n",
       "        <td>nm0957909</td>\n",
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       "    <tr>\n",
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       "        <td>Judy Finnigan</td>\n",
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       "    <tr>\n",
       "        <td>nm0534779</td>\n",
       "        <td>Richard Madeley</td>\n",
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       "    <tr>\n",
       "        <td>nm0000159</td>\n",
       "        <td>Teri Hatcher</td>\n",
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       "    <tr>\n",
       "        <td>nm0000379</td>\n",
       "        <td>Kirsten Dunst</td>\n",
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       "    <tr>\n",
       "        <td>nm0005031</td>\n",
       "        <td>Felicity Huffman</td>\n",
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       "    <tr>\n",
       "        <td>nm0189220</td>\n",
       "        <td>Marcia Cross</td>\n",
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       "    <tr>\n",
       "        <td>nm0000128</td>\n",
       "        <td>Russell Crowe</td>\n",
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       "    <tr>\n",
       "        <td>nm0000136</td>\n",
       "        <td>Johnny Depp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000288</td>\n",
       "        <td>Christian Bale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001254</td>\n",
       "        <td>James Gandolfini</td>\n",
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       "    <tr>\n",
       "        <td>nm0036349</td>\n",
       "        <td>Andrea Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0165101</td>\n",
       "        <td>Patricia Clarkson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0225483</td>\n",
       "        <td>Kate Dickie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0743552</td>\n",
       "        <td>Jonathan Ross</td>\n",
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       "    <tr>\n",
       "        <td>nm3448297</td>\n",
       "        <td>Bex Palmer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000241</td>\n",
       "        <td>Jean-Claude Van Damme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0915375</td>\n",
       "        <td>Ruby Wax</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000132</td>\n",
       "        <td>Claire Danes</td>\n",
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       "    <tr>\n",
       "        <td>nm0057970</td>\n",
       "        <td>Dave Barry</td>\n",
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       "    <tr>\n",
       "        <td>nm0103175</td>\n",
       "        <td>Christine Clark Bradley</td>\n",
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       "    <tr>\n",
       "        <td>nm0202970</td>\n",
       "        <td>Larry David</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0436755</td>\n",
       "        <td>Peter Kaminsky</td>\n",
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       "    <tr>\n",
       "        <td>nm0446975</td>\n",
       "        <td>Allen Kelman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1048899</td>\n",
       "        <td>Bob Kaminsky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2454542</td>\n",
       "        <td>Cappy McGarr</td>\n",
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       "    <tr>\n",
       "        <td>nm2473049</td>\n",
       "        <td>Robert C. Pullen</td>\n",
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       "    <tr>\n",
       "        <td>nm0000142</td>\n",
       "        <td>Clint Eastwood</td>\n",
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       "    <tr>\n",
       "        <td>nm0000545</td>\n",
       "        <td>Helen Mirren</td>\n",
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       "    <tr>\n",
       "        <td>nm0056187</td>\n",
       "        <td>Sacha Baron Cohen</td>\n",
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       "    <tr>\n",
       "        <td>nm0471036</td>\n",
       "        <td>Kristin Kreuk</td>\n",
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       "    <tr>\n",
       "        <td>nm0491402</td>\n",
       "        <td>Hugh Laurie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0592993</td>\n",
       "        <td>Jimi Mistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1505251</td>\n",
       "        <td>Nazanin Afshin-Jam</td>\n",
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       "    <tr>\n",
       "        <td>nm2501097</td>\n",
       "        <td>David Emerson</td>\n",
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       "    <tr>\n",
       "        <td>nm0001131</td>\n",
       "        <td>Patrick Dempsey</td>\n",
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       "    <tr>\n",
       "        <td>nm0028870</td>\n",
       "        <td>Thea Andrews</td>\n",
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       "    <tr>\n",
       "        <td>nm0251041</td>\n",
       "        <td>Michael Egizi</td>\n",
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       "    <tr>\n",
       "        <td>nm0558652</td>\n",
       "        <td>Jeff Mathews</td>\n",
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       "    <tr>\n",
       "        <td>nm1139759</td>\n",
       "        <td>Michael B. Klein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1284039</td>\n",
       "        <td>John Pattyson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1635586</td>\n",
       "        <td>Dennis Coleman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2040932</td>\n",
       "        <td>Scott Elrod</td>\n",
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       "    <tr>\n",
       "        <td>nm5812920</td>\n",
       "        <td>Omar Mosquera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000129</td>\n",
       "        <td>Tom Cruise</td>\n",
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       "    <tr>\n",
       "        <td>nm0000438</td>\n",
       "        <td>Ed Harris</td>\n",
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       "    <tr>\n",
       "        <td>nm0318527</td>\n",
       "        <td>Jack Gilford</td>\n",
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       "    <tr>\n",
       "        <td>nm0341431</td>\n",
       "        <td>Andy Griffith</td>\n",
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       "    <tr>\n",
       "        <td>nm0397171</td>\n",
       "        <td>Bryce Dallas Howard</td>\n",
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       "    <tr>\n",
       "        <td>nm0397194</td>\n",
       "        <td>Cheryl Howard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000195</td>\n",
       "        <td>Bill Murray</td>\n",
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       "    <tr>\n",
       "        <td>nm0003031</td>\n",
       "        <td>Caroline Thompson</td>\n",
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       "    <tr>\n",
       "        <td>nm0429363</td>\n",
       "        <td>Toby Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0752379</td>\n",
       "        <td>David Ryall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0788737</td>\n",
       "        <td>Steve Shareshian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1481493</td>\n",
       "        <td>Gil Kenan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1519680</td>\n",
       "        <td>Saoirse Ronan</td>\n",
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       "    <tr>\n",
       "        <td>nm2558309</td>\n",
       "        <td>Jeanne Duprau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000140</td>\n",
       "        <td>Michael Douglas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000414</td>\n",
       "        <td>Teri Garr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000432</td>\n",
       "        <td>Gene Hackman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0605022</td>\n",
       "        <td>Scott B. Morgan</td>\n",
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       "    <tr>\n",
       "        <td>nm0299368</td>\n",
       "        <td>Paul Fussell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0409336</td>\n",
       "        <td>Daniel Inouye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2773459</td>\n",
       "        <td>Rebecca Holtz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2789463</td>\n",
       "        <td>Sam Hynes</td>\n",
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       "    <tr>\n",
       "        <td>nm2792478</td>\n",
       "        <td>Quentin Aanenson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2821918</td>\n",
       "        <td>Katharine Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "        <td>Sascha Weinzheimer</td>\n",
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       "    <tr>\n",
       "        <td>nm4982826</td>\n",
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       "    <tr>\n",
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       "        <td>Gail Berman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0525303</td>\n",
       "        <td>Baz Luhrmann</td>\n",
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       "    <tr>\n",
       "        <td>nm0552039</td>\n",
       "        <td>Catherine Martin</td>\n",
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       "    <tr>\n",
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       "        <td>Patrick McCormick</td>\n",
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       "    <tr>\n",
       "        <td>nm0668902</td>\n",
       "        <td>Craig Pearce</td>\n",
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       "    <tr>\n",
       "        <td>nm2581521</td>\n",
       "        <td>Austin Butler</td>\n",
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       "    <tr>\n",
       "        <td>nm5150018</td>\n",
       "        <td>Sam Bromell</td>\n",
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       "    <tr>\n",
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       "        <td>Jeff Wurtz</td>\n",
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       "    <tr>\n",
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       "        <td>Sabrina Fodor</td>\n",
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       "    <tr>\n",
       "        <td>nm2792581</td>\n",
       "        <td>Jeffrey Burns</td>\n",
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       "    <tr>\n",
       "        <td>nm0665889</td>\n",
       "        <td>Liz Patrick</td>\n",
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       "    <tr>\n",
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       "        <td>Milo Ventimiglia</td>\n",
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       "    <tr>\n",
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       "        <td>Kevin Leman</td>\n",
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       "    <tr>\n",
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       "        <td>Suzanne Luna</td>\n",
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       "    <tr>\n",
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       "        <td>Jamie Brunton</td>\n",
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       "    <tr>\n",
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       "        <td>Bente Engelstoft</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>Al Roker</td>\n",
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       "    <tr>\n",
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       "        <td>Natalie Morales</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>Hoda Kotb</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "        <td>Savannah Guthrie</td>\n",
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       "    <tr>\n",
       "        <td>nm4411797</td>\n",
       "        <td>Craig Melvin</td>\n",
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       "    <tr>\n",
       "        <td>nm0000215</td>\n",
       "        <td>Susan Sarandon</td>\n",
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       "    <tr>\n",
       "        <td>nm0001520</td>\n",
       "        <td>Christopher McDonald</td>\n",
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       "    <tr>\n",
       "        <td>nm0575136</td>\n",
       "        <td>Joseph Mealey</td>\n",
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       "    <tr>\n",
       "        <td>nm1951718</td>\n",
       "        <td>Christopher Cassel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000098</td>\n",
       "        <td>Jennifer Aniston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0640669</td>\n",
       "        <td>Nancy O&#x27;Dell</td>\n",
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       "    <tr>\n",
       "        <td>nm1035396</td>\n",
       "        <td>Kevin Frazier</td>\n",
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       "    <tr>\n",
       "        <td>nm1165110</td>\n",
       "        <td>Chris Hemsworth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1741022</td>\n",
       "        <td>Brooke Anderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1817908</td>\n",
       "        <td>Nischelle Turner</td>\n",
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       "    <tr>\n",
       "        <td>nm2521370</td>\n",
       "        <td>Keltie Knight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2526306</td>\n",
       "        <td>Audrina Patridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000216</td>\n",
       "        <td>Arnold Schwarzenegger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005425</td>\n",
       "        <td>Maria Shriver</td>\n",
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       "    <tr>\n",
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       "        <td>Britney Spears</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0558950</td>\n",
       "        <td>Cameron Mathison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0695435</td>\n",
       "        <td>Chris Pratt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4083495</td>\n",
       "        <td>Katherine Schwarzenegger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0350453</td>\n",
       "        <td>Jake Gyllenhaal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0636218</td>\n",
       "        <td>Graham Norton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4043618</td>\n",
       "        <td>Tom Holland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7055582</td>\n",
       "        <td>Stormzy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0453994</td>\n",
       "        <td>Jimmy Kimmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0781899</td>\n",
       "        <td>Pamela Adlon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2452107</td>\n",
       "        <td>Jesse Joyce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2807724</td>\n",
       "        <td>Danny Ricker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3652045</td>\n",
       "        <td>Koffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7233717</td>\n",
       "        <td>Cleto and the Cletones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0530249</td>\n",
       "        <td>Mario Lopez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1001755</td>\n",
       "        <td>Tanika Ray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10055927</td>\n",
       "        <td>Matthew Newman Dunne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1235963</td>\n",
       "        <td>Sean Olson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1340768</td>\n",
       "        <td>Miranda Lambert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2818727</td>\n",
       "        <td>Renee Bargh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2923257</td>\n",
       "        <td>A.J. Calloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2395946</td>\n",
       "        <td>Robert Ham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4305817</td>\n",
       "        <td>Mike Dowling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0355024</td>\n",
       "        <td>Tony Hale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0376716</td>\n",
       "        <td>Christina Hendricks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0630923</td>\n",
       "        <td>Mark Nielsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10759738</td>\n",
       "        <td>Dante Walton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1221047</td>\n",
       "        <td>Keegan-Michael Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1869577</td>\n",
       "        <td>Pritan Ambroase</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2155757</td>\n",
       "        <td>Josh Cooley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000124</td>\n",
       "        <td>Jennifer Connelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001073</td>\n",
       "        <td>Courteney Cox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10354808</td>\n",
       "        <td>Hannah Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1047343</td>\n",
       "        <td>Chris Harrison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0173101</td>\n",
       "        <td>Fernando Colomo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10869332</td>\n",
       "        <td>Guillermo Balmori</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3164429</td>\n",
       "        <td>Fernando Menchero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3298632</td>\n",
       "        <td>Gerardo Sánchez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3673803</td>\n",
       "        <td>Víctor Matellano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4274083</td>\n",
       "        <td>Elena S. Sánchez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6348681</td>\n",
       "        <td>Roberto Bueso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9249461</td>\n",
       "        <td>Chema Marín</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001872</td>\n",
       "        <td>Steve Zahn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0703925</td>\n",
       "        <td>Martha Quinn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0090386</td>\n",
       "        <td>James Bobin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0093560</td>\n",
       "        <td>Mark Bomback</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1709435</td>\n",
       "        <td>Merideth Finn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2788226</td>\n",
       "        <td>Ben Macintyre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000123</td>\n",
       "        <td>George Clooney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000152</td>\n",
       "        <td>Richard Gere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001315</td>\n",
       "        <td>Marcia Gay Harden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0218752</td>\n",
       "        <td>Michael Dempsey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0281299</td>\n",
       "        <td>Paul Flattery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0928329</td>\n",
       "        <td>David Wild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1068924</td>\n",
       "        <td>Irene Crinita</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1160435</td>\n",
       "        <td>Mark Stepp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000145</td>\n",
       "        <td>Sherilyn Fenn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000339</td>\n",
       "        <td>Roger Corman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001032</td>\n",
       "        <td>Marilyn Chambers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001696</td>\n",
       "        <td>Julian Sands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001748</td>\n",
       "        <td>Kurtwood Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0089185</td>\n",
       "        <td>John Bloom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0621008</td>\n",
       "        <td>Charles Napier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1300816</td>\n",
       "        <td>Louie Maggiotto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2808405</td>\n",
       "        <td>Robert Marshall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0111156</td>\n",
       "        <td>Jimmy Brogan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0338355</td>\n",
       "        <td>Steven Alan Green</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0417793</td>\n",
       "        <td>Michael Jann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5614014</td>\n",
       "        <td>Branford Marsalis Quartet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1769833</td>\n",
       "        <td>Collective Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005209</td>\n",
       "        <td>Mark McGrath</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0222867</td>\n",
       "        <td>Dayna Devon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0611015</td>\n",
       "        <td>Brooke Mueller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0918523</td>\n",
       "        <td>Jody Weintraub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1364457</td>\n",
       "        <td>Randall Scerbo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1597994</td>\n",
       "        <td>Timothy Andrew Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1633067</td>\n",
       "        <td>Barbara Sherwood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2798179</td>\n",
       "        <td>Armen Chakmakian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1362627</td>\n",
       "        <td>Katie Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1410252</td>\n",
       "        <td>Kelli Cardiff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002119</td>\n",
       "        <td>Arsenio Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0153078</td>\n",
       "        <td>Larry Charles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0228615</td>\n",
       "        <td>Vlade Divac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0445552</td>\n",
       "        <td>Tim Kelleher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0724457</td>\n",
       "        <td>Burton Richardson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0812513</td>\n",
       "        <td>Alec Sokolow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0960722</td>\n",
       "        <td>Paul Clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2305443</td>\n",
       "        <td>Barry Friedman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0096157</td>\n",
       "        <td>Robert Borden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1932882</td>\n",
       "        <td>Mike Huckabee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000318</td>\n",
       "        <td>Tim Burton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0094789</td>\n",
       "        <td>Sandrine Bonnaire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1234153</td>\n",
       "        <td>Daphné Roulier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000134</td>\n",
       "        <td>Robert De Niro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1283185</td>\n",
       "        <td>Christina Hacopian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1895026</td>\n",
       "        <td>Zack Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0117826</td>\n",
       "        <td>Michael Bublé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0626449</td>\n",
       "        <td>Jason Nesmith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000325</td>\n",
       "        <td>David Caruso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002436</td>\n",
       "        <td>Shannon Elizabeth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004805</td>\n",
       "        <td>Adam Carolla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2866113</td>\n",
       "        <td>Shawn Hardaway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0353248</td>\n",
       "        <td>Shana Hagan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0460719</td>\n",
       "        <td>Jack Kney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0567184</td>\n",
       "        <td>David McCullough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0787427</td>\n",
       "        <td>Byron Shah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1112675</td>\n",
       "        <td>John Campbell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3640285</td>\n",
       "        <td>Rosalee McCullough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000392</td>\n",
       "        <td>Morgan Fairchild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005076</td>\n",
       "        <td>Jeffrey Katzenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0820783</td>\n",
       "        <td>Mathew St. Patrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1791166</td>\n",
       "        <td>Donald Foster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3042670</td>\n",
       "        <td>Dana Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3305209</td>\n",
       "        <td>Dain K. Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004383</td>\n",
       "        <td>Michael Kamen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004675</td>\n",
       "        <td>Phil Alden Robinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0009716</td>\n",
       "        <td>Kirk Acevedo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0020464</td>\n",
       "        <td>Doug Allen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0047248</td>\n",
       "        <td>Eion Bailey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0420701</td>\n",
       "        <td>Erik Jendresen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0724239</td>\n",
       "        <td>Mary Richards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1056790</td>\n",
       "        <td>Nicholas Aaron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001899</td>\n",
       "        <td>Remi Adefarasin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0928011</td>\n",
       "        <td>Hans Wiklund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0999468</td>\n",
       "        <td>Eric Babak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1651247</td>\n",
       "        <td>Dominik Schott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2301857</td>\n",
       "        <td>Gabor Harrach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0931242</td>\n",
       "        <td>Maria Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1650925</td>\n",
       "        <td>Joanne Herring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2885203</td>\n",
       "        <td>Charlie Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002224</td>\n",
       "        <td>James Moll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0169260</td>\n",
       "        <td>Bruce Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0423134</td>\n",
       "        <td>Dan Jinks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0562676</td>\n",
       "        <td>Michael Mayhew</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1114723</td>\n",
       "        <td>Toby Meuli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1602465</td>\n",
       "        <td>Lorna Graham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0103393</td>\n",
       "        <td>Scott Bradley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0552495</td>\n",
       "        <td>Jeff Martin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1180168</td>\n",
       "        <td>Larry Jacobson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000149</td>\n",
       "        <td>Jodie Foster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0347202</td>\n",
       "        <td>Fernando Guillén Cuervo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1411023</td>\n",
       "        <td>Ana García Siñeriz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0007065</td>\n",
       "        <td>David Blitstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0592525</td>\n",
       "        <td>Sheldon Mirowitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0917062</td>\n",
       "        <td>Steven Wechsler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1572318</td>\n",
       "        <td>Matthew Justus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1808646</td>\n",
       "        <td>Erik Angra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2213961</td>\n",
       "        <td>Marina Goldman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3234825</td>\n",
       "        <td>Michael Julian Berz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3236630</td>\n",
       "        <td>Artemis Joukowsky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0287164</td>\n",
       "        <td>Kate Forte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0589505</td>\n",
       "        <td>Wentworth Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3293127</td>\n",
       "        <td>David Wroblewski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0146915</td>\n",
       "        <td>Tom Cavanagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0174374</td>\n",
       "        <td>Bill Condon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1831034</td>\n",
       "        <td>Michael Marran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2702470</td>\n",
       "        <td>Alicia Ulrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000932</td>\n",
       "        <td>Halle Berry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0036155</td>\n",
       "        <td>Stefan Arndt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0878756</td>\n",
       "        <td>Tom Tykwer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0905152</td>\n",
       "        <td>Lilly Wachowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0905154</td>\n",
       "        <td>Lana Wachowski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0915989</td>\n",
       "        <td>Hugo Weaving</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3290967</td>\n",
       "        <td>David Mitchell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4339295</td>\n",
       "        <td>Chris Lindsay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0366433</td>\n",
       "        <td>Mary Hart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2650334</td>\n",
       "        <td>Kevin Jonas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2679438</td>\n",
       "        <td>Joe Jonas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0024381</td>\n",
       "        <td>Brandon Ambrose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0027402</td>\n",
       "        <td>Sam Anderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0098233</td>\n",
       "        <td>Michael Bostick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0291205</td>\n",
       "        <td>David Frankel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2021474</td>\n",
       "        <td>Andrew Chaikin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003662</td>\n",
       "        <td>Graham Yost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0011199</td>\n",
       "        <td>Mason Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0026910</td>\n",
       "        <td>Jo Anderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006512</td>\n",
       "        <td>Steven Katz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0058496</td>\n",
       "        <td>George Bartenieff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0193551</td>\n",
       "        <td>Robert Curtis Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0076377</td>\n",
       "        <td>Roger Bernard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0041469</td>\n",
       "        <td>Remi Aubuchon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0083714</td>\n",
       "        <td>Reed Birney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0109773</td>\n",
       "        <td>David Brisbin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0938490</td>\n",
       "        <td>Andy Wolk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005572</td>\n",
       "        <td>Lili Fini Zanuck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0010454</td>\n",
       "        <td>Krista Adair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0065448</td>\n",
       "        <td>Jay T. Becker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0152628</td>\n",
       "        <td>Virginia Ellen Chappell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000775</td>\n",
       "        <td>Christina Applegate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0244154</td>\n",
       "        <td>Adam Duritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0269419</td>\n",
       "        <td>Pierfrancesco Favino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0289213</td>\n",
       "        <td>Rick Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000284</td>\n",
       "        <td>Adam Baldwin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001219</td>\n",
       "        <td>Gary Fleder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0048414</td>\n",
       "        <td>Dylan Baker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0096897</td>\n",
       "        <td>Erik Bork</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0023885</td>\n",
       "        <td>Tom Amandes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0043891</td>\n",
       "        <td>John Aylward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0141222</td>\n",
       "        <td>David Carson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0279971</td>\n",
       "        <td>Jeffrey Alan Fiskin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9174604</td>\n",
       "        <td>Larry Parks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0106013</td>\n",
       "        <td>Bart Braverman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0166359</td>\n",
       "        <td>David Clennon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0609236</td>\n",
       "        <td>Jonathan Mostow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005509</td>\n",
       "        <td>Jon Turteltaub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0107714</td>\n",
       "        <td>Jeff Breslauer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0170177</td>\n",
       "        <td>George Colangelo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0567073</td>\n",
       "        <td>Paul McCudden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0042441</td>\n",
       "        <td>Katie Austin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0418321</td>\n",
       "        <td>Karen Janszen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0036646</td>\n",
       "        <td>Tammy Arnold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085952</td>\n",
       "        <td>Rus Blackwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0109202</td>\n",
       "        <td>Brian Brightman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0652361</td>\n",
       "        <td>Peter Osterland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2512331</td>\n",
       "        <td>Amy Brooke Baker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3338048</td>\n",
       "        <td>Peter Osterlund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002020</td>\n",
       "        <td>Costa-Gavras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003574</td>\n",
       "        <td>Maurice Jarre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0018872</td>\n",
       "        <td>Manuel Alexandre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0170043</td>\n",
       "        <td>Isabel Coixet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0284369</td>\n",
       "        <td>Ari Folman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0347201</td>\n",
       "        <td>Cayetana Guillén Cuervo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2008680</td>\n",
       "        <td>Magaly Solier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0023258</td>\n",
       "        <td>Everett Alvarez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088529</td>\n",
       "        <td>Ron Bliss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0156076</td>\n",
       "        <td>Fred Cherry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0206407</td>\n",
       "        <td>George Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0595131</td>\n",
       "        <td>Freida Lee Mock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0761739</td>\n",
       "        <td>Terry Sanders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2368260</td>\n",
       "        <td>Christine Zurbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2379878</td>\n",
       "        <td>Rick Groleau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2714476</td>\n",
       "        <td>Dennis Gaffney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004770</td>\n",
       "        <td>David Boreanaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0247040</td>\n",
       "        <td>George Eads</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2625538</td>\n",
       "        <td>Derek Hough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001083</td>\n",
       "        <td>Jon Cryer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1733488</td>\n",
       "        <td>Ciara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1815588</td>\n",
       "        <td>Driton &#x27;Tony&#x27; Dovolani</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2788234</td>\n",
       "        <td>Mark Ballas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088354</td>\n",
       "        <td>Kevin Bleyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0428319</td>\n",
       "        <td>Jason Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1088947</td>\n",
       "        <td>Rory Albanese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1757541</td>\n",
       "        <td>Kim Campbell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0138096</td>\n",
       "        <td>Janne Carlsson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1001835</td>\n",
       "        <td>Ivete Sangalo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1149945</td>\n",
       "        <td>Bruno Mazzeo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2042170</td>\n",
       "        <td>Renata Ceribelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0741299</td>\n",
       "        <td>Charlie Rose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2214926</td>\n",
       "        <td>James Machado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0727961</td>\n",
       "        <td>Kelly Ripa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3302462</td>\n",
       "        <td>Tammy Jih</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3302769</td>\n",
       "        <td>Victor Jih</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0351029</td>\n",
       "        <td>Carmelo Gómez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0351133</td>\n",
       "        <td>José Luis Gómez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0422998</td>\n",
       "        <td>Lucía Jiménez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0603446</td>\n",
       "        <td>Yolande Moreau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1227522</td>\n",
       "        <td>Jaume Figueras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1469575</td>\n",
       "        <td>Andrea Martínez Crowther</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0842173</td>\n",
       "        <td>Mike Sweeney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0918136</td>\n",
       "        <td>Max Weinberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1554564</td>\n",
       "        <td>Green Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1702396</td>\n",
       "        <td>Josh Comers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0197196</td>\n",
       "        <td>Rich Dahm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0251550</td>\n",
       "        <td>Glenn Eichler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1198112</td>\n",
       "        <td>Peter Gwinn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1906431</td>\n",
       "        <td>Rob Dubbin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2003994</td>\n",
       "        <td>Peter Grosz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2078274</td>\n",
       "        <td>Jim Hoskinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2164764</td>\n",
       "        <td>Michael Brumm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1736962</td>\n",
       "        <td>The Killers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4516478</td>\n",
       "        <td>Mike Hadge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4927122</td>\n",
       "        <td>Doug Brady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000056</td>\n",
       "        <td>Paul Newman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000412</td>\n",
       "        <td>Andy Garcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003456</td>\n",
       "        <td>Derek Vaughn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0011076</td>\n",
       "        <td>John Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085312</td>\n",
       "        <td>Jack Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0281480</td>\n",
       "        <td>Bernhard Fleischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0488108</td>\n",
       "        <td>Brian Large</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1896855</td>\n",
       "        <td>Robert Hentschel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2281593</td>\n",
       "        <td>Gustavo Dudamel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3594888</td>\n",
       "        <td>The Los Angeles Philharmonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005180</td>\n",
       "        <td>Barry Manilow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005468</td>\n",
       "        <td>Michael Stipe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0452350</td>\n",
       "        <td>Garry Kief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0827840</td>\n",
       "        <td>Sandy Stern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0041447</td>\n",
       "        <td>Kim Aubry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0172626</td>\n",
       "        <td>Rhonda Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0402011</td>\n",
       "        <td>Michael Conner Humphreys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1431073</td>\n",
       "        <td>Eli Adler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001416</td>\n",
       "        <td>Catherine Keener</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006894</td>\n",
       "        <td>Michael De Luca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0116232</td>\n",
       "        <td>Dana Brunetti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0339030</td>\n",
       "        <td>Paul Greengrass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0712753</td>\n",
       "        <td>Billy Ray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3697679</td>\n",
       "        <td>Richard Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5643170</td>\n",
       "        <td>Stephan Talty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5831542</td>\n",
       "        <td>Barkhad Abdi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5831543</td>\n",
       "        <td>Barkhad Abdirahman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0498445</td>\n",
       "        <td>Will Lee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1143053</td>\n",
       "        <td>Weezer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2058872</td>\n",
       "        <td>Matt Goldich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2085144</td>\n",
       "        <td>Chad Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1561327</td>\n",
       "        <td>Paul McAleavey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1697997</td>\n",
       "        <td>Sean Davison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1092227</td>\n",
       "        <td>Sienna Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2106637</td>\n",
       "        <td>Aziz Ansari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3675751</td>\n",
       "        <td>Dead By Sunrise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0530901</td>\n",
       "        <td>Yo-Yo Ma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1977586</td>\n",
       "        <td>Jim Cramer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000168</td>\n",
       "        <td>Samuel L. Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1288432</td>\n",
       "        <td>Donald Rumsfeld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1655489</td>\n",
       "        <td>Paul Wolfowitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4487923</td>\n",
       "        <td>John Huey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001752</td>\n",
       "        <td>Steven Soderbergh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003542</td>\n",
       "        <td>Philippe Rousselot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0168560</td>\n",
       "        <td>Alan Cody</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0447504</td>\n",
       "        <td>Victor Kempster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0650945</td>\n",
       "        <td>Roxana Ortega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2089529</td>\n",
       "        <td>Sarah Mahoney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002071</td>\n",
       "        <td>Will Ferrell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1235154</td>\n",
       "        <td>Deon Cole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0018249</td>\n",
       "        <td>Andrew Alexander</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1101505</td>\n",
       "        <td>Chris Candy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1102481</td>\n",
       "        <td>Jennifer Candy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1275601</td>\n",
       "        <td>Christina Fontana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1982786</td>\n",
       "        <td>Catherine McCartney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3220845</td>\n",
       "        <td>Gary T. Carlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005380</td>\n",
       "        <td>Ray Romano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0438414</td>\n",
       "        <td>Bruce Kapler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0447695</td>\n",
       "        <td>Anna Kendrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0540519</td>\n",
       "        <td>Tom Malone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2499948</td>\n",
       "        <td>Al Chez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000263</td>\n",
       "        <td>Kirstie Alley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5660111</td>\n",
       "        <td>Keith Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000801</td>\n",
       "        <td>Olivier Assayas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003620</td>\n",
       "        <td>Kevin Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0376345</td>\n",
       "        <td>Biff Henderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0605079</td>\n",
       "        <td>Tracy Morgan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1576106</td>\n",
       "        <td>Spoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3826361</td>\n",
       "        <td>Steve Holcomb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3826631</td>\n",
       "        <td>Justin Olsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3829924</td>\n",
       "        <td>Steve Mesler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0227576</td>\n",
       "        <td>Paul Dinello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0432256</td>\n",
       "        <td>Barry Julien</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0439499</td>\n",
       "        <td>Ben Karlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0604253</td>\n",
       "        <td>Opus Moreschi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0700770</td>\n",
       "        <td>Tom Purcell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2227704</td>\n",
       "        <td>Meredith Scardino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004954</td>\n",
       "        <td>Boy George</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006610</td>\n",
       "        <td>Donal Logue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0272401</td>\n",
       "        <td>Craig Ferguson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0285753</td>\n",
       "        <td>Lita Ford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0294366</td>\n",
       "        <td>Doug E. Fresh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0331906</td>\n",
       "        <td>Gilbert Gottfried</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1150180</td>\n",
       "        <td>Brian T. Murphy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1319562</td>\n",
       "        <td>Menudo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1449979</td>\n",
       "        <td>Mike Goudreau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0035626</td>\n",
       "        <td>Billie Joe Armstrong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085257</td>\n",
       "        <td>Dustin Lance Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0177566</td>\n",
       "        <td>Tre Cool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0228238</td>\n",
       "        <td>Mike Dirnt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1555287</td>\n",
       "        <td>Michael Mayer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000204</td>\n",
       "        <td>Natalie Portman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003474</td>\n",
       "        <td>Troy Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0424060</td>\n",
       "        <td>Scarlett Johansson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0592687</td>\n",
       "        <td>Don Mischer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0897358</td>\n",
       "        <td>Bruce Vilanch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1140290</td>\n",
       "        <td>Jordan Rubin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1157048</td>\n",
       "        <td>Zachary Levi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0297880</td>\n",
       "        <td>Norika Fujiwara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0879764</td>\n",
       "        <td>Yûya Uchida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0944779</td>\n",
       "        <td>Kaoru Yachigusa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1585517</td>\n",
       "        <td>Yoshihiko Inohara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1883276</td>\n",
       "        <td>Yuzuki Muroi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1928878</td>\n",
       "        <td>Il Divo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2731739</td>\n",
       "        <td>Natsuko Toda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3222863</td>\n",
       "        <td>Yumiko Udô</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3863404</td>\n",
       "        <td>Hideo Yanagisawa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001440</td>\n",
       "        <td>Cheryl Ladd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004951</td>\n",
       "        <td>Brad Garrett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005004</td>\n",
       "        <td>Patricia Heaton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0095498</td>\n",
       "        <td>Dave Boone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0280843</td>\n",
       "        <td>Kim Flagg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0854390</td>\n",
       "        <td>Gary Tellalian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1217201</td>\n",
       "        <td>Peter Margolis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0917993</td>\n",
       "        <td>Scott Weiland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3968839</td>\n",
       "        <td>Matt Medenweldt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0031529</td>\n",
       "        <td>Jason Antoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0170968</td>\n",
       "        <td>Chad L. Coleman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0291881</td>\n",
       "        <td>Daniel Franzese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0329481</td>\n",
       "        <td>Ginnifer Goodwin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0449466</td>\n",
       "        <td>Joey Kern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0663177</td>\n",
       "        <td>Chris Parnell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1179677</td>\n",
       "        <td>Paul Scheer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1979152</td>\n",
       "        <td>Joshua Feldman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0330462</td>\n",
       "        <td>Michael Gordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0452993</td>\n",
       "        <td>Brian Kiley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1442113</td>\n",
       "        <td>Jack McBrayer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1760963</td>\n",
       "        <td>Scott Chernoff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005286</td>\n",
       "        <td>Haley Joel Osment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3973010</td>\n",
       "        <td>Mathew Buck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3766090</td>\n",
       "        <td>Doug Walker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0667556</td>\n",
       "        <td>Luciano Pavarotti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004726</td>\n",
       "        <td>Lance Bass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0147825</td>\n",
       "        <td>Cedric the Entertainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0191044</td>\n",
       "        <td>Michael Cudlitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0266422</td>\n",
       "        <td>Jimmy Fallon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0811746</td>\n",
       "        <td>Barry Sobel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0929609</td>\n",
       "        <td>Fred Willard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1107858</td>\n",
       "        <td>Ben Lee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2947024</td>\n",
       "        <td>Nick Foss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004695</td>\n",
       "        <td>Jessica Alba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0121902</td>\n",
       "        <td>Will Burke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0453996</td>\n",
       "        <td>Jonathan Kimmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1366931</td>\n",
       "        <td>Chris Fraticelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1437652</td>\n",
       "        <td>Adam B. Stein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2212555</td>\n",
       "        <td>Bryan Paulk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5303883</td>\n",
       "        <td>Juliana Bieker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003977</td>\n",
       "        <td>Gary Rydstrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006205</td>\n",
       "        <td>Mark Mothersbaugh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0441735</td>\n",
       "        <td>Jason Katz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0839877</td>\n",
       "        <td>Galyn Susman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1102891</td>\n",
       "        <td>Kristen Schaal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1134050</td>\n",
       "        <td>Christian Roman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4402755</td>\n",
       "        <td>Erik Benson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000602</td>\n",
       "        <td>Robert Redford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0118079</td>\n",
       "        <td>Simone Buchanan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400891</td>\n",
       "        <td>Robert Hughes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0471998</td>\n",
       "        <td>Matthew Krok</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0569996</td>\n",
       "        <td>Julie McGregor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0597546</td>\n",
       "        <td>Sarah Monahan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0654549</td>\n",
       "        <td>Ben Oxenbould</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2459396</td>\n",
       "        <td>Matthew White</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0682066</td>\n",
       "        <td>Jeff Pidgeon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4414750</td>\n",
       "        <td>Stefan Ellison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1392291</td>\n",
       "        <td>Anna Florence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5683391</td>\n",
       "        <td>Craig J. Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2273093</td>\n",
       "        <td>Tom Pyers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4552735</td>\n",
       "        <td>Sari Rosenthal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4553347</td>\n",
       "        <td>Jeff Landsman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4553547</td>\n",
       "        <td>Eric Will</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000104</td>\n",
       "        <td>Antonio Banderas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0136797</td>\n",
       "        <td>Steve Carell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0230666</td>\n",
       "        <td>Walt Dohrn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001170</td>\n",
       "        <td>Roger Ebert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0472257</td>\n",
       "        <td>Steve Kroopnick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0803021</td>\n",
       "        <td>Gene Siskel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0171837</td>\n",
       "        <td>Rob Colley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0309420</td>\n",
       "        <td>Dan Gaster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0670408</td>\n",
       "        <td>Simon Pegg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0810026</td>\n",
       "        <td>Steve Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828962</td>\n",
       "        <td>Jez Stevenson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0916849</td>\n",
       "        <td>Chris Webster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0970122</td>\n",
       "        <td>Nicole Scherzinger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0363179</td>\n",
       "        <td>Julie L. Harkness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0378245</td>\n",
       "        <td>Taraji P. Henson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0412850</td>\n",
       "        <td>Eddie Izzard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0641874</td>\n",
       "        <td>Cleveland O&#x27;Neal III</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1249256</td>\n",
       "        <td>Larry the Cable Guy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1993713</td>\n",
       "        <td>Todd Szuch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0651872</td>\n",
       "        <td>Charles Osgood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0421822</td>\n",
       "        <td>Ken Jeong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1200650</td>\n",
       "        <td>Samantha Bee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0269664</td>\n",
       "        <td>Gaynor Faye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1005730</td>\n",
       "        <td>Kate Garraway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1328621</td>\n",
       "        <td>Adrian Chiles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1421678</td>\n",
       "        <td>Frankie Bridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1422212</td>\n",
       "        <td>Rochelle Humes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2558279</td>\n",
       "        <td>Steve Hargrave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3080744</td>\n",
       "        <td>Una Healy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4400285</td>\n",
       "        <td>Helen Austin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3715730</td>\n",
       "        <td>Myron Mixon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000427</td>\n",
       "        <td>Pam Grier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0172309</td>\n",
       "        <td>Felicia Michele Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4531691</td>\n",
       "        <td>The Sleepy Man Banjo Boys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005351</td>\n",
       "        <td>Ryan Reynolds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005473</td>\n",
       "        <td>Marty Stuart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0384244</td>\n",
       "        <td>Erica Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3255886</td>\n",
       "        <td>Rod Blagojevich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3487942</td>\n",
       "        <td>Patti Blagojevich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1072678</td>\n",
       "        <td>Cake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001710</td>\n",
       "        <td>David Schwimmer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0251801</td>\n",
       "        <td>Ludovico Einaudi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0877303</td>\n",
       "        <td>Bill Turnbull</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1036625</td>\n",
       "        <td>Carol Kirkwood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1658925</td>\n",
       "        <td>Chris Hollins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2367673</td>\n",
       "        <td>Andy Murray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2375046</td>\n",
       "        <td>Tim Muffett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3710982</td>\n",
       "        <td>Giles Latcham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1056659</td>\n",
       "        <td>John Oliver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0429069</td>\n",
       "        <td>Rashida Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0566489</td>\n",
       "        <td>Will McCormack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1445746</td>\n",
       "        <td>Valerie LaPointe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0041956</td>\n",
       "        <td>Mário Augusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0909012</td>\n",
       "        <td>José Wallenstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2095729</td>\n",
       "        <td>Ricardo Freitas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2752259</td>\n",
       "        <td>André Banza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2971753</td>\n",
       "        <td>Inês Santos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3827418</td>\n",
       "        <td>Paula Campos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3827696</td>\n",
       "        <td>Marta Curado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006810</td>\n",
       "        <td>Judith Benezra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0419760</td>\n",
       "        <td>Tara Sands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0463057</td>\n",
       "        <td>Seana Kofoed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0874434</td>\n",
       "        <td>Joel Trussell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3620313</td>\n",
       "        <td>Casey Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000867</td>\n",
       "        <td>Jason Bateman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004753</td>\n",
       "        <td>Leslie Bibb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0206257</td>\n",
       "        <td>Rosario Dawson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0206359</td>\n",
       "        <td>Charlie Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1164861</td>\n",
       "        <td>Seth Gordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005314</td>\n",
       "        <td>Drew Pinsky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0130549</td>\n",
       "        <td>Marty Callner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0284180</td>\n",
       "        <td>Kathy Foley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0381606</td>\n",
       "        <td>Howard Hesseman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400194</td>\n",
       "        <td>Brent Huff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0806409</td>\n",
       "        <td>Katie Smalheer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1663753</td>\n",
       "        <td>Chuck Nice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3072172</td>\n",
       "        <td>Piper Reese</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4440179</td>\n",
       "        <td>Adam Feinsilver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0707528</td>\n",
       "        <td>Mark Raker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0742689</td>\n",
       "        <td>Eddie Rosenstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1078951</td>\n",
       "        <td>Carlos Almonte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1580404</td>\n",
       "        <td>Rick Velleu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0129992</td>\n",
       "        <td>John Califra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000375</td>\n",
       "        <td>Robert Downey Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001302</td>\n",
       "        <td>Christopher Guest</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1158282</td>\n",
       "        <td>Kabir Akhtar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1184988</td>\n",
       "        <td>Archie Gips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3918746</td>\n",
       "        <td>Henry Hobson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000330</td>\n",
       "        <td>Stockard Channing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001004</td>\n",
       "        <td>Billy Campbell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001117</td>\n",
       "        <td>Bruce Davison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001213</td>\n",
       "        <td>Harvey Fierstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004882</td>\n",
       "        <td>Phil Donahue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004984</td>\n",
       "        <td>Deidre Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4775594</td>\n",
       "        <td>Dawn Dunkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0942504</td>\n",
       "        <td>Joe Wright</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2382260</td>\n",
       "        <td>Erik Larson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1763110</td>\n",
       "        <td>My Morning Jacket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3576117</td>\n",
       "        <td>Daniel Baggio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3494686</td>\n",
       "        <td>David Freydt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4804614</td>\n",
       "        <td>Martin Saint Charles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0184108</td>\n",
       "        <td>Mark Cousins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0968687</td>\n",
       "        <td>Donna Blackney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000668</td>\n",
       "        <td>Emma Thompson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0268199</td>\n",
       "        <td>Colin Farrell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0359387</td>\n",
       "        <td>John Lee Hancock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0545150</td>\n",
       "        <td>Kelly Marcel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0654077</td>\n",
       "        <td>Alison Owen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0810055</td>\n",
       "        <td>Sue Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828130</td>\n",
       "        <td>Philip Steuer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1503097</td>\n",
       "        <td>Ian Collie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4003520</td>\n",
       "        <td>Annie Rose Buckley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1032784</td>\n",
       "        <td>The Smithereens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1556210</td>\n",
       "        <td>Steven B. Ross</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4667974</td>\n",
       "        <td>Arthur Bochner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1047419</td>\n",
       "        <td>Brian Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4794855</td>\n",
       "        <td>Wu Lyf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0517820</td>\n",
       "        <td>Lindsay Lohan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1272512</td>\n",
       "        <td>Edwin McCain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1394320</td>\n",
       "        <td>Adrien McKechnie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005581</td>\n",
       "        <td>David L. Lander</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0691087</td>\n",
       "        <td>Brad &#x27;Chip&#x27; Pope</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1660509</td>\n",
       "        <td>Leah Kaplan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2925778</td>\n",
       "        <td>James Pilarski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0912965</td>\n",
       "        <td>Mervyn Warren</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001378</td>\n",
       "        <td>Anjelica Huston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004778</td>\n",
       "        <td>Adrien Brody</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0050332</td>\n",
       "        <td>Alan Ball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085542</td>\n",
       "        <td>Todd Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0163863</td>\n",
       "        <td>Dick Clark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0263172</td>\n",
       "        <td>Robert Evans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0279376</td>\n",
       "        <td>Antwone Fisher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0354024</td>\n",
       "        <td>Charles Haid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0746487</td>\n",
       "        <td>Clint Rowe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0825212</td>\n",
       "        <td>Jakob Stegelmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001096</td>\n",
       "        <td>Timothy Dalton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0072533</td>\n",
       "        <td>Jodi Benson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0163703</td>\n",
       "        <td>Blake Clark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0307531</td>\n",
       "        <td>Jeff Garlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000416</td>\n",
       "        <td>Terry Gilliam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001469</td>\n",
       "        <td>Barry Levinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001501</td>\n",
       "        <td>Louis Malle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0449778</td>\n",
       "        <td>Paul Kerr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0489649</td>\n",
       "        <td>Claire Lasko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0740517</td>\n",
       "        <td>Jane Root</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1389595</td>\n",
       "        <td>Muriel Gray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2028221</td>\n",
       "        <td>Howard Feinstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5060862</td>\n",
       "        <td>Bob Beckman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000126</td>\n",
       "        <td>Kevin Costner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000313</td>\n",
       "        <td>Jeff Bridges</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000467</td>\n",
       "        <td>Don Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001636</td>\n",
       "        <td>Priscilla Presley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0624702</td>\n",
       "        <td>Vince Neil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1660377</td>\n",
       "        <td>Barry Diller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3902289</td>\n",
       "        <td>Daniel Wheatcroft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0007184</td>\n",
       "        <td>Tony Barbieri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0252961</td>\n",
       "        <td>Idris Elba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0406237</td>\n",
       "        <td>Sal Iacono</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0918999</td>\n",
       "        <td>Glenn Weiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1212722</td>\n",
       "        <td>Benedict Cumberbatch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1372735</td>\n",
       "        <td>Gary Greenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1698562</td>\n",
       "        <td>Jonathan Bines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005164</td>\n",
       "        <td>Lyle Lovett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1159180</td>\n",
       "        <td>Ed Helms</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000631</td>\n",
       "        <td>Ridley Scott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0594949</td>\n",
       "        <td>Adrian Moat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0971123</td>\n",
       "        <td>Bill O&#x27;Reilly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1423882</td>\n",
       "        <td>Jesse Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1625868</td>\n",
       "        <td>Regen Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3257709</td>\n",
       "        <td>Martin Dugard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1082823</td>\n",
       "        <td>Eric Bauza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1520348</td>\n",
       "        <td>Bo Stevenson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2309211</td>\n",
       "        <td>Ali Soleimani Noori</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2941559</td>\n",
       "        <td>Ike Amadi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3005622</td>\n",
       "        <td>Leonardo De Bernardini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005074</td>\n",
       "        <td>Melina Kanakaredes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3050642</td>\n",
       "        <td>The Judds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0113477</td>\n",
       "        <td>Dylan Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0117741</td>\n",
       "        <td>BT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0311449</td>\n",
       "        <td>Axel Geddes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0430371</td>\n",
       "        <td>Kimberly Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0909759</td>\n",
       "        <td>Mark A. Walsh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000671</td>\n",
       "        <td>Billy Bob Thornton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0119514</td>\n",
       "        <td>Vincent Bugliosi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0919991</td>\n",
       "        <td>Tom Welling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1374980</td>\n",
       "        <td>Zac Efron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1481618</td>\n",
       "        <td>Peter Landesman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5009883</td>\n",
       "        <td>Matt Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1488179</td>\n",
       "        <td>Cristina Saavedra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2026107</td>\n",
       "        <td>Antoinette Machiaverna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001835</td>\n",
       "        <td>Carl Weathers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0315974</td>\n",
       "        <td>Michael Giacchino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0533691</td>\n",
       "        <td>Angus MacLane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1993460</td>\n",
       "        <td>Ian Megibben</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1918181</td>\n",
       "        <td>Mitch Daniels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0828770</td>\n",
       "        <td>Shadoe Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1024979</td>\n",
       "        <td>Bob Oschack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1183458</td>\n",
       "        <td>Tim Mosher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1858034</td>\n",
       "        <td>Tim Mancinelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2937125</td>\n",
       "        <td>Phil Hanley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0242378</td>\n",
       "        <td>Cirocco Dunlap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1437310</td>\n",
       "        <td>The Roots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2233801</td>\n",
       "        <td>Dion Flynn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2240513</td>\n",
       "        <td>Patrick Borelli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3278797</td>\n",
       "        <td>Justin Shanes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3499593</td>\n",
       "        <td>Dan Opsal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3618100</td>\n",
       "        <td>Jon Rineman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4000792</td>\n",
       "        <td>Benjamin Apple</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004746</td>\n",
       "        <td>Tony Bennett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0346045</td>\n",
       "        <td>Juan Luis Guerra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3688724</td>\n",
       "        <td>Paul Masella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1747013</td>\n",
       "        <td>Adam Levine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4946551</td>\n",
       "        <td>Carly Rae Jepsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0333804</td>\n",
       "        <td>Todd Graff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0624804</td>\n",
       "        <td>Fiona Neilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1475971</td>\n",
       "        <td>Mat Whitecross</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2447838</td>\n",
       "        <td>Simon Halfon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004835</td>\n",
       "        <td>Sean &#x27;Diddy&#x27; Combs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0322625</td>\n",
       "        <td>John Glenn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0184547</td>\n",
       "        <td>Claudia Cowan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0750640</td>\n",
       "        <td>Barbara Rush</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1569592</td>\n",
       "        <td>Alisyn Camerota</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2532804</td>\n",
       "        <td>Barry Keenan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2651530</td>\n",
       "        <td>Dana Perino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5820486</td>\n",
       "        <td>Gavin Mevius</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6798556</td>\n",
       "        <td>Chris Swenson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0222642</td>\n",
       "        <td>L. Franklin DeVine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0471901</td>\n",
       "        <td>Steve Kroft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0821478</td>\n",
       "        <td>Lesley Stahl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3426322</td>\n",
       "        <td>Steven Reiner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4910805</td>\n",
       "        <td>Richard Bonin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7807600</td>\n",
       "        <td>Notra Trulock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7807601</td>\n",
       "        <td>Ed Curran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7807602</td>\n",
       "        <td>Norm Dicks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000439</td>\n",
       "        <td>Neil Patrick Harris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0338569</td>\n",
       "        <td>Paul Greenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1831729</td>\n",
       "        <td>April Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1839363</td>\n",
       "        <td>Jim Mullen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8412536</td>\n",
       "        <td>Milly Shapiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0604955</td>\n",
       "        <td>Piers Morgan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0077066</td>\n",
       "        <td>Jacob Bernstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0329125</td>\n",
       "        <td>Joel Goodman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1630123</td>\n",
       "        <td>Carly Hugo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1776651</td>\n",
       "        <td>Matthew Parker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2764319</td>\n",
       "        <td>Christine Ng</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5617648</td>\n",
       "        <td>Nick Hooker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001627</td>\n",
       "        <td>Sidney Poitier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0537732</td>\n",
       "        <td>Natalie Maines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005524</td>\n",
       "        <td>Courtney B. Vance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0938045</td>\n",
       "        <td>George C. Wolfe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5697028</td>\n",
       "        <td>Jacob Bernstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2522097</td>\n",
       "        <td>Erica Sweany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2694974</td>\n",
       "        <td>Patina Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004928</td>\n",
       "        <td>John Fogerty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2683523</td>\n",
       "        <td>The Piedmont Bird Callers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002004</td>\n",
       "        <td>Sarita Choudhury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0924210</td>\n",
       "        <td>Ben Whishaw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1795681</td>\n",
       "        <td>Arcadiy Golubovich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1943824</td>\n",
       "        <td>Tim O&#x27;Hair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4025491</td>\n",
       "        <td>Omar Elba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005493</td>\n",
       "        <td>Justin Timberlake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2245749</td>\n",
       "        <td>Lasha Dardagany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2368351</td>\n",
       "        <td>Naniko Khazaradze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5623520</td>\n",
       "        <td>Zaza Shaduri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5660816</td>\n",
       "        <td>Sergo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004936</td>\n",
       "        <td>Ben Foster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0428065</td>\n",
       "        <td>Felicity Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0451234</td>\n",
       "        <td>Irrfan Khan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0869379</td>\n",
       "        <td>Salvatore Totino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0046277</td>\n",
       "        <td>Doona Bae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0407171</td>\n",
       "        <td>José Ignacio Cuenca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0836343</td>\n",
       "        <td>Jim Sturgess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0638445</td>\n",
       "        <td>Diana Nyad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1476939</td>\n",
       "        <td>Michael Strahan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0487794</td>\n",
       "        <td>Matt Lappin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4738006</td>\n",
       "        <td>Sam Kim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0170186</td>\n",
       "        <td>Enrico Colantoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0177933</td>\n",
       "        <td>Chris Cooper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0722629</td>\n",
       "        <td>Matthew Rhys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0764771</td>\n",
       "        <td>Peter Saraf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1268821</td>\n",
       "        <td>Leah Holzer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1323058</td>\n",
       "        <td>Youree Henley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1406764</td>\n",
       "        <td>Noah Harpster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1716636</td>\n",
       "        <td>Marielle Heller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2873116</td>\n",
       "        <td>Micah Fitzerman-Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1916590</td>\n",
       "        <td>Joel Beckerman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3311945</td>\n",
       "        <td>Karla S Escobar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3887870</td>\n",
       "        <td>Sean Skinder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2889775</td>\n",
       "        <td>R.J. Fried</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3987878</td>\n",
       "        <td>Two Door Cinema Club</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0085226</td>\n",
       "        <td>Cilla Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001173</td>\n",
       "        <td>Aaron Eckhart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001473</td>\n",
       "        <td>Laura Linney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0464548</td>\n",
       "        <td>Todd Komarnicki</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0536723</td>\n",
       "        <td>Valerie Mahaffey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0601954</td>\n",
       "        <td>Tim Moore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3314810</td>\n",
       "        <td>Chesley Sullenberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5293055</td>\n",
       "        <td>Jeffrey Zaslow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0198063</td>\n",
       "        <td>Robert Dallek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0534120</td>\n",
       "        <td>Robert MacNeil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0711710</td>\n",
       "        <td>Dan Rather</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0716280</td>\n",
       "        <td>Richard Reeves</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0755824</td>\n",
       "        <td>Morley Safer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1044906</td>\n",
       "        <td>Douglas Brinkley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1431864</td>\n",
       "        <td>Mark Kurlansky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2129264</td>\n",
       "        <td>John Heilemann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2351893</td>\n",
       "        <td>Tim Naftali</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1890673</td>\n",
       "        <td>Pablo Motos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2202509</td>\n",
       "        <td>Jandro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2400798</td>\n",
       "        <td>Juan Ibáñez Pérez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2403604</td>\n",
       "        <td>Damián Molla Herman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2437730</td>\n",
       "        <td>Jorge Marrón Martín</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2520701</td>\n",
       "        <td>Pablo Ibáñez Pérez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4763821</td>\n",
       "        <td>Toni Mata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6069370</td>\n",
       "        <td>Carlos Sánchez Lequerica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0366389</td>\n",
       "        <td>Kevin Hart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0935042</td>\n",
       "        <td>Wally Wingert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1245304</td>\n",
       "        <td>Rickey Minor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2395937</td>\n",
       "        <td>Brooklyn Decker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6149425</td>\n",
       "        <td>Thamsanqa Jantjie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1301904</td>\n",
       "        <td>Rachael Ray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2255973</td>\n",
       "        <td>Donald Glover</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3454839</td>\n",
       "        <td>Josh Halloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5402858</td>\n",
       "        <td>Joelle Boucai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0323713</td>\n",
       "        <td>Joel Godard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1165022</td>\n",
       "        <td>Sharlette Hambrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4478061</td>\n",
       "        <td>Rob Marciano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0999867</td>\n",
       "        <td>Jon Tatum</td>\n",
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       "    <tr>\n",
       "        <td>nm1060751</td>\n",
       "        <td>Jessica Meyerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4253980</td>\n",
       "        <td>Nicole Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5683708</td>\n",
       "        <td>Andrew McCutchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001629</td>\n",
       "        <td>Kevin Pollak</td>\n",
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       "    <tr>\n",
       "        <td>nm0505949</td>\n",
       "        <td>Samm Levine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2020573</td>\n",
       "        <td>Josh Negrin</td>\n",
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       "    <tr>\n",
       "        <td>nm3640442</td>\n",
       "        <td>Jaime Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3640804</td>\n",
       "        <td>Jason McIntyre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "        <td>Scott Healy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1488941</td>\n",
       "        <td>Andrés du Bouchet</td>\n",
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       "    <tr>\n",
       "        <td>nm2043594</td>\n",
       "        <td>Robert James Ashe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3021258</td>\n",
       "        <td>Christopher Heller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4428235</td>\n",
       "        <td>The Head and the Heart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000240</td>\n",
       "        <td>Skeet Ulrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0592746</td>\n",
       "        <td>Kevin Misher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0694138</td>\n",
       "        <td>Ivor Powell</td>\n",
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       "    <tr>\n",
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       "        <td>Miguel Sapochnik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2357110</td>\n",
       "        <td>Craig Luck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "        <td>Samira Wiley</td>\n",
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       "    <tr>\n",
       "        <td>nm5637553</td>\n",
       "        <td>Laura Harrier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0391847</td>\n",
       "        <td>Helen Holmes</td>\n",
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       "    <tr>\n",
       "        <td>nm1431656</td>\n",
       "        <td>Emraan Hashmi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1436428</td>\n",
       "        <td>Keith Maitland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1829764</td>\n",
       "        <td>Andrew Thomson</td>\n",
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       "    <tr>\n",
       "        <td>nm3120312</td>\n",
       "        <td>Merran Williams</td>\n",
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       "    <tr>\n",
       "        <td>nm6171915</td>\n",
       "        <td>Steve Dixon</td>\n",
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       "    <tr>\n",
       "        <td>nm6171916</td>\n",
       "        <td>Rachel Edwards</td>\n",
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       "    <tr>\n",
       "        <td>nm6171917</td>\n",
       "        <td>Chresten Bjerrum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6171919</td>\n",
       "        <td>Nina Banduryst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0604272</td>\n",
       "        <td>Jim Moret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0636354</td>\n",
       "        <td>Deborah Norville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000285</td>\n",
       "        <td>Alec Baldwin</td>\n",
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       "    <tr>\n",
       "        <td>nm0659363</td>\n",
       "        <td>Hayden Panettiere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1242688</td>\n",
       "        <td>Josh Hutcherson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2736280</td>\n",
       "        <td>Colbie Caillat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4102842</td>\n",
       "        <td>Aijia Grammer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0027358</td>\n",
       "        <td>Robert Anderson</td>\n",
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       "    <tr>\n",
       "        <td>nm0571727</td>\n",
       "        <td>Kevin McKidd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0700760</td>\n",
       "        <td>Steve Purcell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1103655</td>\n",
       "        <td>David Suther</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1733986</td>\n",
       "        <td>Erik Smitt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000333</td>\n",
       "        <td>Cher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000345</td>\n",
       "        <td>Billy Crystal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0063618</td>\n",
       "        <td>Jeff Beal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0258531</td>\n",
       "        <td>Rob Epstein</td>\n",
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       "    <tr>\n",
       "        <td>nm0295243</td>\n",
       "        <td>Jeffrey Friedman</td>\n",
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       "    <tr>\n",
       "        <td>nm0816742</td>\n",
       "        <td>Rick Spalla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0940000</td>\n",
       "        <td>Sharon Wood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1066246</td>\n",
       "        <td>Christopher Pavlick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004742</td>\n",
       "        <td>Maria Bello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3178193</td>\n",
       "        <td>Rolf Landua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3461284</td>\n",
       "        <td>James Gillies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3461450</td>\n",
       "        <td>Mike Lamont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6363510</td>\n",
       "        <td>Sergio Bertolucci</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000840</td>\n",
       "        <td>Lucille Ball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005056</td>\n",
       "        <td>Elton John</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0163828</td>\n",
       "        <td>Dave Clark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0203410</td>\n",
       "        <td>Lenny Davidson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0404728</td>\n",
       "        <td>Rick Huxley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0502049</td>\n",
       "        <td>Julian Lennon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0519308</td>\n",
       "        <td>Matthew Longfellow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0525801</td>\n",
       "        <td>Lulu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000257</td>\n",
       "        <td>Alan Alda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0686887</td>\n",
       "        <td>Marc Platt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0753314</td>\n",
       "        <td>Mark Rylance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1069736</td>\n",
       "        <td>Kristie Macosko Krieger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4131020</td>\n",
       "        <td>Matt Charman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002681</td>\n",
       "        <td>Jim Denault</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0428600</td>\n",
       "        <td>Kirk Jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0443577</td>\n",
       "        <td>Lainie Kazan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0501999</td>\n",
       "        <td>Christopher Lennertz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0452349</td>\n",
       "        <td>Craig Kief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0607315</td>\n",
       "        <td>Stephen J. Morrison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0889287</td>\n",
       "        <td>Sander Vanocur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1023371</td>\n",
       "        <td>Morgan Hanner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1313717</td>\n",
       "        <td>David Bianculli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7255332</td>\n",
       "        <td>Neil Genzlinger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0028556</td>\n",
       "        <td>Amy Andrews</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0087564</td>\n",
       "        <td>Richard Blankenship</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0306833</td>\n",
       "        <td>Ashley Fetterman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400625</td>\n",
       "        <td>Geraldine Hughes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0400786</td>\n",
       "        <td>R. Mark Hughes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0810039</td>\n",
       "        <td>Steven C. Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6600577</td>\n",
       "        <td>Billy Campbell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6600578</td>\n",
       "        <td>Jesse Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0922581</td>\n",
       "        <td>Paul Westerberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004896</td>\n",
       "        <td>Eminem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0302778</td>\n",
       "        <td>Joel Gallen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0342970</td>\n",
       "        <td>Dave Grohl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1357867</td>\n",
       "        <td>Guy Harding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2370642</td>\n",
       "        <td>The Black Keys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001598</td>\n",
       "        <td>Robert Patrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1472120</td>\n",
       "        <td>Alain Carrazé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2727279</td>\n",
       "        <td>Emmanuelle Quilliet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5883753</td>\n",
       "        <td>Romain Nigita</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0479458</td>\n",
       "        <td>Patti LaBelle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0589369</td>\n",
       "        <td>Steve Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1666212</td>\n",
       "        <td>Ne-Yo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2093621</td>\n",
       "        <td>Leon Knoles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2484412</td>\n",
       "        <td>Tim Swift</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2484457</td>\n",
       "        <td>Kristi Foley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3245099</td>\n",
       "        <td>The Tenors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5318269</td>\n",
       "        <td>Fifth Harmony</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6659770</td>\n",
       "        <td>Nico &amp; Vinz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000384</td>\n",
       "        <td>Danny Elfman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0106835</td>\n",
       "        <td>Anthony Bregman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0508732</td>\n",
       "        <td>Matthew Libatique</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0914612</td>\n",
       "        <td>Emma Watson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1242054</td>\n",
       "        <td>James Ponsoldt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1294664</td>\n",
       "        <td>Ellar Coltrane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3915784</td>\n",
       "        <td>John Boyega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0454730</td>\n",
       "        <td>Gayle King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1294061</td>\n",
       "        <td>Norah O&#x27;Donnell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1344477</td>\n",
       "        <td>Chris Maxwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1514418</td>\n",
       "        <td>Shilpi Gupta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2088640</td>\n",
       "        <td>Phil Hernandez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3073898</td>\n",
       "        <td>Vinita Nair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9810762</td>\n",
       "        <td>Paul D. Rose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005109</td>\n",
       "        <td>Mila Kunis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0179479</td>\n",
       "        <td>James Corden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0419486</td>\n",
       "        <td>David Javerbaum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1895377</td>\n",
       "        <td>Ben Hoffman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2244700</td>\n",
       "        <td>David Dineen-Porter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2551886</td>\n",
       "        <td>Reggie Watts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3861850</td>\n",
       "        <td>Lauren Greenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4371972</td>\n",
       "        <td>Sean O&#x27;Connor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4826458</td>\n",
       "        <td>Mat Brunet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0872157</td>\n",
       "        <td>Les Trent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1530018</td>\n",
       "        <td>Tom Brady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2473819</td>\n",
       "        <td>Miranda Kerr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4554428</td>\n",
       "        <td>Ryan Guzman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4766272</td>\n",
       "        <td>Farrah Laurel Abraham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4869222</td>\n",
       "        <td>Steven Fabian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4987735</td>\n",
       "        <td>Diane McInerney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0329084</td>\n",
       "        <td>Gregory Goodman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0424819</td>\n",
       "        <td>Corey Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0697936</td>\n",
       "        <td>David Prior</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0891485</td>\n",
       "        <td>Yul Vazquez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1985974</td>\n",
       "        <td>Michael Chernus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4755326</td>\n",
       "        <td>Drew Friedman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5901227</td>\n",
       "        <td>Andrea Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0295281</td>\n",
       "        <td>Lewis Friedman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0337585</td>\n",
       "        <td>Al Green</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0525701</td>\n",
       "        <td>Sara Lukinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0564358</td>\n",
       "        <td>Patricia McBride</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0780051</td>\n",
       "        <td>Nell Scovell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7139119</td>\n",
       "        <td>Michael Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3689037</td>\n",
       "        <td>Mike Leech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7869077</td>\n",
       "        <td>Matt Kirsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000153</td>\n",
       "        <td>Gina Gershon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1093492</td>\n",
       "        <td>Dave Drabik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1859790</td>\n",
       "        <td>Riverdance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0243690</td>\n",
       "        <td>Elvis Duran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2108978</td>\n",
       "        <td>Mat Kearney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2295376</td>\n",
       "        <td>Greg Katz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3958969</td>\n",
       "        <td>Seth Gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3959297</td>\n",
       "        <td>Ashley Broad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3960771</td>\n",
       "        <td>Les Gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4729942</td>\n",
       "        <td>Camille Connolly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7139015</td>\n",
       "        <td>Eric Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0118059</td>\n",
       "        <td>Pat Buchanan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0175055</td>\n",
       "        <td>Chris Connelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3676781</td>\n",
       "        <td>Rick Perlstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7387567</td>\n",
       "        <td>Renee Graham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7460055</td>\n",
       "        <td>Jefferson Cowie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0266824</td>\n",
       "        <td>Dakota Fanning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0830476</td>\n",
       "        <td>Patrick Stinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2195508</td>\n",
       "        <td>Josh Neufeld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2267348</td>\n",
       "        <td>Kylie Erica Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2499064</td>\n",
       "        <td>Uzo Aduba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0569790</td>\n",
       "        <td>Douglas McGrath</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6187719</td>\n",
       "        <td>Paul Blake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1927564</td>\n",
       "        <td>Zach Smilovitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000237</td>\n",
       "        <td>John Travolta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000404</td>\n",
       "        <td>Jane Fonda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000664</td>\n",
       "        <td>Patrick Swayze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0126031</td>\n",
       "        <td>Jeff Byrd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1193314</td>\n",
       "        <td>Keith Walker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2687064</td>\n",
       "        <td>Michael Cudahy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5386015</td>\n",
       "        <td>John Boccardo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5405663</td>\n",
       "        <td>Matt May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0625099</td>\n",
       "        <td>Nelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0950085</td>\n",
       "        <td>Steve Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000060</td>\n",
       "        <td>Gregory Peck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000825</td>\n",
       "        <td>Mary Badham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0874339</td>\n",
       "        <td>Donald Trump</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2832525</td>\n",
       "        <td>Kendall Jenner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4703393</td>\n",
       "        <td>Johnno Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0607341</td>\n",
       "        <td>Van Morrison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7515933</td>\n",
       "        <td>Brooklyn Philharmonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0588241</td>\n",
       "        <td>Dick Miller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1224052</td>\n",
       "        <td>Uwe Huber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1277034</td>\n",
       "        <td>Elmar Podlasly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4491352</td>\n",
       "        <td>Wolfgang Pielmeier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0171322</td>\n",
       "        <td>Lisa Guerrero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2721320</td>\n",
       "        <td>Chet Hanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7650486</td>\n",
       "        <td>Alyssa Hertzig</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0522306</td>\n",
       "        <td>Darlene Love</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1296282</td>\n",
       "        <td>Art Moore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1659547</td>\n",
       "        <td>Carey Mulligan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7010601</td>\n",
       "        <td>Tony Pigg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3227822</td>\n",
       "        <td>Jeff Glor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6054276</td>\n",
       "        <td>Garth Risk Hallberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0587043</td>\n",
       "        <td>A.D. Miles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1206693</td>\n",
       "        <td>Dave Diomedi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1567113</td>\n",
       "        <td>Jessica Chastain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3346409</td>\n",
       "        <td>Gerard Bradford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3355350</td>\n",
       "        <td>Mike DiCenzo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5266637</td>\n",
       "        <td>Pentatonix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6345135</td>\n",
       "        <td>Jonathan Adler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0048195</td>\n",
       "        <td>James Baker III</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1885286</td>\n",
       "        <td>Ken Auletta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2478116</td>\n",
       "        <td>H.W. Brands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4250585</td>\n",
       "        <td>Steven Hayward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7441831</td>\n",
       "        <td>Gil Troy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000012</td>\n",
       "        <td>Bette Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000080</td>\n",
       "        <td>Orson Welles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001549</td>\n",
       "        <td>Rita Moreno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0413168</td>\n",
       "        <td>Hugh Jackman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0003397</td>\n",
       "        <td>Angus Bickerton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0131482</td>\n",
       "        <td>Allan Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0356745</td>\n",
       "        <td>Todd Hallowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0649937</td>\n",
       "        <td>Daniel Orlandi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0746651</td>\n",
       "        <td>Mark Rowen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1385579</td>\n",
       "        <td>Graham Jack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1834537</td>\n",
       "        <td>Melissa Voyagis Langham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000090</td>\n",
       "        <td>Armin Mueller-Stahl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0302522</td>\n",
       "        <td>Trish Gallaher Glenn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0551997</td>\n",
       "        <td>Brad Martin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3460435</td>\n",
       "        <td>John Langdon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0134922</td>\n",
       "        <td>Peter Capaldi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0909144</td>\n",
       "        <td>David Walliams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0927048</td>\n",
       "        <td>Perry Widdowson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2903989</td>\n",
       "        <td>Pete Snell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3380423</td>\n",
       "        <td>Rina Dayalji</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5333075</td>\n",
       "        <td>Vicky Taylor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0894126</td>\n",
       "        <td>Olivier Vergès</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0420747</td>\n",
       "        <td>Jane Jenkins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0077873</td>\n",
       "        <td>Jean-Yves Berteloot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0547339</td>\n",
       "        <td>Jean-Pierre Marielle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0312592</td>\n",
       "        <td>James Gemmill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0360470</td>\n",
       "        <td>Frances Hannon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000949</td>\n",
       "        <td>Cate Blanchett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001331</td>\n",
       "        <td>Todd Haynes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0178376</td>\n",
       "        <td>Scott Cooper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0714066</td>\n",
       "        <td>Denise Ream</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0935183</td>\n",
       "        <td>Claudia Winkleman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4163810</td>\n",
       "        <td>Danny Leigh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5009539</td>\n",
       "        <td>Tim Robey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1231899</td>\n",
       "        <td>Priyanka Chopra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0252032</td>\n",
       "        <td>Dwight D. Eisenhower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0565191</td>\n",
       "        <td>Joseph McCarthy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0701216</td>\n",
       "        <td>George Putnam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0818577</td>\n",
       "        <td>Arnold Spielberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5528012</td>\n",
       "        <td>Rudolf Ivanovich Abel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8392704</td>\n",
       "        <td>James B. Donovan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0202579</td>\n",
       "        <td>David Davenport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0386944</td>\n",
       "        <td>Adolf Hitler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8392691</td>\n",
       "        <td>Frederic L. Pryor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8392692</td>\n",
       "        <td>Jane R. Helmchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3271473</td>\n",
       "        <td>Austin Stowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6027661</td>\n",
       "        <td>Develyn J. Watson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7875104</td>\n",
       "        <td>Francis Gary Powers Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0694535</td>\n",
       "        <td>Francis Gary Powers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1361767</td>\n",
       "        <td>Angela Merkel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2725387</td>\n",
       "        <td>Pish</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000329</td>\n",
       "        <td>Jackie Chan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000346</td>\n",
       "        <td>Macaulay Culkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004883</td>\n",
       "        <td>Tate Donovan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2309517</td>\n",
       "        <td>Armie Hammer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1502434</td>\n",
       "        <td>Leslie Odom Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3979991</td>\n",
       "        <td>Aaron Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5760261</td>\n",
       "        <td>Nate Charny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5907732</td>\n",
       "        <td>Cullen Crawford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7962820</td>\n",
       "        <td>The Strumbellas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0467085</td>\n",
       "        <td>Jerzy Kosinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0238003</td>\n",
       "        <td>Ed Driscoll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0357895</td>\n",
       "        <td>Hamish Hamilton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1297015</td>\n",
       "        <td>Emma Stone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1325419</td>\n",
       "        <td>Kristen Wiig</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2116058</td>\n",
       "        <td>Jen Muccia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2359818</td>\n",
       "        <td>Bubba Kadane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3149180</td>\n",
       "        <td>Carly Segal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5879685</td>\n",
       "        <td>Rachael Nisenkier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0016548</td>\n",
       "        <td>Marv Albert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8233819</td>\n",
       "        <td>John Mendoza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0627425</td>\n",
       "        <td>Art Neville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1147999</td>\n",
       "        <td>Neville Brothers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0629326</td>\n",
       "        <td>Doug Nichol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2393644</td>\n",
       "        <td>John Benet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2948279</td>\n",
       "        <td>Mark Ambrosino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8373924</td>\n",
       "        <td>Ken Alexander</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8373925</td>\n",
       "        <td>Silvi Alcivar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8373926</td>\n",
       "        <td>Martin Howard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001144</td>\n",
       "        <td>Céline Dion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0393901</td>\n",
       "        <td>Kit Hoover</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0519456</td>\n",
       "        <td>Eva Longoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0732014</td>\n",
       "        <td>Sebastian Robertson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1102987</td>\n",
       "        <td>Serena Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1171817</td>\n",
       "        <td>Brandon Christy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000507</td>\n",
       "        <td>Rob Lowe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0013723</td>\n",
       "        <td>Louis Aguirre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0558244</td>\n",
       "        <td>Debbie Matenopoulos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1382232</td>\n",
       "        <td>Michael Yo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2828890</td>\n",
       "        <td>Earnest Winborne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8864633</td>\n",
       "        <td>Ryan Neary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0901099</td>\n",
       "        <td>Paul Vogt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4004628</td>\n",
       "        <td>Bernie Matthew</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1722577</td>\n",
       "        <td>DJ Khaled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3976023</td>\n",
       "        <td>Jason Blackman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5412990</td>\n",
       "        <td>Future</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0316933</td>\n",
       "        <td>Debbie Gibson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0081461</td>\n",
       "        <td>Jason Bielski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1125021</td>\n",
       "        <td>Steven Garrett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1802869</td>\n",
       "        <td>Joe Strazzullo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7978726</td>\n",
       "        <td>Kaleo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8421991</td>\n",
       "        <td>Davíð Antonsson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0557677</td>\n",
       "        <td>Giles Masters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000223</td>\n",
       "        <td>Elisabeth Shue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0286163</td>\n",
       "        <td>C.S. Forester</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0334318</td>\n",
       "        <td>Stephen Graham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0426224</td>\n",
       "        <td>Shelly Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0773689</td>\n",
       "        <td>Aaron Schneider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0960773</td>\n",
       "        <td>Mark Czyzewski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4917921</td>\n",
       "        <td>Devin Druid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004997</td>\n",
       "        <td>Melissa Joan Hart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3662412</td>\n",
       "        <td>Alycia Powers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0243411</td>\n",
       "        <td>Don DuPree</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0343135</td>\n",
       "        <td>Andrea Gronvall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0821026</td>\n",
       "        <td>Brian Stack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1314432</td>\n",
       "        <td>Christein Aromando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1769524</td>\n",
       "        <td>Michael Pielocik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3790554</td>\n",
       "        <td>Jake Plunkett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3858989</td>\n",
       "        <td>Jen Spyra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4033885</td>\n",
       "        <td>Adam Conover</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4456022</td>\n",
       "        <td>Jonathan Batiste</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7575542</td>\n",
       "        <td>Stay Human</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000047</td>\n",
       "        <td>Sophia Loren</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000362</td>\n",
       "        <td>Danny DeVito</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001450</td>\n",
       "        <td>Angela Lansbury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1697759</td>\n",
       "        <td>Liz Hernandez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3112229</td>\n",
       "        <td>Ian Drew</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3380171</td>\n",
       "        <td>Nico Tortorella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5136677</td>\n",
       "        <td>Alex Hudgens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1120169</td>\n",
       "        <td>Rick Astley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000231</td>\n",
       "        <td>Oliver Stone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001707</td>\n",
       "        <td>Paul Schrader</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0082366</td>\n",
       "        <td>Anna Biller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0317834</td>\n",
       "        <td>Mateo Gil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0742941</td>\n",
       "        <td>Gianfranco Rosi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1291105</td>\n",
       "        <td>J.A. Bayona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0238478</td>\n",
       "        <td>Michel Drucker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0448006</td>\n",
       "        <td>Douglas Kennedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0603586</td>\n",
       "        <td>François Morel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0674606</td>\n",
       "        <td>Pierre Perret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1082477</td>\n",
       "        <td>Omar Sy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5839025</td>\n",
       "        <td>Loren Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6173041</td>\n",
       "        <td>Loren Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6238194</td>\n",
       "        <td>Monica Mangin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8484817</td>\n",
       "        <td>Jarrett Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8546609</td>\n",
       "        <td>Loren Battley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005516</td>\n",
       "        <td>Blair Underwood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3434305</td>\n",
       "        <td>Abbi Jacobson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001255</td>\n",
       "        <td>Victor Garber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001608</td>\n",
       "        <td>Barry Pepper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1897372</td>\n",
       "        <td>Rebekah Bell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1939445</td>\n",
       "        <td>Tim Postins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0330687</td>\n",
       "        <td>Joseph Gordon-Levitt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2605345</td>\n",
       "        <td>Gemma Arterton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2870358</td>\n",
       "        <td>Christine Rose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000729</td>\n",
       "        <td>Casey Affleck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0205626</td>\n",
       "        <td>Viola Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1470390</td>\n",
       "        <td>Rob Schroeder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1618167</td>\n",
       "        <td>Peter J. Nieves</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1644435</td>\n",
       "        <td>Brenda Brkusic Milinkovic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1651442</td>\n",
       "        <td>Michelle Merker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2040418</td>\n",
       "        <td>Robin Rudenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2926452</td>\n",
       "        <td>Georg Kallert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005299</td>\n",
       "        <td>Sarah Paulson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0644022</td>\n",
       "        <td>Bob Odenkirk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1166871</td>\n",
       "        <td>Amy Pascal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1802857</td>\n",
       "        <td>Josh Singer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2176283</td>\n",
       "        <td>Liz Hannah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001652</td>\n",
       "        <td>John Ratzenberger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0606658</td>\n",
       "        <td>John Morris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0902184</td>\n",
       "        <td>Erik von Detten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1103113</td>\n",
       "        <td>Brian Chapman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002691</td>\n",
       "        <td>Yoram Astrakhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0503471</td>\n",
       "        <td>Christoph Lerch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0505118</td>\n",
       "        <td>Gary Leva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3376210</td>\n",
       "        <td>Jeffrey Skiles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7262966</td>\n",
       "        <td>Brady Lane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8654009</td>\n",
       "        <td>Patrick Harten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0004877</td>\n",
       "        <td>Roy Edward Disney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0412465</td>\n",
       "        <td>James Ivory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0511703</td>\n",
       "        <td>Emilio Linder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0767025</td>\n",
       "        <td>Marina Saura</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1321897</td>\n",
       "        <td>José Ruiz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2739205</td>\n",
       "        <td>Eduardo Deglané</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3406794</td>\n",
       "        <td>José Luis Gutiérrez Rojas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4292208</td>\n",
       "        <td>Leopoldo Gutiérrez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2037328</td>\n",
       "        <td>OK Go</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005377</td>\n",
       "        <td>Sam Rockwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0006535</td>\n",
       "        <td>Doug Hutchison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5971415</td>\n",
       "        <td>Alexis Breut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7603232</td>\n",
       "        <td>Jérémy Breut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8062409</td>\n",
       "        <td>David Breut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2025047</td>\n",
       "        <td>Jesse Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0002976</td>\n",
       "        <td>Kevin Mukherji</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2142199</td>\n",
       "        <td>Paul Pennolino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2730724</td>\n",
       "        <td>Ashley Nicole Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2828049</td>\n",
       "        <td>Pat Cassels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5392168</td>\n",
       "        <td>Mathan Erhardt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8753294</td>\n",
       "        <td>Lee Gelernt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0025709</td>\n",
       "        <td>Trey Anastasio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3152173</td>\n",
       "        <td>Keith Fleetwood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0295385</td>\n",
       "        <td>Thomas Friedman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0467924</td>\n",
       "        <td>Bernard Kouchner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2492757</td>\n",
       "        <td>Laurent Delahousse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005324</td>\n",
       "        <td>Maury Povich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0842081</td>\n",
       "        <td>Alison Sweeney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000184</td>\n",
       "        <td>George Lucas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001832</td>\n",
       "        <td>Sam Waterston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0036801</td>\n",
       "        <td>James Arntz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0554385</td>\n",
       "        <td>Bob Marty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1175687</td>\n",
       "        <td>Jim Hoppin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2333273</td>\n",
       "        <td>Eli Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7288786</td>\n",
       "        <td>Christina Morano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0113831</td>\n",
       "        <td>Jerry Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0507376</td>\n",
       "        <td>John Lewis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0564587</td>\n",
       "        <td>John McCain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1110666</td>\n",
       "        <td>Condoleezza Rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2119042</td>\n",
       "        <td>Nancy Pelosi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2883422</td>\n",
       "        <td>David Axelrod</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0729557</td>\n",
       "        <td>Melissa Rivers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6492788</td>\n",
       "        <td>Chris Soules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1275695</td>\n",
       "        <td>Ernie Generalli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3793318</td>\n",
       "        <td>Anna Baryshnikov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001442</td>\n",
       "        <td>Ricki Lake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001687</td>\n",
       "        <td>Gena Rowlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000990</td>\n",
       "        <td>Betty Buckley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0515116</td>\n",
       "        <td>Blake Lively</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1411125</td>\n",
       "        <td>Selena Gomez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2335611</td>\n",
       "        <td>Jade Brooke Delgado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2501633</td>\n",
       "        <td>Lena Dunham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5241437</td>\n",
       "        <td>Jaymes Vaughan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7597656</td>\n",
       "        <td>Sonia Isabelle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8964853</td>\n",
       "        <td>Arthur Kade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0062702</td>\n",
       "        <td>Charles Thomas Baxter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0186477</td>\n",
       "        <td>David Crank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0254945</td>\n",
       "        <td>Kirk Ellis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0313615</td>\n",
       "        <td>Steve George</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0331284</td>\n",
       "        <td>Ken Gorrell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0333794</td>\n",
       "        <td>Paul Graff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0375432</td>\n",
       "        <td>Cathy Hellier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2379785</td>\n",
       "        <td>Michael Perry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2936173</td>\n",
       "        <td>Mike Perry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0422696</td>\n",
       "        <td>Paulette Jiles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0616153</td>\n",
       "        <td>Gail Mutrux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1729294</td>\n",
       "        <td>Luke Davies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1992894</td>\n",
       "        <td>Elizabeth Gabler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8023748</td>\n",
       "        <td>Helena Zengel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0841176</td>\n",
       "        <td>Peter Svensson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2871592</td>\n",
       "        <td>Peter Glanz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3595501</td>\n",
       "        <td>Justin Bieber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4392718</td>\n",
       "        <td>Andrew Bachelor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5130799</td>\n",
       "        <td>Rudy Mancuso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7079569</td>\n",
       "        <td>Jacob Kasher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001130</td>\n",
       "        <td>Ted Demme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0819803</td>\n",
       "        <td>Bruce Springsteen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000291</td>\n",
       "        <td>Angela Bassett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0022424</td>\n",
       "        <td>Sasha Alpert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0088127</td>\n",
       "        <td>Alexis Bledel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0936364</td>\n",
       "        <td>Jim Wise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3417385</td>\n",
       "        <td>Rachel Bloom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4826314</td>\n",
       "        <td>W. Kamau Bell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0005499</td>\n",
       "        <td>Lily Tomlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0147118</td>\n",
       "        <td>Dick Cavett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0289388</td>\n",
       "        <td>Fred Foy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1045096</td>\n",
       "        <td>Bob Cranshaw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2755087</td>\n",
       "        <td>John Gilroy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3973365</td>\n",
       "        <td>Joel Banow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1372450</td>\n",
       "        <td>Fredrik Wikström</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7554519</td>\n",
       "        <td>Fredrik Backman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0410596</td>\n",
       "        <td>Walter Isaacson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0667111</td>\n",
       "        <td>Jane Pauley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1977944</td>\n",
       "        <td>Gretchen Carlson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2675885</td>\n",
       "        <td>Weiwei Ai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4089170</td>\n",
       "        <td>Harry Styles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4952643</td>\n",
       "        <td>Henry Ledesma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0227759</td>\n",
       "        <td>Peter Dinklage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0454660</td>\n",
       "        <td>Don Roy King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1293885</td>\n",
       "        <td>Bobby Moynihan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1510062</td>\n",
       "        <td>Mikey Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1669409</td>\n",
       "        <td>Erin Doyle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2092115</td>\n",
       "        <td>Scott D. Greenberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3289293</td>\n",
       "        <td>Streeter Seidell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3830257</td>\n",
       "        <td>Melissa Villaseñor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5198446</td>\n",
       "        <td>Cecily Strong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0582149</td>\n",
       "        <td>Chris Messina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0829576</td>\n",
       "        <td>Kristen Stewart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1084720</td>\n",
       "        <td>Leslie Wilson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2267815</td>\n",
       "        <td>Christian Lanz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0443286</td>\n",
       "        <td>David Kaye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1112630</td>\n",
       "        <td>Russell Swanson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2041173</td>\n",
       "        <td>Frankie Cordero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2169078</td>\n",
       "        <td>Grant Baciocco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2175486</td>\n",
       "        <td>Ryan Barger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2631416</td>\n",
       "        <td>Ryan Dillon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2754967</td>\n",
       "        <td>Eric Morrell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3264348</td>\n",
       "        <td>Christopher Werner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7780854</td>\n",
       "        <td>Kenny Bermudez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0352778</td>\n",
       "        <td>Bill Hader</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0571952</td>\n",
       "        <td>Kate McKinnon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0584427</td>\n",
       "        <td>Lorne Michaels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0072506</td>\n",
       "        <td>Guy Benson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0792636</td>\n",
       "        <td>Lynn Sherr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1515030</td>\n",
       "        <td>Howard Kurtz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3278205</td>\n",
       "        <td>Ruth Marcus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6567734</td>\n",
       "        <td>Mollie Hemingway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6870200</td>\n",
       "        <td>Jessica Tarlov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9493392</td>\n",
       "        <td>Libby Casey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5243148</td>\n",
       "        <td>Katy Tur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6762590</td>\n",
       "        <td>Mac DeMarco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0922064</td>\n",
       "        <td>Eric West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5453212</td>\n",
       "        <td>Julie Potter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2040166</td>\n",
       "        <td>John Dickerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9482672</td>\n",
       "        <td>Mark Weinberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1814776</td>\n",
       "        <td>James Terry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm7968921</td>\n",
       "        <td>Andrew Freund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1361042</td>\n",
       "        <td>Stephen Boss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2578339</td>\n",
       "        <td>Gil Rief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3615800</td>\n",
       "        <td>Troy Thomas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8796700</td>\n",
       "        <td>Rick Mitchell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2933757</td>\n",
       "        <td>Gal Gadot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0455239</td>\n",
       "        <td>Ross King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1048290</td>\n",
       "        <td>Susanna Reid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1400023</td>\n",
       "        <td>Ben Shephard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1581493</td>\n",
       "        <td>Doug Parr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1595921</td>\n",
       "        <td>Richard Gaisford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8024422</td>\n",
       "        <td>Claire Mooney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9547179</td>\n",
       "        <td>Phil Wild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9547180</td>\n",
       "        <td>Diana Bow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2978474</td>\n",
       "        <td>First Aid Kit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3586035</td>\n",
       "        <td>Maisie Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5263350</td>\n",
       "        <td>Anthony Joshua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1532234</td>\n",
       "        <td>Anne-Élisabeth Lemoine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1724241</td>\n",
       "        <td>Tristiane Banon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6226367</td>\n",
       "        <td>Sandrine Rousseau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1070816</td>\n",
       "        <td>Andrew Marr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2245172</td>\n",
       "        <td>Nicola Sturgeon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2255892</td>\n",
       "        <td>Andrew Pierce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2558266</td>\n",
       "        <td>Emily Thornberry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6952407</td>\n",
       "        <td>Brandon Lewis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0446607</td>\n",
       "        <td>Lorraine Kelly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0676318</td>\n",
       "        <td>Andi Peters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3258511</td>\n",
       "        <td>Dan Wootton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4026687</td>\n",
       "        <td>Rylan Clark-Neal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9625353</td>\n",
       "        <td>Lucy Milburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000353</td>\n",
       "        <td>Willem Dafoe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0279193</td>\n",
       "        <td>Stephanie Fischette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0290556</td>\n",
       "        <td>James Franco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1857186</td>\n",
       "        <td>Christian Huguenot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3266644</td>\n",
       "        <td>Sam Cahill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3995272</td>\n",
       "        <td>Jennifer Laski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4977660</td>\n",
       "        <td>Ryan Heraly</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm6843934</td>\n",
       "        <td>Stephen Galloway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0169212</td>\n",
       "        <td>Andy Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2942487</td>\n",
       "        <td>Luann de Lesseps</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2976486</td>\n",
       "        <td>Howard Henley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5483400</td>\n",
       "        <td>Madeline Brewer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9686075</td>\n",
       "        <td>Darnell Cox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1250791</td>\n",
       "        <td>Sterling K. Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2995888</td>\n",
       "        <td>Lauren Zima</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2085469</td>\n",
       "        <td>Len Ciccotello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2807321</td>\n",
       "        <td>Tim White</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2809465</td>\n",
       "        <td>Trevor White</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0123566</td>\n",
       "        <td>Diana Burton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0141437</td>\n",
       "        <td>Rick Carter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0213076</td>\n",
       "        <td>Rena DeAngelo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10656839</td>\n",
       "        <td>Len Downie Jr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3398541</td>\n",
       "        <td>R.B. Brenner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000787</td>\n",
       "        <td>Bess Armstrong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0043214</td>\n",
       "        <td>Meiert Avis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0047522</td>\n",
       "        <td>Tom Bailey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0179224</td>\n",
       "        <td>Barry Corbin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1024169</td>\n",
       "        <td>Alannah Currie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1277689</td>\n",
       "        <td>Thompson Twins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001075</td>\n",
       "        <td>Peter Coyote</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0176723</td>\n",
       "        <td>Kevin Conway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm10096607</td>\n",
       "        <td>David Blistein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3324891</td>\n",
       "        <td>David Cieri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4907474</td>\n",
       "        <td>Julie Coffman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4908036</td>\n",
       "        <td>Christopher Loren Ewers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0109273</td>\n",
       "        <td>Dominic Brigstocke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0635447</td>\n",
       "        <td>Barry Norman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1412116</td>\n",
       "        <td>Jane Lush</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1635488</td>\n",
       "        <td>Tom Brook</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0859925</td>\n",
       "        <td>Bruce Thompson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1256953</td>\n",
       "        <td>Katie Derham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4674229</td>\n",
       "        <td>Liz Ekberg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1070086</td>\n",
       "        <td>Lisa Marie Presley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1257367</td>\n",
       "        <td>Wendy Heller-Stein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4956839</td>\n",
       "        <td>Ira Gallen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000245</td>\n",
       "        <td>Robin Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm8491328</td>\n",
       "        <td>Jake Williams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0177896</td>\n",
       "        <td>Bradley Cooper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0281559</td>\n",
       "        <td>Benn Fleishman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0297857</td>\n",
       "        <td>Gloria Fujita O&#x27;Brien</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0534635</td>\n",
       "        <td>Richard Madden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1345512</td>\n",
       "        <td>Beth Armogida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2249738</td>\n",
       "        <td>Christie Dishner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5377144</td>\n",
       "        <td>Awkwafina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000396</td>\n",
       "        <td>Farrah Fawcett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001365</td>\n",
       "        <td>Whitney Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1101483</td>\n",
       "        <td>Kobe Bryant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000196</td>\n",
       "        <td>Mike Myers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0000625</td>\n",
       "        <td>Fred Savage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0001822</td>\n",
       "        <td>Robert Wagner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0012613</td>\n",
       "        <td>Aerosmith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0367005</td>\n",
       "        <td>Phil Hartman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3058980</td>\n",
       "        <td>The B-52&#x27;s</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1723779</td>\n",
       "        <td>Billy Bollotino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2657895</td>\n",
       "        <td>J. Kristopher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0066877</td>\n",
       "        <td>Joy Behar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1227121</td>\n",
       "        <td>Tucker Carlson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm1232706</td>\n",
       "        <td>Catherine Herridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm2501660</td>\n",
       "        <td>Mark Steyn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm3137291</td>\n",
       "        <td>Mark Penn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm4766708</td>\n",
       "        <td>Larry O&#x27;Connor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm5064821</td>\n",
       "        <td>Ed Henry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm9936326</td>\n",
       "        <td>Alexandria Ocasio-Cortez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>nm0466970</td>\n",
       "        <td>Thomas Koschwitz</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('nm0000158', 'Tom Hanks'),\n",
       " ('nm0001146', 'Donna Dixon'),\n",
       " ('nm0072569', 'Lucille Benson'),\n",
       " ('nm0102122', 'Robert L. Boyett'),\n",
       " ('nm0394286', 'Telma Hopkins'),\n",
       " ('nm0589429', 'Thomas L. Miller'),\n",
       " ('nm0778642', 'Peter Scolari'),\n",
       " ('nm0818274', 'Wendie Jo Sperber'),\n",
       " ('nm0852466', 'Holland Taylor'),\n",
       " ('nm0859977', 'Chris Thompson'),\n",
       " ('nm0109078', 'Richard Briggs'),\n",
       " ('nm0187724', 'Wendy Crewson'),\n",
       " ('nm0362649', 'Hagood Hardy'),\n",
       " ('nm0415487', 'Rona Jaffe'),\n",
       " ('nm0493842', 'Tom Lazarus'),\n",
       " ('nm0538485', 'Chris Makepeace'),\n",
       " ('nm0567583', 'Tom McDermott'),\n",
       " ('nm0827854', 'Steven Hilliard Stern'),\n",
       " ('nm0908594', 'David Wysocki'),\n",
       " ('nm0000478', 'Tawny Kitaen'),\n",
       " ('nm0006077', 'Robert Folk'),\n",
       " ('nm0342732', 'George Grizzard'),\n",
       " ('nm0411444', 'Bob Israel'),\n",
       " ('nm0411477', 'Neal Israel'),\n",
       " ('nm0596542', 'Ron Moler'),\n",
       " ('nm0665394', 'Raju Patel'),\n",
       " ('nm0698493', 'Pat Proft'),\n",
       " ('nm0957460', 'Adrian Zmed'),\n",
       " ('nm0000165', 'Ron Howard'),\n",
       " ('nm0000435', 'Daryl Hannah'),\n",
       " ('nm0001006', 'John Candy'),\n",
       " ('nm0002626', 'Lee Holdridge'),\n",
       " ('nm0004976', 'Brian Grazer'),\n",
       " ('nm0295171', 'Bruce Jay Friedman'),\n",
       " ('nm0304665', 'Lowell Ganz'),\n",
       " ('nm0506405', 'Eugene Levy'),\n",
       " ('nm0541632', 'Babaloo Mandel'),\n",
       " ('nm0001056', 'Dabney Coleman'),\n",
       " ('nm0001164', 'Charles Durning'),\n",
       " ('nm0001742', 'Lori Singer'),\n",
       " ('nm0002216', 'Yves Robert'),\n",
       " ('nm0002353', 'Thomas Newman'),\n",
       " ('nm0236769', 'Stan Dragoti'),\n",
       " ('nm0236819', 'Victor Drai'),\n",
       " ('nm0458228', 'Robert Klane'),\n",
       " ('nm0891554', 'Francis Veber'),\n",
       " ('nm0001854', 'Rita Wilson'),\n",
       " ('nm0188219', 'Keith Critchlow'),\n",
       " ('nm0410539', 'David Isaacs'),\n",
       " ('nm0505867', 'Ken Levine'),\n",
       " ('nm0583292', 'Nicholas Meyer'),\n",
       " ('nm0662748', 'Walter F. Parkes'),\n",
       " ('nm0791847', 'Richard Shepherd'),\n",
       " ('nm0859772', 'Tim Thomerson'),\n",
       " ('nm0006271', 'Philippe Sarde'),\n",
       " ('nm0032296', 'Leah Appet'),\n",
       " ('nm0041215', 'Anat Atzmon'),\n",
       " ('nm0264618', 'Rachel Fabien'),\n",
       " ('nm0362856', 'Sharon Harel'),\n",
       " ('nm0467884', 'Jacob Kotzky'),\n",
       " ('nm0551290', 'Cristina Marsillach'),\n",
       " ('nm0594624', 'Moshé Mizrahi'),\n",
       " ('nm0852028', 'Benedict Taylor'),\n",
       " ('nm0000907', 'Richard Benjamin'),\n",
       " ('nm0001480', 'Shelley Long'),\n",
       " ('nm0005086', 'Kathleen Kennedy'),\n",
       " ('nm0006014', 'Michel Colombier'),\n",
       " ('nm0318429', 'David Giler'),\n",
       " ('nm0324231', 'Alexander Godunov'),\n",
       " ('nm0506020', 'Art Levinson'),\n",
       " ('nm0550881', 'Frank Marshall'),\n",
       " ('nm0822972', 'Maureen Stapleton'),\n",
       " ('nm0001185', 'Hector Elizondo'),\n",
       " ('nm0001276', 'Jackie Gleason'),\n",
       " ('nm0001693', 'Eva Marie Saint'),\n",
       " ('nm0002166', 'John A. Alonzo'),\n",
       " ('nm0005190', 'Garry Marshall'),\n",
       " ('nm0502733', 'Patrick Leonard'),\n",
       " ('nm0687940', 'Rick Podell'),\n",
       " ('nm0695933', 'Michael Preminger'),\n",
       " ('nm0741228', 'Alexandra Rose'),\n",
       " ('nm0000101', 'Dan Aykroyd'),\n",
       " ('nm0001626', 'Christopher Plummer'),\n",
       " ('nm0542539', 'Tom Mankiewicz'),\n",
       " ('nm0604702', 'Harry Morgan'),\n",
       " ('nm0627673', 'Ira Newborn'),\n",
       " ('nm0674303', 'David Permut'),\n",
       " ('nm0916131', 'Jack Webb'),\n",
       " ('nm0919154', 'Robert K. Weiss'),\n",
       " ('nm0958993', 'Alan Zweibel'),\n",
       " ('nm0000985', 'James L. Brooks'),\n",
       " ('nm0001334', 'John Heard'),\n",
       " ('nm0001508', 'Penny Marshall'),\n",
       " ('nm0001610', 'Elizabeth Perkins'),\n",
       " ('nm0002657', 'Gary Ross'),\n",
       " ('nm0005162', 'Robert Loggia'),\n",
       " ('nm0006290', 'Howard Shore'),\n",
       " ('nm0339086', 'Robert Greenhut'),\n",
       " ('nm0818576', 'Anne Spielberg'),\n",
       " ('nm0000398', 'Sally Field'),\n",
       " ('nm0000422', 'John Goodman'),\n",
       " ('nm0337669', 'Bruce Green'),\n",
       " ('nm0343343', 'Charles Gross'),\n",
       " ('nm0578176', 'Daniel Melnick'),\n",
       " ('nm0705136', 'Michael Rachmil'),\n",
       " ('nm0753073', 'Mark Rydell'),\n",
       " ('nm0783544', 'David Seltzer'),\n",
       " ('nm0897794', 'Reynaldo Villalobos'),\n",
       " ('nm0000025', 'Jerry Goldsmith'),\n",
       " ('nm0000397', 'Corey Feldman'),\n",
       " ('nm0000402', 'Carrie Fisher'),\n",
       " ('nm0001102', 'Joe Dante'),\n",
       " ('nm0001136', 'Bruce Dern'),\n",
       " ('nm0108368', 'Larry Brezner'),\n",
       " ('nm0278228', 'Michael Finnell'),\n",
       " ('nm0647615', 'Dana Olsen'),\n",
       " ('nm0828731', 'Robert M. Stevens'),\n",
       " ('nm0001817', 'Reginald VelJohnson'),\n",
       " ('nm0001858', 'Mare Winningham'),\n",
       " ('nm0005266', 'Craig T. Nelson'),\n",
       " ('nm0006854', 'Roger Spottiswoode'),\n",
       " ('nm0088793', 'Michael Blodgett'),\n",
       " ('nm0143596', 'Jim Cash'),\n",
       " ('nm0258390', 'Jack Epps Jr.'),\n",
       " ('nm0677943', 'Daniel Petrie Jr.'),\n",
       " ('nm0795461', 'Dennis Shryack'),\n",
       " ('nm0000246', 'Bruce Willis'),\n",
       " ('nm0000326', 'Kim Cattrall'),\n",
       " ('nm0000361', 'Brian De Palma'),\n",
       " ('nm0000429', 'Melanie Griffith'),\n",
       " ('nm0004366', 'Tom Wolfe'),\n",
       " ('nm0005936', 'Vilmos Zsigmond'),\n",
       " ('nm0006115', 'Dave Grusin'),\n",
       " ('nm0188165', 'Michael Cristofer'),\n",
       " ('nm0659597', 'Bill Pankow'),\n",
       " ('nm0000016', 'Georges Delerue'),\n",
       " ('nm0000212', 'Meg Ryan'),\n",
       " ('nm0000978', 'Lloyd Bridges'),\n",
       " ('nm0003552', 'Stephen Goldblatt'),\n",
       " ('nm0330518', 'Peter Gordon'),\n",
       " ('nm0357041', 'Richard Halsey'),\n",
       " ('nm0777462', 'Teri Schwartz'),\n",
       " ('nm0788234', 'John Patrick Shanley'),\n",
       " ('nm0821041', 'Robert Stack'),\n",
       " ('nm0000133', 'Geena Davis'),\n",
       " ('nm0000187', 'Madonna'),\n",
       " ('nm0001614', 'Lori Petty'),\n",
       " ('nm0007966', 'Elliot Abbott'),\n",
       " ('nm0133676', 'Kelly Candaele'),\n",
       " ('nm0933718', 'Kim Wilson'),\n",
       " ('nm0000243', 'Denzel Washington'),\n",
       " ('nm0001129', 'Jonathan Demme'),\n",
       " ('nm0005714', 'Tak Fujimoto'),\n",
       " ('nm0453248', 'Buzz Kilman'),\n",
       " ('nm0561809', 'Roberta Maxwell'),\n",
       " ('nm0570947', 'Craig McKay'),\n",
       " ('nm0638913', 'Ron Nyswaner'),\n",
       " ('nm0768324', 'Edward Saxon'),\n",
       " ('nm0001188', 'Nora Ephron'),\n",
       " ('nm0003299', 'Marc Shaiman'),\n",
       " ('nm0005815', 'Sven Nykvist'),\n",
       " ('nm0033578', 'Jeff Arch'),\n",
       " ('nm0287811', 'Gary Foster'),\n",
       " ('nm0539678', 'Ross Malinger'),\n",
       " ('nm0911486', 'David S. Ward'),\n",
       " ('nm0000641', 'Gary Sinise'),\n",
       " ('nm0000705', 'Robin Wright'),\n",
       " ('nm0000709', 'Robert Zemeckis'),\n",
       " ('nm0005494', 'Steve Tisch'),\n",
       " ('nm0277704', 'Wendy Finerman'),\n",
       " ('nm0343165', 'Winston Groom'),\n",
       " ('nm0744839', 'Eric Roth'),\n",
       " ('nm0823330', 'Steve Starkey'),\n",
       " ('nm0000977', 'Beau Bridges'),\n",
       " ('nm0001282', 'Tony Goldwyn'),\n",
       " ('nm0001492', 'Kyle MacLachlan'),\n",
       " ('nm0002099', 'Henry Gibson'),\n",
       " ('nm0005145', 'Sugar Ray Leonard'),\n",
       " ('nm0211823', 'Steven E. de Souza'),\n",
       " ('nm0215602', 'George DelHoyo'),\n",
       " ('nm0394280', 'Stephen Hopkins'),\n",
       " ('nm0827973', 'Frances Sternhagen'),\n",
       " ('nm0000102', 'Kevin Bacon'),\n",
       " ('nm0000200', 'Bill Paxton'),\n",
       " ('nm0115310', 'William Broyles Jr.'),\n",
       " ('nm0460200', 'Jeffrey Kluger'),\n",
       " ('nm0522554', 'Jim Lovell'),\n",
       " ('nm0718031', 'Al Reinert'),\n",
       " ('nm0000120', 'Jim Carrey'),\n",
       " ('nm0000229', 'Steven Spielberg'),\n",
       " ('nm0000368', 'Laura Dern'),\n",
       " ('nm0006105', 'Billy Goldenberg'),\n",
       " ('nm0395776', 'Louis J. Horvitz'),\n",
       " ('nm0689240', 'Michael Polito'),\n",
       " ('nm0795456', 'Robert Shrum'),\n",
       " ('nm0828211', 'George Stevens Jr.'),\n",
       " ('nm0828623', 'Michael Stevens'),\n",
       " ('nm0000741', 'Tim Allen'),\n",
       " ('nm0001815', 'Jim Varney'),\n",
       " ('nm0004056', 'Andrew Stanton'),\n",
       " ('nm0005124', 'John Lasseter'),\n",
       " ('nm0169505', 'Joel Cohen'),\n",
       " ('nm0230032', 'Pete Docter'),\n",
       " ('nm0710020', 'Joe Ranft'),\n",
       " ('nm0725543', 'Don Rickles'),\n",
       " ('nm0923736', 'Joss Whedon'),\n",
       " ('nm0000234', 'Charlize Theron'),\n",
       " ('nm0000239', 'Liv Tyler'),\n",
       " ('nm0156816', 'Richard Chew'),\n",
       " ('nm0324556', 'Gary Goetzman'),\n",
       " ('nm0779866', 'Tom Everett Scott'),\n",
       " ('nm0000349', 'Joan Cusack'),\n",
       " ('nm0001288', 'Kelsey Grammer'),\n",
       " ('nm0105169', 'Ash Brannon'),\n",
       " ('nm0398763', 'Rita Hsiao'),\n",
       " ('nm0881279', 'Lee Unkrich'),\n",
       " ('nm0004857', 'Tim Daly'),\n",
       " ('nm0028625', 'David Andrews'),\n",
       " ('nm0139675', 'David Clyde Carr'),\n",
       " ('nm0389468', 'Steve Hofvendahl'),\n",
       " ('nm0446298', 'Daniel Hugh Kelly'),\n",
       " ('nm0640970', \"Conor O'Farrell\"),\n",
       " ('nm0740535', 'Stephen Root'),\n",
       " ('nm0780678', 'Nick Searcy'),\n",
       " ('nm0809031', 'Lane Smith'),\n",
       " ('nm0000175', 'Stephen King'),\n",
       " ('nm0001104', 'Frank Darabont'),\n",
       " ('nm0001372', 'Bonnie Hunt'),\n",
       " ('nm0001556', 'David Morse'),\n",
       " ('nm0003817', 'Michael Clarke Duncan'),\n",
       " ('nm0005897', 'David Tattersall'),\n",
       " ('nm0290358', 'Richard Francis-Bruce'),\n",
       " ('nm0883603', 'David Valdes'),\n",
       " ('nm0000354', 'Matt Damon'),\n",
       " ('nm0001744', 'Tom Sizemore'),\n",
       " ('nm0002354', 'John Williams'),\n",
       " ('nm0117290', 'Ian Bryce'),\n",
       " ('nm0122653', 'Edward Burns'),\n",
       " ('nm0330428', 'Mark Gordon'),\n",
       " ('nm0506013', 'Gary Levinsohn'),\n",
       " ('nm0734441', 'Robert Rodat'),\n",
       " ('nm0000205', 'Parker Posey'),\n",
       " ('nm0001427', 'Greg Kinnear'),\n",
       " ('nm0006070', 'George Fenton'),\n",
       " ('nm0258286', 'Delia Ephron'),\n",
       " ('nm0511979', 'John Lindley'),\n",
       " ('nm0529450', 'Miklós László'),\n",
       " ('nm0795682', 'Lauren Shuler Donner'),\n",
       " ('nm0024421', 'Stephen Ambrose'),\n",
       " ('nm0138035', 'Van Carlson'),\n",
       " ('nm0365674', 'John C. Harrison'),\n",
       " ('nm0367330', 'Chris Harty'),\n",
       " ('nm0743275', 'Brian Ross'),\n",
       " ('nm0000166', 'Helen Hunt'),\n",
       " ('nm0006293', 'Alan Silvestri'),\n",
       " ('nm0121281', 'Don Burgess'),\n",
       " ('nm0584052', 'Paul Sanchez'),\n",
       " ('nm0710759', 'Jack Rapke'),\n",
       " ('nm0925096', 'Lari White'),\n",
       " ('nm0000106', 'Drew Barrymore'),\n",
       " ('nm0000717', 'Kareem Abdul-Jabbar'),\n",
       " ('nm0001391', 'Michael Jackson'),\n",
       " ('nm0057372', 'Elaine Barrie'),\n",
       " ('nm0093697', 'Danny Bonaduce'),\n",
       " ('nm0413659', 'Jermaine Jackson'),\n",
       " ('nm0413953', 'Randy Jackson'),\n",
       " ('nm0605904', 'Karen Morley'),\n",
       " ('nm0005271', 'Randy Newman'),\n",
       " ('nm0047166', 'Bruce Bailey'),\n",
       " ('nm0123553', 'Corey Burton'),\n",
       " ('nm0582418', 'Laurie Metcalf'),\n",
       " ('nm0767572', 'Phil Savenick'),\n",
       " ('nm0774005', 'Robert P. Schneider'),\n",
       " ('nm0000093', 'Brad Pitt'),\n",
       " ('nm0000148', 'Harrison Ford'),\n",
       " ('nm0000156', 'Jeff Goldblum'),\n",
       " ('nm0000163', 'Dustin Hoffman'),\n",
       " ('nm0000164', 'Anthony Hopkins'),\n",
       " ('nm0000658', 'Meryl Streep'),\n",
       " ('nm0000685', 'Jon Voight'),\n",
       " ('nm0001768', 'Rod Steiger'),\n",
       " ('nm1158132', 'Dave Mann'),\n",
       " ('nm0003395', 'John Beal'),\n",
       " ('nm0561053', 'Shawn Maurer'),\n",
       " ('nm0715636', 'Peyton Reed'),\n",
       " ('nm0732004', 'Rick Robertson'),\n",
       " ('nm0750549', 'William Rus'),\n",
       " ('nm0953724', 'Mark Zavad'),\n",
       " ('nm0000893', 'Ed Begley Jr.'),\n",
       " ('nm0176792', 'Tim Conway'),\n",
       " ('nm0256340', 'Robert J. Emery'),\n",
       " ('nm0571106', 'Michael McKean'),\n",
       " ('nm0000474', 'Michael Keaton'),\n",
       " ('nm0397212', 'Clint Howard'),\n",
       " ('nm0000540', 'Russ Meyer'),\n",
       " ('nm0006265', 'Arthur B. Rubinstein'),\n",
       " ('nm0571493', 'Bryan McKenzie'),\n",
       " ('nm0742476', 'Walter Rosenblum'),\n",
       " ('nm0771349', 'Richard Schickel'),\n",
       " ('nm0775262', 'Nancy Schreiber'),\n",
       " ('nm1481195', 'Rob Goldie'),\n",
       " ('nm0005222', 'Sam Mendes'),\n",
       " ('nm0005573', 'Richard D. Zanuck'),\n",
       " ('nm0014582', 'Liam Aiken'),\n",
       " ('nm0172523', 'Max Allan Collins'),\n",
       " ('nm0388382', 'Tyler Hoechlin'),\n",
       " ('nm0713479', 'Richard Piers Rayner'),\n",
       " ('nm0783100', 'David Self'),\n",
       " ('nm0953124', 'Dean Zanuck'),\n",
       " ('nm1005576', 'Rob Maxey'),\n",
       " ('nm0176073', 'Michael Constantine'),\n",
       " ('nm0179173', 'John Corbett'),\n",
       " ('nm0417724', 'Alexander Janko'),\n",
       " ('nm0889522', 'Nia Vardalos'),\n",
       " ('nm0959034', 'Joel Zwick'),\n",
       " ('nm1158071', 'Chris Wilson'),\n",
       " ('nm1164392', 'Christina Eleusiniotis'),\n",
       " ('nm0000138', 'Leonardo DiCaprio'),\n",
       " ('nm0000640', 'Martin Sheen'),\n",
       " ('nm0000686', 'Christopher Walken'),\n",
       " ('nm0007646', 'Frank Abagnale Jr.'),\n",
       " ('nm0622288', 'Jeff Nathanson'),\n",
       " ('nm1127221', 'Stan Redding'),\n",
       " ('nm0001405', 'Janusz Kaminski'),\n",
       " ('nm0055923', 'John Barnett'),\n",
       " ('nm0232677', 'Noel Donnellon'),\n",
       " ('nm0245653', 'Dale Dye'),\n",
       " ('nm0426693', 'Joanna Johnston'),\n",
       " ('nm1108044', 'David Castell'),\n",
       " ('nm0000113', 'Sandra Bullock'),\n",
       " ('nm0000139', 'Cameron Diaz'),\n",
       " ('nm0000226', 'Will Smith'),\n",
       " ('nm0000552', 'Eddie Murphy'),\n",
       " ('nm0004937', 'Jamie Foxx'),\n",
       " ('nm0354393', 'Fred Haise'),\n",
       " ('nm0618680', 'Jeffrey Nachmanoff'),\n",
       " ('nm0842641', 'Jack Swigert'),\n",
       " ('nm2037101', 'Lagniappe'),\n",
       " ('nm0001053', 'Ethan Coen'),\n",
       " ('nm0001054', 'Joel Coen'),\n",
       " ('nm0001756', 'Barry Sonnenfeld'),\n",
       " ('nm0005541', 'Marlon Wayans'),\n",
       " ('nm0355659', 'Irma P. Hall'),\n",
       " ('nm0414930', 'Tom Jacobson'),\n",
       " ('nm0430742', 'Barry Josephson'),\n",
       " ('nm0741740', 'William Rose'),\n",
       " ('nm0799777', 'J.K. Simmons'),\n",
       " ('nm0005734', 'Conrad L. Hall'),\n",
       " ('nm0021612', 'Kellie Allred'),\n",
       " ('nm0103497', 'Joan Bradshaw'),\n",
       " ('nm0185819', 'Daniel Craig'),\n",
       " ('nm0309357', 'Dennis Gassner'),\n",
       " ('nm0355292', 'Allen Hall'),\n",
       " ('nm0588166', 'Danny Miller'),\n",
       " ('nm1271882', 'Sovonto Green'),\n",
       " ('nm1273714', 'Jimmy Hodson'),\n",
       " ('nm0005052', 'Michael Jeter'),\n",
       " ('nm0178875', 'Chris Coppola'),\n",
       " ('nm0366667', 'Leslie Zemeckis'),\n",
       " ('nm0854074', 'William Teitler'),\n",
       " ('nm0885575', 'Chris Van Allsburg'),\n",
       " ('nm0003512', 'Mark Putnam'),\n",
       " ('nm0742147', 'Mitchell Rosenbaum'),\n",
       " ('nm0777593', 'Jeffrey Schwarz'),\n",
       " ('nm1076250', 'Jake Clennell'),\n",
       " ('nm1112226', 'Chris Meagher'),\n",
       " ('nm1141363', 'David A. Ford'),\n",
       " ('nm0000141', 'David Duchovny'),\n",
       " ('nm0001057', 'Toni Collette'),\n",
       " ('nm0006055', 'Randy Edelman'),\n",
       " ('nm0053388', 'Gary Barber'),\n",
       " ('nm0083696', 'Roger Birnbaum'),\n",
       " ('nm0322802', 'Jonathan Glickman'),\n",
       " ('nm0501185', 'Michael Lembeck'),\n",
       " ('nm0818880', 'Stephen Spinella'),\n",
       " ('nm0000342', 'James Cromwell'),\n",
       " ('nm1044052', 'Constantine Nasr'),\n",
       " ('nm1371552', 'Mark Nassief'),\n",
       " ('nm2610455', 'Spunk'),\n",
       " ('nm0000146', 'Ralph Fiennes'),\n",
       " ('nm0000151', 'Morgan Freeman'),\n",
       " ('nm0000177', 'Kevin Kline'),\n",
       " ('nm0000190', 'Matthew McConaughey'),\n",
       " ('nm0000323', 'Michael Caine'),\n",
       " ('nm0001804', 'Stanley Tucci'),\n",
       " ('nm0097842', 'Philip Bosco'),\n",
       " ('nm0183698', 'Katie Couric'),\n",
       " ('nm1197217', 'Eric Foner'),\n",
       " ('nm0001876', 'Catherine Zeta-Jones'),\n",
       " ('nm0315065', 'Sacha Gervasi'),\n",
       " ('nm0531827', 'Laurie MacDonald'),\n",
       " ('nm0564277', 'Chi McBride'),\n",
       " ('nm0629272', 'Andrew Niccol'),\n",
       " ('nm0205613', 'Vic Davis'),\n",
       " ('nm0312578', 'Michael A. Gemme'),\n",
       " ('nm0390582', 'David Holladay'),\n",
       " ('nm0440948', 'Jeremy Kasten'),\n",
       " ('nm0905239', 'Steven Wacks'),\n",
       " ('nm0994529', 'Thomas C. Grane'),\n",
       " ('nm0709411', 'Mark Rance'),\n",
       " ('nm1012434', 'Wilson the Volleyball'),\n",
       " ('nm1057060', 'Steven Watts'),\n",
       " ('nm1393901', 'Albert Ihde'),\n",
       " ('nm0100522', 'Laurent Bouzereau'),\n",
       " ('nm0649223', 'Jeannine Oppewall'),\n",
       " ('nm0681894', 'Jeff Pickett'),\n",
       " ('nm0797007', 'Ron Siegel'),\n",
       " ('nm0000993', 'Carol Burnett'),\n",
       " ('nm0001240', 'Dennis Franz'),\n",
       " ('nm0138770', 'Art Carney'),\n",
       " ('nm0416673', 'Kevin James'),\n",
       " ('nm0443801', 'Jane Kean'),\n",
       " ('nm0546791', 'Jeff Margolis'),\n",
       " ('nm0972418', 'Jon Macks'),\n",
       " ('nm1520041', 'Adam Harriman'),\n",
       " ('nm0000606', 'Jean Reno'),\n",
       " ('nm0001877', 'Hans Zimmer'),\n",
       " ('nm0005212', 'Ian McKellen'),\n",
       " ('nm0130492', 'John Calley'),\n",
       " ('nm0326040', 'Akiva Goldsman'),\n",
       " ('nm0851582', 'Audrey Tautou'),\n",
       " ('nm1467010', 'Dan Brown'),\n",
       " ('nm0035060', 'Adam Arkin'),\n",
       " ('nm0090909', 'Tom Bodett'),\n",
       " ('nm0122741', 'Ken Burns'),\n",
       " ('nm0202966', 'Keith David'),\n",
       " ('nm0241957', 'Dayton Duncan'),\n",
       " ('nm0263910', 'Erik Ewers'),\n",
       " ('nm0568527', 'John McEuen'),\n",
       " ('nm0600881', 'Allen Moore'),\n",
       " ('nm0000870', 'Kathy Bates'),\n",
       " ('nm0308376', 'Mick Garris'),\n",
       " ('nm0487743', 'Jane Lapotaire'),\n",
       " ('nm0689477', 'Jeremy Pollard'),\n",
       " ('nm1126789', 'Warren Meneely'),\n",
       " ('nm1309093', 'David Stewart'),\n",
       " ('nm1481293', 'Burt Hatlen'),\n",
       " ('nm0001573', \"Catherine O'Hara\"),\n",
       " ('nm0001845', 'Forest Whitaker'),\n",
       " ('nm0005069', 'Spike Jonze'),\n",
       " ('nm0137811', 'John B. Carls'),\n",
       " ('nm0784124', 'Maurice Sendak'),\n",
       " ('nm1101630', 'Dave Eggers'),\n",
       " ('nm2504006', 'Max Records'),\n",
       " ('nm2589551', 'Pepita Emmerichs'),\n",
       " ('nm0214526', 'Frank Deford'),\n",
       " ('nm0233199', 'Jim Dooley'),\n",
       " ('nm0513415', 'Joe Lipari'),\n",
       " ('nm0534603', 'John Madden'),\n",
       " ('nm0820918', 'Kenny Stabler'),\n",
       " ('nm0841946', 'Tom Swartwout'),\n",
       " ('nm1286460', 'Dan Klein'),\n",
       " ('nm1504155', 'Mark Allan'),\n",
       " ('nm1526226', 'Chuck Santana'),\n",
       " ('nm0000508', 'Carey Lowell'),\n",
       " ('nm0146903', 'Megan Cavanagh'),\n",
       " ('nm0253705', 'Christine Elise'),\n",
       " ('nm0538655', 'Wendy Makkena'),\n",
       " ('nm0573481', 'Sam McMurray'),\n",
       " ('nm0625796', 'Tracy Nelson'),\n",
       " ('nm0718021', 'Tracy Reiner'),\n",
       " ('nm0777035', 'Richard Schwadel'),\n",
       " ('nm1280397', 'Doug McIntyre'),\n",
       " ('nm0000155', 'Whoopi Goldberg'),\n",
       " ('nm0001430', 'Jack Klugman'),\n",
       " ('nm0003411', 'Ronny Hallin'),\n",
       " ('nm0256599', 'Linda Emond'),\n",
       " ('nm0307316', 'Art Garfunkel'),\n",
       " ('nm0403221', 'Jim Hunziker'),\n",
       " ('nm1449209', 'John Ashbridge'),\n",
       " ('nm1534624', 'Chris Michon'),\n",
       " ('nm0327072', 'Rick Gomez'),\n",
       " ('nm0400606', 'Frank John Hughes'),\n",
       " ('nm0500896', 'David Leland'),\n",
       " ('nm0587844', 'Robert Adam Miller II'),\n",
       " ('nm0817620', 'Richard Speight Jr.'),\n",
       " ('nm0864789', 'Tony To'),\n",
       " ('nm1557591', 'Joan Finn'),\n",
       " ('nm1558511', 'Michael Cronin'),\n",
       " ('nm0003787', 'Bil Yoelin'),\n",
       " ('nm0184719', 'Christopher G. Cowen'),\n",
       " ('nm0184729', 'Mark Cowen'),\n",
       " ('nm0186505', 'Bryan Cranston'),\n",
       " ('nm0381318', 'Mark Herzog'),\n",
       " ('nm0403914', 'Andrew Husmann'),\n",
       " ('nm0624201', 'Blake Neely'),\n",
       " ('nm0680782', 'Sean MacLeod Phillips'),\n",
       " ('nm0111232', 'Tom Brokaw'),\n",
       " ('nm0186164', 'Josh Cramer'),\n",
       " ('nm0711807', 'George Ratliff'),\n",
       " ('nm3056841', 'Ryan E. Kelly'),\n",
       " ('nm0001111', 'Jeremy Davies'),\n",
       " ('nm0004874', 'Vin Diesel'),\n",
       " ('nm1297417', 'Michael Osment'),\n",
       " ('nm0956376', 'Laura Zigman'),\n",
       " ('nm0000115', 'Nicolas Cage'),\n",
       " ('nm0000210', 'Julia Roberts'),\n",
       " ('nm0002201', 'John Debney'),\n",
       " ('nm0204884', 'John A. Davis'),\n",
       " ('nm0316079', 'Paul Giamatti'),\n",
       " ('nm0593838', 'Ken Mitchroney'),\n",
       " ('nm1752042', 'John Nickle'),\n",
       " ('nm0377106', 'Barry Shabaka Henley'),\n",
       " ('nm0449848', 'Bill Kerrigan'),\n",
       " ('nm0971908', 'Doug Jacobson'),\n",
       " ('nm1749092', 'Hope Manna'),\n",
       " ('nm0000201', 'Michelle Pfeiffer'),\n",
       " ('nm0368827', 'Brad Hatfield'),\n",
       " ('nm1175705', 'Dean H. Huh'),\n",
       " ('nm1713212', 'Tony Bennis'),\n",
       " ('nm0001022', 'Dana Carvey'),\n",
       " ('nm0004779', 'Garth Brooks'),\n",
       " ('nm0112944', 'A. Whitney Brown'),\n",
       " ('nm0565063', 'Beth McCarthy-Miller'),\n",
       " ('nm0589106', 'Paul Miller'),\n",
       " ('nm0794727', 'Michael Shoemaker'),\n",
       " ('nm0933259', 'Dave Wilson'),\n",
       " ('nm1771386', 'Michael Bosze'),\n",
       " ('nm2003117', 'Joe Bonanno'),\n",
       " ('nm0000885', 'Ned Beatty'),\n",
       " ('nm0026565', 'Darla K. Anderson'),\n",
       " ('nm1578335', 'Michael Arndt'),\n",
       " ('nm0604884', 'Mary Morgan'),\n",
       " ('nm0001551', 'Alanis Morissette'),\n",
       " ('nm0089050', 'Brian Blondell'),\n",
       " ('nm0254862', 'Greg Ellis'),\n",
       " ('nm0390657', 'Dean Holland'),\n",
       " ('nm0742773', 'Jeff Rosenthal'),\n",
       " ('nm0792653', 'Tom Sherren'),\n",
       " ('nm0825517', 'Johanna Stein'),\n",
       " ('nm1073931', 'James Grace'),\n",
       " ('nm1453692', 'Jason Summers'),\n",
       " ('nm1534664', 'Steve Svendsen'),\n",
       " ('nm0568273', 'Alex McDowell'),\n",
       " ('nm0000518', 'John Malkovich'),\n",
       " ('nm0003152', 'Sean McGinly'),\n",
       " ('nm0004583', 'Gary Frutkoff'),\n",
       " ('nm0004988', 'Colin Hanks'),\n",
       " ('nm0450005', 'Myron Kerstein'),\n",
       " ('nm1289434', 'Emily Blunt'),\n",
       " ('nm0000450', 'Philip Seymour Hoffman'),\n",
       " ('nm0001566', 'Mike Nichols'),\n",
       " ('nm0006133', 'James Newton Howard'),\n",
       " ('nm0010736', 'Amy Adams'),\n",
       " ('nm0815070', 'Aaron Sorkin'),\n",
       " ('nm1985741', 'George Crile'),\n",
       " ('nm0004994', 'Emmylou Harris'),\n",
       " ('nm0381245', 'Ilona Herzberg'),\n",
       " ('nm0445140', 'Andy Keir'),\n",
       " ('nm0445209', 'Ben Keith'),\n",
       " ('nm0475578', 'Ellen Kuras'),\n",
       " ('nm0949918', 'Neil Young'),\n",
       " ('nm0953115', 'Michael Zansky'),\n",
       " ('nm1316296', 'Pegi Young'),\n",
       " ('nm0356017', 'Rebecca Hall'),\n",
       " ('nm0365208', 'Pippa Harris'),\n",
       " ('nm0390141', 'David Nicholls'),\n",
       " ('nm0564215', 'James McAvoy'),\n",
       " ('nm0891114', 'Tom Vaughan'),\n",
       " ('nm1382417', 'Joseph Friend'),\n",
       " ('nm1404408', 'Alice Eve'),\n",
       " ('nm0001884', 'Max von Sydow'),\n",
       " ('nm0006035', 'Alexandre Desplat'),\n",
       " ('nm0197636', 'Stephen Daldry'),\n",
       " ('nm0579580', 'Chris Menges'),\n",
       " ('nm0748784', 'Scott Rudin'),\n",
       " ('nm1583636', 'Jonathan Safran Foer'),\n",
       " ('nm4223385', 'Thomas Horn'),\n",
       " ('nm0000154', 'Mel Gibson'),\n",
       " ('nm0111649', 'Michael Brook'),\n",
       " ('nm0905581', 'Thaddeus Wadleigh'),\n",
       " ('nm1042563', 'Chris A. Peterson'),\n",
       " ('nm1654810', 'Reverend Gadget'),\n",
       " ('nm1768677', 'Michael Kovalenko'),\n",
       " ('nm2071216', 'Chris Paine'),\n",
       " ('nm2100637', 'Jessie Deeter'),\n",
       " ('nm0004785', 'Delta Burke'),\n",
       " ('nm0004887', 'Nora Dunn'),\n",
       " ('nm0101337', 'John Bowman'),\n",
       " ('nm0199948', 'Greg Daniels'),\n",
       " ('nm0205569', 'Tom Davis'),\n",
       " ('nm0235999', 'James Downey'),\n",
       " ('nm0802479', 'Anni Sinnemäki'),\n",
       " ('nm1431672', 'Niina Herala'),\n",
       " ('nm1450609', 'Jarkko Martikainen'),\n",
       " ('nm1504924', 'Sengi Lukangu'),\n",
       " ('nm1507815', 'Christian Forss'),\n",
       " ('nm1620939', 'Sipe Santapukki'),\n",
       " ('nm1787360', 'Milla Alftan'),\n",
       " ('nm0511793', 'Stefan Lindfors'),\n",
       " ('nm0901911', 'Peter von Bagh'),\n",
       " ('nm1404447', 'Hanna Kinnunen'),\n",
       " ('nm1438080', 'André Wickström'),\n",
       " ('nm1505161', 'Antti Tuisku'),\n",
       " ('nm1505937', 'Elastinen'),\n",
       " ('nm1190394', 'Vernon Moore'),\n",
       " ('nm1993725', 'Max Polley'),\n",
       " ('nm3332619', 'Gregory Barbera'),\n",
       " ('nm0002015', 'Phil Collins'),\n",
       " ('nm0039629', 'Michael Aspel'),\n",
       " ('nm0853490', 'Kiri Te Kanawa'),\n",
       " ('nm0000657', 'David Strathairn'),\n",
       " ('nm2323416', 'Andy Berg'),\n",
       " ('nm0291449', 'Jeff Franklin'),\n",
       " ('nm0366549', 'Terry Hart'),\n",
       " ('nm0140284', 'Jack Carrerow'),\n",
       " ('nm0150309', 'David Chambers'),\n",
       " ('nm0870533', 'John Tracy'),\n",
       " ('nm0315386', 'Howard Gewirtz'),\n",
       " ('nm0533414', 'Will Mackenzie'),\n",
       " ('nm0695147', 'Ian Praiser'),\n",
       " ('nm0284262', 'Dan Foliart'),\n",
       " ('nm0669068', 'Howard Pearl'),\n",
       " ('nm0885626', 'Don Van Atta'),\n",
       " ('nm0272206', 'Bruce Ferber'),\n",
       " ('nm0503601', 'David Lerner'),\n",
       " ('nm0728125', 'Leonard Ripps'),\n",
       " ('nm0100681', 'John Bowab'),\n",
       " ('nm0448946', 'Herbert Kenwith'),\n",
       " ('nm0761349', 'Kelly Sandefur'),\n",
       " ('nm0871541', 'Tom Trbovich'),\n",
       " ('nm0798800', 'Stu Silver'),\n",
       " ('nm0588375', 'Gary H. Miller'),\n",
       " ('nm0308194', 'Roger Garrett'),\n",
       " ('nm0429902', 'Darren Jordon'),\n",
       " ('nm0931697', 'Sian Williams'),\n",
       " ('nm1093815', 'Alan Ball'),\n",
       " ('nm1556608', 'Matthew Pinsent'),\n",
       " ('nm0170306', 'Stephen Colbert'),\n",
       " ('nm0238774', 'Eric Drysdale'),\n",
       " ('nm0829537', 'Jon Stewart'),\n",
       " ('nm1337210', \"Chuck O'Neil\"),\n",
       " ('nm1393159', 'Rich Blomquist'),\n",
       " ('nm1440024', 'Steve Bodow'),\n",
       " ('nm1618214', 'Tim Carvell'),\n",
       " ('nm4015005', 'Dan Furano'),\n",
       " ('nm4015845', 'Joyce Furano'),\n",
       " ('nm0037434', 'José Arroyo'),\n",
       " ('nm0271017', 'David Feldman'),\n",
       " ('nm0271139', 'Eddie Feldmann'),\n",
       " ('nm0471378', 'Leah Krinsky'),\n",
       " ('nm0588222', 'Dennis Miller'),\n",
       " ('nm0657204', 'Debbie Palacio'),\n",
       " ('nm0918958', 'David Weiss'),\n",
       " ('nm1064180', 'Jim Hanna'),\n",
       " ('nm0001445', 'Martin Landau'),\n",
       " ('nm0926235', 'James Whitmore'),\n",
       " ('nm0000188', 'Steve Martin'),\n",
       " ('nm0000510', 'Andie MacDowell'),\n",
       " ('nm0000597', 'Bill Pullman'),\n",
       " ('nm0001661', 'Rob Reiner'),\n",
       " ('nm0000262', 'Nancy Allen'),\n",
       " ('nm0000553', 'Liam Neeson'),\n",
       " ('nm0000739', 'Debbie Allen'),\n",
       " ('nm0001426', 'Ben Kingsley'),\n",
       " ('nm0001702', 'Roy Scheider'),\n",
       " ('nm0001122', 'Ellen DeGeneres'),\n",
       " ('nm0005461', 'Gwen Stefani'),\n",
       " ('nm0036587', 'Norman Arnold'),\n",
       " ('nm0050198', 'Alison Balian'),\n",
       " ('nm1202084', 'Jason Brandt'),\n",
       " ('nm1943622', 'Karen Anderson'),\n",
       " ('nm2016558', 'Bradford Brillowski'),\n",
       " ('nm2661032', 'Vikki Ann Ernst'),\n",
       " ('nm3599794', 'Dean Landon'),\n",
       " ('nm0897668', 'Rosa Villacastín'),\n",
       " ('nm1413024', 'Ana Rosa Quintana'),\n",
       " ('nm1923355', 'Isabel Preysler'),\n",
       " ('nm2416272', 'Jordi Tarrés'),\n",
       " ('nm0000445', 'Dan Hedaya'),\n",
       " ('nm0001339', 'Marg Helgenberger'),\n",
       " ('nm0151452', 'Raymond Chandler'),\n",
       " ('nm0233386', 'Lindsay Doran'),\n",
       " ('nm0326512', 'Steve Golin'),\n",
       " ('nm0394564', 'William Horberg'),\n",
       " ('nm0456124', 'Bruno Kirby'),\n",
       " ('nm0689237', 'Jon Polito'),\n",
       " ('nm2057149', 'C. Gaby Mitchell'),\n",
       " ('nm0250084', 'Jeff Edwards'),\n",
       " ('nm0539778', 'Marlise Malkames'),\n",
       " ('nm1185185', 'Søren Høy'),\n",
       " ('nm0971081', 'Brian McFadden'),\n",
       " ('nm1672964', 'Dominic Tolfts'),\n",
       " ('nm3593089', 'Anna Scott'),\n",
       " ('nm4188513', 'Suzie Norton'),\n",
       " ('nm6175030', 'Rav Vadgama'),\n",
       " ('nm2493474', 'Joan Bradshaw'),\n",
       " ('nm0000882', 'Nathalie Baye'),\n",
       " ('nm0004950', 'Jennifer Garner'),\n",
       " ('nm0733099', 'Skip Robinson'),\n",
       " ('nm0000179', 'Jude Law'),\n",
       " ('nm0274668', 'Aleshka Ferrero'),\n",
       " ('nm0526019', 'Diego Luna'),\n",
       " ('nm0002522', 'Jonathan Buss'),\n",
       " ('nm0054386', 'Brian Barefoot'),\n",
       " ('nm0178071', 'Grady Cooper'),\n",
       " ('nm2564775', 'Holly Millea'),\n",
       " ('nm0333261', 'Jörg Grabosch'),\n",
       " ('nm0594152', 'Michael Mittermeier'),\n",
       " ('nm0772969', 'Harald Schmidt'),\n",
       " ('nm0921412', 'Ina Werner'),\n",
       " ('nm0955073', 'Helmut Zerlett'),\n",
       " ('nm1171541', 'Adelheid Asenbaum'),\n",
       " ('nm4996357', 'Julian Caine'),\n",
       " ('nm0447282', 'Elizabeth Kemp'),\n",
       " ('nm0513851', 'James Lipton'),\n",
       " ('nm0671957', 'Arthur Penn'),\n",
       " ('nm0002032', 'Roger Daltrey'),\n",
       " ('nm0005277', \"Conan O'Brien\"),\n",
       " ('nm0016437', 'Chris Albers'),\n",
       " ('nm0073688', 'Alec Berg'),\n",
       " ('nm0085116', 'Tommy Blacha'),\n",
       " ('nm0224366', 'Janine Ditullio'),\n",
       " ('nm0687390', 'Liz Plonka'),\n",
       " ('nm0725200', 'Andy Richter'),\n",
       " ('nm1863400', 'Ellie Barancik'),\n",
       " ('nm0088550', 'Andy Blitz'),\n",
       " ('nm0601844', 'Sam Moore'),\n",
       " ('nm0858589', 'Carla Thomas'),\n",
       " ('nm1016317', 'Kevin Dorff'),\n",
       " ('nm1097698', 'Allan Kartun'),\n",
       " ('nm0001468', 'David Letterman'),\n",
       " ('nm0169694', 'Randy Cohen'),\n",
       " ('nm0192847', 'Kevin Curran'),\n",
       " ('nm0254402', 'Chris Elliott'),\n",
       " ('nm0336226', 'Fred Graver'),\n",
       " ('nm0348668', 'Hal Gurnee'),\n",
       " ('nm0544144', 'Mickey Mantle'),\n",
       " ('nm0920825', 'Bill Wendell'),\n",
       " ('nm1447614', 'Sandy Frank'),\n",
       " ('nm0606366', 'Arnold Morris'),\n",
       " ('nm0122427', 'Rob Burnett'),\n",
       " ('nm0354863', 'Boyd Hale'),\n",
       " ('nm0597940', 'Eddie Money'),\n",
       " ('nm0065637', 'Jon Beckerman'),\n",
       " ('nm0142620', 'Donick Cary'),\n",
       " ('nm0787238', 'Paul Shaffer'),\n",
       " ('nm0996101', 'Jill Davis'),\n",
       " ('nm1096215', 'Tony De Sena'),\n",
       " ('nm0272324', 'Spike Feresten'),\n",
       " ('nm0687506', 'Joan Plowright'),\n",
       " ('nm1795218', 'Dean Dinning'),\n",
       " ('nm6170930', 'Edwin Rose'),\n",
       " ('nm0008589', 'Gabe Abelson'),\n",
       " ('nm0057398', 'Michael Barrie'),\n",
       " ('nm0063215', 'Carter Bays'),\n",
       " ('nm0284159', 'Jerry Foley'),\n",
       " ('nm0420081', 'Rupert Jee'),\n",
       " ('nm0253991', 'Lee H. Ellenberg'),\n",
       " ('nm0338009', 'Jonathan Green'),\n",
       " ('nm0588362', 'Gabe Miller'),\n",
       " ('nm1697806', 'N.E.R.D.'),\n",
       " ('nm1722340', 'Joe Grossman'),\n",
       " ('nm0001769', 'Howard Stern'),\n",
       " ('nm0611848', 'Jim Mulholland'),\n",
       " ('nm1669351', 'Matt Roberts'),\n",
       " ('nm0005310', 'Regis Philbin'),\n",
       " ('nm0749389', 'Nina Ruge'),\n",
       " ('nm0646871', 'Jamie Oliver'),\n",
       " ('nm1213145', 'Chad Hugo'),\n",
       " ('nm1214289', 'Pharrell Williams'),\n",
       " ('nm0780499', 'Seal'),\n",
       " ('nm0001737', 'Martin Short'),\n",
       " ('nm0005105', 'Jane Krakowski'),\n",
       " ('nm0042524', 'Steve Austin'),\n",
       " ('nm0051469', 'Maria Bamford'),\n",
       " ('nm0087071', 'John Blanchard'),\n",
       " ('nm0134968', 'Blaine Capatch'),\n",
       " ('nm0240930', 'Michael Dugan'),\n",
       " ('nm0280901', 'Paul Flaherty'),\n",
       " ('nm1263023', 'Doug Abeles'),\n",
       " ('nm1042702', 'Peter Cocks'),\n",
       " ('nm1661916', 'Nadia Almada'),\n",
       " ('nm0487398', 'São José Lapa'),\n",
       " ('nm0635736', 'Mónica Noronha'),\n",
       " ('nm0685142', 'Paulo Pires'),\n",
       " ('nm0867081', 'Manuel Tomás'),\n",
       " ('nm1542808', 'Marco Paulo'),\n",
       " ('nm1853974', 'Miguel Monteiro'),\n",
       " ('nm2060266', 'Felipa Garnel'),\n",
       " ('nm2572515', 'Gonzo'),\n",
       " ('nm2934464', 'Miguel Duck'),\n",
       " ('nm0000495', 'Téa Leoni'),\n",
       " ('nm0088269', 'Jack Blessing'),\n",
       " ('nm0461091', 'Summer Knight'),\n",
       " ('nm0504297', 'Michael Lessac'),\n",
       " ('nm0672103', 'Jonathan Penner'),\n",
       " ('nm0752407', 'Amy Ryan'),\n",
       " ('nm0972395', 'Rob Edwards'),\n",
       " ('nm0000569', 'Gwyneth Paltrow'),\n",
       " ('nm0000702', 'Reese Witherspoon'),\n",
       " ('nm0001856', 'Oprah Winfrey'),\n",
       " ('nm2033200', 'Neil Coleman'),\n",
       " ('nm3746127', 'Matthew Richard Harris'),\n",
       " ('nm0000309', 'David Bowie'),\n",
       " ('nm0662858', 'Michael Parkinson'),\n",
       " ('nm0004949', 'Troy Garity'),\n",
       " ('nm0001123', 'Dom DeLuise'),\n",
       " ('nm0005268', 'Willie Nelson'),\n",
       " ('nm0005280', \"Rosie O'Donnell\"),\n",
       " ('nm0129828', 'Anthony Caleca'),\n",
       " ('nm0625262', 'Corin Nelson'),\n",
       " ('nm0111315', 'Valri Bromfield'),\n",
       " ('nm0909763', 'Mary Walsh'),\n",
       " ('nm0216466', 'Lea DeLaria'),\n",
       " ('nm0235185', 'Mike Douglas'),\n",
       " ('nm0001764', 'John Stamos'),\n",
       " ('nm0005433', 'Jessica Simpson'),\n",
       " ('nm0130520', 'Damian Callinan'),\n",
       " ('nm0255780', 'Ben Elton'),\n",
       " ('nm0335322', 'Corinne Grant'),\n",
       " ('nm0375429', 'Peter Helliar'),\n",
       " ('nm0573172', 'Rove McManus'),\n",
       " ('nm1185612', 'Bruce Mansfield'),\n",
       " ('nm1206855', 'Delta Goodrem'),\n",
       " ('nm1686110', 'Courtney Murphy'),\n",
       " ('nm0000599', 'Kathleen Quinlan'),\n",
       " ('nm0001633', 'Annie Potts'),\n",
       " ('nm0001728', 'Wallace Shawn'),\n",
       " ('nm0001852', 'Treat Williams'),\n",
       " ('nm0012155', 'Gilbert Adler'),\n",
       " ('nm0272471', 'Jay Ferguson'),\n",
       " ('nm0301362', 'William M. Gaines'),\n",
       " ('nm0502954', 'John R. Leonetti'),\n",
       " ('nm9763733', 'Steven Dodd'),\n",
       " ('nm0011119', 'Kaye Adams'),\n",
       " ('nm0028171', 'Peter Andre'),\n",
       " ('nm0429809', 'Katie Price'),\n",
       " ('nm1694653', 'Tris Payne'),\n",
       " ('nm1756606', 'Debra Davidson'),\n",
       " ('nm0000182', 'Jennifer Lopez'),\n",
       " ('nm0000255', 'Ben Affleck'),\n",
       " ('nm0001401', 'Angelina Jolie'),\n",
       " ('nm0005092', 'Larry King'),\n",
       " ('nm0007033', 'Harvey Silver'),\n",
       " ('nm0159776', 'Erika Christensen'),\n",
       " ('nm0257343', 'Shawn Ora Engemann'),\n",
       " ('nm0752398', 'John Ryan Jr.'),\n",
       " ('nm0702732', 'Federico S. Quadrani'),\n",
       " ('nm2465560', 'Dennis Degan'),\n",
       " ('nm2562305', 'Russell McCarroll'),\n",
       " ('nm2830020', 'Eric Ortner'),\n",
       " ('nm0000973', 'Benjamin Bratt'),\n",
       " ('nm1701077', 'Danica Patrick'),\n",
       " ('nm0001992', 'Johnny Carson'),\n",
       " ('nm0329085', 'Hal Goodman'),\n",
       " ('nm0573012', 'Ed McMahon'),\n",
       " ('nm0611852', 'Kevin Mulholland'),\n",
       " ('nm0628400', 'Tommy Newsom'),\n",
       " ('nm1034110', 'Larry Klein'),\n",
       " ('nm1096627', 'Tom Finnigan'),\n",
       " ('nm0067965', 'Gary Belkin'),\n",
       " ('nm0786341', 'Doc Severinsen'),\n",
       " ('nm0629456', 'Andrew Nicholls'),\n",
       " ('nm0807482', 'Bob Dolan Smith'),\n",
       " ('nm0004903', 'Kevin Eubanks'),\n",
       " ('nm0004985', 'Edd Hall'),\n",
       " ('nm0005143', 'Jay Leno'),\n",
       " ('nm0113512', 'Ellen Brown'),\n",
       " ('nm1138901', 'Jack Coen'),\n",
       " ('nm1216938', 'Kal Clarke'),\n",
       " ('nm1563049', 'Mike Colasuonno'),\n",
       " ('nm3433314', 'Brad Dickson'),\n",
       " ('nm0000424', 'Hugh Grant'),\n",
       " ('nm0000919', 'Senta Berger'),\n",
       " ('nm0004694', 'Christina Aguilera'),\n",
       " ('nm0092044', 'Dieter Bohlen'),\n",
       " ('nm0195974', 'Thomas D'),\n",
       " ('nm0255739', 'Frank Elstner'),\n",
       " ('nm0332052', 'Thomas Gottschalk'),\n",
       " ('nm0777594', 'Jessica Schwarz'),\n",
       " ('nm0235796', 'Richard Dowlearn'),\n",
       " ('nm0400526', 'Dana Hughes'),\n",
       " ('nm0408017', 'Grant Imahara'),\n",
       " ('nm0767234', 'Adam Savage'),\n",
       " ('nm1125271', 'Tory Belleci'),\n",
       " ('nm1367178', 'Jamie Hyneman'),\n",
       " ('nm1671108', 'Kari Byron'),\n",
       " ('nm1735761', 'Tim Alewood'),\n",
       " ('nm2551623', 'Kenneth Faeth'),\n",
       " ('nm0000473', 'Diane Keaton'),\n",
       " ('nm0000886', 'Warren Beatty'),\n",
       " ('nm0228062', 'Ana Diosdado'),\n",
       " ('nm0380454', 'Lola Herrera'),\n",
       " ('nm0398417', 'Cristina Hoyos'),\n",
       " ('nm0407029', 'Anne Igartiburu'),\n",
       " ('nm0551397', 'Silvia Marsó'),\n",
       " ('nm1951120', 'Miguel Cruz'),\n",
       " ('nm0436232', 'Alan Kalter'),\n",
       " ('nm0267498', 'Michele Farinola'),\n",
       " ('nm0608378', 'David Moscow'),\n",
       " ('nm0738951', 'Rino Romano'),\n",
       " ('nm0000573', 'Dolly Parton'),\n",
       " ('nm0312429', 'Jason Gelles'),\n",
       " ('nm1328630', 'Dan Cronin'),\n",
       " ('nm2087924', \"Stephen D'Angelo\"),\n",
       " ('nm0000443', 'Goldie Hawn'),\n",
       " ('nm0141448', 'Alan Carter'),\n",
       " ('nm0280535', 'Jennifer Fitzpatrick'),\n",
       " ('nm0746276', 'Glen Roven'),\n",
       " ('nm0996024', 'Bill Scheft'),\n",
       " ('nm1190303', 'Tom McPhillips'),\n",
       " ('nm1974736', 'Matthew Gumley'),\n",
       " ('nm0000547', 'Alfred Molina'),\n",
       " ('nm0001036', 'Geraldine Chaplin'),\n",
       " ('nm0079273', 'Paul Bettany'),\n",
       " ('nm1574159', 'Alejandra Navas'),\n",
       " ('nm0459679', 'Wayne Kline'),\n",
       " ('nm0577579', 'John Melendez'),\n",
       " ('nm1337895', 'Joe Medeiros'),\n",
       " ('nm1033162', 'Barbara Toennies'),\n",
       " ('nm2244278', 'TaJuan Mercer'),\n",
       " ('nm0000191', 'Ewan McGregor'),\n",
       " ('nm0001745', 'Stellan Skarsgård'),\n",
       " ('nm0462895', 'David Koepp'),\n",
       " ('nm0957909', 'Ayelet Zurer'),\n",
       " ('nm0278306', 'Judy Finnigan'),\n",
       " ('nm0534779', 'Richard Madeley'),\n",
       " ('nm0000159', 'Teri Hatcher'),\n",
       " ('nm0000379', 'Kirsten Dunst'),\n",
       " ('nm0005031', 'Felicity Huffman'),\n",
       " ('nm0189220', 'Marcia Cross'),\n",
       " ('nm0000128', 'Russell Crowe'),\n",
       " ('nm0000136', 'Johnny Depp'),\n",
       " ('nm0000288', 'Christian Bale'),\n",
       " ('nm0001254', 'James Gandolfini'),\n",
       " ('nm0036349', 'Andrea Arnold'),\n",
       " ('nm0165101', 'Patricia Clarkson'),\n",
       " ('nm0225483', 'Kate Dickie'),\n",
       " ('nm0743552', 'Jonathan Ross'),\n",
       " ('nm3448297', 'Bex Palmer'),\n",
       " ('nm0000241', 'Jean-Claude Van Damme'),\n",
       " ('nm0915375', 'Ruby Wax'),\n",
       " ('nm0000132', 'Claire Danes'),\n",
       " ('nm0057970', 'Dave Barry'),\n",
       " ('nm0103175', 'Christine Clark Bradley'),\n",
       " ('nm0202970', 'Larry David'),\n",
       " ('nm0436755', 'Peter Kaminsky'),\n",
       " ('nm0446975', 'Allen Kelman'),\n",
       " ('nm1048899', 'Bob Kaminsky'),\n",
       " ('nm2454542', 'Cappy McGarr'),\n",
       " ('nm2473049', 'Robert C. Pullen'),\n",
       " ('nm0000142', 'Clint Eastwood'),\n",
       " ('nm0000545', 'Helen Mirren'),\n",
       " ('nm0056187', 'Sacha Baron Cohen'),\n",
       " ('nm0471036', 'Kristin Kreuk'),\n",
       " ('nm0491402', 'Hugh Laurie'),\n",
       " ('nm0592993', 'Jimi Mistry'),\n",
       " ('nm1505251', 'Nazanin Afshin-Jam'),\n",
       " ('nm2501097', 'David Emerson'),\n",
       " ('nm0001131', 'Patrick Dempsey'),\n",
       " ('nm0028870', 'Thea Andrews'),\n",
       " ('nm0251041', 'Michael Egizi'),\n",
       " ('nm0558652', 'Jeff Mathews'),\n",
       " ('nm1139759', 'Michael B. Klein'),\n",
       " ('nm1284039', 'John Pattyson'),\n",
       " ('nm1635586', 'Dennis Coleman'),\n",
       " ('nm2040932', 'Scott Elrod'),\n",
       " ('nm5812920', 'Omar Mosquera'),\n",
       " ('nm0000129', 'Tom Cruise'),\n",
       " ('nm0000438', 'Ed Harris'),\n",
       " ('nm0318527', 'Jack Gilford'),\n",
       " ('nm0341431', 'Andy Griffith'),\n",
       " ('nm0397171', 'Bryce Dallas Howard'),\n",
       " ('nm0397194', 'Cheryl Howard'),\n",
       " ('nm0000195', 'Bill Murray'),\n",
       " ('nm0003031', 'Caroline Thompson'),\n",
       " ('nm0429363', 'Toby Jones'),\n",
       " ('nm0752379', 'David Ryall'),\n",
       " ('nm0788737', 'Steve Shareshian'),\n",
       " ('nm1481493', 'Gil Kenan'),\n",
       " ('nm1519680', 'Saoirse Ronan'),\n",
       " ('nm2558309', 'Jeanne Duprau'),\n",
       " ('nm0000140', 'Michael Douglas'),\n",
       " ('nm0000414', 'Teri Garr'),\n",
       " ('nm0000432', 'Gene Hackman'),\n",
       " ('nm0605022', 'Scott B. Morgan'),\n",
       " ('nm0299368', 'Paul Fussell'),\n",
       " ('nm0409336', 'Daniel Inouye'),\n",
       " ('nm2773459', 'Rebecca Holtz'),\n",
       " ('nm2789463', 'Sam Hynes'),\n",
       " ('nm2792478', 'Quentin Aanenson'),\n",
       " ('nm2821918', 'Katharine Phillips'),\n",
       " ('nm2923437', 'Sascha Weinzheimer'),\n",
       " ('nm4982826', 'Burt Wilson'),\n",
       " ('nm0075762', 'Gail Berman'),\n",
       " ('nm0525303', 'Baz Luhrmann'),\n",
       " ('nm0552039', 'Catherine Martin'),\n",
       " ('nm0566590', 'Patrick McCormick'),\n",
       " ('nm0668902', 'Craig Pearce'),\n",
       " ('nm2581521', 'Austin Butler'),\n",
       " ('nm5150018', 'Sam Bromell'),\n",
       " ('nm0943433', 'Jeff Wurtz'),\n",
       " ('nm2095521', 'Sabrina Fodor'),\n",
       " ('nm2792581', 'Jeffrey Burns'),\n",
       " ('nm0665889', 'Liz Patrick'),\n",
       " ('nm0893257', 'Milo Ventimiglia'),\n",
       " ('nm1968686', 'Kevin Leman'),\n",
       " ('nm2554911', 'Suzanne Luna'),\n",
       " ('nm2758012', 'Jamie Brunton'),\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "ans = %sql select nconst, primary_name from name_basics_fast where nconst in \\\n",
    "            (select distinct nconst from title_principals_rel where tconst in \\\n",
    "                (select tconst from imdbnew.title_principals_rel where  \\\n",
    "\t\t\t\t\t\tnconst = (select nconst from imdbnew.name_basics_fast where primary_name='Tom Hanks')))\n",
    "                        \n",
    "end_time = time.time()\n",
    "ans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I completed steps 1,2 and 3 in  0.9491560459136963 seconds.\n"
     ]
    }
   ],
   "source": [
    "print(\"I completed steps 1,2 and 3 in \", end_time-start_time, \"seconds.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Net, finding the answer went from ...\n",
    "    - More than a stagerringly long time. \n",
    "    - To less than a second.\n",
    "    \n",
    "    \n",
    "- And the \"program\" length  went from\n",
    "\n",
    "```\n",
    "import csv\n",
    "import time\n",
    "\n",
    "tsv_data_dir = \"../../../Data/IMDB/TSVFormat/\"\n",
    "name_basics_fn = \"name_basics.tsv\"\n",
    "title_basics_fn = \"title_basics.tsv\"\n",
    "title_principals_fn = \"title_principals.tsv\"\n",
    "\n",
    "\n",
    "def load_csv_file(fn, delimiter=\"\\t\", quoting=csv.QUOTE_NONE):\n",
    "    \"\"\"\n",
    "    Reads a CSV file and returns a list of dictionaries representing each row.\n",
    "\n",
    "    :param fn: Fully qualified path to the file.\n",
    "    :param delimiter: Field delimiter.\n",
    "    :param quoting: Quoting value for strings.\n",
    "    :return: Array of OrderedDict representing rows in file.\n",
    "    \"\"\"\n",
    "\n",
    "    result = []\n",
    "\n",
    "    with open(fn, \"r\") as in_file:\n",
    "\n",
    "        # Create a DictReader with the options passed into this function.\n",
    "        csv_rdr = csv.DictReader(in_file, delimiter=delimiter, quoting=quoting)\n",
    "        for r in csv_rdr:\n",
    "            result.append(dict(r))\n",
    "\n",
    "    return result\n",
    "\n",
    "\n",
    "def find_by_field(csv_table, field_name, value):\n",
    "\n",
    "    result = []\n",
    "\n",
    "    for r in csv_table:\n",
    "        test_v = r.get(field_name, None)\n",
    "        if test_v == value:\n",
    "            result.append(r)\n",
    "\n",
    "    return result\n",
    "\n",
    "\n",
    "def find_person(name=None, id=None):\n",
    "\n",
    "    fn = tsv_data_dir + name_basics_fn\n",
    "    tbl = load_csv_file(fn)\n",
    "\n",
    "    if name is None and id is None:\n",
    "        raise ValueError(\"Must pass one non-null parameter.\")\n",
    "\n",
    "    if id is not None:\n",
    "        field = 'nconst'\n",
    "        v = id\n",
    "    else:\n",
    "        field = 'primaryName'\n",
    "        v = name\n",
    "\n",
    "    result = find_by_field(tbl, field, v)\n",
    "    return result\n",
    "\n",
    "\n",
    "def t2():\n",
    "\n",
    "    name = \"Tom Hanks\"\n",
    "    print(\"Finding all co_principals for \", name)\n",
    "    print(\"Loading names_basics table\")\n",
    "\n",
    "    start_total_time = time.time()\n",
    "\n",
    "    load1_start_time = time.time()\n",
    "    names_tbl = load_csv_file(tsv_data_dir + name_basics_fn)\n",
    "    load1_end_time = time.time()\n",
    "    print(\"Loaded \", len(names_tbl), \"rows in \", load1_end_time-load1_start_time, \"seconds.\")\n",
    "\n",
    "    print(\"Starting lookup by name.\")\n",
    "    lookup1_start_time = time.time()\n",
    "    p = find_by_field(names_tbl, \"primaryName\", name)\n",
    "    lookup1_end_time = time.time()\n",
    "\n",
    "    print(\"names_basics lookup returned \", p[0])\n",
    "    print(\"Lookup time was \", lookup1_end_time-lookup1_start_time)\n",
    "\n",
    "    nconst = p[0].get(\"nconst\", None)\n",
    "\n",
    "    print(\"Starting load of titles_principles table.\")\n",
    "    load2_start_time = time.time()\n",
    "    titles_principals_tbl = load_csv_file(tsv_data_dir + title_principals_fn)\n",
    "    load2_end_time = time.time()\n",
    "    print(\"Loaded \", len(titles_principals_tbl), \"rows.\")\n",
    "    print(\"Load time = \", load2_end_time-load2_start_time)\n",
    "\n",
    "    print(\"Starting lookup for titles for \", nconst)\n",
    "    lookup2_start_time = time.time()\n",
    "    all_titles = find_by_field(titles_principals_tbl, \"nconst\", nconst)\n",
    "    lookup2_end_time = time.time()\n",
    "    print(\"Look titles elapsed time = \", lookup2_end_time - lookup2_start_time)\n",
    "    print(\"Lookup returned \", len(all_titles), \"titles.\")\n",
    "\n",
    "    all_co_artists = []\n",
    "    for tt in all_titles:\n",
    "        tc = tt.get(\"tconst\", None)\n",
    "        print(\"Looking up nconsts for tconst = \", tc)\n",
    "        lookup_t_start_time = time.time()\n",
    "        current_co_artists = find_by_field(titles_principals_tbl, \"tconst\", tc)\n",
    "        lookup_t_end_time = time.time()\n",
    "        print(\"Found \", len(current_co_artists), \"co artists.\")\n",
    "        print(\"Lookup time = \", lookup_t_end_time-lookup_t_start_time)\n",
    "        all_co_artists.extend(current_co_artists)\n",
    "\n",
    "    total_end_time = time.time()\n",
    "\n",
    "    print(\"All lookups done, found \", len(all_co_artists), \"co artists.\")\n",
    "    print(\"Total time = \", total_end_time-start_total_time)\n",
    "\n",
    "```\n",
    "\n",
    "- to\n",
    "\n",
    "```\n",
    "select nconst, primary_name from name_basics_fast where nconst in\n",
    "\t(select distinct nconst from titles_principals_rel where tconst in\n",
    "\t\t(select tconst from imdbnew.titles_principals_rel where  \n",
    "\t\t\t\t\t\tnconst = (select nconst from imdbnew.name_basics_fast where primary_name='Tom Hanks')))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- This is one, and only one, of the reasons you would use a database engine.\n",
    "\n",
    "\n",
    "- You probably have no idea what I just did. If it makes you feel better, I am not sure I got it right. There are four messages:\n",
    "    - You WILL learn how to do this.\n",
    "    - Databases are cool.\n",
    "    - You can solve some complex problems with databases much more quickly and simply than writing code.\n",
    "    - And ... ...\n",
    "    \n",
    "<hr style=\"height:2px\">\n",
    "\n",
    "| <img src=\"../../images/wizard.jpg\" width=\"500px\"> |\n",
    "| :---: |\n",
    "| __Welcome to the Wizarding World of Databases__ |\n",
    "\n",
    "<hr style=\"height:2px\">    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Technical Topics\n",
    "\n",
    "## What Does the Textbook Have to Say?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"../../images/ch1/Slide1.jpeg\" width=\"900px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide2.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide1.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide2.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide3.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide4.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide5.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide6.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide7.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide8.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide9.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide10.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide11.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide12.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide13.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide14.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide15.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide16.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide17.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide18.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide19.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide20.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide21.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide22.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide23.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide24.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide25.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide26.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide27.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide28.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide29.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide30.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide31.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide32.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide33.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide34.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide35.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide36.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">\n",
    "\n",
    "<hr style=\"height:2px;\">\n",
    "<img src=\"../../images/ch1/Slide37.jpeg\" width=\"900px\">\n",
    "<hr style=\"height:2px;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img sec=\"../../images/ch1/Slide1.jpeg\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some Other Concept\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some Ways to Think about Data\n",
    "\n",
    "### Structured vs Unstructured\n",
    "\n",
    "| <img src=\"../../images/datastructure.jpg\" width=\"900px\"> |\n",
    "| :--------: |\n",
    "| __Structured vs Unstructured__ |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Structured Data\n",
    "\n",
    "- High degree of organization.\n",
    "\n",
    "\n",
    "- All records for a given type have\n",
    "    - The same fields.\n",
    "    - The fields are strongly typed.\n",
    "    - There are _integrity constraints_ on values, e.g. __NOT NULL.__\n",
    "    \n",
    "    \n",
    "- The _relational model_ is the canonical example.\n",
    "    - The data is __structured,__ which means you must define the structure $\\Rightarrow$ there is a __data definition language (DDL).__ A DDL is similar to defining a class in Java, C++ or Python.\n",
    "    - Instances of data (rows, tuples) must match the DDL in the same way objects match the class definition.\n",
    "    - The Relational Model has additional capabilities:\n",
    "        - Integrity constraints, e.g. ```NOT NULL.``` _Primary Key_ means that the $student\\_id$ is ```NOT NULL``` and ```UNIQUE.```\n",
    "        - Referential Integrity:  For every _Grade_ row, there must be one row with a matching $student\\_id$ in _Students._\n",
    "        - Indexes: There is an auxiliary data structure that speeds up locating students using name fields.\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>name</th>\n",
       "      <th>dept_name</th>\n",
       "      <th>tot_cred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>00128</td>\n",
       "      <td>Zhang</td>\n",
       "      <td>Comp. Sci.</td>\n",
       "      <td>102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>12345</td>\n",
       "      <td>Shankar</td>\n",
       "      <td>Comp. Sci.</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>19991</td>\n",
       "      <td>Brandt</td>\n",
       "      <td>History</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>23121</td>\n",
       "      <td>Chavez</td>\n",
       "      <td>Finance</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>44553</td>\n",
       "      <td>Peltier</td>\n",
       "      <td>Physics</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>45678</td>\n",
       "      <td>Levy</td>\n",
       "      <td>Physics</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>54321</td>\n",
       "      <td>Williams</td>\n",
       "      <td>Comp. Sci.</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>55739</td>\n",
       "      <td>Sanchez</td>\n",
       "      <td>Music</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>70557</td>\n",
       "      <td>Snow</td>\n",
       "      <td>Physics</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>76543</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Comp. Sci.</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>76653</td>\n",
       "      <td>Aoi</td>\n",
       "      <td>Elec. Eng.</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>98765</td>\n",
       "      <td>Bourikas</td>\n",
       "      <td>Elec. Eng.</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>98988</td>\n",
       "      <td>Tanaka</td>\n",
       "      <td>Biology</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ID      name   dept_name  tot_cred\n",
       "0   00128     Zhang  Comp. Sci.     102.0\n",
       "1   12345   Shankar  Comp. Sci.      32.0\n",
       "2   19991    Brandt     History      80.0\n",
       "3   23121    Chavez     Finance     110.0\n",
       "4   44553   Peltier     Physics      56.0\n",
       "5   45678      Levy     Physics      46.0\n",
       "6   54321  Williams  Comp. Sci.      54.0\n",
       "7   55739   Sanchez       Music      38.0\n",
       "8   70557      Snow     Physics       0.0\n",
       "9   76543     Brown  Comp. Sci.      58.0\n",
       "10  76653       Aoi  Elec. Eng.      60.0\n",
       "11  98765  Bourikas  Elec. Eng.      98.0\n",
       "12  98988    Tanaka     Biology     120.0"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_sql(\"select * from newbook.student\", db_cnx)\n",
    "df2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The data is very structured, tabular, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Semi-structured Data\n",
    "\n",
    "- There are records with fields.\n",
    "\n",
    "\n",
    "- You can parse the data to extract records and fields into data structures.\n",
    "\n",
    "\n",
    "- Records may have some common fields, but any record may have any fields of any types.\n",
    "\n",
    "\n",
    "- Documents are the canonical example:\n",
    "    - There are common structural concepts: headers, lists, footnotes, etc.\n",
    "    - But different documents have different combinations, nesting, etc.\n",
    "    \n",
    "    \n",
    "- [CouchDB](http://couchdb.apache.org/) is an example of a document database. It stores semi-structured [JSON](https://www.json.org/) documents.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import couchdb\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "secure_remote_server = couchdb.Server('http://dbuser:dbuserdbuser@127.0.0.1:5984/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "comments_db = secure_remote_server['w4111']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"_id\": \"4be85cc45cb2ce05ab4066877a0017a8\",\n",
      "  \"_rev\": \"1-85cd091d2463b4559a76406c2743cd14\",\n",
      "  \"result\": {\n",
      "    \"folders\": [\n",
      "      \"other\"\n",
      "    ],\n",
      "    \"nr\": 7,\n",
      "    \"data\": {\n",
      "      \"embed_links\": []\n",
      "    },\n",
      "    \"created\": \"2020-01-24T10:46:59Z\",\n",
      "    \"bucket_order\": 2,\n",
      "    \"no_answer_followup\": 1,\n",
      "    \"change_log\": [\n",
      "      {\n",
      "        \"anon\": \"no\",\n",
      "        \"uid\": \"i05r4bvmhya5n2\",\n",
      "        \"data\": \"k5s1j5j1gzs2w6\",\n",
      "        \"type\": \"create\",\n",
      "        \"when\": \"2020-01-24T10:46:59Z\"\n",
      "      },\n",
      "      {\n",
      "        \"anon\": \"no\",\n",
      "        \"uid\": \"i05r4bvmhya5n2\",\n",
      "        \"to\": \"k5s1j5j05o62w5\",\n",
      "        \"type\": \"followup\",\n",
      "        \"when\": \"2020-01-24T10:47:05Z\"\n",
      "      },\n",
      "      {\n",
      "        \"anon\": \"no\",\n",
      "        \"uid\": \"i05r4bvmhya5n2\",\n",
      "        \"to\": \"k5s1j5j05o62w5\",\n",
      "        \"type\": \"feedback\",\n",
      "        \"when\": \"2020-01-24T10:47:21Z\"\n",
      "      }\n",
      "    ],\n",
      "    \"bucket_name\": \"Today\",\n",
      "    \"history\": [\n",
      "      {\n",
      "        \"anon\": \"no\",\n",
      "        \"uid\": \"i05r4bvmhya5n2\",\n",
      "        \"subject\": \"Test Post\",\n",
      "        \"created\": \"2020-01-24T10:46:59Z\",\n",
      "        \"content\": \"<p>Test Post<\\\\/p>\"\n",
      "      }\n",
      "    ],\n",
      "    \"type\": \"note\",\n",
      "    \"tags\": [\n",
      "      \"instructor-note\",\n",
      "      \"other\"\n",
      "    ],\n",
      "    \"tag_good\": [],\n",
      "    \"unique_views\": 1,\n",
      "    \"children\": [\n",
      "      {\n",
      "        \"anon\": \"no\",\n",
      "        \"folders\": [],\n",
      "        \"data\": null,\n",
      "        \"no_upvotes\": 0,\n",
      "        \"subject\": \"<p>Comment 1<\\\\/p>\",\n",
      "        \"created\": \"2020-01-24T10:47:05Z\",\n",
      "        \"bucket_order\": 2,\n",
      "        \"bucket_name\": \"Today\",\n",
      "        \"type\": \"followup\",\n",
      "        \"tag_good\": [],\n",
      "        \"uid\": \"i05r4bvmhya5n2\",\n",
      "        \"children\": [\n",
      "          {\n",
      "            \"anon\": \"no\",\n",
      "            \"folders\": [],\n",
      "            \"data\": null,\n",
      "            \"subject\": \"<p>Comment 2<\\\\/p>\\n<p><\\\\/p>\",\n",
      "            \"created\": \"2020-01-24T10:47:21Z\",\n",
      "            \"bucket_order\": 2,\n",
      "            \"bucket_name\": \"Today\",\n",
      "            \"type\": \"feedback\",\n",
      "            \"tag_good\": [],\n",
      "            \"uid\": \"i05r4bvmhya5n2\",\n",
      "            \"children\": [],\n",
      "            \"tag_good_arr\": [],\n",
      "            \"id\": \"k5s1jlyaz5p357\",\n",
      "            \"updated\": \"2020-01-24T10:47:21Z\",\n",
      "            \"config\": {}\n",
      "          }\n",
      "        ],\n",
      "        \"tag_good_arr\": [],\n",
      "        \"no_answer\": 1,\n",
      "        \"id\": \"k5s1j9ujosl31g\",\n",
      "        \"updated\": \"2020-01-24T10:47:05Z\",\n",
      "        \"config\": {}\n",
      "      }\n",
      "    ],\n",
      "    \"tag_good_arr\": [],\n",
      "    \"id\": \"k5s1j5j05o62w5\",\n",
      "    \"config\": {},\n",
      "    \"status\": \"active\",\n",
      "    \"upvote_ids\": [],\n",
      "    \"request_instructor\": 0,\n",
      "    \"request_instructor_me\": false,\n",
      "    \"bookmarked\": 1,\n",
      "    \"num_favorites\": 0,\n",
      "    \"my_favorite\": false,\n",
      "    \"is_bookmarked\": true,\n",
      "    \"is_tag_good\": false,\n",
      "    \"q_edits\": [],\n",
      "    \"i_edits\": [],\n",
      "    \"s_edits\": [],\n",
      "    \"t\": 1579862977465,\n",
      "    \"default_anonymity\": \"no\",\n",
      "    \"my_post\": true\n",
      "  },\n",
      "  \"error\": null,\n",
      "  \"aid\": \"k5s1mj78ksxz\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "for d in comments_db:\n",
    "    print(json.dumps(comments_db[d], indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height:2px\">\n",
    "<img src=\"../../images/semi_structured_couchdb.png\">\n",
    "<hr src=\"height:2px;\">\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "- DynamoDB is another example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: boto3 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (1.9.13)\n",
      "Requirement already satisfied: botocore<1.13.0,>=1.12.13 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from boto3) (1.12.234)\n",
      "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /Users/donaldferguson/.local/lib/python3.6/site-packages (from boto3) (0.9.3)\n",
      "Requirement already satisfied: s3transfer<0.2.0,>=0.1.10 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from boto3) (0.1.13)\n",
      "Requirement already satisfied: docutils<0.16,>=0.10 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from botocore<1.13.0,>=1.12.13->boto3) (0.15.2)\n",
      "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from botocore<1.13.0,>=1.12.13->boto3) (2.8.1)\n",
      "Requirement already satisfied: urllib3<1.26,>=1.20 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from botocore<1.13.0,>=1.12.13->boto3) (1.24.3)\n",
      "Requirement already satisfied: six>=1.5 in /Users/donaldferguson/anaconda3/lib/python3.6/site-packages (from python-dateutil<3.0.0,>=2.1->botocore<1.13.0,>=1.12.13->boto3) (1.13.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install boto3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Item =  {\n",
      "  \"comment_id\": \"033b2839-0f16-40a5-9f5e-bf1d01b149dd\",\n",
      "  \"date\": \"1568311540\",\n",
      "  \"version_no\": \"2\",\n",
      "  \"responses\": [\n",
      "    {\n",
      "      \"date\": \"1568312131\",\n",
      "      \"responses\": [\n",
      "        {\n",
      "          \"date\": \"1568312131\",\n",
      "          \"commentor_id\": \"xxx\",\n",
      "          \"comment\": \"Not very insightful\"\n",
      "        }\n",
      "      ],\n",
      "      \"comment\": \"Totally\",\n",
      "      \"commentor_id\": \"dff9\"\n",
      "    }\n",
      "  ],\n",
      "  \"commentor_id\": \"dff9\",\n",
      "  \"labels\": [\n",
      "    \"Red Sox\",\n",
      "    \"Greatest Hitter of All Time\"\n",
      "  ],\n",
      "  \"comment\": \"If you do not know who the greatest hitter of all time is, take my section of W4111\",\n",
      "  \"referenced_comments\": null\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "import json\n",
    "\n",
    "dynamodb = boto3.resource(\"dynamodb\",\n",
    "                        #aws_access_key_id=aws_access_key_id,\n",
    "                        #aws_secret_access_key=aws_secret_access_key,\n",
    "                        region_name='us-east-1')\n",
    "\n",
    "def t2():\n",
    "\n",
    "    table = dynamodb.Table('BaseballComments')\n",
    "    response = table.get_item(\n",
    "        Key={\n",
    "            'comment_id': \"033b2839-0f16-40a5-9f5e-bf1d01b149dd\"\n",
    "        }\n",
    "    )\n",
    "    print(\"Item = \", json.dumps(response[\"Item\"], indent=2, default=str))\n",
    "\n",
    "\n",
    "\n",
    "t2()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There is a basic structure.\n",
    "\n",
    "\n",
    "- The list of attributes and the values are flexible.\n",
    "\n",
    "\n",
    "- Application logic implements more functionality, like data correctness.\n",
    "\n",
    "\n",
    "- The documents you insert effectively defines the schema.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Unstructured\n",
    "\n",
    "- No explicit records or delimiters. No fields. No properties.\n",
    "\n",
    "\n",
    "- Just a sequence of characters/bytes that can be interpreted by some processing engine.\n",
    "\n",
    "\n",
    "- Images, audio files, etc. are examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00`\\x00`\\x00\\x00\\xff\\xe1\\x10\\xfaExif\\x00\\x00MM\\x00*\\x00\\x00\\x00\\x08\\x00\\x04\\x01;\\x00\\x02\\x00\\x00\\x00\\x10\\x00\\x00\\x08J\\x87i\\x00\\x04\\x00\\x00\\x00\\x01\\x00\\x00\\x08Z\\x9c\\x9d\\x00\\x01\\x00\\x00\\x00 \\x00\\x00\\x10\\xd2\\xea\\x1c\\x00\\x07\\x00\\x00\\x08\\x0c\\x00\\x00\\x00>\\x00\\x00\\x00\\x00\\x1c\\xea\\x00\\x00\\x00\\x08\\x00\\x00'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import codecs\n",
    "\n",
    "db = \"/Users/donaldferguson/OneDrive - ANSYS, Inc/Columbia/IntroToDatabases/images/\"\n",
    "fn = db + \"Columbia_University_logo.jpg\"\n",
    "\n",
    "image_data =  open(fn, \"rb\")\n",
    "image_data = image_data.read(100)\n",
    "image_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| <img src=\"../../images/image_file_data.jpg\"> |\n",
    "| :---: |\n",
    "| __Unstructured Data__ |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Course Focus\n",
    "\n",
    "- We will focus on structured data and some on semi-structured. \n",
    "\n",
    "\n",
    "- Need to constrain the scope for a one semester class.\n",
    "\n",
    "\n",
    "- Structured data concepts are foundational and apply to semi-structured and unstructured data.\n",
    "\n",
    "\n",
    "- Unstructured data scenarios often require extracting or extending with structured data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Data versus Metadata](https://en.wikipedia.org/wiki/Metadata)\n",
    "\n",
    "##### Concept\n",
    "\n",
    "- Metadata is \"data information that provides information about other data\". Three distinct types of metadata exist:\n",
    "    1. Descriptive metadata\n",
    "    2. Structural metadata\n",
    "    3. Administrative metadata.\n",
    "    \n",
    "    \n",
    "- Descriptive metadata describes a resource for purposes such as discovery and identification. It can include elements such as title, abstract, author, and keywords.\n",
    "\n",
    "\n",
    "- Structural metadata is metadata about containers of data and indicates how compound objects are put together, for example, how pages are ordered to form chapters. It describes the types, versions, relationships and other characteristics of digital materials.\n",
    "\n",
    "\n",
    "- Administrative metadata provides information to help manage a resource, such as when and how it was created, file type and other technical information, and who can access it.\n",
    "\n",
    "\n",
    "- We will cover metadata, especially while studying relational data.\n",
    "\n",
    "##### Examples\n",
    "\n",
    "<u>Tell me about a Student</u>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql+pymysql://dbuser:***@localhost/w4111f19\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>student_ID</th>\n",
       "        <th>first_name</th>\n",
       "        <th>last_name</th>\n",
       "        <th>email</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2020</td>\n",
       "        <td>Ferguson</td>\n",
       "        <td>Donald</td>\n",
       "        <td>dff9@columbia.edu</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('2020', 'Ferguson', 'Donald', 'dff9@columbia.edu')]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%sql select * from students where student_ID=\"2020\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<u>Describe what information you have about ```people.```</u>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql+pymysql://dbuser:***@localhost/w4111f19\n",
      "4 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Field</th>\n",
       "        <th>Type</th>\n",
       "        <th>Null</th>\n",
       "        <th>Key</th>\n",
       "        <th>Default</th>\n",
       "        <th>Extra</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>student_ID</td>\n",
       "        <td>varchar(30)</td>\n",
       "        <td>NO</td>\n",
       "        <td>PRI</td>\n",
       "        <td>None</td>\n",
       "        <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>first_name</td>\n",
       "        <td>varchar(30)</td>\n",
       "        <td>NO</td>\n",
       "        <td></td>\n",
       "        <td>None</td>\n",
       "        <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>last_name</td>\n",
       "        <td>varchar(30)</td>\n",
       "        <td>NO</td>\n",
       "        <td></td>\n",
       "        <td>None</td>\n",
       "        <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>email</td>\n",
       "        <td>varchar(100)</td>\n",
       "        <td>NO</td>\n",
       "        <td>UNI</td>\n",
       "        <td>None</td>\n",
       "        <td></td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('student_ID', 'varchar(30)', 'NO', 'PRI', None, ''),\n",
       " ('first_name', 'varchar(30)', 'NO', '', None, ''),\n",
       " ('last_name', 'varchar(30)', 'NO', '', None, ''),\n",
       " ('email', 'varchar(100)', 'NO', 'UNI', None, '')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%sql describe students"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Programming languages have similar concepts.\n",
    "    - [Java Reflection]() is an example.\n",
    "    - Python has a similar concept. (https://www.geeksforgeeks.org/reflection-in-python/)\n",
    "    \n",
    "    \n",
    "| <img src=\"../../images/java_reflection.jpeg\"> |\n",
    "| :---: |\n",
    "| [Java Reflection](https://www.geeksforgeeks.org/reflection-in-java/)\n",
    "\n",
    "__Python:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "def whatDidIGet(huh):\n",
    "    print(\"What the heck did you pass me?\")\n",
    "    print(\"The type is = \", type(huh))\n",
    "    print(\"The methods and properties are: \", json.dumps(dir(huh), indent=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What the heck did you pass me?\n",
      "The type is =  <class 'list'>\n",
      "The methods and properties are:  [\n",
      "  \"__add__\",\n",
      "  \"__class__\",\n",
      "  \"__contains__\",\n",
      "  \"__delattr__\",\n",
      "  \"__delitem__\",\n",
      "  \"__dir__\",\n",
      "  \"__doc__\",\n",
      "  \"__eq__\",\n",
      "  \"__format__\",\n",
      "  \"__ge__\",\n",
      "  \"__getattribute__\",\n",
      "  \"__getitem__\",\n",
      "  \"__gt__\",\n",
      "  \"__hash__\",\n",
      "  \"__iadd__\",\n",
      "  \"__imul__\",\n",
      "  \"__init__\",\n",
      "  \"__init_subclass__\",\n",
      "  \"__iter__\",\n",
      "  \"__le__\",\n",
      "  \"__len__\",\n",
      "  \"__lt__\",\n",
      "  \"__mul__\",\n",
      "  \"__ne__\",\n",
      "  \"__new__\",\n",
      "  \"__reduce__\",\n",
      "  \"__reduce_ex__\",\n",
      "  \"__repr__\",\n",
      "  \"__reversed__\",\n",
      "  \"__rmul__\",\n",
      "  \"__setattr__\",\n",
      "  \"__setitem__\",\n",
      "  \"__sizeof__\",\n",
      "  \"__str__\",\n",
      "  \"__subclasshook__\",\n",
      "  \"append\",\n",
      "  \"clear\",\n",
      "  \"copy\",\n",
      "  \"count\",\n",
      "  \"extend\",\n",
      "  \"index\",\n",
      "  \"insert\",\n",
      "  \"pop\",\n",
      "  \"remove\",\n",
      "  \"reverse\",\n",
      "  \"sort\"\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "# Create a simple list.\n",
    "x = [1, 2, 3]\n",
    "\n",
    "whatDidIGet(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "builtin_function_or_method"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(getattr(x, \"sort\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__call__',\n",
       " '__class__',\n",
       " '__delattr__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__le__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__name__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__qualname__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__self__',\n",
       " '__setattr__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__subclasshook__',\n",
       " '__text_signature__']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(getattr(x, \"sort\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What the heck did you pass me?\n",
      "The type is =  <class 'function'>\n",
      "The methods and properties are:  [\n",
      "  \"__annotations__\",\n",
      "  \"__call__\",\n",
      "  \"__class__\",\n",
      "  \"__closure__\",\n",
      "  \"__code__\",\n",
      "  \"__defaults__\",\n",
      "  \"__delattr__\",\n",
      "  \"__dict__\",\n",
      "  \"__dir__\",\n",
      "  \"__doc__\",\n",
      "  \"__eq__\",\n",
      "  \"__format__\",\n",
      "  \"__ge__\",\n",
      "  \"__get__\",\n",
      "  \"__getattribute__\",\n",
      "  \"__globals__\",\n",
      "  \"__gt__\",\n",
      "  \"__hash__\",\n",
      "  \"__init__\",\n",
      "  \"__init_subclass__\",\n",
      "  \"__kwdefaults__\",\n",
      "  \"__le__\",\n",
      "  \"__lt__\",\n",
      "  \"__module__\",\n",
      "  \"__name__\",\n",
      "  \"__ne__\",\n",
      "  \"__new__\",\n",
      "  \"__qualname__\",\n",
      "  \"__reduce__\",\n",
      "  \"__reduce_ex__\",\n",
      "  \"__repr__\",\n",
      "  \"__setattr__\",\n",
      "  \"__sizeof__\",\n",
      "  \"__str__\",\n",
      "  \"__subclasshook__\"\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "# Create a simple list.\n",
    "def someFunction(y):\n",
    "    pass\n",
    "\n",
    "whatDidIGet(someFunction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Explosion\n",
    "\n",
    "\n",
    "| <img src=\"../../images/datasize.png\">|\n",
    "| :---: |\n",
    "| __Data Explosion__ |\n",
    "\n",
    "- The world's total, yearly data creation will reach [163 zettabytes in 2025.](https://www.forbes.com/sites/andrewcave/2017/04/13/what-will-we-do-when-the-worlds-data-hits-163-zettabytes-in-2025/#43b56b37349a)\n",
    "\n",
    "\n",
    "- __DANGER:__ Math before caffeine.\n",
    "\n",
    "\n",
    "- Zettabyte is $1000^7 = 10^{21}.$ \n",
    "\n",
    "\n",
    "- World's population is/will be approximately $10 * 10^{9} = 10^{10}$\n",
    "\n",
    "\n",
    "- Data per person in 2025 = <br><br>\n",
    "\\begin{equation}\n",
    "\\frac{1.63 * 10^2 * 10^{21}}{10^{10}} = \\frac{1.63 * 10^{23}}{10^{10}} = 1.63 * 10^{13} = 16.3*10^{12} = 16.3*10^{3}*10^{9} = 16,000\\ GB \\ per \\ person, \\ per \\ year.\n",
    "\\end{equation}\n",
    "\n",
    "\n",
    "- In 2025, \"an average connected person anywhere in the world will interact with connected devices nearly 4,800 times per day – one interaction every 18 seconds.\" [Forbes](https://www.forbes.com/sites/andrewcave/2017/04/13/what-will-we-do-when-the-worlds-data-hits-163-zettabytes-in-2025/#43b56b37349a). Each interaction creates new data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Four Vs\n",
    "\n",
    "\n",
    "| <img src=\"../../images/forvs.jpg\" width=\"900px\"> |\n",
    "| :---: |\n",
    "| __Four Vs of Data__ |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some driving factors:\n",
    "- Volume:\n",
    "    - File/instance size: videos, images, VR, ...\n",
    "    - Sources: Internet-of-Things, events and monitoring, ...\n",
    "    \n",
    "    \n",
    "- Velocity:\n",
    "    - Monitoring and events from everything.\n",
    "    - Video and audio from everywhere.\n",
    "    \n",
    "\n",
    "- Veracity:\n",
    "    - Measurement error and approximation.\n",
    "    - Incorrect configuration, entry, processing applications.\n",
    "    \n",
    "    \n",
    "- Variety:\n",
    "    - Base types: several base models for structured data.\n",
    "    - Every device emits its own event format.\n",
    "    - Multiple encodings and formats of text (mail, web page, tweet) audio, video, ...\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Or, Maybe Five Vs\n",
    "\n",
    "| <img src=\"../../images/fives.jpg\" width=\"800px\"> |\n",
    "| :---: |\n",
    "| Five Vs |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Value: \"It's like trying to find a needle in a haystack size pile of needles.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Big data landscape\n",
    "\n",
    "| <img src=\"../../images/landscape.png\" width=\"900px\"> |\n",
    "| :---: |\n",
    "| [Big Data Landscape](http://mattturck.com/bigdata2018/) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Note to Instructor:__ Cover in lecture 2. Skipped in lecture 1.\n",
    "\n",
    "- There are many, many, many different kinds of database management systems. The differences are:\n",
    "    - Type of data: tables, documents, images, complex design models, ...\n",
    "    - Use case optimizations: ready only/query, business transactions, realtime data sharing, ...\n",
    "    - Deployment scenarios: mobile device, application embedded, high-performance cloud, ...\n",
    "    \n",
    "    \n",
    "- We will go through a few representative databases in this course.\n",
    "\n",
    "\n",
    "\n",
    "| <img src=\"../../images/coms4111-slides-90.jpg\"> |\n",
    "| :---: |\n",
    "| __DBMS Taxonomy__ |\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We will cover the DBMS implementation in Module II. That is, what is the architecture and implementation of the DBMS SW.\n",
    "\n",
    "\n",
    "- To understand DBMS models and usage, we will primarily focus on 4 database management systems:\n",
    "    1. Relational (MySQL)\n",
    "    1. Graph Database (Neo4J)\n",
    "    1. Key/Value- data structure store (Redis)\n",
    "    1. Document (CouchDB)\n",
    "\n",
    "\n",
    "- Motivation:\n",
    "    - https://db-engines.com/en/ranking adoption and growth.\n",
    "    - Diversity of base models covers core patterns in _functionality_ and _performance._\n",
    "\n",
    "| <img src=\"../../images/db_usage_percentage.png\"> |\n",
    "| :---: |\n",
    "| [DBMS popularity broken down by database model](https://db-engines.com/en/ranking_categories) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| <img src=\"../../images/db_popularity.png\"> |\n",
    "| :---: |\n",
    "| [Popularity changes per category, August 2018](https://db-engines.com/en/ranking_categories) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Why start with MySQL? Popular, open source and free.\n",
    "\n",
    "| <img src=\"../../images/rdb_ranking.png\"> |\n",
    "| :---: |\n",
    "| [DB-Engines Ranking of Relational DBMS](https://db-engines.com/en/ranking/relational+dbms) |\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Backup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neo4j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: networkx in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (2.3)\r\n",
      "Requirement already satisfied: decorator>=4.3.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from networkx) (4.4.0)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install networkx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting ipython-cypher\n",
      "  Using cached https://files.pythonhosted.org/packages/93/a3/de64e243a1a3d791e21e90a524ac4ac87c33192671897fc90efee54ad38d/ipython-cypher-0.2.6.tar.gz\n",
      "Collecting neo4jrestclient>=2.1.0 (from ipython-cypher)\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/95/4c/df54ba57f5838fd1ae162462f81d589b8352c6aa17d5b2a7a42e8abba048/neo4jrestclient-2.1.1.tar.gz (73kB)\n",
      "\u001b[K     |████████████████████████████████| 81kB 1.9MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: prettytable in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-cypher) (0.7.2)\n",
      "Requirement already satisfied: ipython>=1.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython-cypher) (7.8.0)\n",
      "Requirement already satisfied: requests>=2.1.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from neo4jrestclient>=2.1.0->ipython-cypher) (2.22.0)\n",
      "Requirement already satisfied: appnope; sys_platform == \"darwin\" in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (0.1.0)\n",
      "Requirement already satisfied: setuptools>=18.5 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (41.4.0)\n",
      "Requirement already satisfied: traitlets>=4.2 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (4.3.3)\n",
      "Requirement already satisfied: pygments in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (2.4.2)\n",
      "Requirement already satisfied: jedi>=0.10 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (0.15.1)\n",
      "Requirement already satisfied: pexpect; sys_platform != \"win32\" in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (4.7.0)\n",
      "Requirement already satisfied: decorator in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (4.4.0)\n",
      "Requirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (2.0.10)\n",
      "Requirement already satisfied: pickleshare in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (0.7.5)\n",
      "Requirement already satisfied: backcall in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from ipython>=1.0->ipython-cypher) (0.1.0)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from requests>=2.1.0->neo4jrestclient>=2.1.0->ipython-cypher) (1.24.2)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from requests>=2.1.0->neo4jrestclient>=2.1.0->ipython-cypher) (2019.9.11)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from requests>=2.1.0->neo4jrestclient>=2.1.0->ipython-cypher) (2.8)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from requests>=2.1.0->neo4jrestclient>=2.1.0->ipython-cypher) (3.0.4)\n",
      "Requirement already satisfied: ipython-genutils in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from traitlets>=4.2->ipython>=1.0->ipython-cypher) (0.2.0)\n",
      "Requirement already satisfied: six in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from traitlets>=4.2->ipython>=1.0->ipython-cypher) (1.12.0)\n",
      "Requirement already satisfied: parso>=0.5.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from jedi>=0.10->ipython>=1.0->ipython-cypher) (0.5.1)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from pexpect; sys_platform != \"win32\"->ipython>=1.0->ipython-cypher) (0.6.0)\n",
      "Requirement already satisfied: wcwidth in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython>=1.0->ipython-cypher) (0.1.7)\n",
      "Building wheels for collected packages: ipython-cypher, neo4jrestclient\n",
      "  Building wheel for ipython-cypher (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for ipython-cypher: filename=ipython_cypher-0.2.6-cp37-none-any.whl size=13274 sha256=f4f5b46388ce0d795f01c205445464b401294de4c98b82279d12e26d1db965e3\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/0e/1e/65/1e0128677b6e6483b90894965f43dd078966270d3dda930044\n",
      "  Building wheel for neo4jrestclient (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for neo4jrestclient: filename=neo4jrestclient-2.1.1-py2.py3-none-any.whl size=78541 sha256=288d9ebd99808d09c030a44e7866e393a2ac29cecde4867e1cf0364515c79a8b\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/0f/db/72/c3f14a1e15e0adfa09c1bc3c163b15e5730c36516c5fce2f9b\n",
      "Successfully built ipython-cypher neo4jrestclient\n",
      "Installing collected packages: neo4jrestclient, ipython-cypher\n",
      "Successfully installed ipython-cypher-0.2.6 neo4jrestclient-2.1.1\n"
     ]
    }
   ],
   "source": [
    "!pip install ipython-cypher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext cypher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13 rows affected.\n"
     ]
    }
   ],
   "source": [
    "result = %cypher http://dbuser:dbuser@localhost:7474/db/data MATCH (a:Person)-[r]-(b:Movie) WHERE a.name=\"Tom Hanks\" RETURN a,r,b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView(('3297', '3207', '3295', '3280', '3286', '3298', '3247', '3266', '3203', '3214', '3209', '3221', '3241'))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = result.graph\n",
    "g.nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if not cb.iterable(width):\n",
      "/Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:676: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if cb.iterable(node_size):  # many node sizes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OutMultiEdgeDataView([('3207', '3297'), ('3207', '3295'), ('3207', '3280'), ('3207', '3286'), ('3207', '3298'), ('3207', '3247'), ('3207', '3266'), ('3207', '3203'), ('3207', '3214'), ('3207', '3209'), ('3207', '3221'), ('3207', '3221'), ('3207', '3241')])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting py2neo\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/af/41/c2d52a226b560618fe3df213a15e3f1ea3da09b8520a439756b619f3157d/py2neo-4.3.0.tar.gz (71kB)\n",
      "\u001b[K     |████████████████████████████████| 71kB 2.0MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: certifi in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (2019.9.11)\n",
      "Requirement already satisfied: click==7.0 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (7.0)\n",
      "Requirement already satisfied: colorama in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (0.4.1)\n",
      "Collecting neobolt~=1.7.12 (from py2neo)\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/0d/b2/eb7c33e1f02cd7bbaf4c237619dd8dc43fa6081f331c2d35b28deb78e259/neobolt-1.7.16.tar.gz (183kB)\n",
      "\u001b[K     |████████████████████████████████| 184kB 4.9MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting neotime~=1.7.4 (from py2neo)\n",
      "  Downloading https://files.pythonhosted.org/packages/0b/7e/ca368a8d8e288be1352d4e2df35da1e01f8aaffbf526695df71630bcb8a6/neotime-1.7.4.tar.gz\n",
      "Requirement already satisfied: prompt_toolkit~=2.0.7 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (2.0.10)\n",
      "Collecting pygments~=2.3.1 (from py2neo)\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/13/e5/6d710c9cf96c31ac82657bcfb441df328b22df8564d58d0c4cd62612674c/Pygments-2.3.1-py2.py3-none-any.whl (849kB)\n",
      "\u001b[K     |████████████████████████████████| 849kB 56.1MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: pytz in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (2019.3)\n",
      "Requirement already satisfied: urllib3<1.25,>=1.23 in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from py2neo) (1.24.2)\n",
      "Requirement already satisfied: six in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from neotime~=1.7.4->py2neo) (1.12.0)\n",
      "Requirement already satisfied: wcwidth in /Users/donaldferguson/opt/anaconda3/lib/python3.7/site-packages (from prompt_toolkit~=2.0.7->py2neo) (0.1.7)\n",
      "Building wheels for collected packages: py2neo, neobolt, neotime\n",
      "  Building wheel for py2neo (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for py2neo: filename=py2neo-4.3.0-py2.py3-none-any.whl size=88307 sha256=c1b5d0bfe7b7eb3d8b78d5bd95e1312eb84ff47f008beba4342eb11ab10d8a5a\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/86/7d/e3/35bd456d80e796ba1f98730b629352ebab5294c942e8fdd826\n",
      "  Building wheel for neobolt (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for neobolt: filename=neobolt-1.7.16-cp37-cp37m-macosx_10_9_x86_64.whl size=165086 sha256=6ad8d13b0e961aea16d33345d8441cd68a3b99128e0d7a228bbb30a3a7ffb471\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/8e/51/2b/623ff6538b9f4bc9368d568a5873b765f1178fe9af807d1296\n",
      "  Building wheel for neotime (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for neotime: filename=neotime-1.7.4-cp37-none-any.whl size=20543 sha256=c61e616f573e09fd82d82b526bb5e76a844a596a08b360c3b38ef026d59dfd9f\n",
      "  Stored in directory: /Users/donaldferguson/Library/Caches/pip/wheels/d4/b4/c4/ab867cd0ac9e667f8cd269f9364fd1cb8ee75fe50f5ce97c79\n",
      "Successfully built py2neo neobolt neotime\n",
      "\u001b[31mERROR: spyder 3.3.6 requires pyqt5<5.13; python_version >= \"3\", which is not installed.\u001b[0m\n",
      "\u001b[31mERROR: spyder 3.3.6 requires pyqtwebengine<5.13; python_version >= \"3\", which is not installed.\u001b[0m\n",
      "Installing collected packages: neobolt, neotime, pygments, py2neo\n",
      "  Found existing installation: Pygments 2.4.2\n",
      "    Uninstalling Pygments-2.4.2:\n",
      "      Successfully uninstalled Pygments-2.4.2\n",
      "Successfully installed neobolt-1.7.16 neotime-1.7.4 py2neo-4.3.0 pygments-2.3.1\n"
     ]
    }
   ],
   "source": [
    "!pip install py2neo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from py2neo import Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"/Users/donaldferguson/ansys_one_drive/Columbia/IntroToDatabases/Lib\")\n",
    "from neo4j_jupyter.scripts.vis import draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = Graph(user=\"dbuser\", password=\"dbuser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "MATCH (person:Person)-[r]-(m:Movie) where person.name='Tom Hanks'\n",
    "RETURN person,r,m\n",
    "\"\"\"\n",
    "\n",
    "data = graph.run(query)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'LabelSetView' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-b5e83dcdc648>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgraph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/ansys_one_drive/Columbia/IntroToDatabases/Lib/neo4j_jupyter/scripts/vis.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(graph, options, physics, limit)\u001b[0m\n\u001b[1;32m    104\u001b[0m         \u001b[0mtarget_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    105\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m         \u001b[0msource_info\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_vis_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource_node\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msource_id\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    107\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    108\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0msource_info\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnodes\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/ansys_one_drive/Columbia/IntroToDatabases/Lib/neo4j_jupyter/scripts/vis.py\u001b[0m in \u001b[0;36mget_vis_info\u001b[0;34m(node, id)\u001b[0m\n\u001b[1;32m     91\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     92\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_vis_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid\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---> 93\u001b[0;31m         \u001b[0mnode_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\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     94\u001b[0m         \u001b[0mprop_key\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode_label\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m         \u001b[0mvis_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproperties\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprop_key\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[0;31mTypeError\u001b[0m: 'LabelSetView' object is not callable"
     ]
    }
   ],
   "source": [
    "draw(graph, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from py2neo import Graph\n",
    "\n",
    "graph = Graph(user=\"dbuser\", password=\"dbuser\")\n",
    "\n",
    "from py2neo import Node\n",
    "\n",
    "nicole = Node(\"Person\", name=\"Nicole\", age=24)\n",
    "drew = Node(\"Person\", name=\"Drew\", age=20)\n",
    "\n",
    "mtdew = Node(\"Drink\", name=\"Mountain Dew\", calories=9000)\n",
    "cokezero = Node(\"Drink\", name=\"Coke Zero\", calories=0)\n",
    "\n",
    "coke = Node(\"Manufacturer\", name=\"Coca Cola\")\n",
    "pepsi = Node(\"Manufacturer\", name=\"Pepsi\")\n",
    "\n",
    "graph.create(nicole | drew | mtdew | cokezero | coke | pepsi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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   ],
   "source": [
    "import sys\n",
    "sys.path.append(\"/Users/donaldferguson/ansys_one_drive/Columbia/IntroToDatabases/Lib\")\n",
    "from neo4j_jupyter.scripts.vis import draw\n",
    "\n",
    "from neo4j_jupyter.scripts.vis import draw\n",
    "\n",
    "options = {\"Person\": \"name\", \"Drink\": \"name\", \"Manufacturer\": \"name\"}\n",
    "draw(graph, options)"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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