Context The Lord of the Rings is a film series consisting of three high fantasy adventure films directed by Peter Jackson. They are based on the novel The Lord of the Rings by J. R. R. Tolkien. The films are subtitled The Fellowship of the Ring (2001), The Two Towers (2002) and The Return of the King (2003). Source: https://en.wikipedia.org/wiki/The_Lord_of_the_Rings_(film_series) Content lotr_scripts.csv -- Scripts from the LOTR movies lotr_characters.csv -- Descriptions of Characters from the LOTR movies Acknowledgements I found the original dataset at https://github.com/tianyigu/Lord_of_the_ring_project. The data was was scraped from http://lotr.wikia.com and http://www.ageofthering.com with the following scrapers: https://github.com/tianyigu/Lord_of_the_ring_project/blob/master/LOTR_code/lotr_script_scripy/lotr/lotr/spiders/lotr_spider.py https://github.com/tianyigu/Lord_of_the_ring_project/blob/master/LOTR_code/lotr_demograph_scripy/lotr/spiders/lotr_spider.py For more info, see the following blog post: https://nycdatascience.com/blog/student-works/journey-to-middle-earth-webscraping-the-lord-of-the-ring/ Banner Photo by [Sagittarius Voyage on Unsplash][1] [1]: https://unsplash.com/photos/TWuxRn1iQII