Learn English With the Top 10 Most Wached Movies on NetFlix

Posted by: Darby Pollich at 27/11/2021 2,627 views

Do you want to learn English? If yes, in this article, we will tell you how to learn English with the top 10 most-watched movies on Netflix.

As of 2020, there are approximately 3,712 movies and 1,845 TV shows available on Netflix. If you are learning English or Spanish, this is a lot of material to choose from, but you probably don't have time to look at them all. That's why I used my data science skills to analyze copies of the 1,500 best movies and TV shows available on Netflix.

After a lot of work, I found the best language learning content on Netflix. It aims to give you a lot of good options, so that you can find your favorite movies or TV shows, which are also good for learning the language, instead of forcing you to watch 1 TV show that you Don't like, but your teacher and friends insist you must see because 'it helped everyone learn the language. '

So let's start learning English with the top 10 most-watched movies on Netflix.

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TV Shows

Naturally, American and British TV shows on Netflix are made for local English speakers. Therefore, if English is not your first language, you may have difficulty understanding the dialogue in some scenes. Fortunately, I have rated them 500 premium TV shows available on the Netflix catalog (223 Netflix Originals) due to the difficulty speaking.

Friends are considered one of the best TV shows for learning a foreign language for its simple words. However, this TV show is only ranked 78th in the Netflix catalog, which means there are 77 other TV shows as Good Friends or even better! Available on Netflix for learning languages ​​and having fun. For example, according to my findings, TV series like The End of the F * NG World (Rank 13) or 13 Reasons Why (Rank 40) have even simpler words in their episodes.

Find out how easy or difficult the words you find in your favorite TV show are by searching for them in the box below. You will get their status and word coverage. The 10 best TV shows have the simplest words in all of Netflix.

Top 10 Netflix original shows for learning the English language.

  1. Jinn
  2. Good Morning Call
  3. Tidelands
  4. Easy
  5. Black Summer
  6. Summertime
  7. Baby
  8. Top Boy
  9. Bloodline
  10. The End Of The F*ing World

Best Movies on the Netflix

If you're more interested in movies, Netflix also has great options. I have ranked 950 of the most popular movies on Netflix (173 Netflix Originals) with difficulty with words. Some of the popular movies in the top 100 are Bird Box (30), SpiderMan into the SpiderMan (84), and The Pursuit of Happiness (81).

You can find the best movie for your language level with the plot below. Right-to-right movies have more words for beginner, intermediate, and advanced levels. Keep in mind that these are the best movies in the Netflix catalog. You won't find movies like Harry Potter, Avatar, or Toy Story on Netflix, but if you still plan to watch this type of movie, you should check out my second article, where I reviewed 3,000 famous movies that You can find it here.

I have also compiled a list of original Netflix movies that will probably be available worldwide if the Netflix catalog is different in your country.

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Here are the top 10 Netflix original movies for learning a foreign language:

  1. In The Tall Grass (2019)
  2. A Secret Love (2020)
  3. Under The Riccione Sun
  4. Dangerous Lies
  5. Bird Box
  6. Who Would You Take To A Deserted Island (2019)
  7. Earthquake Bird (2019)
  8. Love Wedding Repeat (2020)
  9. Paddleton (2019)
  10. 6 Balloons (2018)

Data Collection

For this analysis, I used 2 main datasets, which contain a copy, a Netflix catalog, and a list of Netflix originals. I googled until I found a good number of transcripts for analysis. I used the catalogs to match the transcripts to the titles available on Netflix. You can find the Netflix Catalog dataset on Kegel. It contains titles available on Netflix through 2019, so some movies or TV shows may not be available on Netflix today. Finally, here I found a list of Netflix Originals released by 2020, which was useful for analysis.

Tokenization 

To analyze the vocabulary of the transcriptions, I pronounced all the words in alphabetical order. Python has many tools for tokenization, but I used CountVectorizer because it converts collected transcripts into token counting data frames, which makes the analysis easier. I explained a little more how Count Vectorizer works in this article, where I analyzed 3000 movies.

Lemmatization 

After tokenization, I had to find the basic shape for each token. You can do this using techniques such as throttling, which you can find in the NLTK library. However, I have used word family lists that work the same but also give you a difficulty level based on the frequency of each word. In 2020, there are 29-word family lists, and you can find a few here. These lists have been classified as a second language on research articles on linguistics and learning English.

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