The model then detects what seconds were laughter based on the sound waves. In a nutshell, what I did was, using Python’s librosa library, I transformed the audio file of each episode into a dataset in which each row is a numerical representation of the sound waves for one second of sound. The model had about 95% accuracy and 98% precision. Luckily, most sitcoms from the 90s had laughter either from a live audience or from a pre-recording.
Without going too much into the details, I built a machine learning model that could detect laughter in an audio file. The work I needed to do was beyond my technical capabilities at the time, so it took a lot of trial and error, which meant dropping and picking up the project multiple times. This has been, by far, the most challenging project I have worked on. Who was the funniest character? What made them funny? When were they at their funniest?īy analyzing laughter in the audio files of over 200 episodes of Friends and combining that with each episode’s scripts, I’m here to answer the question we’ve all been asking. For one, I thought Ross was hilarious, while others find him (understandably) annoying.Īs a data lover and a huge fan of Friends, I took an intermittent two-year-long stab (seriously, I’ve been working on this for two years) at using data to answer this question. One of the biggest debates fans have to this day is: Who was the show’s funniest character? Was it Chandler with his self-deprecating sarcasm? Ross with his nerdy mannerisms? Phoebe with her hippy-boho vibe? Joey? Rachel? Monica?ĭepending on who you ask, the answer might differ. This makes it no surprise that, at its peak, the TV show had over 50 million viewers. The cast’s characterizations were diverse enough for you to see a little bit of yourself and your friends in each of the characters as they stumbled through life and made bad decisions. elderly dementia patients have increased risk of death or stroke.Hate it or love it, Friends is one of the most popular sitcoms of all time. antidepressants can increase these in children and young adults. call your doctor about sudden behavior changes or suicidal thoughts. and in clinical studies, had no substantial impact on weight.
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