Vocab songs code#

A ‘box office’ is where you purchase tickets or provide your booking information to pick up the tickets you’ve already paid for. If you have pre-ordered your tickets online, you can collect them from the ‘ box office’. Okay, now imagine you are going to go to a ‘rock concert’. Thus, we used 100 songs as the constraint since it makes more sense intuitively and musically.Take our short English test to find out. Andrea Bocelli moves from #8 to #6, while Black Eyed Peas move from rank #6 to #7 and Julio Iglesias from #7 to #8.

The top 10 ranked musicians are the same with a slight shuffling of the ranks.

The results of the two approaches don’t differ too much, the top 5 ranked musicians Just out of curiosity (and for the sake of completeness) we used the same methodology by considering 10000 words written by each artist. Instead of constraining by the number of words we used theġ00 densest songs. The largest vocabulary in hip hop compares the vocabulary of various musicians across the first 35000 words written by them.

Vocab songs code#

The data and the code will be released if anyone is interested. The analysisĬould be improved to remove coincidental sounds (ooh, aah, etc) and other such words which are not part of a dictionary. Python is used for fetching the data and analyzing the lyrics. (#9 in the sales chart and #20 in the vocabulary chart).Īll the lyrics data and other metadata (images, album lists, track lists, etc) is extracted using the Musixmatch API. Conversely, Mariah Carey ranks high in both the charts No wonder the simplicity of their lyrics breaks the barriers of geography, age, language and they are admired globally. KEEP IT SIMPLE, SILLY! The three top selling musicians of all time rank low in the vocabulary chart.

Get your song-writing vocabulary size in this range to be a top selling artist. Around 40 musicians have a vocabulary size within 400 words of the average. THE BIG PLATEAU The average vocabulary size across all the musicians is 2677 words. Not the least Whoever said songs can’t sell without lyrics. Also, she is the only one who ranks in the top 15 by vocabulary size as well as the total certified SURPRISE! I had not expected a pop sensation like her to rank high since they rely on simplicity to get their message across. This was a result I was not expecting when I started the analysis. Their vocabularies in different languages are getting summed up leading to a high overall vocabulary size. These superstars have released songs in multiple popular languages. Has never used before in any of his earlier songs. An N.W.I of X means every X th word in the lyrics of the artist is a new word, that is, a word he/she This is the ratio of (Lyrical density / Vocabulary Size). NEW WORD INTERVAL (N.W.I) On average, the number of words after which a new word is used by the musician. LYRICAL DENSITY The total number of words (across any language) used by a musician in 100 (or less) densest songs across their career. VOCABULARY SIZE The number of unique words (across any language) used by a musician in 100 (or less) densest songs across their career. Here are some definitions you should be acquainted with This should give a fair idea of the overall vocabulary of these musicians. Also, 100 songs comprises 8 to 10 albums of music which would span at least 5 to 10 years of work. Only 6 of these musicians have released less than 100 songs, To prevent the analysis from being skewed purely by the number of songs released, the vocabularies are compared across the 100 densest songs (by total number of words) that they have released. MOST AND LEAST PROLIFIC OF THE 93 MUSICIANS