The Python big guy analyzed 150,000 lyrics and told you what the folk singers were singing.

A few days ago to write two of the use of Python to collect NetEase cloud lyrics and collect NetEase cloud music song articles, I believe that the small partners after the practice can be successfully collected to listen to their own songs. The following lyrics are small series of ballad lyrics collected last November, after statistics, the volume of lyrics reached nearly 150,000.

Ballad lyrics collected in Python

Whim, to use Python to analyze what the folk singers are singing.

First use the Jieba library for Word segmentation and frequency analysis, get the lyrics in the frequency statistics, some of the main code as shown:

Statistical analysis of Word segmentation and frequency by using Jieba Library

Get the word frequency after importing it into an Excel table, details such as:

The frequency statistics of folk singers

Using the word cloud to visualize it, get the following:

Cloud Visualization of Lyrics words

Cloud Visualization of Lyrics words

From the word frequency, we can feel the folk singers often mention youth, sigh, the youth is easy to die, young birds go not back. They will feel very lonely, but not immersed in sadness, but the hearts of yearning for the distance, the whole world full of hope, the future full of sunshine. Hey, folk singers are transmitting positive energy.

After that, we analyze the seasons that singers like by using Word frequency statistics, and the statistics are as follows:

The season that folk singers like

As can be seen from the pie chart, folk singers prefer spring ~ ~ Waiting for the next spring to come back; the snow in a foreign land covers the spring ~ ~

Continue to analyze the lyrics of the folk singers and explore the days in which folk singers like to live, as shown in the details:

What day do folk singers like to live?

As can be seen from the histogram, folk singers prefer tomorrow, with hope for tomorrow. Everyone said that I take the youth bet tomorrow, it seems to be a reasonable drop. Love you can feel tomorrow is coming, but I do not know where tomorrow's ship is docked ~ ~

Find out which city the folk singers like best by using the word frequency statistics in the city, and get the chart as follows:

Which city do folk singers like best?

It can be seen clearly that Beijing is directly linked to the other cities. In the southern city, folk singers say the most is still Chengdu, and I walk in the streets of Chengdu, oh wow ~ ~ ~ Of course, Nanjing, Shanghai, Kunming also mentioned, but the amount of small.

So do folk singers really like the South or the north? Look at you and you'll know.

As can be seen, folk singers still like the southern mushroom cool. The village of the North lives a girl of the south; South girl, are you accustomed to the Momoko of the north; South Girl Do you like the north of the straightforward ~ ~ ~ Lei song "South Girl" to you ^_^

Finally, using SNOWNLP to analyze the lyrics of each ballad singer, the resulting chart is as follows:

Emotional analysis of folk singers

It can be seen that the emotions expressed in Xu Wei's songs are comparatively hi, full of positive energy, while Lei, escape plans and other people sing songs that are relatively flat, like telling you stories in a leisurely way; Yao 13 's songs are relatively sad. But then again, the mood of the folk singers is generally quite happy.

The last small part summarizes what the folk singers are singing, singing is lonely? Of course not ~ ~

through the analysis of 150,000 ballad lyrics, we can draw the ballad singers often sigh youth, feel young and perishable. Usually, they will feel very lonely, but not immersed in sadness, but the heart yearning for the distant, the whole world full of hope, the future full of sunshine. They like spring and winter, they like to live tomorrow, they are full of confidence and hope for the future. They like the northern cities, especially the capital Beijing, but at the same time, they are thinking of the South girl, most hope and the female ticket to the southern city is Chengdu, Nanjing, Hong Kong and Kunming ~ ~

The above views are for your reference only, welcome everyone to shoot bricks ~ ~

^_^ The last small compilation I wish you a happy weekend ^_^

The Python big guy analyzed 150,000 lyrics and told you what the folk singers were singing.