To get started let’s read the data into a pandas dataframe and print the first five rows: import pandas as pd df = pd.read_csv('top50.csv', encoding='ISO-8859-1') print(df. Popularity - The higher the value the more popular the song is.The higher the value the more spoken word the song contains The higher the value the more acoustic the song The higher the value, the more positive mood for the song. Liveness - The higher the value, the more likely the song is a live recording.The higher the value, the louder the song. Danceability - Thee higher the value, the easier it is to dance to the song.Energy - The energy of Song - the higher the value the more energetic.The data set contains the following fields: It was extracted from the Organize Your Music site. The data set provides the 50 most listened to songs on Spotify in 2019. In this post we will analyze the Top 50 Spotify Songs data set, which can be found on Kaggle. See the full chart and accompanying playlist below.What were the most popular songs of 2019? Which genres were most popular in 2019? Which artists were most popular? Consequently, four rappers make the top 20 only two did in 2019. Rihanna repeats her rank of #8, while Camila Cabelloslides to #9 (from last year’s #4) and Selena Gomez ticks up two spots to close out the top 10 at #10.ĭoja Cat and Megan Thee Stallion are the top debuts, appearing at #11 and #15 respectively. She’s the top female rapper on the chart this year. Nicki Minaj climbs to #7, up seven spots from last year’s #14.

Halsey and Lady Gaga repeat at ranks #5 and #6, stabilized by the release of new albums MANIC and Chromatica respectively. She’s up six spots versus her rank on this chart in 2019. Grande was previously #1 in 2018.ĭua Lipa flies to #4 on the strength of her Future Nostalgia album, the top streamed record by a female artist this year. Taylor Swift and Ariana Grande swap spots versus last year, landing at #2 and #3 respectively. As a follow up to yesterday’s rundown of the top 50 artists on Spotify in 2020, here’s a list of the top 50 most streamed female artists of the year globally on the platform.īillie Eilish repeats at #1, having first topped the chart in 2019.

Top spotify artists