Summertime grooves
In chapter 1, you found that the average danceability of songs has been rising since 2005. Now, you are tasked with finding the average danceability of songs released in different months. Is there some part of the year where more danceable songs are released? If you were a musician who had written a new dance song, is there a best time of year to release that? Let's find out.
This exercise is part of the course
Parallel Programming with Dask in Python
Exercise instructions
- Select the months from the
'release_date'
column using its datetime accessor. - Select the
'danceability'
column and group it by month. - Find the mean of the danceability by month.
- Compute the result.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Extract the months from the release_date column using its datetime accessor
months = df['____'].____.____
# Group the danceabilities by month
monthly_groupby = df['____'].____(____)
# Find the mean danceability by month
monthly_danceability = ____
# Compute the result
monthly_danceability_result = ____
monthly_danceability_result.plot()
plt.show()