Jupyter Notebook Tips

jupyter_nb_tips.py

# Add spaces between plots

from IPython.core.display import Javascript

# place this after the code that displays the plots
# This code adds a small amount of margin to the bottom  of each div that contains a plot image
Javascript('Array.from(document.querySelectorAll(".display_data")).forEach(item => item.style.marginBottom = "1rem")')


# Get the number of missing values group the the number of rows missing the same number of values
# This helps see patterns of missingness
df.isnull().sum(axis=1).value_counts()