# Remove the columns
papers = papers.drop(columns=['id', 'title', 'abstract', 
                              'event_type', 'pdf_name', 'year'], axis=1)

# sample only 100 papers
papers = papers.sample(100)

# Print out the first rows of papers
papers.head()