Pandas dataframe.loc method too slow

There are plenty of ways achieves this without loop, pivot , pivot_table, crosstab, groupby count

pd.crosstab(df.user,df.document)
Out[1283]: 
document  article  blogpost  book
user                             
jane            1         3     2
jim             1         1     0
john            0         0     2