Merging unique values from two different columns into a list

Question

How do I merge the unique values in columns A and B from df into list?

id  A   B
1   x   k
2   y   x
3   x   l
4   x   k

This is what I am trying to achieve:

list = ['x', 'y', 'k', 'l']

Failed attempt:

list = df['A'].unique().tolist()
list.append(df['B'].unique())

The output:

['x', 'y', ['x', 'k', 'l']]

Answer 1

Use np.ravel and np.unique:

# Global unique
>>> np.unique(np.ravel(df[['A', 'B']])).tolist()
['k', 'l', 'x', 'y']

# Per column unique
>>> df['A'].unique().tolist() + df['B'].unique().tolist()
['x', 'y', 'k', 'x', 'l']