I struggle to put in words what i'm trying to achieve (hence, find what to google) so hopefully an example will help :
I have a dataframe with inventory composition by date, like this:
date item quantity
2010 'apple' 10
2010 'pear' 6
2010 'berry' 5
2011 'apple' 8
2011 'pear' 3
2011 'lemon' 5
2011 'berry' 9
What i'd like is have one line by date, and each item in a column:
date apple pear lemon berry
2010 10 6 5
2011 8 3 5 9
Any idea?
CodePudding user response:
You are looking to pivot your df.
df = pd.DataFrame({'date': [2010, 2010, 2010, 2011, 2011, 2011, 2011],
'item': ['apple', 'pear', 'berry', 'apple', 'pear', 'lemon', 'berry'],
'quantity': [10, 6, 5, 8, 3, 5, 9]})
df.pivot(index='date', columns='item', values='quantity')