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Pandas Dataframe reshaping/transformation
I’ve seen two different ways to reshape/transform a pandas dataframe, which I don’t fully understand. I know that the inner df.set_index() does the reshaping/transformation and the outer df.reset_index() does the collapsing of columns to rows, but what exactly is the difference between these two methods in this situation.
import pandas as pd
df1 = pd.DataFrame({‘A’ : [‘a’, ‘b’, ‘c’, ‘d’, ‘e’], ‘B’ : [‘x’, ‘y’, ‘z’, ‘a’, ‘b’]})
df2 = df1.set_index([‘A’, ‘B’], drop=True)
df2 = df2.T
print df2
A a
x
y
z
B b
a
b
C c
D d
E e
dtype: object
import pandas as pd
df1 = pd.DataFrame({‘A’ : [‘a’, ‘b’, ‘c’, ‘d’, ‘e’], ‘B’ : [‘x’, ‘y’, ‘z’, ‘a’, ‘b’]})
df2 = pd.DataFrame(df1.values.T)
df2 = df2.set_index([‘A’, ‘B’], drop=True)
df2 = df2.T
print df2
A a
B x
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