是否有可能在Python ggplot上绘制多线图？

Question

I need to plot 3 columns of a Pandas dataframe on python ggplot, with the same index. Is that possible?

Thank you

Answer 1

I'm assuming you want something in ggplot that replicates something like this in matplotlib.

import pandas as pd
df = pd.DataFrame({'a': range(10), 'b': range(5,15), 'c': range(7,17)})
df.plot()

ggplot expects the data to be in 'long' format, so you need to do a little reshaping, with melt . It also currently does not support plotting the index, so that needs to made into a column.

from ggplot import ggplot, geom_line, aes
import pandas as pd
df = pd.DataFrame({'a': range(10), 'b': range(5,15), 'c': range(7,17)})

df['x'] = df.index
df = pd.melt(df, id_vars='x')

ggplot(aes(x='x', y='value', color='variable'), df) + \
      geom_line()

Answer 2

With the latest version of ggplot, it's even easier:

from ggplot import ggplot, geom_line, aes
import pandas as pd

df = pd.DataFrame({'a': range(10), 'b': range(5, 15), 'c': range(7, 17)})
df['x'] = df.index
ggplot(aes(x='x'), data=df) +\
    geom_line(aes(y='a'), color='blue') +\
    geom_line(aes(y='b'), color='red') +\
    geom_line(aes(y='c'), color='green')