Created
March 17, 2014 20:23
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Pandas dataframe line and area plots
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import string | |
from pandas import DataFrame | |
import numpy as np | |
from numpy.random import randn, rand | |
import pandas.tools.plotting as plotting | |
from matplotlib.pylab import close | |
mix_s_df = DataFrame(randn(6, 3), | |
index=range(6), | |
columns=['x', 'y', 'z']) | |
s_df = DataFrame(rand(6, 3), | |
index=range(6), | |
columns=['x', 'y', 'z']) | |
neg_s_df = - s_df | |
import pandas.util.testing as tm | |
mix_t_df = DataFrame(randn(6, 3), | |
index=tm.makeDateIndex(k=6), | |
columns=['x', 'y', 'z']) | |
t_df = DataFrame(rand(6, 3), | |
index=tm.makeDateIndex(k=6), | |
columns=['x', 'y', 'z']) | |
neg_t_df = - t_df | |
import matplotlib.pyplot as plt | |
for m_df, df, neg_df in [(mix_s_df, s_df, neg_s_df), (mix_t_df, t_df, neg_t_df)]: | |
fig, axes = plt.subplots(6, 3, figsize=(14, 8)) | |
plt.subplots_adjust(top=0.97, bottom=0.05, left=0.15, right=0.97, hspace=0.5) | |
df.plot(kind='line', ax=axes[0, 0], legend=False, title='stacked=False') | |
df.plot(kind='line', ax=axes[0, 1], stacked=True, legend=False, title='stacked=True') | |
df.plot(kind='line', ax=axes[0, 2], stacked=True, logy=True, legend=False, title='logy=True, stacked=True') | |
fig.text(0.07, 0.91, 'All Positive Data', ha='center') | |
neg_df.plot(kind='line', ax=axes[1, 0], legend=False, title='stacked=False') | |
neg_df.plot(kind='line', ax=axes[1, 1], stacked=True, legend=False, title='stacked=True') | |
axes[1, 2].text(0.5, 0.5, 'Unable to define for negative values', ha='center', va='center') | |
axes[1, 2].set_title('logy=True, stacked=True') | |
fig.text(0.07, 0.74, 'All Negative Data', ha='center') | |
m_df.plot(kind='line', ax=axes[2, 0], legend=False, title='stacked=False') | |
axes[2, 1].text(0.5, 0.5, 'Unable to define stacking \n of positive/negative mixted', ha='center', va='center') | |
axes[2, 2].text(0.5, 0.5, 'Unable to define for negative values', ha='center', va='center') | |
axes[2, 2].set_title('logy=True, stacked=True') | |
fig.text(0.07, 0.58, 'Positive-Negative \n Mixed Data', ha='center') | |
df.plot(kind='area', ax=axes[3, 0], stacked=False, legend=False, title='stacked=False') | |
df.plot(kind='area', ax=axes[3, 1], stacked=True, legend=False, title='stacked=True') | |
axes[3, 2].text(0.5, 0.5, 'Not supported because \n unable to fill from 0', ha='center', va='center') | |
axes[3, 2].set_title('logy=True, stacked=True') | |
fig.text(0.07, 0.41, 'All Positive Data', ha='center') | |
neg_df.plot(kind='area', ax=axes[4, 0], stacked=False, legend=False, title='stacked=False') | |
neg_df.plot(kind='area', ax=axes[4, 1], stacked=True, legend=False, title='stacked=True') | |
axes[4, 2].text(0.5, 0.5, 'Unable to define for negative values', ha='center', va='center') | |
axes[4, 2].set_title('logy=True, stacked=True') | |
fig.text(0.07, 0.26, 'All Negative Data', ha='center') | |
m_df.plot(kind='area', ax=axes[5, 0], stacked=False, legend=False, title='stacked=False') | |
axes[5, 1].text(0.5, 0.5, 'Unable to define stacking \n of positive/negative mixed', ha='center', va='center') | |
axes[5, 2].text(0.5, 0.5, 'Unable to define for negative values', ha='center', va='center') | |
axes[5, 2].set_title('logy=True, stacked=True') | |
fig.text(0.07, 0.10, 'Positive-Negative \n Mixed Data', ha='center') | |
plt.show() | |
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pandas-dev/pandas#6656