Currently have 3 sets of data in a single histogram, but I need to plot a single curve for each set of data. Currently plotting histograms through a function:
def plot_histogram(xmin,xmax,title,xlabel,data,data1,data2):
plt.xlim(xmin, xmax)
plt.title(title)
plt.xlabel(xlabel)
plt.ylabel('Relative Frequency')
bins=np.histogram(np.hstack((data,data1,data2)), bins=11)[1]
plt.hist([data, data1, data2], bins, normed=1, alpha=0.5, color=['b', 'g', 'r'], label=['t', 'g-', 'g+'])
plt.legend(loc='upper right')
plt.show()
How can I plot a curve or line which follows the shape of each histogram?
Using a kde did give me the plot I wanted, but in fact I would suggest using seaborn
for this, as the module has a command distplot
which plots a histogram and density plot at the same time.
Examples of using seaborn given here: http://nbviewer.ipython.org/github/mwaskom/seaborn/blob/master/examples/plotting_distributions.ipynb