# -*- coding: utf-8 -*-"""Created on Fri May 04 11:10:51 2012Author: Ralf Gommers"""#Load the El Nino dataset. Consists of 60 years worth of Pacific Ocean sea#surface temperature data.importnumpyasnpimportmatplotlib.pyplotaspltimportstatsmodels.apiassmdata=sm.datasets.elnino.load(as_pandas=False)#Create a functional boxplot. We see that the years 1982-83 and 1997-98 are#outliers; these are the years where El Nino (a climate pattern#characterized by warming up of the sea surface and higher air pressures)#occurred with unusual intensity.fig=plt.figure()ax=fig.add_subplot(111)res=sm.graphics.fboxplot(data.raw_data[:,1:],wfactor=2.58,labels=data.raw_data[:,0].astype(int),ax=ax)ax.set_xlabel("Month of the year")ax.set_ylabel("Sea surface temperature (C)")ax.set_xticks(np.arange(13,step=3)-1)ax.set_xticklabels(["","Mar","Jun","Sep","Dec"])ax.set_xlim([-0.2,11.2])#plt.show()