import numpy as np import pandas as pd import matplotlib as plt import matplotlib.colors as pltcolors import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D from pyFTS.common import Membership, Util def plotSets(data, sets, titles, tam=[12, 10], save=False, file=None): num = len(sets) fig = plt.figure(figsize=tam) maxx = max(data) minx = min(data) h = 1/num for k in range(num): ax0 = fig.add_axes([0, (k+1)*h, 0.65, h*0.7]) # left, bottom, width, height ax0.set_title(titles[k]) ax0.set_ylim([0, 1]) ax0.set_xlim([minx, maxx]) for s in sets[k]: if s.mf == Membership.trimf: ax0.plot([s.parameters[0],s.parameters[1],s.parameters[2]],[0,1,0]) elif s.mf == Membership.gaussmf: tmpx = [ kk for kk in np.arange(s.lower, s.upper)] tmpy = [s.membership(kk) for kk in np.arange(s.lower, s.upper)] ax0.plot(tmpx, tmpy) Util.showAndSaveImage(fig, file, save)