#!/usr/bin/python
# -*- coding: utf8 -*-

import matplotlib.pyplot as plt
import matplotlib as mpl
import numpy as np
from math import *

code_website = 'http://commons.wikimedia.org/wiki/User:Geek3/mplwp'
try:
    import mplwp
except ImportError, er:
    print 'ImportError:', er
    print 'You need to download mplwp.py from', code_website
    exit(1)

name = 'mplwp_logit.svg'
fig = mplwp.fig_standard(mpl)

xlim = 0,1; fig.gca().set_xlim(xlim)
ylim = -7,7; fig.gca().set_ylim(ylim)
mplwp.mark_axeszero(fig.gca())

f = lambda x: log(x / (1.0 - x))
x = np.linspace(0, 1, 5001)[1:-1]
y = [f(xx) for xx in x]

plt.plot(x, y, label='logit')    
plt.legend(loc='upper center').get_frame().set_alpha(0.9)

plt.savefig(name)
mplwp.postprocess(name)