#!/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_factorial_stirling_loglog.svg'
fig = mplwp.fig_standard(mpl)

xlim = 1, 1e5; fig.gca().set_xlim(xlim)
ylim = 1e-1, 1e6; fig.gca().set_ylim(ylim)

from scipy.special import gammaln
from scipy.optimize import brentq

f1 = lambda x: gammaln(1 + x)
x1min = brentq(lambda x: f1(x) - ylim[0], xlim[0], xlim[1])
x1 = np.logspace(log10(x1min), log10(xlim[1]), 5000)
y1 = [f1(xx) for xx in x1]
plt.loglog(x1, y1, label='ln n!', zorder=2)

f2 = lambda x: x * log(x) - x
x2min = brentq(lambda x: f2(x) - ylim[0], xlim[0], xlim[1])
x2 = np.logspace(log10(x2min), log10(xlim[1]), 5000)
y2 = [f2(xx) for xx in x2]
plt.loglog(x2, y2, label=u'n ln n \u2212 n', zorder=1)

plt.legend(loc='upper left').get_frame().set_alpha(0.9)
plt.savefig(name)
mplwp.postprocess(name)