File:Geometric cdf.svg

Summary

Description
English: Plots of the cumulative distribution functions for several members of the geometric family of probability distributions.
Date
Source Own work
Author Skbkekas
SVG development
InfoField
Source code
InfoField

Python code

import numpy as np
import matplotlib.pyplot as plt
import scipy.special as sp

col = {0.2: 'orange', 0.5: 'purple', 0.8: 'lightblue'}

plt.clf()
plt.figure(figsize=(7.5,3.2))
ax1 = plt.axes([0.08,0.13,0.4,0.8])
ax2 = plt.axes([0.57,0.13,0.4,0.8])
plt.hold(True)

X1 = np.arange(1,11)
X2 = np.arange(0,11)

ms = 4.9

A1,A2 = [],[]
for p in 0.2,0.5,0.8:
    Y1 = 1 - (1-p)**X1
    Y2 = 1 - (1-p)**(X2+1)
    for k in range(len(Y1)-1):
        ax1.plot([X1[k],X1[k]+1], [Y1[k],Y1[k]], '-', color='grey')
        ax2.plot([X2[k],X2[k]+1], [Y2[k],Y2[k]], '-', color='grey')

    ax1.plot(X1[1:], Y1[:-1], 'o', mec='k', mfc='w', ms=ms)
    ax2.plot(X2[1:], Y2[:-1], 'o', mec='k', mfc='w', ms=ms)
    a1 = ax1.plot(X1, Y1, 'o', color=col[p], ms=ms)
    a2 = ax2.plot(X2, Y2, 'o', color=col[p], ms=ms)
    A1.append(a1)
    A2.append(a2)

ax1.set_xlabel("x")
ax1.set_ylabel(u"P(X\N{Less-THAN OR EQUAL TO}x)")
ax2.set_xlabel("x")
ax2.set_ylabel(u"P(X\N{Less-THAN OR EQUAL TO}x)")

bx1 = ax1.legend(A1, ("p=0.2", "p=0.5", "p=0.8"),\
                 numpoints=1, handletextpad=0, loc="lower right")
bx2 = ax2.legend(A2, ("p=0.2", "p=0.5", "p=0.8"),\
                numpoints=1, handletextpad=0, loc="lower right")
bx1.draw_frame(False)
bx2.draw_frame(False)
ax1.set_xlim(-0.2,10.2)
ax2.set_xlim(-0.2,10.2)
ax1.set_ylim(-0.05,1.05)
ax2.set_ylim(-0.05,1.05)

plt.savefig("geometric_cdf.pdf")
plt.savefig("geometric_cdf.svg")
Category:Geometric distribution

Licensing

I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
attribution
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Category:CC-BY-3.0#Geometric%20cdf.svgCategory:Self-published work
Category:CC-BY-3.0 Category:Geometric distribution Category:Self-published work Category:Valid SVG created with Matplotlib code