File:Exponential pdf.svg

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Summary

Description
English: Plot of the density function of several exponential distributions.
Date
Source Own work
Author Skbkekas
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SVG development
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 This plot was created with Matplotlib.
Source code
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Python code

import numpy as np
import matplotlib.pyplot as plt

col = {0.5: 'orange', 1: 'purple', 1.5: 'lightblue'}

X = np.arange(0, 5, 0.01)

##                                                                              
## PDF                                                                          
##                                                                              

plt.clf()
plt.figure(figsize=(4,3.2))
plt.axes([0.15,0.13,0.79,0.8])
plt.hold(True)

A = []
for L in 0.5,1,1.5:
    P = L*np.exp(-L*X)
    a = plt.plot(X, P, '-', color=col[L], lw=2.5)
    A.append(a)

plt.xlabel("x")
plt.ylabel("P(x)")

bx = plt.legend(A, (r"$\lambda=0.5$", r"$\lambda=1$", r"$\lambda=1.5$"),\
                numpoints=1, handletextpad=0.5, loc="upper right")
bx.draw_frame(False)
plt.xlim(0,5)

plt.savefig("exponential_pdf.pdf")
plt.savefig("exponential_pdf.svg")

##                                                                              
## CDF                                                                          
##                                                                              

plt.clf()
plt.figure(figsize=(4,3.2))
plt.axes([0.15,0.13,0.79,0.8])
plt.hold(True)

A = []
for L in 0.5,1,1.5:
    P = 1- np.exp(-L*X)
    a = plt.plot(X, P, '-', color=col[L], lw=2.5)
    A.append(a)

plt.xlabel("x")
plt.ylabel(u"P(X\N{Less-THAN OR EQUAL TO}x)")

bx = plt.legend(A, (r"$\lambda=0.5$", r"$\lambda=1$", r"$\lambda=1.5$"),\
                numpoints=1, handletextpad=0.5, loc="lower right")
bx.draw_frame(False)
plt.xlim(0,5)

plt.savefig("exponential_cdf.pdf")
plt.savefig("exponential_cdf.svg")

Licensing

I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
attribution
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You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.

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18 February 2010

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Date/TimeDimensionsUserComment
current09:18, 18 February 2010360 × 288 (32 KB)Skbkekas{{Information |Description={{en|1=Plot of the density function of several exponential distributions.}} |Source={{own}} |Author=Skbkekas |Date=2010-02-18 |Permission= |other_versions= }} Category:Statistical diagrams

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