random.paretovariate() function in Python
Last Updated :
26 May, 2020
random module is used to generate random numbers in Python. Not actually random, rather this is used to generate pseudo-random numbers. That implies that these randomly generated numbers can be determined.
random.paretovariate()
paretovariate() is an inbuilt method of the
random module. It is used to return a random floating point number with
Pareto distribution.
Syntax : random.paretovariate(alpha)
Parameter :
alpha : shape parameter
Returns : a random Pareto distribution floating number
Example 1:
Python3 1==
# import the random module
import random
# determining the values of the parameter
alpha = 3
# using the paretovariate() method
print(random.paretovariate(alpha))
Output :
1.0333528834896462
Example 2: We can generate the number multiple times and plot a graph to observe the Pareto distribution.
Python3 1==
# import the required libraries
import random
import matplotlib.pyplot as plt
# store the random numbers in a
# list
nums = []
alpha = 3
for i in range(100):
temp = random.paretovariate(alpha)
nums.append(temp)
# plotting a graph
plt.plot(nums)
plt.show()
Output :
Example 3: We can create a histogram to observe the density of the Pareto distribution.
Python3 1==
# import the required libraries
import random
import matplotlib.pyplot as plt
# store the random numbers in a list
nums = []
alpha = 3
for i in range(10000):
temp = random.paretovariate(alpha)
nums.append(temp)
# plotting a graph
plt.hist(nums, bins = 200)
plt.show()
Output :