scipy stats.genexpon () | python

| | | | | | | | | | | | | | | | | |

👻 Check our latest review to choose the best laptop for Machine Learning engineers and Deep learning tasks!

scipy.stats.genexpon () is a generalized exponential continuous random variable that is defined by a standard format and some form parameters to complete its specification.

Parameters:
- & gt; q: lower and upper tail probability
- & gt; x: quantiles
- & gt; loc: [optional] location parameter. Default = 0
- & gt; scale: [optional] scale parameter. Default = 1
- & gt; size: [tuple of ints, optional] shape or random variates.
- & gt; a, b, c: shape parameters
- & gt; moments: [optional] composed of letters [’mvsk’]; ’m’ = mean, ’v’ = variance, ’s’ = Fisher’s skew and ’k’ = Fisher’s kurtosis. (default = ’mv’).

Results: generalized exponential continuous random variable

Code # 1: Generate generalized exponential continuous random variable

from scipy.stats import genexpon

numargs = genexpon .numargs

[a, b, c] = [ 0.7 ,] * numargs

rv = genexpon (a, b, c)

print ( " RV: " , rv)

Output:

 RV: & lt; scipy.stats._distn_infrastructure.rv_frozen object at 0x0000018D57997F60 & gt; 

Code # 2: generalized exponential random variables.

import numpy as np

quantile = np.arange ( 0.01 , 1 , 0.1 )


# Random Variants

R = genexpon.rvs (a, scale = 2 , size = 10 )

print ( "Random Variates:" , R)

Output:

 Random Variates: [0.74505484 2.02790441 2.06823675 3.96275674 1.24274054 3.71331036 0.53957521 0.37359838 2.53934153 2.36254065] Probability Distribution: [0.43109163 0.45222638 0.47102054 0.48773188 0.50258763 0.51578837 0.52751153 0.5135300. 

import numpy as np

import matplotlib.pyplot as plt

distribution = np.linspace ( 0 , np.minimum (rv.dist.b, 3 ))

print ( "Distribution:" , distribution)

plot = plt.plot (distribution, rv.pdf (distribution))

Output:

 Distribution: [0. 0.06122449 0.12244898 0.18367347 0.24489796 0.30612245 0.36734694 0.42857143 0.48979592 0.55102041 0.6122449 0.67346939 0.73469388 0.79591837 0.85714286 0.91836735 0.97959184 1.04081633 1.10204082 1.16326531 1.2244898 1.28571429 1.34693878 1.40816327 1.46938776 1.53061224 1.59183673 1.65306122 1.71428571 1.7755102 1.83673469 1.89795918 1.95918367 2.02040816 2.08163265 2.14285714 2.20408163 2.26530612 2.32653061 2.3877551 2.44897959 2.51020408 2.57142857 2.63265306 2.69387755 2.75510204 2.81632653 2.87755102 2.93877551 3. ] 

Code # 4: Various Positional Arguments

import matplotlib. pyplot as plt

import numpy as np

x = np.linspace ( 0 , 5 , 100 )


# Various positional arguments

y1 = genexpon.pdf (x, a, 1 , 3 )

y2 = genexpon.pdf ( x, a, 1 , 4 )

plt.plot (x, y1, " * " , x, y2, " r-- " )

Output:

👻 Read also: what is the best laptop for engineering students?

We hope this article has helped you to resolve the problem. Apart from scipy stats.genexpon () | python, check other ast Python module-related topics.

Want to excel in Python? See our review of the best Python online courses 2023. If you are interested in Data Science, check also how to learn programming in R.

By the way, this material is also available in other languages:



Frank Lehnman

London | 2023-03-26

Simply put and clear. Thank you for sharing. scipy stats.genexpon () | python and other issues with http Python module was always my weak point 😁. Will use it in my bachelor thesis

Oliver Krasiko

Munchen | 2023-03-26

dis Python module is always a bit confusing 😭 scipy stats.genexpon () | python is not the only problem I encountered. Checked yesterday, it works!

Javier Krasiko

Moscow | 2023-03-26

I was preparing for my coding interview, thanks for clarifying this - scipy stats.genexpon () | python in Python is not the simplest one. Will get back tomorrow with feedback

Shop

Gifts for programmers

Learn programming in R: courses

$FREE
Gifts for programmers

Best Python online courses for 2022

$FREE
Gifts for programmers

Best laptop for Fortnite

$399+
Gifts for programmers

Best laptop for Excel

$
Gifts for programmers

Best laptop for Solidworks

$399+
Gifts for programmers

Best laptop for Roblox

$399+
Gifts for programmers

Best computer for crypto mining

$499+
Gifts for programmers

Best laptop for Sims 4

$

Latest questions

PythonStackOverflow

Common xlabel/ylabel for matplotlib subplots

1947 answers

PythonStackOverflow

Check if one list is a subset of another in Python

1173 answers

PythonStackOverflow

How to specify multiple return types using type-hints

1002 answers

PythonStackOverflow

Printing words vertically in Python

909 answers

PythonStackOverflow

Python Extract words from a given string

798 answers

PythonStackOverflow

Why do I get "Pickle - EOFError: Ran out of input" reading an empty file?

606 answers

PythonStackOverflow

Python os.path.join () method

384 answers

PythonStackOverflow

Flake8: Ignore specific warning for entire file

360 answers

News


Wiki

Python | How to copy data from one Excel sheet to another

Common xlabel/ylabel for matplotlib subplots

Check if one list is a subset of another in Python

How to specify multiple return types using type-hints

Printing words vertically in Python

Python Extract words from a given string

Cyclic redundancy check in Python

Finding mean, median, mode in Python without libraries

Python add suffix / add prefix to strings in a list

Why do I get "Pickle - EOFError: Ran out of input" reading an empty file?

Python - Move item to the end of the list

Python - Print list vertically