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Title: random — Generate pseudo-random numbers — Python 3.14.2 documentation

Open Graph Title: random — Generate pseudo-random numbers

Description: Source code: Lib/random.py This module implements pseudo-random number generators for various distributions. For integers, there is uniform selection from a range. For sequences, there is uniform s...

Open Graph Description: Source code: Lib/random.py This module implements pseudo-random number generators for various distributions. For integers, there is uniform selection from a range. For sequences, there is uniform s...

Opengraph URL: https://docs.python.org/3/library/random.html

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og:image:alt	Source code: Lib/random.py This module implements pseudo-random number generators for various distributions. For integers, there is uniform selection from a range. For sequences, there is uniform s...
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Links:

	https://www.python.org/
Table of Contents	https://docs.python.org/contents.html
random — Generate pseudo-random numbers	https://docs.python.org/library/random.html
Bookkeeping functions	https://docs.python.org/library/random.html#bookkeeping-functions
Functions for bytes	https://docs.python.org/library/random.html#functions-for-bytes
Functions for integers	https://docs.python.org/library/random.html#functions-for-integers
Functions for sequences	https://docs.python.org/library/random.html#functions-for-sequences
Discrete distributions	https://docs.python.org/library/random.html#discrete-distributions
Real-valued distributions	https://docs.python.org/library/random.html#real-valued-distributions
Alternative Generator	https://docs.python.org/library/random.html#alternative-generator
Notes on Reproducibility	https://docs.python.org/library/random.html#notes-on-reproducibility
Examples	https://docs.python.org/library/random.html#examples
Recipes	https://docs.python.org/library/random.html#recipes
Command-line usage	https://docs.python.org/library/random.html#command-line-usage
Command-line example	https://docs.python.org/library/random.html#command-line-example
fractions — Rational numbers	https://docs.python.org/library/fractions.html
statistics — Mathematical statistics functions	https://docs.python.org/library/statistics.html
Report a bug	https://docs.python.org/bugs.html
Show source	https://github.com/python/cpython/blob/main/Doc/library/random.rst?plain=1
index	https://docs.python.org/genindex.html
modules	https://docs.python.org/py-modindex.html
next	https://docs.python.org/library/statistics.html
previous	https://docs.python.org/library/fractions.html
Python	https://www.python.org/
3.14.2 Documentation	https://docs.python.org/index.html
The Python Standard Library	https://docs.python.org/library/index.html
Numeric and Mathematical Modules	https://docs.python.org/library/numeric.html
random — Generate pseudo-random numbers	https://docs.python.org/library/random.html
¶	https://docs.python.org/library/random.html#module-random
Lib/random.py	https://github.com/python/cpython/tree/3.14/Lib/random.py
random()	https://docs.python.org/library/random.html#random.random
random.Random	https://docs.python.org/library/random.html#random.Random
Random	https://docs.python.org/library/random.html#random.Random
Random	https://docs.python.org/library/random.html#random.Random
random	https://docs.python.org/library/random.html#module-random
SystemRandom	https://docs.python.org/library/random.html#random.SystemRandom
os.urandom()	https://docs.python.org/library/os.html#os.urandom
secrets	https://docs.python.org/library/secrets.html#module-secrets
Complementary-Multiply-with-Carry recipe	https://code.activestate.com/recipes/576707-long-period-random-number-generator/
Random	https://docs.python.org/library/random.html#random.Random
Random	https://docs.python.org/library/random.html#random.Random
Random	https://docs.python.org/library/random.html#random.Random
¶	https://docs.python.org/library/random.html#bookkeeping-functions
¶	https://docs.python.org/library/random.html#random.seed
os.urandom()	https://docs.python.org/library/os.html#os.urandom
str	https://docs.python.org/library/stdtypes.html#str
bytes	https://docs.python.org/library/stdtypes.html#bytes
bytearray	https://docs.python.org/library/stdtypes.html#bytearray
int	https://docs.python.org/library/functions.html#int
str	https://docs.python.org/library/stdtypes.html#str
bytes	https://docs.python.org/library/stdtypes.html#bytes
int	https://docs.python.org/library/functions.html#int
float	https://docs.python.org/library/functions.html#float
str	https://docs.python.org/library/stdtypes.html#str
bytes	https://docs.python.org/library/stdtypes.html#bytes
bytearray	https://docs.python.org/library/stdtypes.html#bytearray
¶	https://docs.python.org/library/random.html#random.getstate
setstate()	https://docs.python.org/library/random.html#random.setstate
¶	https://docs.python.org/library/random.html#random.setstate
getstate()	https://docs.python.org/library/random.html#random.getstate
setstate()	https://docs.python.org/library/random.html#random.setstate
getstate()	https://docs.python.org/library/random.html#random.getstate
¶	https://docs.python.org/library/random.html#functions-for-bytes
¶	https://docs.python.org/library/random.html#random.randbytes
secrets.token_bytes()	https://docs.python.org/library/secrets.html#secrets.token_bytes
¶	https://docs.python.org/library/random.html#functions-for-integers
¶	https://docs.python.org/library/random.html#random.randrange
range()	https://docs.python.org/library/stdtypes.html#range
randrange()	https://docs.python.org/library/random.html#random.randrange
TypeError	https://docs.python.org/library/exceptions.html#TypeError
¶	https://docs.python.org/library/random.html#random.randint
¶	https://docs.python.org/library/random.html#random.getrandbits
getrandbits()	https://docs.python.org/library/random.html#random.getrandbits
randrange()	https://docs.python.org/library/random.html#random.randrange
¶	https://docs.python.org/library/random.html#functions-for-sequences
¶	https://docs.python.org/library/random.html#random.choice
IndexError	https://docs.python.org/library/exceptions.html#IndexError
¶	https://docs.python.org/library/random.html#random.choices
IndexError	https://docs.python.org/library/exceptions.html#IndexError
itertools.accumulate()	https://docs.python.org/library/itertools.html#itertools.accumulate
TypeError	https://docs.python.org/library/exceptions.html#TypeError
float	https://docs.python.org/library/functions.html#float
random()	https://docs.python.org/library/random.html#module-random
ValueError	https://docs.python.org/library/exceptions.html#ValueError
choices()	https://docs.python.org/library/random.html#random.choices
choice()	https://docs.python.org/library/random.html#random.choice
choices()	https://docs.python.org/library/random.html#random.choices
choice()	https://docs.python.org/library/random.html#random.choice
ValueError	https://docs.python.org/library/exceptions.html#ValueError
¶	https://docs.python.org/library/random.html#random.shuffle
¶	https://docs.python.org/library/random.html#random.sample
hashable	https://docs.python.org/glossary.html#term-hashable
range()	https://docs.python.org/library/stdtypes.html#range
ValueError	https://docs.python.org/library/exceptions.html#ValueError
¶	https://docs.python.org/library/random.html#discrete-distributions
¶	https://docs.python.org/library/random.html#random.binomialvariate
Binomial distribution	https://mathworld.wolfram.com/BinomialDistribution.html
¶	https://docs.python.org/library/random.html#real-valued-distributions
¶	https://docs.python.org/library/random.html#random.random
¶	https://docs.python.org/library/random.html#random.uniform
¶	https://docs.python.org/library/random.html#random.triangular
¶	https://docs.python.org/library/random.html#random.betavariate
¶	https://docs.python.org/library/random.html#random.expovariate
¶	https://docs.python.org/library/random.html#random.gammavariate
¶	https://docs.python.org/library/random.html#random.gauss
normalvariate()	https://docs.python.org/library/random.html#random.normalvariate
normalvariate()	https://docs.python.org/library/random.html#random.normalvariate
¶	https://docs.python.org/library/random.html#random.lognormvariate
¶	https://docs.python.org/library/random.html#random.normalvariate
¶	https://docs.python.org/library/random.html#random.vonmisesvariate
¶	https://docs.python.org/library/random.html#random.paretovariate
¶	https://docs.python.org/library/random.html#random.weibullvariate
¶	https://docs.python.org/library/random.html#alternative-generator
¶	https://docs.python.org/library/random.html#random.Random
random	https://docs.python.org/library/random.html#module-random
int	https://docs.python.org/library/functions.html#int
float	https://docs.python.org/library/functions.html#float
str	https://docs.python.org/library/stdtypes.html#str
bytes	https://docs.python.org/library/stdtypes.html#bytes
bytearray	https://docs.python.org/library/stdtypes.html#bytearray
¶	https://docs.python.org/library/random.html#random.Random.seed
seed()	https://docs.python.org/library/random.html#random.seed
¶	https://docs.python.org/library/random.html#random.Random.getstate
getstate()	https://docs.python.org/library/random.html#random.getstate
¶	https://docs.python.org/library/random.html#random.Random.setstate
setstate()	https://docs.python.org/library/random.html#random.setstate
¶	https://docs.python.org/library/random.html#random.Random.random
random()	https://docs.python.org/library/random.html#random.random
¶	https://docs.python.org/library/random.html#random.Random.getrandbits
getrandbits()	https://docs.python.org/library/random.html#random.getrandbits
¶	https://docs.python.org/library/random.html#random.Random.randbytes
randbytes()	https://docs.python.org/library/random.html#random.randbytes
¶	https://docs.python.org/library/random.html#random.SystemRandom
os.urandom()	https://docs.python.org/library/os.html#os.urandom
seed()	https://docs.python.org/library/random.html#random.seed
getstate()	https://docs.python.org/library/random.html#random.getstate
setstate()	https://docs.python.org/library/random.html#random.setstate
NotImplementedError	https://docs.python.org/library/exceptions.html#NotImplementedError
¶	https://docs.python.org/library/random.html#notes-on-reproducibility
random()	https://docs.python.org/library/random.html#random.Random.random
¶	https://docs.python.org/library/random.html#examples
statistical bootstrapping	https://en.wikipedia.org/wiki/Bootstrapping_(statistics)
resampling permutation test	https://en.wikipedia.org/wiki/Resampling_(statistics)#Permutation_tests
p-value	https://en.wikipedia.org/wiki/P-value
Statistics for Hackers	https://www.youtube.com/watch?v=Iq9DzN6mvYA
Jake Vanderplas	https://us.pycon.org/2016/speaker/profile/295/
Economics Simulation	https://nbviewer.org/url/norvig.com/ipython/Economics.ipynb
Peter Norvig	https://norvig.com/bio.html
A Concrete Introduction to Probability (using Python)	https://nbviewer.org/url/norvig.com/ipython/Probability.ipynb
Peter Norvig	https://norvig.com/bio.html
¶	https://docs.python.org/library/random.html#recipes
itertools	https://docs.python.org/library/itertools.html#module-itertools
random()	https://docs.python.org/library/random.html#random.random
real valued distributions	https://docs.python.org/library/random.html#real-valued-distributions
Generating Pseudo-random Floating-Point Values	https://allendowney.com/research/rand/downey07randfloat.pdf
random()	https://docs.python.org/library/random.html#random.random
¶	https://docs.python.org/library/random.html#command-line-usage
¶	https://docs.python.org/library/random.html#cmdoption-random-h
¶	https://docs.python.org/library/random.html#cmdoption-random-c
¶	https://docs.python.org/library/random.html#cmdoption-random-choice
choice()	https://docs.python.org/library/random.html#random.choice
¶	https://docs.python.org/library/random.html#cmdoption-random-i
¶	https://docs.python.org/library/random.html#cmdoption-random-integer
randint()	https://docs.python.org/library/random.html#random.randint
¶	https://docs.python.org/library/random.html#cmdoption-random-f
¶	https://docs.python.org/library/random.html#cmdoption-random-float
uniform()	https://docs.python.org/library/random.html#random.uniform
--choice	https://docs.python.org/library/random.html#cmdoption-random-choice
--integer	https://docs.python.org/library/random.html#cmdoption-random-integer
--float	https://docs.python.org/library/random.html#cmdoption-random-float
¶	https://docs.python.org/library/random.html#command-line-example
Table of Contents	https://docs.python.org/contents.html
random — Generate pseudo-random numbers	https://docs.python.org/library/random.html
Bookkeeping functions	https://docs.python.org/library/random.html#bookkeeping-functions
Functions for bytes	https://docs.python.org/library/random.html#functions-for-bytes
Functions for integers	https://docs.python.org/library/random.html#functions-for-integers
Functions for sequences	https://docs.python.org/library/random.html#functions-for-sequences
Discrete distributions	https://docs.python.org/library/random.html#discrete-distributions
Real-valued distributions	https://docs.python.org/library/random.html#real-valued-distributions
Alternative Generator	https://docs.python.org/library/random.html#alternative-generator
Notes on Reproducibility	https://docs.python.org/library/random.html#notes-on-reproducibility
Examples	https://docs.python.org/library/random.html#examples
Recipes	https://docs.python.org/library/random.html#recipes
Command-line usage	https://docs.python.org/library/random.html#command-line-usage
Command-line example	https://docs.python.org/library/random.html#command-line-example
fractions — Rational numbers	https://docs.python.org/library/fractions.html
statistics — Mathematical statistics functions	https://docs.python.org/library/statistics.html
Report a bug	https://docs.python.org/bugs.html
Show source	https://github.com/python/cpython/blob/main/Doc/library/random.rst?plain=1
index	https://docs.python.org/genindex.html
modules	https://docs.python.org/py-modindex.html
next	https://docs.python.org/library/statistics.html
previous	https://docs.python.org/library/fractions.html
Python	https://www.python.org/
3.14.2 Documentation	https://docs.python.org/index.html
The Python Standard Library	https://docs.python.org/library/index.html
Numeric and Mathematical Modules	https://docs.python.org/library/numeric.html
random — Generate pseudo-random numbers	https://docs.python.org/library/random.html
Copyright	https://docs.python.org/copyright.html
History and License	https://docs.python.org/license.html
Please donate.	https://www.python.org/psf/donations/
Found a bug	https://docs.python.org/bugs.html
Sphinx	https://www.sphinx-doc.org/

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