Skip to main content

Gaussian and Binomial distributions

Project description

Gaussian and Binomial Distributions

A basic package for calculating and visualizing Gaussian and Binomial Distributions. This is only a test.

How to import the classes using the interpret

$ python
>>> from gauss_binom_test import Gaussian, Binomial

Features

  • Calculate the Gaussian and Binomial pdf of a data set
  • Calculate the mean and standard deviation
  • Calculate the sum of two pdfs
  • Plot the histogram of data points and normalizdd histogram of the pdf

Example

Open the Python interpreter:

Create a standard normalmdistribution (zero mean and standard deviation equal to one)

>>> gaussian_normal = Gaussian()
>>> gaussian_normal
mean 0, standard deviation 1

Create a Gaussian distribution with mean=5 and stdv=2

>>> gaussian_one = Gaussian(5,2)
mean 5, standard deviation 2

Addition of two Gaussian distributions

>>> gaussian_sum = gaussian_normal + gaussian_one
>>> gaussian_sum.mean()
5
>>> sample stdev
>>> gaussian_sum.stdev()
2.2360679

Addition of three Gaussian distributions

>>> gaussian_sum = Gaussian(1,2) + Gaussian(2,3) + Gaussian(3,4)
>>> gaussian_sum
>>> mean 6, standard deviation 5.3851648

**Calculate the value of the Gaussian distribution function at a given point **

>>> gaussian_one = Gaussian(5,2)
>>> gaussian_one.pdf(6)
0.17603266338

Generate a Binomial distribution of 20 trials and 0.5 probability of an event occurring

>>> binom_one = Binomial(.5, 20)
>>> binom_one
mean 10.0, standard deviation 2.23606797749979, p 0.5, n 20

Calculate the probability of occurring 5 successes for a Binomial distribution of 20 trials and p=0.5

>>> Binomial(.5, 20).pdf(5)
0.0147857666015625

Adding two binomial distributions

>>> binom_sum = Binomial(.5, 20) + Binomial(.5, 10)
mean 15.0, standard deviation 2.7386127875258306, p 0.5, n 30

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

gauss_binom_test-0.2.4.tar.gz (4.4 kB view details)

Uploaded Source

File details

Details for the file gauss_binom_test-0.2.4.tar.gz.

File metadata

  • Download URL: gauss_binom_test-0.2.4.tar.gz
  • Upload date:
  • Size: 4.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.3

File hashes

Hashes for gauss_binom_test-0.2.4.tar.gz
Algorithm Hash digest
SHA256 2f361d49d69fb43c67a9b48312c693833551d10906743782a6e2a44869129bde
MD5 0dc53e1ba2d47b1f79bb19829e1b6a6a
BLAKE2b-256 06e1eaad9016792ab489a5b08a7263239cc95b79944b9deb4a96a7e0e7dafd5f

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page