DistroLab is a Python package for working with Gaussian and Binomial distributions. It provides functionality to calculate characteristics like mean, standard deviation, and to visualize the distributions.
To install DistroLab, run the following command:
pip install DistroLab
- math
- matplotlib
Here are some examples of how to use DistroLab:
from distrolab import Gaussian
# Create a Gaussian distribution
gaussian = Gaussian(mu=10, sigma=2)
# Calculate mean and standard deviation
mean = gaussian.calculate_mean()
stdev = gaussian.calculate_stdev()
# Plot the histogram
gaussian.plot_histogram()
# Plot the probability density function
gaussian.plot_histogram_pdf()from distrolab import Binomial
# Create a Binomial distribution
binomial = Binomial(prob=0.5, size=20)
# Calculate mean and standard deviation
mean = binomial.calculate_mean()
stdev = binomial.calculate_stdev()
# Plot the histogram
binomial.plot_data_histogram()
# Plot the probability density function
binomial.plot_distribution_pdf()This project is licensed under the MIT License
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