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Density estimation functions.

Project description

This package provides functions for three specific types of density estimators. You might find it most useful for tasks involving plotting kernel density estimates, histograms and nearest-neighbor density estimates.

Typical intallation often looks like this:

!pip install densityestimation

Dependencies

  • Numpy
  • Matplotlib

Examples

import numpy as np
sample = np.random.normal(0,1,1000)
kde(sample)

import numpy as np
sample = np.random.normal(0,1,1000)
hist(sample)

import numpy as np
sample = np.random.normal(0,1,1000)
nnde(sample)

Contributors

We would like to thank our professor, Brian Chapman, for guiding us through our first ever endeavors involving Python. It is because of you, this class and this project that density estimation in Python will never be the same, or at least in our eyes.

Project details


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