https://github.com/roronya/causalmodels

Causalmodels: causal modeling in Python
https://github.com/roronya/causalmodels

Last synced: about 2 months ago
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Causalmodels: causal modeling in Python

• Host: GitHub
• URL: https://github.com/roronya/causalmodels
• Owner: roronya
• Created: 2016-01-28T08:46:13.000Z (almost 9 years ago)
• Default Branch: master
• Last Pushed: 2016-07-28T02:21:47.000Z (over 8 years ago)
• Last Synced: 2024-10-12T17:54:29.739Z (3 months ago)
• Language: Python
• Size: 329 KB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-python-models - causalmodels - causal modeling in Python. (Model, Schema)

README

        
# causalmodels

causalmodels in Python.

## instalation

    $ pip install causalmodels

## usage

    >>> import numpy as np

    >>> import pandas as pd

    >>> import causalmodels as cm

    >>> a = np.random.laplace(size=500)

    >>> b = np.random.laplace(size=500) + a

    >>> c = np.random.laplace(size=500) + a + b

    >>> data = pd.DataFrame({'a': a, 'b': b, 'c': c})

    >>> model = cm.DirectLiNGAM(data.values, data.columns)

    >>> results = model.fit()

    >>> results.order

    [2, 1, 0]

    >>> result.plot()