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Checklist

  • I've formatted the new code by running hatch run dev:format before committing.
  • I've added tests for new code.
  • I've added docstrings for the new code.

Description

This PR implements methods allowing covariates to be simulated and included in observations. We follow Abadie et. al. 2010 Eq.1 and Eq.2. The main difference in implementations is that we assume time varying covariates with stationary coefficients for covariates.

Issue Number: #32
For issue to be fully addressed, we need to allow noise transformation over covariates.

@semihakbayrak semihakbayrak merged commit 93bf0b4 into amazon-science:main Sep 24, 2025
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