Simple constraints for the SCM

[priamai]

Hi there,
with reference to this:
https://www.pywhy.org/dowhy/v0.10.1/example_notebooks/gcm_draw_samples.html
how can we provide simple constraints to draw samples in specific use cases?

Examples of real applications:
a) sales are integers positive or zero numbers
b) revenue is float but positive or zero numbers
c) a satisfaction rating is an integer between 0 to 10
d) a bio marker is a continuous number between 0.0 to 1.0

Hope it makes sense.

[bloebp]

Hey,

yes that definitely makes sense and it is currently not that straightforward to enforce these constraints beyond customizing the causal mechanisms. A similar discussion came up before here: #928

Definitely need to work on a way to simplify this.