causalnex
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A Python library that helps data scientists to infer causation rather than observing correlation.
## Motivation and Context This is for issue https://github.com/quantumblacklabs/causalnex/issues/19 ## How has this been tested? I ran `make test`, `make package` and installed causalnex from source inside both of the...
This PR was automatically created by Snyk using the credentials of a real user.Snyk has created this PR to fix one or more vulnerable packages in the `pip` dependencies of...
I've been browsing through the codebases of several popular causal inference libraries and I am especially interested in the relationship of `do-intervension` vs uplifting models (methods in econml/causalml). So here...
## Why was this PR created? This PR is created to fix the issue in `set_cpd `method. `set_cpd `currently works when `df_node.columns` has type `pd.MultiIndex.` This is because nodes having...
Hi, I have been using Causalnex library over the past month in my PhD and its amazing even with large number of features. I am currently exploring Inference engine for...
## Description I am working on the creation of a model to predict fire occurrences. I generated this graph: ![image](https://user-images.githubusercontent.com/26856205/179129884-37d1f72a-4d96-4c45-a770-061e3f59ed67.png) and extracted the CPDs from it. Then initiating the InferenceEngine...
## Motivation and Context Please merge https://github.com/quantumblacklabs/causalnex/pull/156 first Why was this PR created? ## How has this been tested? What testing strategies have you used? ## Checklist - [ ]...
## Description I tried the code below: ========================================== from causalnex.structure import StructureModel test2sm = StructureModel() test2sm.add_edges_from([('a','b'),('a','c')]) viz = plot_structure( test2sm, graph_attributes={"scale": "0.5"}, all_node_attributes=NODE_STYLE.WEAK, all_edge_attributes=EDGE_STYLE.WEAK, ) Image(viz.draw(format='png')) ========================================== On the plot,...
## Context I face a lot of problems in real-world Earth science datasets which have a lot of missing data ## Possible Implementation https://arxiv.org/pdf/2001.05343.pdf Please evaluate the implementation of this...
Hi! thanks for this awesome package! I was wondering if you developed some function to export/save the InferenceEngine so that it can be easily scaled in production or if you...